sync : llama.cpp #1122
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sync : llama.cpp #1122
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* ggml : x2 speed for WASM by optimizing SIMD * fix bad merging * rm trailing spaces * rm redundant clamp * better quantize_row_q8_K Co-authored-by: camel-cdr <[email protected]> * remove memset that causes buffer overflow Co-authored-by: camel-cdr <[email protected]> --------- Co-authored-by: camel-cdr <[email protected]>
* ggml-cpu : add chunking support to mul_mat_id * allocate chunk counter in wdata parallelize src1 quantization by column to allows parallelization even when there is only one row * disable for arm * cleanup * better way to disable for arm * fix uninitialized counter when using 1 thread only * revert test-backend-ops changes
* musa: Update MUSA SDK version to rc3.1.1 Signed-off-by: Xiaodong Ye <[email protected]> * musa: Remove workaround in PR #10042 Signed-off-by: Xiaodong Ye <[email protected]> --------- Signed-off-by: Xiaodong Ye <[email protected]>
* mm subgroup size * upload vulkan x86 builds
* Optimize ggml_vec_dot_q3_K_q8_K for LoongArch ASX * Optimize ggml_vec_dot_q4_K_q8_K for LoongArch ASX * Optimize ggml_vec_dot_q6_K_q8_K for LoongArch ASX * Optimize ggml_vec_dot_q5_K_q8_K for LoongArch ASX * Optimize ggml_vec_dot_q2_K_q8_K for LoongArch ASX * Optimize mul_sum_i8_pairs_float for LoongArch ASX * Optimize ggml_vec_dot_iq4_xs_q8_K for LoongArch ASX
* opencl: fix `ROPE` * opencl: fix `SOFT_MAX` * Add fp16 variant * opencl: enforce subgroup size for `soft_max`
* vulkan: initial support for IQ1_S and IQ1_M quantizations * vulkan: define MMV kernels for IQ1 quantizations * devops: increase timeout of Vulkan tests again * vulkan: simplify ifdef for init_iq_shmem
* repo : update links to new url ggml-ci * cont : more urls ggml-ci
…Intel Macs. (llama/11904)
* vulkan: support memset_tensor * vulkan: support GGML_OP_SUM * vulkan: implement GGML_OP_ARGMAX * vulkan: implement GGML_OP_SUB * vulkan: implement GGML_OP_COUNT_EQUAL * vulkan: implement GGML_OP_OPT_STEP_ADAMW * vulkan: fix check_results RWKV_WKV6 crash and memory leaks * vulkan: implement GGML_OP_REPEAT_BACK * tests: remove invalid test-backend-ops REPEAT_BACK tests * vulkan: fix COUNT_EQUAL memset using a fillBuffer command
* CUDA: use async data loading for FlashAttention --------- Co-authored-by: Diego Devesa <[email protected]>
…11917) * Added SVE Implementation for Q3_K Kernel in ggml-cpu-quants.c file * Improved Formating of code in ggml-cpu-quants.c file * style : minor fixes * style : less whitespaces * style : ptr spaceing --------- Co-authored-by: vithulep <[email protected]> Co-authored-by: Georgi Gerganov <[email protected]>
* ggml-cpu: Add CPU backend support for KleidiAI library * Add environmental variable GGML_KLEIDIAI_SME * Add support for multithread LHS conversion * Switch kernel selection order to dotprod and i8mm * updates for review comments * More updates for review comments * Reorganize and rename KleidiAI files * Move ggml-cpu-traits.h to source file * Update cmake for SME build and add alignment for SME * Remove append GGML_USE_CPU_KLEIDIAI to the GGML_CDEF_PUBLIC list
* MUSA: support ARM64 and enable __dp4a .etc * fix cross entropy loss op for musa * update * add cc info log for musa * add comment for the MUSA .cc calculation block --------- Co-authored-by: Bodhi Hu <[email protected]>
* CUDA: correct the lowest Maxwell supported by CUDA 12 --------- Co-authored-by: Johannes Gäßler <[email protected]>
* ggml: add s390x ARCH_FLAGS for compilation Signed-off-by: Aaron Teo <[email protected]> * ggml: add SIMD for s390x using vector intrinsics SIMD is activated for: * ggml_vec_dot_f32 * ggml_vec_dot_f16 * ggml_vec_mad_f32 * ggml_vec_mad_f16 * ggml_vec_mad_f32_unroll * ggml_vec_scale_f32 * ggml_vec_scale_f16 SIMD is NOT activated for: * ggml_vec_dot_f16_unroll (pending bugfix) Signed-off-by: Aaron Teo <[email protected]> * ggml: fix missing escape character in GGML_F32x4_REDUCE Signed-off-by: Aaron Teo <[email protected]> * ggml: add temporary patch for GGML_F32_ARR and GGML_F16_ARR Signed-off-by: Aaron Teo <[email protected]> * ggml: fix s390x GGML_F32x4_REDUCE Signed-off-by: Aaron Teo <[email protected]> * ggml: full SIMD activation for F32,F16 s390x Signed-off-by: Aaron Teo <[email protected]> * ggml: add option to disable s390x VXE/VXE2 Signed-off-by: Aaron Teo <[email protected]> * ggml: change vecintrin.h include to ggml-cpu-impl * add __VXE__ and __VXE2__ macros Signed-off-by: Aaron Teo <[email protected]> * cmake: add s390x target detection for VX/VXE/VXE2 Signed-off-by: Aaron Teo <[email protected]> * ggml: move s390x vector intrinsics to ggml-cpu-impl.h Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x Q8_0 SIMD Signed-off-by: Aaron Teo <[email protected]> * ggml: correct documentation for Q8_0 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x reduce code complexity Q8_0 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x bugfix typo Q8_0 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activated for Q4_1 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x inline vec_reve Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for Q4_0 Signed-off-by: Aaron Teo <[email protected]> * ggml: add VXE backend feature Signed-off-by: Aaron Teo <[email protected]> * ggml: remove test.py Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for quantize_row_q8_0 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for quantize_row_q8_1 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for iq4_xs Signed-off-by: Aaron Teo <[email protected]> * ggml: bugfix iq4_xs Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for iq4_nl Signed-off-by: Aaron Teo <[email protected]> * ggml: add float, double, and long vector data type Signed-off-by: Aaron Teo <[email protected]> * ggml: clean up iq4_xs SIMD Signed-off-by: Aaron Teo <[email protected]> * ggml: fix improper use of restrict keyword Signed-off-by: Aaron Teo <[email protected]> * ggml: update warning message for ggml_vec_tbl Signed-off-by: Aaron Teo <[email protected]> * ggml: untested implementation of ggml_vec_dot_iq2_xxs_q8_K Signed-off-by: Aaron Teo <[email protected]> * ggml: update ggml_vec_dot_q4_1_q8_1 to use typedefs Signed-off-by: Aaron Teo <[email protected]> * ggml: switch to restrict for iq4_nl Signed-off-by: Aaron Teo <[email protected]> * ggml: slight dot product speed improvement for q4_1_q8_1 Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for q6_K Signed-off-by: Aaron Teo <[email protected]> * ggml: add missing `_t` to ggml_int8x16x4_t Signed-off-by: Aaron Teo <[email protected]> * ggml: fix missing `_t` for ggml_vec_xl_s8x4 Signed-off-by: Aaron Teo <[email protected]> * ggml: fix more missing `_t` Signed-off-by: Aaron Teo <[email protected]> * ggml: add unroll and prefetch to Q8_0 increase of 3.86% for prompt processing and 32.22% for token generation Signed-off-by: Aaron Teo <[email protected]> * ggml: patch Q8_0 to use proper vector sizes Signed-off-by: Aaron Teo <[email protected]> * ggml: optimise Q8_0 dot prod compute kernel further Signed-off-by: Aaron Teo <[email protected]> * ggml: add unroll and prefetch to Q4_1 Signed-off-by: Aaron Teo <[email protected]> * ggml: refactor Q6_K variable naming for readability Signed-off-by: Aaron Teo <[email protected]> * ggml: fix Q6_K typos Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for Q5_K Signed-off-by: Aaron Teo <[email protected]> * ggml: fix wrong char*x16_t naming Signed-off-by: Aaron Teo <[email protected]> * ggml: Q5_K y0 wrong signness Signed-off-by: Aaron Teo <[email protected]> * ggml: fix Q5_K invalid uchar type Signed-off-by: Aaron Teo <[email protected]> * ggml: fix Q5_K invalid uchar type Signed-off-by: Aaron Teo <[email protected]> * ggml: s390x SIMD activation for Q4_K Signed-off-by: Aaron Teo <[email protected]> * ggml: fix Q4_K invalid vector intrinsics Signed-off-by: Aaron Teo <[email protected]> * ggml: simplify ggml_padd_s16 compute kernel Signed-off-by: Aaron Teo <[email protected]> * ggml: correct ggml-cpu vxe wording Signed-off-by: Aaron Teo <[email protected]> * ggml: change ggml_aligned_malloc alignment to 256 256 is the cache line size for s390x platforms Signed-off-by: Aaron Teo <[email protected]> * ggml: resolve pr merge via cherry-pick 225bbbf Signed-off-by: Aaron Teo <[email protected]> * ggml : fix LoongArch compile error with 128-bit SIMD (llama/11701) * ggml: resolve pr merge via cherry-pick 4571953 Signed-off-by: Aaron Teo <[email protected]> * ggml: cmake remove fork when determining s390x machine type thank you @ericcurtin Signed-off-by: Aaron Teo <[email protected]> --------- Signed-off-by: Aaron Teo <[email protected]> Co-authored-by: Jinyang He <[email protected]> Co-authored-by: junchao-zhao <[email protected]>
* opt performance by reorder for Intel GPU * detect hw type and save opt feature, and print opt feature * correct name * support optimize graph once when compute graph, record the opt status in tensor->extra, make CI passed * add env variable GGML_SYCL_DISABLE_OPT for debug * use syclex::architecture replace the custom hw define, update the guide for GGML_SYCL_DISABLE_OPT * add performance data * mv getrows functions to separeted files * fix global variables --------- Co-authored-by: arthw <[email protected]>
* opencl: fix small shape gemv, remove unused extensions * opencl: fix `transpose_16`, `dump_tensor`, enforce subgroup size * opencl: fix for token length < 4 * opencl: use wave size of 64 for all Adreno GPUs --------- Co-authored-by: Shawn Gu <[email protected]> Co-authored-by: Skyler Szot <[email protected]>
metal: use dequantize_q templates --------- Co-authored-by: Georgi Gerganov <[email protected]>
ggml-ci
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