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b12142
vulkan : check combined K+V f16 scratch size in FA dequant path (#30487)
Fixes #30048
Assisted-by: Claude
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UI:
b12141
llama-server: Use reference-counted checkpoints instead of deep-copies (#30137)
- checkpoints: reduce overhead
Assisted-by: Codex
- rebase
Adapt the slot save/restore checkpoint appendix from #26004 to the
shared_ptr checkpoint list and the common_state_data buffers.
Assisted-by: Claude Opus 5.5
Co-authored-by: cwriter cwriter@localhost
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UI:
b12140
ggml : support truncate=false for YaRN (#30206)
- ggml : support
truncate=falsefor YaRN
YaRN calculates correction intervals to switch frequency interpolation
methods, but the setting to not round the boundaries of these intervals
to integers (truncate=false) was not supported.
Models that use truncate=false include gpt-oss and some PLaMo-3
models; to support them correctly, the GGML operations and CPU backend
are modified to handle calculations without rounding. The default
behavior is truncate=true, and existing calls not explicitly
configured will maintain their previous behavior.
-
support CUDA backend
-
add tests
-
move RoPE helpers to internal header
-
format
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- Ubuntu x64 (ROCm 10.0)
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Android:
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- Windows x64 (Vulkan)
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openEuler:
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UI:
b12138
metal : use mul_mm for 32 <= K < 64 (#30982)
-
metal : use mul_mm for 32 <= K < 64
-
metal : add bf16 x bf16 mul mat kernel
Co-authored-by: Georgi Gerganov ggerganov@gmail.com
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- Ubuntu arm64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
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- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
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- Windows arm64 (CPU)
- Windows arm64 (OpenCL Adreno)
- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
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- Windows x64 (Vulkan)
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openEuler:
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UI:
b12137
server : reject non-object session updates (#31714)
Prevent malformed realtime session updates from throwing an uncaught
exception and terminating the server
Signed-off-by: Adrien Gallouët angt@huggingface.co
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- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
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- Ubuntu arm64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
- Ubuntu x64 (SYCL FP32)
- Ubuntu x64 (SYCL FP16)
- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
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- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
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- Windows x64 (Vulkan)
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openEuler:
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UI:
b12136
fit : account for skipped NextN layers when setting n_gpu_layers (#31569)
- fit : account for skipped NextN layers when setting n_gpu_layers
Without MTP, fit counts n_layer + 1 layers while the model loader counts
n_layer_all + 1 for n_gpu_layers, including the NextN layers which hold no
weights. A fit result that offloads all layers then leaves layer 0 on the CPU
("offloaded 65/66 layers" for Qwen3.8-27B on two GPUs).
Add the skipped NextN layers to n_gpu_layers and to the tensor split of the
device that holds the output layer so the loader assigns the layers that
fit measured.
Fixes #31531
-
fit : pass hp_ngl_skip by reference like the other hparams
-
fit : add hp_ngl_skip to common_get_device_memory_data
Website:
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- Ubuntu arm64 (Vulkan)
- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
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- Ubuntu arm64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu x64 (ROCm 10.0)
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- Ubuntu x64 (SYCL FP16)
- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
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- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
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- Windows x64 (Vulkan)
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openEuler:
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UI:
b12135
webgpu : add MEAN support (#31591)
Assisted-by: Codex
Website:
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- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
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- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
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- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
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- Windows arm64 (CPU)
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- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
- Windows x64 (CUDA 13) - CUDA 13.4 DLLs
- Windows arm64 (CUDA 13) - CUDA 13.4 DLLs
- Windows x64 (Vulkan)
- Windows arm64 (Vulkan)
- Windows x64 (OpenVINO)
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openEuler:
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UI:
b12132
common : drop u8path() and use generic_string() (#31681)
Signed-off-by: Adrien Gallouët angt@huggingface.co
Website:
Attestations:
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- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
- Ubuntu x64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu arm64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
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- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
Windows:
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- Windows arm64 (CPU)
- Windows arm64 (OpenCL Adreno)
- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
- Windows x64 (CUDA 13) - CUDA 13.4 DLLs
- Windows arm64 (CUDA 13) - CUDA 13.4 DLLs
- Windows x64 (Vulkan)
- Windows arm64 (Vulkan)
- Windows x64 (OpenVINO)
- Windows x64 (SYCL)
- Windows x64 (ROCm 10.0)
openEuler:
- DISABLED
- openEuler x86 (310p)
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- openEuler aarch64 (310p)
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UI:
b12131
server : drop u8path() and use generic_string() (#31682)
Signed-off-by: Adrien Gallouët angt@huggingface.co
Website:
Attestations:
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- Ubuntu x64 (Vulkan)
- Ubuntu arm64 (Vulkan)
- Ubuntu x64 (CUDA 12) - CUDA 12.8 libraries
- Ubuntu x64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu arm64 (CUDA 13) - CUDA 13.4 libraries
- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
- Ubuntu x64 (SYCL FP32)
- Ubuntu x64 (SYCL FP16)
- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
Windows:
- Windows x64 (CPU)
- Windows arm64 (CPU)
- Windows arm64 (OpenCL Adreno)
- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
- Windows x64 (CUDA 13) - CUDA 13.4 DLLs
- Windows arm64 (CUDA 13) - CUDA 13.4 DLLs
- Windows x64 (Vulkan)
- Windows arm64 (Vulkan)
- Windows x64 (OpenVINO)
- Windows x64 (SYCL)
- Windows x64 (ROCm 10.0)
openEuler:
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- openEuler x86 (310p)
- openEuler x86 (910b, ACL Graph)
- openEuler aarch64 (310p)
- openEuler aarch64 (910b, ACL Graph)
UI:
b12130
rpc : align code with common.cpp (#31684)
Signed-off-by: Adrien Gallouët angt@huggingface.co
Website:
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- Ubuntu x64 (ROCm 10.0)
- Ubuntu x64 (OpenVINO)
- Ubuntu x64 (SYCL FP32)
- Ubuntu x64 (SYCL FP16)
- Linux arm64 (Snapdragon: CPU, Adreno GPU, Hexagon NPU) - setup guide
Android:
Windows:
- Windows x64 (CPU)
- Windows arm64 (CPU)
- Windows arm64 (OpenCL Adreno)
- Windows x64 (CUDA 12) - CUDA 12.4 DLLs
- Windows x64 (CUDA 13) - CUDA 13.4 DLLs
- Windows arm64 (CUDA 13) - CUDA 13.4 DLLs
- Windows x64 (Vulkan)
- Windows arm64 (Vulkan)
- Windows x64 (OpenVINO)
- Windows x64 (SYCL)
- Windows x64 (ROCm 10.0)
openEuler:
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UI: