diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__longctx32768__rpc.log
new file mode 100644
index 0000000..019b7bd
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         18.41 ± 0.00 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          4.12 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__rpc.log
new file mode 100644
index 0000000..2339073
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        101.82 ± 0.34 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |          8.71 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__longctx32768__rpc.log
new file mode 100644
index 0000000..7d68b86
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         17.93 ± 0.00 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          4.13 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__rpc.log
new file mode 100644
index 0000000..09254e0
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |         95.55 ± 0.26 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |          8.78 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__hblt0__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__hblt0__longctx32768__rpc.log
new file mode 100644
index 0000000..d7afa2a
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__hblt0__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         18.59 ± 0.00 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.63 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__hblt0__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__hblt0__rpc.log
new file mode 100644
index 0000000..9e62d86
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__hblt0__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        103.11 ± 0.08 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |          9.11 ± 0.03 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__longctx32768__rpc.log
new file mode 100644
index 0000000..e5e59f5
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         18.03 ± 0.00 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.63 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__rpc.log
new file mode 100644
index 0000000..0abf42d
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7-nightlies__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |         87.98 ± 0.29 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |          9.10 ± 0.02 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__hblt0__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__hblt0__longctx32768__rpc.log
new file mode 100644
index 0000000..a1b8c39
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__hblt0__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         18.20 ± 0.00 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.60 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__hblt0__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__hblt0__rpc.log
new file mode 100644
index 0000000..3a595d0
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__hblt0__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        102.58 ± 0.04 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |          8.74 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__longctx32768__rpc.log
new file mode 100644
index 0000000..fb86185
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         17.88 ± 0.00 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          3.58 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__rpc.log
new file mode 100644
index 0000000..16e6be3
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm7_1_1__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |         93.44 ± 0.29 |
+| glm4moe 355B.A32B Q4_K - Medium | 189.69 GiB |   356.79 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |          8.71 ± 0.01 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_amdvlk__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_amdvlk__longctx32768__rpc.log
new file mode 100644
index 0000000..bff85ad
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_amdvlk__longctx32768__rpc.log
@@ -0,0 +1,19 @@
+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 |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+/opt/llama.cpp/ggml/src/ggml-rpc/ggml-rpc.cpp:724: Remote RPC server crashed or returned malformed response
+/lib64/libggml-base.so.0(+0x35a5) [0x7f92f39eb5a5]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f92f39eb96b]
+/lib64/libggml-base.so.0(ggml_abort+0x11f) [0x7f92f39ebaef]
+/lib64/libggml-rpc.so.0(+0x5b4a) [0x7f92f7010b4a]
+/lib64/libggml-base.so.0(+0x171b2) [0x7f92f39ff1b2]
+/lib64/libggml-base.so.0(+0x1749f) [0x7f92f39ff49f]
+/lib64/libggml-base.so.0(ggml_backend_alloc_ctx_tensors_from_buft+0x19) [0x7f92f3a00509]
+/lib64/libllama.so.0(_ZN11llama_model12load_tensorsER18llama_model_loader+0x3c61) [0x7f92f72603c1]
+/lib64/libllama.so.0(+0x25568) [0x7f92f71b6568]
+/lib64/libllama.so.0(llama_model_load_from_file+0xac) [0x7f92f71b73cc]
+/usr/sbin/llama-bench() [0x4077b5]
+/lib64/libc.so.6(+0x35b5) [0x7f92f33815b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f92f3381668]
+/usr/sbin/llama-bench() [0x409cf5]
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_amdvlk__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_amdvlk__rpc.log
new file mode 100644
index 0000000..6f7a3a0
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_amdvlk__rpc.log
@@ -0,0 +1,19 @@
+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 |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+/opt/llama.cpp/ggml/src/ggml-rpc/ggml-rpc.cpp:724: Remote RPC server crashed or returned malformed response
+/lib64/libggml-base.so.0(+0x35a5) [0x7f4efadba5a5]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f4efadba96b]
+/lib64/libggml-base.so.0(ggml_abort+0x11f) [0x7f4efadbaaef]
+/lib64/libggml-rpc.so.0(+0x5b4a) [0x7f4efe3dfb4a]
+/lib64/libggml-base.so.0(+0x171b2) [0x7f4efadce1b2]
+/lib64/libggml-base.so.0(+0x1749f) [0x7f4efadce49f]
+/lib64/libggml-base.so.0(ggml_backend_alloc_ctx_tensors_from_buft+0x19) [0x7f4efadcf509]
+/lib64/libllama.so.0(_ZN11llama_model12load_tensorsER18llama_model_loader+0x3c61) [0x7f4efe62f3c1]
+/lib64/libllama.so.0(+0x25568) [0x7f4efe585568]
+/lib64/libllama.so.0(llama_model_load_from_file+0xac) [0x7f4efe5863cc]
+/usr/sbin/llama-bench() [0x4077b5]
+/lib64/libc.so.6(+0x35b5) [0x7f4efa7505b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f4efa750668]
+/usr/sbin/llama-bench() [0x409cf5]
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_radv__longctx32768__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_radv__longctx32768__rpc.log
new file mode 100644
index 0000000..13c4edf
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_radv__longctx32768__rpc.log
@@ -0,0 +1 @@
+Error: unable to find user kyuz0: no matching entries in passwd file
diff --git a/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_radv__rpc.log b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_radv__rpc.log
new file mode 100644
index 0000000..13c4edf
--- /dev/null
+++ b/benchmark/results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__vulkan_radv__rpc.log
@@ -0,0 +1 @@
+Error: unable to find user kyuz0: no matching entries in passwd file
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__hblt0__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__hblt0__longctx32768__rpc.log
new file mode 100644
index 0000000..ed18edd
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__hblt0__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         59.80 ± 0.00 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.45 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__hblt0__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__hblt0__rpc.log
new file mode 100644
index 0000000..7578042
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__hblt0__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        172.78 ± 2.43 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |         18.17 ± 0.05 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__longctx32768__rpc.log
new file mode 100644
index 0000000..3ea4755
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         59.95 ± 0.00 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.45 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__rpc.log
new file mode 100644
index 0000000..1978468
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm6_4_4__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        173.98 ± 1.76 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |         18.17 ± 0.04 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__hblt0__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__hblt0__longctx32768__rpc.log
new file mode 100644
index 0000000..d67ecf9
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__hblt0__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         60.12 ± 0.00 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.04 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__hblt0__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__hblt0__rpc.log
new file mode 100644
index 0000000..733c3da
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__hblt0__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        157.51 ± 1.13 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |         18.24 ± 0.10 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__longctx32768__rpc.log
new file mode 100644
index 0000000..2b480f3
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         60.47 ± 0.00 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.04 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__rpc.log
new file mode 100644
index 0000000..6d1ea52
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7-nightlies__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        162.36 ± 1.16 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |         18.23 ± 0.08 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__hblt0__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__hblt0__longctx32768__rpc.log
new file mode 100644
index 0000000..357c875
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__hblt0__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         62.07 ± 0.00 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.40 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__hblt0__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__hblt0__rpc.log
new file mode 100644
index 0000000..3825c61
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__hblt0__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        160.68 ± 0.44 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |         17.97 ± 0.02 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__longctx32768__rpc.log
new file mode 100644
index 0000000..c3bf1b7
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__longctx32768__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -------: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 | pp2048 @ d32768 |         61.38 ± 0.00 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |     2048 |  1 |    0 |   tg32 @ d32768 |          6.40 ± 0.00 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__rpc.log
new file mode 100644
index 0000000..637178a
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__rocm7_1_1__rpc.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 | mmap |            test |                  t/s |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           pp512 |        159.35 ± 0.53 |
+| minimax-m2 230B.A10B Q6_K      | 180.94 GiB |   228.69 B | ROCm,RPC   |  99 |  1 |    0 |           tg128 |         17.98 ± 0.03 |
+
+build: 2656c0d26 (7693)
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_amdvlk__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_amdvlk__longctx32768__rpc.log
new file mode 100644
index 0000000..ce783c3
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_amdvlk__longctx32768__rpc.log
@@ -0,0 +1,3 @@
+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
+Failed to connect to 10.0.0.1:50052
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_amdvlk__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_amdvlk__rpc.log
new file mode 100644
index 0000000..264c27f
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_amdvlk__rpc.log
@@ -0,0 +1,19 @@
+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 |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+/opt/llama.cpp/ggml/src/ggml-rpc/ggml-rpc.cpp:724: Remote RPC server crashed or returned malformed response
+/lib64/libggml-base.so.0(+0x35a5) [0x7f7c046f25a5]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7f7c046f296b]
+/lib64/libggml-base.so.0(ggml_abort+0x11f) [0x7f7c046f2aef]
+/lib64/libggml-rpc.so.0(+0x5b4a) [0x7f7c07d17b4a]
+/lib64/libggml-base.so.0(+0x171b2) [0x7f7c047061b2]
+/lib64/libggml-base.so.0(+0x1749f) [0x7f7c0470649f]
+/lib64/libggml-base.so.0(ggml_backend_alloc_ctx_tensors_from_buft+0x19) [0x7f7c04707509]
+/lib64/libllama.so.0(_ZN11llama_model12load_tensorsER18llama_model_loader+0x3c61) [0x7f7c07f673c1]
+/lib64/libllama.so.0(+0x25568) [0x7f7c07ebd568]
+/lib64/libllama.so.0(llama_model_load_from_file+0xac) [0x7f7c07ebe3cc]
+/usr/sbin/llama-bench() [0x4077b5]
+/lib64/libc.so.6(+0x35b5) [0x7f7c040885b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7f7c04088668]
+/usr/sbin/llama-bench() [0x409cf5]
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_radv__longctx32768__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_radv__longctx32768__rpc.log
new file mode 100644
index 0000000..381ed94
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_radv__longctx32768__rpc.log
@@ -0,0 +1,19 @@
+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
+Failed to connect to 10.0.0.1:50052
+radv/amdgpu: Failed to allocate a buffer:
+radv/amdgpu:    size      : 990904320 bytes
+radv/amdgpu:    alignment : 262144 bytes
+radv/amdgpu:    domains   : 4
+radv/amdgpu: Failed to allocate a buffer:
+radv/amdgpu:    size      : 990904320 bytes
+radv/amdgpu:    alignment : 262144 bytes
+radv/amdgpu:    domains   : 4
+radv/amdgpu: Failed to allocate a buffer:
+radv/amdgpu:    size      : 990904320 bytes
+radv/amdgpu:    alignment : 262144 bytes
+radv/amdgpu:    domains   : 4
+radv/amdgpu: Failed to allocate a buffer:
+radv/amdgpu:    size      : 990904320 bytes
+radv/amdgpu:    alignment : 262144 bytes
+radv/amdgpu:    domains   : 4
diff --git a/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_radv__rpc.log b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_radv__rpc.log
new file mode 100644
index 0000000..f1f44b3
--- /dev/null
+++ b/benchmark/results-rpc/MiniMax-M2-UD-Q6_K_XL-00001-of-00004__vulkan_radv__rpc.log
@@ -0,0 +1,19 @@
+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 |
+| ------------------------------ | ---------: | ---------: | ---------- | --: | -: | ---: | --------------: | -------------------: |
+/opt/llama.cpp/ggml/src/ggml-rpc/ggml-rpc.cpp:724: Remote RPC server crashed or returned malformed response
+/lib64/libggml-base.so.0(+0x35a5) [0x7fe6965fe5a5]
+/lib64/libggml-base.so.0(ggml_print_backtrace+0x1eb) [0x7fe6965fe96b]
+/lib64/libggml-base.so.0(ggml_abort+0x11f) [0x7fe6965feaef]
+/lib64/libggml-rpc.so.0(+0x5b4a) [0x7fe699c23b4a]
+/lib64/libggml-base.so.0(+0x171b2) [0x7fe6966121b2]
+/lib64/libggml-base.so.0(+0x1749f) [0x7fe69661249f]
+/lib64/libggml-base.so.0(ggml_backend_alloc_ctx_tensors_from_buft+0x19) [0x7fe696613509]
+/lib64/libllama.so.0(_ZN11llama_model12load_tensorsER18llama_model_loader+0x3c61) [0x7fe699e733c1]
+/lib64/libllama.so.0(+0x25568) [0x7fe699dc9568]
+/lib64/libllama.so.0(llama_model_load_from_file+0xac) [0x7fe699dca3cc]
+/usr/sbin/llama-bench() [0x4077b5]
+/lib64/libc.so.6(+0x35b5) [0x7fe695f945b5]
+/lib64/libc.so.6(__libc_start_main+0x88) [0x7fe695f94668]
+/usr/sbin/llama-bench() [0x409cf5]
diff --git a/docs/results.json b/docs/results.json
index c8c6275..d36f20e 100644
--- a/docs/results.json
+++ b/docs/results.json
@@ -1,6 +1,6 @@
 {
   "meta": {
-    "generated_at": "2026-01-12T09:25:21Z",
+    "generated_at": "2026-01-12T13:18:12Z",
     "system_info": {
       "distro": "Fedora Linux 42 (Workstation Edition)",
       "kernel": "6.18.3-100.fc42.x86_64",
@@ -8,6 +8,10 @@
       "timestamp": "09 Jan 2026"
     },
     "llamacpp_builds": [
+      {
+        "hash": "2656c0d26",
+        "number": "7693"
+      },
       {
         "hash": "9c142e3a2",
         "number": "7670"
@@ -15221,6 +15225,1550 @@
         "hash": "9c142e3a2",
         "number": "7670"
       }
+    },
+    {
+      "model": "GLM-4.6-UD-Q4_K_XL-00001-of-00005",
+      "model_clean": "GLM-4.6-UD-Q4_K_XL",
+      "env": "rocm6_4_4-hblt0",
+      "env_base": "rocm6_4_4",
+      "env_variant": "hblt0",
+      "fa": true,
+      "context": "longctx32768",
+      "context_tokens": 32768,
+      "test": "pp2048 @ d32768",
+      "tps_mean": 18.41,
+      "tps_std": 0.0,
+      "error": false,
+      "error_type": null,
+      "backend": "ROCm,RPC",
+      "ngl": 99,
+      "mmap": 0,
+      "params_b": 356.79,
+      "file_size_gib": 189.69,
+      "name_params_b": 356.79,
+      "quant": "Q4_K_XL",
+      "log": "results-rpc/GLM-4.6-UD-Q4_K_XL-00001-of-00005__rocm6_4_4__hblt0__longctx32768__rpc.log",
+      "rpc": true,
+      "build": {
+        "hash": "2656c0d26",
+        "number": "7693"
+      }
+    },
+    {
+      "model": "GLM-4.6-UD-Q4_K_XL-00001-of-00005",
+      "model_clean": "GLM-4.6-UD-Q4_K_XL",
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 }
\ No newline at end of file