From a7ace8dba7c6914a8cae658cc4c4abf4efb3e4a9 Mon Sep 17 00:00:00 2001
From: Donato Capitella <donato.capitella@reversec.com>
Date: Mon, 30 Mar 2026 08:37:15 +0100
Subject: [PATCH] updted benchmarks

---
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 595 files changed, 19653 insertions(+), 14511 deletions(-)
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diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log
new file mode 100644
index 0000000..07bbca3
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         72.93 ± 0.06 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.95 ± 0.06 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..d3dcb44
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         16.57 ± 0.04 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.08 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..dc35095
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         71.58 ± 0.06 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.99 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..914ebcc
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         16.48 ± 0.03 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.07 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..b4213c1
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         79.51 ± 0.07 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.72 ± 0.10 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..86f7ce7
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.57 ± 0.05 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.15 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..2c8897a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         79.24 ± 0.10 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.67 ± 0.11 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..77126a6
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.53 ± 0.03 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.15 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..8e9d026
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         78.28 ± 0.06 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.98 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..b8f691a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.18 ± 0.03 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.06 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..baf867e
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         80.59 ± 0.10 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.99 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..108f8a6
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.27 ± 0.02 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.07 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..3836dd7
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           pp512 |         17.65 ± 0.01 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           tg128 |          3.00 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..b2e6658
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          4.94 ± 0.01 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          1.69 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log
new file mode 100644
index 0000000..aeb25b4
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           pp512 |        54.76 ± 11.46 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           tg128 |          3.00 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..31ef62e
--- /dev/null
+++ b/benchmark/results/04-02-2026/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          7.15 ± 0.02 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          2.27 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log
new file mode 100644
index 0000000..455d013
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        454.95 ± 1.90 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         22.26 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..71489ab
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         94.79 ± 0.56 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.48 ± 0.09 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..e9729d2
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        425.21 ± 1.79 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.41 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..cd27b5f
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         93.83 ± 0.40 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.55 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..d58dab9
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        407.15 ± 2.05 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         21.51 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..aa07720
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        101.09 ± 0.37 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.23 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..f69d3f6
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        414.23 ± 2.09 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.11 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..6b8851c
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        100.06 ± 0.38 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         15.97 ± 0.45 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..5c3d51b
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        489.62 ± 3.63 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.40 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..718fbd4
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         92.48 ± 1.13 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.50 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..45c08f7
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        425.86 ± 2.29 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.41 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..9bd643e
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         92.06 ± 0.08 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.51 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..f8630c5
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        106.42 ± 0.08 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |         10.87 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..a025866
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          6.09 ± 0.00 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.28 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log
new file mode 100644
index 0000000..f2c87cb
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        333.10 ± 6.48 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |          9.51 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..ad53f7f
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         78.99 ± 0.25 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.13 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log
new file mode 100644
index 0000000..01e9227
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        398.34 ± 1.32 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         35.94 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..e85162c
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         90.22 ± 4.88 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         22.35 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..da85676
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        398.87 ± 1.21 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         36.09 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..40cfc38
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         92.13 ± 0.15 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         21.56 ± 1.34 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..a68e922
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        947.86 ± 2.03 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         33.77 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..11651a6
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         84.85 ± 1.04 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         21.89 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..d44f270
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        952.84 ± 2.21 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         35.23 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..3627139
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         84.01 ± 0.58 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         21.97 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..35840f2
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        983.72 ± 3.21 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         36.20 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..7c3adf6
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         80.32 ± 1.28 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         22.31 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..3d7dec0
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        955.10 ± 4.53 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         36.16 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..8bd5686
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         81.34 ± 1.80 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         22.32 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..5754f88
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        368.78 ± 0.17 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |         40.80 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..58b0878
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          6.35 ± 0.00 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         18.75 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log
new file mode 100644
index 0000000..8c3838a
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        877.18 ± 8.15 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |         40.07 ± 0.78 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..f135b33
--- /dev/null
+++ b/benchmark/results/04-02-2026/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         90.27 ± 0.42 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         23.07 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
diff --git a/benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Llama-3.3-70B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log
new file mode 100644
index 0000000..df4a892
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        800.17 ± 1.72 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.49 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..f184a50
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        169.18 ± 1.16 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.11 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..32590b1
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        803.22 ± 2.21 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.49 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..505df24
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        170.11 ± 0.81 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.11 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..8118e71
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        764.18 ± 1.66 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.48 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..f3f55d3
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        166.22 ± 1.20 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..661b27c
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        766.68 ± 1.07 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.48 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..6cd94b5
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        164.84 ± 1.99 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..1ef3f29
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        990.88 ± 3.15 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.50 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..5b40f9e
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        172.42 ± 3.61 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..545b269
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        799.71 ± 2.09 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.49 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..5974e95
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        170.19 ± 1.69 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..3c69e17
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           pp512 |         19.70 ± 0.00 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           tg128 |          8.24 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..f5ad8c4
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         16.69 ± 0.01 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          6.41 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log
new file mode 100644
index 0000000..e04be5a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           pp512 |        222.01 ± 0.94 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           tg128 |          7.59 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..d5938e7
--- /dev/null
+++ b/benchmark/results/04-02-2026/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         76.47 ± 0.38 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          6.39 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1.log
diff --git a/benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
similarity index 100%
rename from benchmark/results/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
rename to benchmark/results/04-02-2026/Nemotron-3-Nano-30B-A3B-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log
new file mode 100644
index 0000000..682b041
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        202.36 ± 3.50 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         15.80 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..9057c7d
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.36 ± 0.87 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.65 ± 0.30 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..366d2a3
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        200.10 ± 8.37 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         16.04 ± 0.06 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..cb8f1d5
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.53 ± 0.41 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.50 ± 0.75 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..a353c9d
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        205.05 ± 3.62 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         14.98 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..e89ce17
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         51.11 ± 0.62 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.63 ± 0.07 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..50fa18d
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        203.41 ± 3.52 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         15.00 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..e681c9d
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         51.19 ± 0.64 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.58 ± 0.10 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..803ea12
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        200.04 ± 4.11 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         16.19 ± 0.09 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..7bd5d26
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.42 ± 0.37 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         10.94 ± 0.42 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..291f2c8
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |       197.48 ± 10.80 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         16.20 ± 0.08 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..a79a619
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.60 ± 0.36 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         10.81 ± 0.61 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..5264d6e
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           pp512 |        119.82 ± 3.30 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           tg128 |         17.75 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..8ecec15
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         27.41 ± 0.01 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          3.42 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log
new file mode 100644
index 0000000..67b83cc
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           pp512 |        133.28 ± 1.45 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           tg128 |         15.98 ± 0.25 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..7945690
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         30.79 ± 0.06 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          6.50 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
new file mode 100644
index 0000000..f8f2cd5
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        489.11 ± 2.88 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.18 ± 0.16 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..c30a4c0
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        214.97 ± 1.13 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         18.57 ± 1.40 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..3f8e597
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        492.32 ± 2.55 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.23 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..23b0efd
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        207.64 ± 0.55 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         18.84 ± 0.97 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..4bf79a0
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        576.03 ± 3.01 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         26.12 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..d1e5d2a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        249.94 ± 1.13 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         19.18 ± 0.33 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..3d12444
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        569.42 ± 8.52 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.07 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..fedbfed
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        250.24 ± 0.88 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         18.77 ± 0.98 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..a6ca809
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        512.10 ± 4.69 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.27 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..c1c2630
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        216.18 ± 0.74 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         19.71 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..7e6c7c6
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        493.72 ± 3.45 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.32 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..aec4b8d
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        209.02 ± 0.16 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         19.67 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..4f9d7a2
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |        168.95 ± 7.69 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         10.62 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..69c594e
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         75.04 ± 0.02 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.68 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
new file mode 100644
index 0000000..e9a9b4f
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |        351.97 ± 2.56 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |          9.42 ± 0.21 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..e5c1a75
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        127.67 ± 0.45 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.31 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log
new file mode 100644
index 0000000..0dd1297
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        815.37 ± 5.82 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         58.54 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..cef8f0a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        170.56 ± 4.38 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.30 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..c248812
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        811.39 ± 6.56 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         58.57 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..d87028a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        171.54 ± 4.45 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.29 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..73135a6
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1078.99 ± 11.01 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         56.45 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..0fa6c28
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        217.17 ± 8.71 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         30.94 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..e4c7e21
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1080.52 ± 10.73 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         57.49 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..bb64b06
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        218.42 ± 7.66 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         30.96 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..75d0678
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1056.78 ± 36.08 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         59.15 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..fef8ac0
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        175.40 ± 4.11 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.98 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..e795bb5
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1039.16 ± 53.94 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         59.16 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..cacca70
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        174.67 ± 4.22 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.98 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..3e8cb37
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |       823.08 ± 48.00 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         66.14 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..7e07c93
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        112.99 ± 0.13 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         27.35 ± 0.07 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log
new file mode 100644
index 0000000..9fd3aa4
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |      1064.73 ± 70.49 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         68.93 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..f189e87
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        152.30 ± 3.42 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         34.18 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log
new file mode 100644
index 0000000..33abf49
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1209.23 ± 7.46 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         71.48 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..1e0bd42
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        177.01 ± 5.01 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         34.40 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..3c417e5
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1207.91 ± 9.78 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         71.48 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..d871650
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        175.56 ± 3.86 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         34.37 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..22e9a0f
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1263.87 ± 7.23 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         68.78 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..0afdf48
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        222.20 ± 8.55 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         33.48 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..5e79f7a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1260.69 ± 6.89 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         68.94 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..a96e13b
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        222.34 ± 7.55 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         33.52 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..3b0cc22
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1241.85 ± 15.18 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         72.57 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..5027639
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        176.98 ± 4.28 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         35.43 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..70fc750
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1229.55 ± 20.23 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         72.45 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..0b7f117
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        176.47 ± 4.18 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         35.44 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..f27f9db
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |       846.24 ± 47.60 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         86.32 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..c8693bb
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        114.18 ± 0.07 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         30.07 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log
new file mode 100644
index 0000000..4e7288a
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |       1005.90 ± 6.10 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         79.55 ± 6.96 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..15abf33
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        153.83 ± 3.76 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         37.44 ± 0.05 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
new file mode 100644
index 0000000..f5ae063
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        193.67 ± 2.12 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.98 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..d5132fd
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        217.45 ± 0.19 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.87 ± 3.54 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..d64554b
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        263.91 ± 3.82 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.97 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..206af26
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        296.64 ± 0.50 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.44 ± 4.28 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..a915bc9
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        592.54 ± 4.38 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         27.45 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..99b98d0
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        449.68 ± 1.06 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         25.10 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..3d76bbf
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        592.83 ± 4.39 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         27.75 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..c1c013e
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        448.82 ± 1.02 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         25.07 ± 0.35 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..b89bb7b
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        282.60 ± 2.04 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.89 ± 0.20 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..5d5c0db
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        238.71 ± 0.62 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.93 ± 4.11 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..b8878a5
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        590.03 ± 3.05 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.73 ± 0.52 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..be1cd00
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        413.78 ± 0.61 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.54 ± 3.30 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..35f7add
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           pp512 |        426.39 ± 3.26 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           tg128 |         31.84 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..9ed3aa4
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        228.41 ± 1.50 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         22.47 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
new file mode 100644
index 0000000..19a2fa7
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           pp512 |       509.22 ± 20.34 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           tg128 |         29.92 ± 0.05 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..faa295c
--- /dev/null
+++ b/benchmark/results/04-02-2026/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |       370.94 ± 32.12 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         26.00 ± 0.20 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log
new file mode 100644
index 0000000..a9d4fa7
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        323.33 ± 0.27 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.24 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..ee21601
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        232.79 ± 5.34 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.65 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..9ed3a0f
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        324.44 ± 0.31 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.24 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..45ba7e6
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        229.19 ± 6.79 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.66 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..86e7334
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        936.69 ± 1.33 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.23 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..9364a43
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        258.34 ± 1.81 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.63 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..2eda1f4
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        935.37 ± 1.09 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.20 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..5f3c340
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        261.44 ± 5.27 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.62 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..fb87a4a
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        943.63 ± 1.62 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.25 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..14934cf
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       396.59 ± 26.74 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.65 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..ba60108
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        942.52 ± 1.34 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.25 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..878aaa3
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        376.68 ± 9.34 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.65 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..55932ee
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           pp512 |        125.50 ± 0.06 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           tg128 |         14.45 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..41a43d8
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        111.11 ± 0.04 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         11.40 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log
new file mode 100644
index 0000000..edac157
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           pp512 |        687.05 ± 0.75 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           tg128 |         14.14 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..24d4dab
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |       376.92 ± 18.46 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         11.72 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log
new file mode 100644
index 0000000..1ff6f83
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        463.92 ± 1.19 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..b36f842
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        191.32 ± 3.30 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.68 ± 0.11 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..c643303
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        528.00 ± 0.44 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..cc34693
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        201.67 ± 1.78 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.74 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..00bcee5
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        508.08 ± 0.85 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.00 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..12a07a9
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        222.44 ± 2.25 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.72 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..97f96ee
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        508.48 ± 0.88 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.00 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..93404ec
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        220.03 ± 0.98 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.72 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..d8498c8
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        549.57 ± 2.42 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..08d310a
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        215.98 ± 0.94 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.73 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..59af47c
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        529.01 ± 0.98 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..359ca8d
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        204.92 ± 2.92 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.73 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..db92211
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           pp512 |          9.32 ± 0.00 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           tg128 |          3.87 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..7a34429
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          9.20 ± 0.00 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          3.60 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log
new file mode 100644
index 0000000..858bf96
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           pp512 |        123.07 ± 0.27 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           tg128 |          3.92 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..767256d
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         82.96 ± 0.72 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          3.66 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log
new file mode 100644
index 0000000..c50aeb9
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2870.77 ± 12.89 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         84.57 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..861d2dd
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1639.03 ± 15.14 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         61.51 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..7ec3e36
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2807.93 ± 16.33 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         84.66 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..aba12ed
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1262.15 ± 24.34 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         61.54 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..6b110c7
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |       2891.85 ± 2.60 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         82.18 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..71df791
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1600.62 ± 30.98 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         60.21 ± 0.11 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..98f27b4
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |       2893.75 ± 3.92 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         82.15 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..d1578cd
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1419.18 ± 40.21 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         60.24 ± 0.11 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..fe1a281
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2805.65 ± 13.25 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         85.35 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..ef479c4
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1215.66 ± 10.33 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         62.02 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..da4aac2
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2800.57 ± 47.75 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         85.47 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..e240976
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1214.20 ± 13.26 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         62.03 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..6ebe735
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           pp512 |        657.19 ± 0.41 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           tg128 |         86.55 ± 0.10 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..404a158
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        493.70 ± 0.98 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         58.57 ± 0.11 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log
new file mode 100644
index 0000000..0537089
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           pp512 |     1977.82 ± 204.87 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           tg128 |         91.09 ± 3.96 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..e118216
--- /dev/null
+++ b/benchmark/results/04-02-2026/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |      1149.92 ± 30.21 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         67.86 ± 0.22 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log
new file mode 100644
index 0000000..f098ce7
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        181.09 ± 1.36 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         51.77 ± 0.73 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..0d8b56a
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        217.33 ± 0.32 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         36.51 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..d6ccfa5
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        181.23 ± 1.39 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         52.06 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..9bfd24d
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        218.30 ± 0.10 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         34.08 ± 4.33 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..a05b582
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        681.58 ± 4.94 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         50.85 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..5948f34
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       396.76 ± 35.92 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         40.13 ± 0.05 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..abd20b5
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        678.97 ± 4.29 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         51.88 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..e3aae6c
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       400.64 ± 35.51 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         37.97 ± 3.34 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..5365be2
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |       649.28 ± 39.54 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         52.00 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..c611dc9
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        259.94 ± 5.81 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         40.30 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..83fdee3
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |       666.65 ± 12.50 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         52.05 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..420ec5d
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        261.35 ± 6.47 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         40.36 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..4e6b4ce
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           pp512 |       643.04 ± 39.69 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           tg128 |         54.00 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..394417c
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        195.45 ± 2.65 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         37.02 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log
new file mode 100644
index 0000000..40087c2
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           pp512 |        597.02 ± 9.82 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           tg128 |         57.38 ± 0.04 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..e8acd38
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        278.37 ± 7.19 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         42.78 ± 0.09 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log
new file mode 100644
index 0000000..78c56b0
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |        547.85 ± 6.58 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.52 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..e4ebb3b
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        402.32 ± 0.67 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         52.50 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..bb60d45
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |        546.41 ± 6.71 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.52 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..f06a549
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        402.65 ± 1.50 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         52.58 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..77a4b05
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |      1779.88 ± 16.15 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.26 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..7323d53
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        583.30 ± 9.18 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.85 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..537f920
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |      1785.44 ± 15.68 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.22 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..9599307
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       600.15 ± 13.61 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.78 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..adb683c
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |      1742.62 ± 12.05 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.51 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..46f28e1
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        428.95 ± 5.63 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.82 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..c06bd1f
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |       1730.96 ± 9.70 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.53 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..e0f62d9
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        425.86 ± 3.58 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.90 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..fd7fc59
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           pp512 |      1300.97 ± 78.99 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           tg128 |         77.58 ± 0.03 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..92c9d52
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        337.80 ± 4.40 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         53.06 ± 0.10 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log
new file mode 100644
index 0000000..5534eab
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           pp512 |      1397.71 ± 70.15 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           tg128 |         80.99 ± 0.06 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..9f1beb7
--- /dev/null
+++ b/benchmark/results/04-02-2026/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        416.91 ± 7.90 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         60.56 ± 0.77 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__fa1.log
new file mode 100644
index 0000000..4aeb30d
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |        549.58 ± 0.25 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         50.55 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..a671c82
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        144.34 ± 1.03 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.60 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..8caec46
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |        548.97 ± 0.14 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         50.52 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..259fde9
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        143.70 ± 0.31 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.60 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..d34295f
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1597.02 ± 1.89 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.01 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..0f41bbb
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        193.62 ± 1.29 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          6.93 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..ed7cd83
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1598.36 ± 1.08 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.01 ± 0.02 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..e9332b6
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        191.18 ± 2.26 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          6.94 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..dd9ab75
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1590.62 ± 1.92 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.17 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..8634ecc
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        210.19 ± 4.57 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.56 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..08f165c
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1590.40 ± 2.71 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.21 ± 0.01 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..355d6a7
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices:
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        216.78 ± 3.22 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.56 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..b7dc396
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           pp512 |        349.95 ± 0.30 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           tg128 |         56.00 ± 0.22 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..34caa8e
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        152.53 ± 0.11 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          9.29 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_radv__fa1.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_radv__fa1.log
new file mode 100644
index 0000000..e89bb38
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           pp512 |       1355.55 ± 2.34 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           tg128 |         55.88 ± 0.13 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..2ca9650
--- /dev/null
+++ b/benchmark/results/04-02-2026/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        246.20 ± 1.24 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.76 ± 0.00 |
+
+build: e0c93af2a (7938)
diff --git a/benchmark/results/04-02-2026/system_info.json b/benchmark/results/04-02-2026/system_info.json
new file mode 100644
index 0000000..b7fac37
--- /dev/null
+++ b/benchmark/results/04-02-2026/system_info.json
@@ -0,0 +1 @@
+{"distro": "Fedora Linux 43 (Workstation Edition)", "kernel": "6.18.5-200.fc43.x86_64", "linux_firmware": "linux-firmware-20260110-1.fc43.noarch", "timestamp": "04 Feb 2026"}
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log
index 07bbca3..35551cf 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         72.93 ± 0.06 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.95 ± 0.06 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           pp512 |         78.37 ± 0.10 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           tg128 |          2.96 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
index d3dcb44..4f22b35 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         16.57 ± 0.04 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.08 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         17.07 ± 0.06 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          2.07 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
index dc35095..f8dbba3 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         71.58 ± 0.06 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.99 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           pp512 |         78.30 ± 0.11 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           tg128 |          2.98 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
index 914ebcc..8d95301 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         16.48 ± 0.03 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.07 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         17.08 ± 0.02 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          2.08 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log
index b4213c1..1e98d22 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         79.51 ± 0.07 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.72 ± 0.10 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           pp512 |         78.37 ± 0.13 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           tg128 |          2.76 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
index 86f7ce7..8999b32 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.57 ± 0.05 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.15 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         17.56 ± 0.07 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          2.09 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
index 2c8897a..fe9db4c 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         79.24 ± 0.10 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.67 ± 0.11 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           pp512 |         78.63 ± 0.08 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           tg128 |          2.80 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
index 77126a6..a0c8e97 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.53 ± 0.03 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.15 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         17.58 ± 0.03 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          2.08 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
index 8e9d026..29499ed 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         78.28 ± 0.06 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.98 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           pp512 |         80.49 ± 0.14 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           tg128 |          2.99 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
index b8f691a..dedaf41 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.18 ± 0.03 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.06 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         21.15 ± 0.06 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          2.07 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
index baf867e..2223087 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           pp512 |         80.59 ± 0.10 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |           tg128 |          2.99 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           pp512 |         78.97 ± 0.09 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |  1 |    0 |           tg128 |          2.99 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 108f8a6..a4d9675 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         17.27 ± 0.02 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          2.07 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         21.17 ± 0.28 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          2.07 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
index 3836dd7..4540fd9 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -1,8 +1,24 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           pp512 |         17.65 ± 0.01 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           tg128 |          3.00 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7f8003c3bc25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f8003c3bfeb]
+/lib64/libggml-base.so.0(+0x16669) [0x7f8003c4e669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7f80033b2bfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7f800339cd3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7f80033b2ea8]
+/lib64/libggml-vulkan.so.0(+0x14f76) [0x7f8003cf6f76]
+/lib64/libggml-vulkan.so.0(+0x13597f) [0x7f8003e1797f]
+/lib64/libggml-vulkan.so.0(+0x136411) [0x7f8003e18411]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x7f3) [0x7f8003c574d3]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7f800756ce70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7f800756f445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7f8007575aaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7f800757742e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x41977f]
+/lib64/libc.so.6(+0x35b5) [0x7f80030835b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f8003083668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__fa1 failed (exit 0)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
index b2e6658..8d7f3ff 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,23 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          4.94 ± 0.01 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          1.69 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7f34c7070c25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f34c7070feb]
+/lib64/libggml-base.so.0(+0x16669) [0x7f34c7083669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7f34c67e7bfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7f34c67d1d3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7f34c67e7ea8]
+/lib64/libggml-vulkan.so.0(+0x16b68) [0x7f34c712db68]
+/lib64/libggml-vulkan.so.0(+0xfcfd0) [0x7f34c7213fd0]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x3b2) [0x7f34c708c092]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7f34ca9a1e70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7f34ca9a4445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7f34ca9aaaaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7f34ca9ac42e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x41977f]
+/lib64/libc.so.6(+0x35b5) [0x7f34c64b85b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f34c64b8668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__fa1 __longctx32768 failed (exit 0)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log
index aeb25b4..1c52acf 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           pp512 |        54.76 ± 11.46 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |           tg128 |          3.00 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |    0 |           pp512 |         47.20 ± 0.03 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |    0 |           tg128 |          2.99 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
index 31ef62e..eb50e64 100644
--- a/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          7.15 ± 0.02 |
-| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          2.27 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |          7.39 ± 0.02 |
+| llama ?B Q4_K - Medium         |  70.31 GiB |   125.03 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          2.60 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log
index 455d013..8bc6dfa 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        454.95 ± 1.90 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         22.26 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        435.72 ± 2.11 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         21.38 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
index 71489ab..ec45ef3 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         94.79 ± 0.56 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.48 ± 0.09 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         87.93 ± 0.11 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.33 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
index e9729d2..6771408 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        425.21 ± 1.79 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.41 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        403.83 ± 1.74 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         21.37 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
index cd27b5f..28c5c04 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         93.83 ± 0.40 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.55 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         87.49 ± 0.23 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.33 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log
index d58dab9..f8af5b7 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        407.15 ± 2.05 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         21.51 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        393.19 ± 1.92 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         19.36 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
index aa07720..431595d 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        101.09 ± 0.37 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.23 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         94.74 ± 0.05 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.06 ± 0.18 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
index f69d3f6..5c65164 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        414.23 ± 2.09 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.11 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        393.15 ± 2.00 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         21.11 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
index 6b8851c..adc0015 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        100.06 ± 0.38 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         15.97 ± 0.45 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         94.55 ± 0.30 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.18 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log
index 5c3d51b..3da36d8 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        489.62 ± 3.63 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.40 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        476.23 ± 2.21 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         21.36 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
index 718fbd4..8a819b6 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         92.48 ± 1.13 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.50 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         86.79 ± 0.15 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.32 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
index 45c08f7..d0c28f4 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        425.86 ± 2.29 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         23.41 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        401.13 ± 5.52 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         21.35 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 9bd643e..3da0eab 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         92.06 ± 0.08 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         16.51 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         85.92 ± 0.13 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.30 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
index f8630c5..1400856 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        106.42 ± 0.08 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |         10.87 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           pp512 |        114.88 ± 0.15 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           tg128 |         10.48 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
index a025866..0c10034 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          6.09 ± 0.00 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.28 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         10.15 ± 0.00 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          5.05 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log
index f2c87cb..2c91e29 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        333.10 ± 6.48 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |          9.51 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           pp512 |        342.11 ± 5.47 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           tg128 |          9.48 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
index ad53f7f..d0eb79f 100644
--- a/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         78.99 ± 0.25 |
-| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.13 ± 0.02 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        102.93 ± 0.11 |
+| deepseek2 30B.A3B BF16         |  55.79 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          7.82 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log
index 01e9227..f49590b 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        398.34 ± 1.32 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         35.94 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        905.79 ± 2.84 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         32.96 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
index e85162c..b2ff1c9 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         90.22 ± 4.88 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         22.35 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         91.97 ± 0.19 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         20.58 ± 0.07 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
index da85676..fcbe701 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        398.87 ± 1.21 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         36.09 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |       893.68 ± 28.19 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         33.20 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
index 40cfc38..0835b60 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         92.13 ± 0.15 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         21.56 ± 1.34 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         91.83 ± 0.16 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         20.62 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log
index a68e922..5f26656 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        947.86 ± 2.03 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         33.77 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        903.39 ± 1.04 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         31.04 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
index 11651a6..8dc2481 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         84.85 ± 1.04 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         21.89 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         99.84 ± 0.23 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         20.33 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
index d44f270..ada6b79 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        952.84 ± 2.21 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         35.23 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        906.25 ± 1.64 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         32.57 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
index 3627139..41a8790 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         84.01 ± 0.58 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         21.97 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        100.07 ± 0.20 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         20.35 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log
index 35840f2..37c4d87 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        983.72 ± 3.21 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         36.20 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |       902.85 ± 59.94 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         33.16 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
index 7c3adf6..d4a1f68 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         80.32 ± 1.28 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         22.31 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         89.75 ± 0.31 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         20.59 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
index 3d7dec0..fd05cd0 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           pp512 |        955.10 ± 4.53 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |           tg128 |         36.16 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           pp512 |        906.42 ± 2.57 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |  1 |    0 |           tg128 |         33.18 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 8bd5686..d6e72bd 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         81.34 ± 1.80 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         22.32 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         89.99 ± 0.26 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         20.60 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
index 5754f88..fcd1fbe 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        368.78 ± 0.17 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |         40.80 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           pp512 |        499.98 ± 1.29 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           tg128 |         39.01 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
index 58b0878..e9e723c 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,23 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          6.35 ± 0.00 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         18.75 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7fa3d16b4c25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7fa3d16b4feb]
+/lib64/libggml-base.so.0(+0x16669) [0x7fa3d16c7669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7fa3d0e2bbfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7fa3d0e15d3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7fa3d0e2bea8]
+/lib64/libggml-vulkan.so.0(+0x16b68) [0x7fa3d1771b68]
+/lib64/libggml-vulkan.so.0(+0xfcfd0) [0x7fa3d1857fd0]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x3b2) [0x7fa3d16d0092]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7fa3d4fe5e70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7fa3d4fe8445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7fa3d4feeaaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7fa3d4ff042e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x419a10]
+/lib64/libc.so.6(+0x35b5) [0x7fa3d0afc5b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7fa3d0afc668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] GLM-4.7-Flash-UD-Q8_K_XL__fa1 __longctx32768 failed (exit 0)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log
index 8c3838a..c84fe4a 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           pp512 |        877.18 ± 8.15 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |           tg128 |         40.07 ± 0.78 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           pp512 |        853.46 ± 6.70 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |           tg128 |         40.38 ± 1.22 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
index f135b33..3b8a27e 100644
--- a/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/GLM-4.7-Flash-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         90.27 ± 0.42 |
-| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         23.07 ± 0.03 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        133.27 ± 0.03 |
+| deepseek2 30B.A3B Q8_0         |  32.70 GiB |    29.94 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         21.17 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log
index df4a892..16a5422 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        800.17 ± 1.72 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.49 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           pp512 |        673.71 ± 1.42 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           tg128 |          8.35 ± 0.17 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log
index f184a50..edb719b 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        169.18 ± 1.16 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.11 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        160.30 ± 0.21 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          7.08 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log
index 32590b1..fe8ad78 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        803.22 ± 2.21 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.49 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           pp512 |        748.37 ± 4.67 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           tg128 |          8.42 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log
index 505df24..ff41820 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        170.11 ± 0.81 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.11 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        165.11 ± 1.59 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          7.08 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log
index 8118e71..aaf2ed8 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        764.18 ± 1.66 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.48 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           pp512 |        706.16 ± 3.76 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           tg128 |          8.39 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log
index f3f55d3..f03361f 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        166.22 ± 1.20 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        166.61 ± 1.47 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          7.05 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log
index 661b27c..7a1e96f 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        766.68 ± 1.07 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.48 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           pp512 |        710.61 ± 4.31 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           tg128 |          8.39 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log
index 6cd94b5..4ae9022 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        164.84 ± 1.99 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        161.22 ± 2.64 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          7.06 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log
index 1ef3f29..4bfad54 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        990.88 ± 3.15 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.50 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           pp512 |        881.45 ± 3.04 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           tg128 |          8.44 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log
index 5b40f9e..e15c3d6 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        172.42 ± 3.61 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        213.50 ± 0.70 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          7.08 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log
index 545b269..710a6a1 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           pp512 |        799.71 ± 2.09 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |           tg128 |          8.49 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           pp512 |        735.98 ± 5.08 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |  1 |    0 |           tg128 |          8.44 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 5974e95..8ee4f6b 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        170.19 ± 1.69 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          7.10 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        205.29 ± 0.84 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          7.08 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log
index 3c69e17..47e06e4 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1.log
@@ -1,8 +1,23 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           pp512 |         19.70 ± 0.00 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           tg128 |          8.24 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7f9947881c25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f9947881feb]
+/lib64/libggml-base.so.0(+0x16669) [0x7f9947894669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7f9946ff8bfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7f9946fe2d3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7f9946ff8ea8]
+/lib64/libggml-vulkan.so.0(+0x16b68) [0x7f994793eb68]
+/lib64/libggml-vulkan.so.0(+0xfcfd0) [0x7f9947a24fd0]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x3b2) [0x7f994789d092]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7f994b1b2e70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7f994b1b5445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7f994b1bbaaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7f994b1bd42e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x419a10]
+/lib64/libc.so.6(+0x35b5) [0x7f9946cc95b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f9946cc9668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] Ministral-3-14B-Instruct-2512-BF16__fa1 failed (exit 0)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log
index f5ad8c4..59b5b4b 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,23 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         16.69 ± 0.01 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          6.41 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7f4bc4c80c25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f4bc4c80feb]
+/lib64/libggml-base.so.0(+0x16669) [0x7f4bc4c93669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7f4bc43f7bfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7f4bc43e1d3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7f4bc43f7ea8]
+/lib64/libggml-vulkan.so.0(+0x16b68) [0x7f4bc4d3db68]
+/lib64/libggml-vulkan.so.0(+0xfcfd0) [0x7f4bc4e23fd0]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x3b2) [0x7f4bc4c9c092]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7f4bc85b1e70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7f4bc85b4445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7f4bc85baaaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7f4bc85bc42e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x41977f]
+/lib64/libc.so.6(+0x35b5) [0x7f4bc40c85b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f4bc40c8668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] Ministral-3-14B-Instruct-2512-BF16__fa1 __longctx32768 failed (exit 0)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log
index e04be5a..8311fc9 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           pp512 |        222.01 ± 0.94 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |           tg128 |          7.59 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |    0 |           pp512 |        166.51 ± 0.62 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |    0 |           tg128 |          7.94 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log
index d5938e7..645c378 100644
--- a/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Ministral-3-14B-Instruct-2512-BF16__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         76.47 ± 0.38 |
-| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          6.39 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         72.65 ± 0.24 |
+| mistral3 14B BF16              |  25.16 GiB |    13.51 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          6.70 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__fa1.log
new file mode 100644
index 0000000..3e633b5
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        259.71 ± 1.51 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         15.74 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..9cd5891
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        302.29 ± 0.44 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.58 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..2d8a89d
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        263.95 ± 1.57 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         16.02 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..a6f51a2
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        305.52 ± 0.18 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.59 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..c181684
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        260.98 ± 1.56 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         15.60 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..6d79881
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        324.69 ± 0.27 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.38 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..6c0fee0
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        262.30 ± 1.42 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         15.86 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..ca1525c
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        324.11 ± 0.41 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.45 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..2b76326
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        228.50 ± 1.06 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         16.07 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..39e5779
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        284.43 ± 0.38 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.76 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..c5c9ddb
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        236.84 ± 1.32 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         16.04 ± 0.05 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..db1e7af
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        290.04 ± 0.11 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         15.76 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..ecc3dbc
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 |           pp512 |        140.84 ± 0.27 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 |           tg128 |         13.97 ± 0.05 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..fe06b04
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        106.21 ± 0.16 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         13.21 ± 0.32 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_radv__fa1.log
new file mode 100644
index 0000000..cd213bb
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 |           pp512 |        190.66 ± 7.11 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 |           tg128 |         14.41 ± 0.03 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..4618d0c
--- /dev/null
+++ b/benchmark/results/NVIDIA-Nemotron-3-Super-120B-A12B-UD-Q4_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        191.12 ± 0.46 |
+| nemotron_h_moe 120B.A12B Q4_K - Medium |  78.02 GiB |   120.67 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         13.85 ± 0.26 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log
index 682b041..bebfbdf 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        202.36 ± 3.50 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         15.80 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           pp512 |        194.62 ± 1.88 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.64 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
index 9057c7d..69580a4 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.36 ± 0.87 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.65 ± 0.30 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         49.93 ± 0.03 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          8.41 ± 0.37 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
index 366d2a3..3945af1 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        200.10 ± 8.37 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         16.04 ± 0.06 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           pp512 |        194.32 ± 1.84 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.80 ± 0.11 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
index cb8f1d5..51d1402 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.53 ± 0.41 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.50 ± 0.75 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         49.97 ± 0.14 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          8.63 ± 0.11 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log
index a353c9d..87dbc2a 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        205.05 ± 3.62 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         14.98 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           pp512 |        197.89 ± 1.84 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           tg128 |         12.96 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
index e89ce17..18f0388 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         51.11 ± 0.62 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.63 ± 0.07 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         70.32 ± 0.08 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          8.22 ± 0.11 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
index 50fa18d..2a8c48b 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        203.41 ± 3.52 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         15.00 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           pp512 |        198.04 ± 1.90 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           tg128 |         13.11 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
index e681c9d..5d89766 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         51.19 ± 0.64 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          9.58 ± 0.10 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         70.27 ± 0.05 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          8.02 ± 0.31 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
index 803ea12..e3df124 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |        200.04 ± 4.11 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         16.19 ± 0.09 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           pp512 |        197.46 ± 1.16 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           tg128 |         15.31 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
index 7bd5d26..7c95bbf 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.42 ± 0.37 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         10.94 ± 0.42 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         48.93 ± 0.02 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         10.34 ± 0.41 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
index 291f2c8..b2bd010 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           pp512 |       197.48 ± 10.80 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |           tg128 |         16.20 ± 0.08 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           pp512 |        194.00 ± 1.99 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |  1 |    0 |           tg128 |         15.33 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
index a79a619..61b7bff 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |         41.60 ± 0.36 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         10.81 ± 0.61 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         49.33 ± 0.04 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         10.46 ± 0.34 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
index 5264d6e..865311b 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           pp512 |        119.82 ± 3.30 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           tg128 |         17.75 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 |           pp512 |        106.76 ± 0.77 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 |           tg128 |         16.49 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
index 8ecec15..fdee904 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         27.41 ± 0.01 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          3.42 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         26.54 ± 0.02 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          9.57 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log
index 67b83cc..9130533 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           pp512 |        133.28 ± 1.45 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |           tg128 |         15.98 ± 0.25 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 |           pp512 |        158.81 ± 2.40 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 |           tg128 |         17.16 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
index 7945690..b16d990 100644
--- a/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-235B-A22B-Instruct-2507-UD-Q3_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         30.79 ± 0.06 |
-| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          6.50 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         28.25 ± 0.02 |
+| qwen3moe 235B.A22B Q3_K - Medium |  96.99 GiB |   235.09 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         11.49 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
index f8f2cd5..cfd6de4 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        489.11 ± 2.88 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.18 ± 0.16 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |        474.42 ± 2.29 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         25.36 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
index c30a4c0..f391dea 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        214.97 ± 1.13 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         18.57 ± 1.40 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        189.58 ± 0.12 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.53 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
index 3f8e597..3b26f36 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        492.32 ± 2.55 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.23 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |        479.78 ± 2.72 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         25.37 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
index 23b0efd..820d3b1 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        207.64 ± 0.55 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         18.84 ± 0.97 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        180.26 ± 0.37 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.54 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
index 4bf79a0..b60bde6 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        576.03 ± 3.01 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         26.12 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |        556.96 ± 2.81 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         23.05 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
index d1e5d2a..d9f8066 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        249.94 ± 1.13 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         19.18 ± 0.33 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        238.10 ± 0.11 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.26 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
index 3d12444..6dbd18b 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        569.42 ± 8.52 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.07 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |        556.80 ± 4.26 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         25.16 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
index fedbfed..d9525bd 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        250.24 ± 0.88 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         18.77 ± 0.98 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        237.85 ± 0.37 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.46 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
index a6ca809..8f2facd 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        512.10 ± 4.69 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.27 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |        503.77 ± 3.42 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         25.54 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
index c1c2630..e21cfdb 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        216.18 ± 0.74 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         19.71 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        182.59 ± 0.07 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.25 ± 1.21 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
index 7e6c7c6..e018831 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        493.72 ± 3.45 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         27.32 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |        482.99 ± 0.86 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         25.49 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
index aec4b8d..dfd3f50 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        209.02 ± 0.16 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         19.67 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        175.78 ± 0.14 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.94 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
index 4f9d7a2..05e1c62 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |        168.95 ± 7.69 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         10.62 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           pp512 |        171.39 ± 0.81 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           tg128 |         10.48 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
index 69c594e..05e07dc 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         75.04 ± 0.02 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.68 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         73.62 ± 0.08 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          8.49 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
index e9a9b4f..7bc1638 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |        351.97 ± 2.56 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |          9.42 ± 0.21 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           pp512 |        369.06 ± 2.58 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           tg128 |          9.38 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
index e5c1a75..6636734 100644
--- a/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        127.67 ± 0.45 |
-| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.31 ± 0.02 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        140.81 ± 0.52 |
+| qwen3moe 30B.A3B BF16          |  56.89 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          8.24 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log
index 0dd1297..8ac5001 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        815.37 ± 5.82 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         58.54 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       994.33 ± 11.86 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         55.87 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log
index cef8f0a..1d4eadc 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        170.56 ± 4.38 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.30 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        209.15 ± 0.11 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         30.88 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log
index c248812..81f42e5 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |        811.39 ± 6.56 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         58.57 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       994.22 ± 10.06 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         55.84 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
index d87028a..fc65e7c 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        171.54 ± 4.45 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.29 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        208.93 ± 0.21 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         30.90 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log
index 73135a6..8d03802 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1078.99 ± 11.01 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         56.45 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       1009.37 ± 9.64 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         53.13 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log
index 0fa6c28..e60bbfd 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        217.17 ± 8.71 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         30.94 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        285.49 ± 0.18 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         30.53 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log
index e4c7e21..9ab5751 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1080.52 ± 10.73 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         57.49 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       1012.69 ± 9.02 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         54.94 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
index bb64b06..1d13bc6 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        218.42 ± 7.66 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         30.96 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        285.25 ± 0.16 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         30.50 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log
index 75d0678..ae4042e 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1056.78 ± 36.08 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         59.15 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |      1023.24 ± 11.08 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         56.92 ± 0.17 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log
index fef8ac0..a37013f 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        175.40 ± 4.11 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.98 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        206.37 ± 0.03 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         31.69 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log
index e795bb5..7aedfaa 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1039.16 ± 53.94 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         59.16 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       1012.11 ± 7.91 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         56.92 ± 0.21 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
index cacca70..4a658bc 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        174.67 ± 4.22 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         31.98 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        205.56 ± 0.23 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         31.62 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log
index 3e8cb37..9239487 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |       823.08 ± 48.00 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         66.14 ± 0.02 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           pp512 |        828.53 ± 4.66 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           tg128 |         63.31 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log
index 7e07c93..a200dea 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        112.99 ± 0.13 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         27.35 ± 0.07 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        110.50 ± 0.14 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         25.87 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log
index 9fd3aa4..29ec4d4 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |      1064.73 ± 70.49 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         68.93 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           pp512 |       1145.66 ± 9.68 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           tg128 |         68.15 ± 0.11 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log
index f189e87..3dfccf2 100644
--- a/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-30B-A3B-Instruct-2507-UD-Q6_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        152.30 ± 3.42 |
-| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         34.18 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        193.03 ± 0.86 |
+| qwen3moe 30B.A3B Q6_K          |  24.53 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         34.02 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log
index 33abf49..e6d9faa 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1209.23 ± 7.46 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         71.48 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |      1149.31 ± 13.28 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         67.72 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log
index 1e0bd42..31bdd1d 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        177.01 ± 5.01 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         34.40 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        212.38 ± 0.33 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         33.49 ± 0.23 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log
index 3c417e5..0031201 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1207.91 ± 9.78 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         71.48 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       1149.83 ± 7.05 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         68.05 ± 0.68 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log
index d871650..1b4492c 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        175.56 ± 3.86 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         34.37 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        212.45 ± 0.21 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         33.52 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log
index 22e9a0f..9642b43 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1263.87 ± 7.23 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         68.78 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       1170.01 ± 7.53 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         65.12 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log
index 0afdf48..ad3e381 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        222.20 ± 8.55 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         33.48 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        291.28 ± 0.14 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         32.65 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log
index 5e79f7a..a288f4e 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |       1260.69 ± 6.89 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         68.94 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |       1167.76 ± 7.70 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         64.97 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log
index a96e13b..b190589 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        222.34 ± 7.55 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         33.52 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        290.12 ± 2.48 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         32.65 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log
index 3b0cc22..12481a0 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1241.85 ± 15.18 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         72.57 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |      1178.27 ± 10.86 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         69.46 ± 0.62 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log
index 5027639..95d24a2 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        176.98 ± 4.28 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         35.43 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        209.14 ± 0.10 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         34.83 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log
index 70fc750..ed6c60e 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           pp512 |      1229.55 ± 20.23 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |           tg128 |         72.45 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           pp512 |      1172.23 ± 12.92 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |  1 |    0 |           tg128 |         69.65 ± 0.62 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 0b7f117..8b694cc 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        176.47 ± 4.18 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         35.44 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        209.05 ± 0.22 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         34.76 ± 0.25 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log
index f27f9db..b1b4b06 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |       846.24 ± 47.60 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         86.32 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           pp512 |        882.98 ± 3.84 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           tg128 |         80.84 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log
index c8693bb..0e42549 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        114.18 ± 0.07 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         30.07 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        111.65 ± 0.08 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         28.03 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log
index 4e7288a..3b18735 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           pp512 |       1005.90 ± 6.10 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |           tg128 |         79.55 ± 6.96 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           pp512 |       1290.50 ± 7.83 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |           tg128 |         83.79 ± 0.18 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log
index 15abf33..253d842 100644
--- a/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Coder-30B-A3B-Instruct-Q4_K_M__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        153.83 ± 3.76 |
-| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         37.44 ± 0.05 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        194.26 ± 0.86 |
+| qwen3moe 30B.A3B Q4_K - Medium |  17.35 GiB |    30.53 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         37.04 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__fa1.log
new file mode 100644
index 0000000..eaf9c62
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        613.58 ± 2.84 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         29.81 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..efca4d7
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        447.94 ± 2.75 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         26.06 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..ba7778f
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |      583.48 ± 105.06 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         29.85 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..4e99c3f
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |       439.93 ± 32.65 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         26.09 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..029c2b7
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        627.46 ± 3.12 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         28.02 ± 0.04 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..be93303
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        527.78 ± 1.05 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         26.22 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..b272219
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |       623.64 ± 17.23 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         29.16 ± 0.02 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..9521439
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        512.14 ± 3.00 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         26.33 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..1ce170b
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        622.47 ± 8.34 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         29.93 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..1e6ca64
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |       443.00 ± 30.64 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         26.97 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..1407abc
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |       600.08 ± 13.59 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         29.99 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..57f366f
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        457.86 ± 1.53 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         27.08 ± 0.02 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..afbab06
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           pp512 |        396.36 ± 1.71 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           tg128 |         30.90 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..a881bd7
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        208.44 ± 0.64 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         26.08 ± 0.05 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_radv__fa1.log
new file mode 100644
index 0000000..728a4b6
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           pp512 |        500.88 ± 3.30 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           tg128 |         31.74 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..8b67617
--- /dev/null
+++ b/benchmark/results/Qwen3-Coder-Next-UD-Q8_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        420.42 ± 0.15 |
+| qwen3next 80B.A3B Q8_0         |  86.94 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         28.05 ± 0.05 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
index f5ae063..2791109 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        193.67 ± 2.12 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.98 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        629.03 ± 5.19 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         31.37 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
index d5132fd..ffe0750 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        217.45 ± 0.19 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.87 ± 3.54 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        439.65 ± 0.69 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         27.25 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
index d64554b..ca5a35f 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        263.91 ± 3.82 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.97 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        648.58 ± 5.44 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         30.86 ± 0.77 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
index 206af26..dbd302b 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        296.64 ± 0.50 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.44 ± 4.28 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        457.60 ± 1.26 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         27.22 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
index a915bc9..4ce1624 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        592.54 ± 4.38 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         27.45 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        634.72 ± 6.93 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         29.90 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
index 99b98d0..07b6bfd 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        449.68 ± 1.06 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         25.10 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        511.83 ± 7.51 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         27.45 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
index 3d76bbf..cd84abc 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        592.83 ± 4.39 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         27.75 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |       632.78 ± 59.05 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         30.53 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
index c1c013e..70d9321 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        448.82 ± 1.02 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         25.07 ± 0.35 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        507.17 ± 2.44 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         27.44 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
index b89bb7b..713a371 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        282.60 ± 2.04 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.89 ± 0.20 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |       621.13 ± 82.64 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         31.52 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
index 5d5c0db..aa85e0e 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        238.71 ± 0.62 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.93 ± 4.11 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        467.56 ± 0.55 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         28.26 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
index b8878a5..ee04293 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           pp512 |        590.03 ± 3.05 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |           tg128 |         28.73 ± 0.52 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           pp512 |        661.07 ± 5.80 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |  1 |    0 |           tg128 |         31.54 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
index be1cd00..ca2c10d 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        413.78 ± 0.61 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         23.54 ± 3.30 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        432.86 ± 0.82 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         28.20 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
index 35f7add..c349ffd 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           pp512 |        426.39 ± 3.26 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           tg128 |         31.84 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           pp512 |        436.50 ± 7.59 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           tg128 |         34.72 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
index 9ed3aa4..e177acc 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        228.41 ± 1.50 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         22.47 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        218.02 ± 0.85 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         28.50 ± 0.07 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
index 19a2fa7..f7c91c0 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           pp512 |       509.22 ± 20.34 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |           tg128 |         29.92 ± 0.05 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           pp512 |       587.86 ± 37.36 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |           tg128 |         36.28 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
index faa295c..25f1422 100644
--- a/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/Qwen3-Next-80B-A3B-Instruct-UD-Q8_K_XL-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |       370.94 ± 32.12 |
-| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         26.00 ± 0.20 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        453.76 ± 0.75 |
+| qwen3next 80B.A3B Q8_0         |  86.68 GiB |    79.67 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         31.67 ± 0.06 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__fa1.log
new file mode 100644
index 0000000..6190e09
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           pp512 |        305.11 ± 1.38 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           tg128 |         19.18 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..3f12afa
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        246.59 ± 0.45 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         16.49 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..c769c07
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           pp512 |        313.18 ± 2.32 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           tg128 |         19.62 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..6cacb57
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        243.74 ± 1.45 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         16.51 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..83fa89a
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           pp512 |        311.68 ± 1.84 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           tg128 |         18.77 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..995277c
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        273.72 ± 1.22 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         17.91 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..9330711
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           pp512 |        306.06 ± 2.55 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           tg128 |         19.25 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..4066e47
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        270.84 ± 0.74 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         17.98 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..0bb4c16
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           pp512 |        314.27 ± 4.13 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           tg128 |         19.66 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..482822d
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        235.12 ± 5.24 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.36 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..3c70313
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           pp512 |        310.73 ± 1.65 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |  1 |    0 |           tg128 |         19.61 ± 0.11 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..22ef68a
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        241.56 ± 5.74 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         18.35 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..2aa7628
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 |           pp512 |        183.05 ± 1.84 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 |           tg128 |         21.31 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..9159adc
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        102.85 ± 0.15 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         18.76 ± 0.02 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_radv__fa1.log
new file mode 100644
index 0000000..ebcc2cb
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 |           pp512 |        239.56 ± 7.45 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 |           tg128 |         21.68 ± 0.38 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..ba5992f
--- /dev/null
+++ b/benchmark/results/Qwen3.5-122B-A10B-UD-Q5_K_XL-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        203.34 ± 0.47 |
+| qwen35moe 122B.A10B Q5_K - Medium |  85.60 GiB |   122.11 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         20.09 ± 0.02 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
new file mode 100644
index 0000000..88d3daf
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |        508.43 ± 3.18 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         23.65 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..b6be3f4
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        423.84 ± 0.73 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         21.64 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..388df5f
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |        512.17 ± 3.01 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         23.69 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..8693fc9
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        382.51 ± 1.54 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         21.63 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..955738e
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |        544.11 ± 3.06 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         21.40 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..19940ae
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        407.19 ± 1.96 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         21.59 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..23b8db1
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |        550.28 ± 3.67 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         23.23 ± 0.18 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..221ccc6
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        405.13 ± 1.85 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         21.72 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..3151c98
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |       541.57 ± 11.33 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         23.69 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..25444a3
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        441.64 ± 9.63 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         22.18 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..532dfcd
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |        509.57 ± 8.20 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         23.78 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..24b9961
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        379.36 ± 1.33 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         22.20 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..ec9c2e2
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           pp512 |        122.56 ± 0.40 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           tg128 |         11.56 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..af1901a
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         97.32 ± 0.17 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         10.95 ± 0.00 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
new file mode 100644
index 0000000..d914309
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           pp512 |        309.96 ± 4.20 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           tg128 |         10.79 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..a17d6c3
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        258.85 ± 0.77 |
+| qwen35moe 35B.A3B BF16         |  64.60 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         10.39 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__fa1.log
new file mode 100644
index 0000000..91bf9ac
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |      1071.38 ± 11.20 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         47.78 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__fa1__longctx32768.log
new file mode 100644
index 0000000..15f4159
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        669.09 ± 1.13 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         40.19 ± 0.03 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__hblt0__fa1.log
new file mode 100644
index 0000000..1c89299
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |       1093.96 ± 6.37 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         47.95 ± 0.30 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..18626cd
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        661.40 ± 0.76 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         40.13 ± 0.03 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__fa1.log
new file mode 100644
index 0000000..77bc2b3
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |       1079.44 ± 6.76 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         46.46 ± 0.01 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__fa1__longctx32768.log
new file mode 100644
index 0000000..28cdd02
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        762.29 ± 2.68 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         40.46 ± 0.02 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__hblt0__fa1.log
new file mode 100644
index 0000000..e8d6552
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |       1082.35 ± 6.79 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         46.48 ± 0.04 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..e352549
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        777.89 ± 1.08 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         40.24 ± 0.03 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__fa1.log
new file mode 100644
index 0000000..f34ef08
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |       1092.86 ± 9.42 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         48.16 ± 0.30 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__fa1__longctx32768.log
new file mode 100644
index 0000000..ca64073
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        655.39 ± 2.00 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         41.90 ± 0.03 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__hblt0__fa1.log
new file mode 100644
index 0000000..90d466f
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           pp512 |       1113.86 ± 6.42 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |  1 |    0 |           tg128 |         48.10 ± 0.31 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
new file mode 100644
index 0000000..558b9cf
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        655.89 ± 1.47 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         41.98 ± 0.03 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_amdvlk__fa1.log
new file mode 100644
index 0000000..a947901
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_amdvlk__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           pp512 |        661.63 ± 3.14 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           tg128 |         58.16 ± 0.08 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_amdvlk__fa1__longctx32768.log
new file mode 100644
index 0000000..dcdc814
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        288.86 ± 0.53 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         44.24 ± 0.09 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_radv__fa1.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_radv__fa1.log
new file mode 100644
index 0000000..bc44011
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_radv__fa1.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           pp512 |      1013.40 ± 39.22 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |           tg128 |         59.13 ± 0.07 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_radv__fa1__longctx32768.log
new file mode 100644
index 0000000..2945779
--- /dev/null
+++ b/benchmark/results/Qwen3.5-35B-A3B-UD-Q4_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -0,0 +1,8 @@
+ggml_vulkan: Found 1 Vulkan devices:
+ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        673.55 ± 0.64 |
+| qwen35moe 35B.A3B Q4_K - Medium |  20.70 GiB |    34.66 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         48.93 ± 0.13 |
+
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log
index a9d4fa7..5893093 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        323.33 ± 0.27 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.24 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           pp512 |        854.20 ± 6.85 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.20 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
index ee21601..a017aaa 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        232.79 ± 5.34 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.65 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |       392.45 ± 16.97 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         11.63 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
index 9ed3a0f..f21710a 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        324.44 ± 0.31 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.24 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           pp512 |        877.69 ± 1.71 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.19 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
index 45ba7e6..526bc80 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        229.19 ± 6.79 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.66 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |       387.73 ± 18.58 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         11.63 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log
index 86e7334..797411c 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        936.69 ± 1.33 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.23 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           pp512 |        869.53 ± 1.47 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.15 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
index 9364a43..d664914 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        258.34 ± 1.81 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.63 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        260.25 ± 4.30 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         11.60 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
index 2eda1f4..e90965b 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        935.37 ± 1.09 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.20 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           pp512 |        870.35 ± 1.54 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.15 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
index 5f3c340..829f89e 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        261.44 ± 5.27 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.62 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        263.85 ± 5.85 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         11.61 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log
index fb87a4a..116b328 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        943.63 ± 1.62 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.25 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           pp512 |        892.78 ± 1.04 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.19 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
index 14934cf..77f2bd0 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       396.59 ± 26.74 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.65 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |       441.92 ± 38.71 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         11.63 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
index ba60108..2423cc9 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           pp512 |        942.52 ± 1.34 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |           tg128 |         14.25 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           pp512 |        895.09 ± 0.81 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |  1 |    0 |           tg128 |         14.19 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 878aaa3..1f6940d 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        376.68 ± 9.34 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         11.65 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |       449.40 ± 28.98 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         11.63 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
index 55932ee..a32ca20 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           pp512 |        125.50 ± 0.06 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           tg128 |         14.45 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 |           pp512 |        122.72 ± 0.06 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 |           tg128 |         14.31 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
index 41a43d8..ba09991 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        111.11 ± 0.04 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         11.40 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        107.34 ± 0.03 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         11.32 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log
index edac157..c138142 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           pp512 |        687.05 ± 0.75 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |           tg128 |         14.14 ± 0.01 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 |           pp512 |       513.78 ± 16.10 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 |           tg128 |         14.07 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
index 24d4dab..785012f 100644
--- a/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-12b-it-UD-Q8_K_XL__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |       376.92 ± 18.46 |
-| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         11.72 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        258.63 ± 1.57 |
+| gemma3 12B Q8_0                |  13.40 GiB |    11.77 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         11.53 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log
index 1ff6f83..f1ccf93 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        463.92 ± 1.19 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           pp512 |        324.28 ± 1.23 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           tg128 |          3.97 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
index b36f842..b0cb077 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        191.32 ± 3.30 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.68 ± 0.11 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        166.64 ± 2.06 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.70 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
index c643303..8531f51 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        528.00 ± 0.44 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           pp512 |        455.07 ± 0.55 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           tg128 |          3.97 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
index cc34693..714f6c0 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        201.67 ± 1.78 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.74 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        188.26 ± 1.59 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.70 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log
index 00bcee5..47bc0c4 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        508.08 ± 0.85 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.00 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           pp512 |        426.08 ± 0.81 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           tg128 |          3.83 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
index 12a07a9..ca28d62 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        222.44 ± 2.25 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.72 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        209.69 ± 3.55 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.68 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
index 97f96ee..f180c49 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        508.48 ± 0.88 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.00 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           pp512 |        440.33 ± 0.38 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           tg128 |          3.96 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
index 93404ec..5dc5e20 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        220.03 ± 0.98 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.72 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        202.85 ± 0.64 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.69 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log
index d8498c8..ea47115 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        549.57 ± 2.42 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           pp512 |        466.09 ± 1.03 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           tg128 |          3.98 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
index 08d310a..ceac7ca 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        215.98 ± 0.94 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.73 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        182.83 ± 1.03 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.68 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
index 59af47c..2c5cf1e 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           pp512 |        529.01 ± 0.98 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |           tg128 |          4.02 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           pp512 |        452.21 ± 1.03 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |  1 |    0 |           tg128 |          3.98 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 359ca8d..e630a45 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        204.92 ± 2.92 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          3.73 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        181.81 ± 3.26 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.70 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
index db92211..f8267e7 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1.log
@@ -1,8 +1,23 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           pp512 |          9.32 ± 0.00 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           tg128 |          3.87 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7f25ac3cbc25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f25ac3cbfeb]
+/lib64/libggml-base.so.0(+0x16669) [0x7f25ac3de669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7f25abb42bfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7f25abb2cd3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7f25abb42ea8]
+/lib64/libggml-vulkan.so.0(+0x16b68) [0x7f25ac488b68]
+/lib64/libggml-vulkan.so.0(+0xfcfd0) [0x7f25ac56efd0]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x3b2) [0x7f25ac3e7092]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7f25afcfce70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7f25afcff445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7f25afd05aaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7f25afd0742e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x419a10]
+/lib64/libc.so.6(+0x35b5) [0x7f25ab8135b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f25ab813668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] gemma-3-27b-it-BF16-00001-of-00002__fa1 failed (exit 0)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
index 7a34429..17cbfe3 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,23 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |          9.20 ± 0.00 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          3.60 ± 0.00 |
-
-build: e0c93af2a (7938)
+/lib64/libggml-base.so.0(+0x3c25) [0x7f5b5347fc25]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f5b5347ffeb]
+/lib64/libggml-base.so.0(+0x16669) [0x7f5b53492669]
+/lib64/libstdc++.so.6(+0x1ebfc) [0x7f5b52bf6bfc]
+/lib64/libstdc++.so.6(_ZSt10unexpectedv+0x0) [0x7f5b52be0d3a]
+/lib64/libstdc++.so.6(+0x1eea8) [0x7f5b52bf6ea8]
+/lib64/libggml-vulkan.so.0(+0x16b68) [0x7f5b5353cb68]
+/lib64/libggml-vulkan.so.0(+0xfcfd0) [0x7f5b53622fd0]
+/lib64/libggml-base.so.0(ggml_backend_sched_graph_compute_async+0x3b2) [0x7f5b5349b092]
+/lib64/libllama.so.0(_ZN13llama_context13graph_computeEP11ggml_cgraphb+0xa0) [0x7f5b56db0e70]
+/lib64/libllama.so.0(_ZN13llama_context14process_ubatchERK12llama_ubatch14llm_graph_typeP22llama_memory_context_iR11ggml_status+0xe5) [0x7f5b56db3445]
+/lib64/libllama.so.0(_ZN13llama_context6decodeERK11llama_batch+0x35f) [0x7f5b56db9aaf]
+/lib64/libllama.so.0(llama_decode+0xe) [0x7f5b56dbb42e]
+/usr/sbin/llama-bench() [0x41cc3b]
+/usr/sbin/llama-bench() [0x41977f]
+/lib64/libc.so.6(+0x35b5) [0x7f5b528c75b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f5b528c7668]
+/usr/sbin/llama-bench() [0x41b595]
+terminate called after throwing an instance of 'vk::DeviceLostError'
+  what():  vk::Queue::submit: ErrorDeviceLost
+✖ ! [vulkan_amdvlk] gemma-3-27b-it-BF16-00001-of-00002__fa1 __longctx32768 failed (exit 0)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log
index 858bf96..be2d8b8 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           pp512 |        123.07 ± 0.27 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |           tg128 |          3.92 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |    0 |           pp512 |         91.65 ± 0.40 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |    0 |           tg128 |          3.98 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
index 767256d..8fe70f2 100644
--- a/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-27b-it-BF16-00001-of-00002__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |         82.96 ± 0.72 |
-| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          3.66 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |         81.52 ± 0.33 |
+| gemma3 27B BF16                |  50.31 GiB |    27.01 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          3.73 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log
index c50aeb9..92de1c6 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2870.77 ± 12.89 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         84.57 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           pp512 |       2700.94 ± 1.79 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           tg128 |         77.69 ± 0.66 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log
index 861d2dd..ab19336 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1639.03 ± 15.14 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         61.51 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |      1564.27 ± 18.55 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         56.80 ± 0.48 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log
index 7ec3e36..76309ba 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2807.93 ± 16.33 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         84.66 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           pp512 |       2691.00 ± 4.60 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           tg128 |         77.86 ± 0.64 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log
index aba12ed..85d1206 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1262.15 ± 24.34 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         61.54 ± 0.04 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |      1563.05 ± 19.77 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         56.95 ± 0.08 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log
index 6b110c7..7fd54a5 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |       2891.85 ± 2.60 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         82.18 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           pp512 |       2719.77 ± 6.47 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           tg128 |         73.32 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log
index 71df791..a88f066 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1600.62 ± 30.98 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         60.21 ± 0.11 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |      1687.79 ± 33.87 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         54.09 ± 0.16 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log
index 98f27b4..ba6263c 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |       2893.75 ± 3.92 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         82.15 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           pp512 |       2713.06 ± 9.07 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.85 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log
index d1578cd..ea96dc2 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1419.18 ± 40.21 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         60.24 ± 0.11 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |      1681.29 ± 17.71 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         54.11 ± 0.29 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log
index fe1a281..f37ea3e 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2805.65 ± 13.25 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         85.35 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           pp512 |       2666.49 ± 3.29 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           tg128 |         78.31 ± 0.89 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log
index ef479c4..769b2bf 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1215.66 ± 10.33 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         62.02 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |      1530.18 ± 18.45 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         57.72 ± 0.36 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log
index da4aac2..0e4d278 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           pp512 |      2800.57 ± 47.75 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |           tg128 |         85.47 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           pp512 |       2674.53 ± 5.86 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |  1 |    0 |           tg128 |         78.93 ± 0.64 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log
index e240976..d6379ae 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |      1214.20 ± 13.26 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         62.03 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |      1534.58 ± 20.23 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         57.65 ± 0.44 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log
index 6ebe735..9325e89 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           pp512 |        657.19 ± 0.41 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           tg128 |         86.55 ± 0.10 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 |           pp512 |        647.40 ± 0.53 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 |           tg128 |         79.07 ± 0.08 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log
index 404a158..e54640a 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        493.70 ± 0.98 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         58.57 ± 0.11 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        455.63 ± 1.03 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         54.86 ± 0.17 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log
index 0537089..ed9c6f1 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           pp512 |     1977.82 ± 204.87 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |           tg128 |         91.09 ± 3.96 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 |           pp512 |      2479.97 ± 41.40 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 |           tg128 |         87.24 ± 0.13 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log
index e118216..c008393 100644
--- a/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/gemma-3-4b-it-Q3_K_S__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |      1149.92 ± 30.21 |
-| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         67.86 ± 0.22 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |       1759.67 ± 6.72 |
+| gemma3 4B Q3_K - Small         |   1.80 GiB |     3.88 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         64.91 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log
index f098ce7..83045a0 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        181.09 ± 1.36 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         51.77 ± 0.73 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           pp512 |        631.59 ± 4.27 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           tg128 |         50.91 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log
index 0d8b56a..dd99083 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        217.33 ± 0.32 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         36.51 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        303.63 ± 0.57 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         36.07 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log
index d6ccfa5..8ff8feb 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        181.23 ± 1.39 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         52.06 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           pp512 |       610.41 ± 53.09 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.34 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
index 9bfd24d..d0b590a 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        218.30 ± 0.10 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         34.08 ± 4.33 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        302.82 ± 1.30 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         36.12 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log
index a05b582..492fecb 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        681.58 ± 4.94 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         50.85 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           pp512 |        648.44 ± 6.33 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           tg128 |         49.85 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
index 5948f34..c6c534c 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       396.76 ± 35.92 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         40.13 ± 0.05 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        442.64 ± 0.84 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         39.69 ± 0.34 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log
index abd20b5..8d1b5bf 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |        678.97 ± 4.29 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         51.88 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           pp512 |       639.43 ± 31.93 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           tg128 |         50.99 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
index e3aae6c..c1bacb6 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       400.64 ± 35.51 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         37.97 ± 3.34 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        438.75 ± 1.06 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         39.75 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log
index 5365be2..d70f3d4 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |       649.28 ± 39.54 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         52.00 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           pp512 |       596.69 ± 97.42 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.38 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
index c611dc9..9670ec2 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        259.94 ± 5.81 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         40.30 ± 0.03 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        308.13 ± 1.66 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         35.43 ± 8.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
index 83fdee3..0857b4a 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           pp512 |       666.65 ± 12.50 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |           tg128 |         52.05 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           pp512 |       641.07 ± 11.17 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.35 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 420ec5d..a189399 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        261.35 ± 6.47 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         40.36 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        314.50 ± 0.28 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         40.04 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log
index 4e6b4ce..e8675e6 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           pp512 |       643.04 ± 39.69 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           tg128 |         54.00 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 |           pp512 |        576.81 ± 2.43 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 |           tg128 |         51.18 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
index 394417c..315ed48 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        195.45 ± 2.65 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         37.02 ± 0.03 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        213.74 ± 0.68 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         34.52 ± 0.07 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log
index 40087c2..c0ad41d 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           pp512 |        597.02 ± 9.82 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |           tg128 |         57.38 ± 0.04 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 |           pp512 |       633.21 ± 13.06 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 |           tg128 |         56.15 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log
index e8acd38..fae75b7 100644
--- a/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-120b-mxfp4-00001-of-00003__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        278.37 ± 7.19 |
-| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         42.78 ± 0.09 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        287.49 ± 1.21 |
+| gpt-oss 120B MXFP4 MoE         |  59.02 GiB |   116.83 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         42.67 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log
index 78c56b0..5e219c6 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |        547.85 ± 6.58 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.52 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           pp512 |      1638.53 ± 13.50 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.67 ± 0.07 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log
index e4ebb3b..ca3a5f0 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        402.32 ± 0.67 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         52.50 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        488.89 ± 0.54 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         51.91 ± 0.03 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log
index bb60d45..6094846 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |        546.41 ± 6.71 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.52 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           pp512 |      1631.29 ± 15.38 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.62 ± 0.09 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log
index f06a549..f2a466a 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        402.65 ± 1.50 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         52.58 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        492.09 ± 1.86 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         51.93 ± 0.04 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log
index 77a4b05..a7cf323 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |      1779.88 ± 16.15 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.26 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           pp512 |      1691.01 ± 16.68 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.07 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log
index 7323d53..45bb062 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        583.30 ± 9.18 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.85 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        730.11 ± 1.16 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         57.02 ± 0.07 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log
index 537f920..a3bdd9d 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |      1785.44 ± 15.68 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.22 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           pp512 |      1690.30 ± 13.53 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.00 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log
index 9599307..edcc380 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |       600.15 ± 13.61 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.78 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        730.49 ± 1.20 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         56.89 ± 0.05 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log
index adb683c..932a36a 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |      1742.62 ± 12.05 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.51 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           pp512 |      1668.50 ± 13.61 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.68 ± 0.10 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log
index 46f28e1..65c4caa 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        428.95 ± 5.63 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.82 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        507.77 ± 2.81 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         57.46 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log
index c06bd1f..50262df 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           pp512 |       1730.96 ± 9.70 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |           tg128 |         73.53 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           pp512 |      1642.70 ± 14.12 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |  1 |    0 |           tg128 |         72.75 ± 0.10 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log
index e0f62d9..f425c83 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        425.86 ± 3.58 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |         57.90 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        507.84 ± 1.97 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |         57.32 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log
index fd7fc59..fa14b74 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           pp512 |      1300.97 ± 78.99 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           tg128 |         77.58 ± 0.03 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 |           pp512 |       1303.99 ± 6.84 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 |           tg128 |         73.68 ± 0.08 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log
index 92c9d52..99d5ac7 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        337.80 ± 4.40 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         53.06 ± 0.10 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        364.73 ± 0.33 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         49.99 ± 0.21 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log
index 5534eab..917f775 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           pp512 |      1397.71 ± 70.15 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |           tg128 |         80.99 ± 0.06 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 |           pp512 |      1577.96 ± 12.64 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 |           tg128 |         78.94 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log
index 9f1beb7..97ddca5 100644
--- a/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/gpt-oss-20b-mxfp4__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        416.91 ± 7.90 |
-| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |         60.56 ± 0.77 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        541.12 ± 0.20 |
+| gpt-oss 20B MXFP4 MoE          |  11.27 GiB |    20.91 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         60.77 ± 0.08 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1.log b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1.log
index 4aeb30d..99ce5e7 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |        549.58 ± 0.25 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         50.55 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           pp512 |       1543.27 ± 2.63 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           tg128 |         50.61 ± 0.14 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log
index a671c82..0dc8ee6 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        144.34 ± 1.03 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.60 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        165.68 ± 0.88 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          5.65 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log
index 8caec46..dd483cb 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |        548.97 ± 0.14 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         50.52 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           pp512 |       1539.48 ± 5.61 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           tg128 |         50.57 ± 0.15 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log
index 259fde9..5a66ad0 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm-7_2__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        143.70 ± 0.31 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.60 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        166.31 ± 1.47 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          5.65 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1.log b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1.log
index d34295f..5103c84 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1597.02 ± 1.89 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.01 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           pp512 |       1528.37 ± 6.40 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.14 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log
index 0f41bbb..e0b84ff 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        193.62 ± 1.29 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          6.93 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        196.35 ± 2.62 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.97 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log
index ed7cd83..acaa1cf 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1598.36 ± 1.08 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.01 ± 0.02 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           pp512 |       1521.12 ± 5.74 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.22 ± 0.02 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log
index e9332b6..15d1b59 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm6_4_4__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        191.18 ± 2.26 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          6.94 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        196.03 ± 1.28 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.97 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log
index dd9ab75..6e1ba6a 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1590.62 ± 1.92 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.17 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           pp512 |       1507.68 ± 1.23 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.41 ± 0.14 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log
index 8634ecc..c083ed2 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        210.19 ± 4.57 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.56 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        206.97 ± 1.96 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          5.62 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log
index 08f165c..c51b8f4 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           pp512 |       1590.40 ± 2.71 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |           tg128 |         51.21 ± 0.01 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           pp512 |       1508.58 ± 2.01 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |  1 |    0 |           tg128 |         51.44 ± 0.15 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log
index 355d6a7..25dcbb6 100644
--- a/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__rocm7-nightlies__hblt0__fa1__longctx32768.log
@@ -1,8 +1,8 @@
-ggml_cuda_init: found 1 ROCm devices:
-  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32
-| model                          |       size |     params | backend    | ngl | n_ubatch | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 | pp2048 @ d32768 |        216.78 ± 3.22 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |   tg32 @ d32768 |          5.56 ± 0.00 |
+ggml_cuda_init: found 1 ROCm devices (Total VRAM: 126976 MiB):
+  Device 0: Radeon 8060S Graphics, gfx1151 (0x1151), VMM: no, Wave Size: 32, VRAM: 126976 MiB
+| model                          |       size |     params | backend    | ngl | n_ubatch | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |        206.54 ± 0.91 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | ROCm       |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          5.62 ± 0.00 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log b/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log
index b7dc396..a1c3881 100644
--- a/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           pp512 |        349.95 ± 0.30 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           tg128 |         56.00 ± 0.22 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 |           pp512 |        324.82 ± 0.45 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 |           tg128 |         55.43 ± 0.14 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log
index 34caa8e..0c19fe3 100644
--- a/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__vulkan_amdvlk__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (AMD open-source driver) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 32768 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        152.53 ± 0.11 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          9.29 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        144.29 ± 1.09 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |         10.20 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1.log b/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1.log
index e89bb38..f0e5a2f 100644
--- a/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1.log
+++ b/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           pp512 |       1355.55 ± 2.34 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |           tg128 |         55.88 ± 0.13 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 |           pp512 |       1313.97 ± 1.29 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 |           tg128 |         55.59 ± 0.05 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log b/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log
index 2ca9650..50c5ec7 100644
--- a/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log
+++ b/benchmark/results/llama-2-7b.Q4_0__vulkan_radv__fa1__longctx32768.log
@@ -1,8 +1,8 @@
 ggml_vulkan: Found 1 Vulkan devices:
 ggml_vulkan: 0 = Radeon 8060S Graphics (RADV GFX1151) (radv) | uma: 1 | fp16: 1 | bf16: 0 | warp size: 64 | shared memory: 65536 | int dot: 1 | matrix cores: KHR_coopmat
-| model                          |       size |     params | backend    | ngl | fa |            test |                  t/s |
-| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | --------------: | -------------------: |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 | pp2048 @ d32768 |        246.20 ± 1.24 |
-| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |   tg32 @ d32768 |          8.76 ± 0.00 |
+| model                          |       size |     params | backend    | ngl | fa | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 | pp2048 @ d32768 |        208.18 ± 2.24 |
+| llama 7B Q4_0                  |   3.56 GiB |     6.74 B | Vulkan     |  99 |  1 |    0 |   tg32 @ d32768 |          8.52 ± 0.01 |
 
-build: e0c93af2a (7938)
+build: 2405d59cb (8577)
diff --git a/benchmark/results/system_info.json b/benchmark/results/system_info.json
index b7fac37..2efeb7c 100644
--- a/benchmark/results/system_info.json
+++ b/benchmark/results/system_info.json
@@ -1 +1 @@
-{"distro": "Fedora Linux 43 (Workstation Edition)", "kernel": "6.18.5-200.fc43.x86_64", "linux_firmware": "linux-firmware-20260110-1.fc43.noarch", "timestamp": "04 Feb 2026"}
+{"distro": "Fedora Linux 43 (Workstation Edition)", "kernel": "6.19.9-200.fc43.x86_64", "linux_firmware": "linux-firmware-20260309-1.fc43.noarch", "timestamp": "29 Mar 2026"}
diff --git a/docs/results.json b/docs/results.json
index 3f9ca19..ce60d51 100644
--- a/docs/results.json
+++ b/docs/results.json
@@ -1,13 +1,17 @@
 {
   "meta": {
-    "generated_at": "2026-02-09T13:29:25Z",
+    "generated_at": "2026-03-30T06:55:07Z",
     "system_info": {
       "distro": "Fedora Linux 43 (Workstation Edition)",
-      "kernel": "6.18.5-200.fc43.x86_64",
-      "linux_firmware": "linux-firmware-20260110-1.fc43.noarch",
-      "timestamp": "04 Feb 2026"
+      "kernel": "6.19.9-200.fc43.x86_64",
+      "linux_firmware": "linux-firmware-20260309-1.fc43.noarch",
+      "timestamp": "29 Mar 2026"
     },
     "llamacpp_builds": [
+      {
+        "hash": "2405d59cb",
+        "number": "8577"
+      },
       {
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@@ -36,377 +40,349 @@
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+      "model_clean": "Devstral-2-123B-Instruct-2512-UD-Q4_K_XL",
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+      "rpc": false,
+      "build": {
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+      "model": "Devstral-2-123B-Instruct-2512-UD-Q4_K_XL-00001-of-00002",
+      "model_clean": "Devstral-2-123B-Instruct-2512-UD-Q4_K_XL",
+      "env": "rocm6_4_4-hblt0",
+      "env_base": "rocm6_4_4",
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@@ -414,8 +390,36 @@
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-        "number": "7938"
+        "hash": "2405d59cb",
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+      "model_clean": "Devstral-2-123B-Instruct-2512-UD-Q4_K_XL",
+      "env": "rocm6_4_4-hblt0",
+      "env_base": "rocm6_4_4",
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+      "test": "tg128",
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@@ -428,13 +432,13 @@
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@@ -442,8 +446,8 @@
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@@ -456,13 +460,13 @@
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@@ -470,8 +474,8 @@
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@@ -484,13 +488,13 @@
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@@ -498,8 +502,8 @@
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@@ -512,13 +516,13 @@
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@@ -526,8 +530,8 @@
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       "build": {
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@@ -540,13 +544,13 @@
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@@ -554,8 +558,8 @@
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       "build": {
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@@ -568,13 +572,13 @@
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@@ -582,8 +586,8 @@
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       "build": {
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+        "hash": "2405d59cb",
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@@ -596,13 +600,13 @@
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@@ -610,8 +614,8 @@
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@@ -630,7 +634,7 @@
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@@ -638,8 +642,8 @@
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@@ -652,13 +656,13 @@
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@@ -666,8 +670,8 @@
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@@ -686,7 +690,7 @@
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@@ -694,8 +698,8 @@
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@@ -707,52 +711,21 @@
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@@ -763,52 +736,21 @@
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@@ -820,13 +762,13 @@
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@@ -834,8 +776,8 @@
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@@ -862,8 +804,8 @@
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@@ -890,8 +832,8 @@
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@@ -918,8 +860,8 @@
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@@ -946,8 +888,8 @@
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@@ -974,8 +916,8 @@
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@@ -988,13 +930,13 @@
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@@ -1002,8 +944,8 @@
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@@ -1016,13 +958,13 @@
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@@ -1030,8 +972,8 @@
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@@ -1058,8 +1000,8 @@
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@@ -1086,8 +1028,8 @@
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@@ -1114,8 +1056,8 @@
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@@ -1142,8 +1084,8 @@
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@@ -1170,8 +1112,8 @@
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@@ -1198,8 +1140,8 @@
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@@ -1226,8 +1168,8 @@
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@@ -1254,8 +1196,8 @@
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@@ -1282,8 +1224,8 @@
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@@ -1310,8 +1252,8 @@
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@@ -1324,13 +1266,13 @@
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@@ -1338,8 +1280,8 @@
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-        "number": "7938"
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@@ -1352,13 +1294,13 @@
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@@ -1366,8 +1308,8 @@
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-        "number": "7938"
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@@ -1380,13 +1322,13 @@
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@@ -1394,8 +1336,8 @@
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-        "number": "7938"
+        "hash": "2405d59cb",
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@@ -1408,13 +1350,13 @@
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@@ -1422,8 +1364,8 @@
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-        "number": "7938"
+        "hash": "2405d59cb",
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@@ -1436,13 +1378,13 @@
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@@ -1450,8 +1392,8 @@
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-        "number": "7938"
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@@ -1464,13 +1406,13 @@
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@@ -1478,8 +1420,8 @@
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@@ -1492,13 +1434,13 @@
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@@ -1506,8 +1448,8 @@
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@@ -1534,8 +1476,8 @@
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@@ -1548,13 +1490,13 @@
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@@ -1562,8 +1504,8 @@
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-        "number": "7938"
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@@ -1576,475 +1518,8446 @@
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       "context_tokens": 32768,
       "test": "tg32 @ d32768",
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@@ -10214,8 +12723,36 @@
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