llama.cpp/tests
snadampal a07d0fee1f
ggml : add mmla kernels for quantized GEMM (#4966)
* ggml: aarch64: implement smmla kernel for q8_0_q8_0 quantized gemm

armv8.2-a and above supports MMLA instructions that have higher
throughput than DOT. this commit adds mmla kernel for
q8_0_q8_0 gemm. The feature is enabled if the platform supports
"__ARM_FEATURE_MATMUL_INT8"

On AWS Graviton3 processors this kernel resulted up to 1.5x
improvement for prompt evaluation throughput compared to the
default sdot kernel.

* ggml: aarch64: implement smmla kernel for q4_0_q8_0 quantized gemm

armv8.2-a and above supports MMLA instructions that have higher
throughput than DOT. this commit adds mmla kernel for
q4_0_q8_0 gemm. The feature is enabled if the platform supports
"__ARM_FEATURE_MATMUL_INT8"

On AWS Graviton3 processors this kernel resulted up to 1.5x
improvement for prompt evaluation throughput compared to the
default sdot kernel.

* ggml: aarch64: implement smmla kernel for q4_1_q8_1 quantized gemm

armv8.2-a and above supports MMLA instructions that have higher
throughput than DOT. this commit adds mmla kernel for
q4_1_q8_1 gemm. The feature is enabled if the platform supports
"__ARM_FEATURE_MATMUL_INT8"

On AWS Graviton3 processors this kernel resulted up to 1.5x
improvement for prompt evaluation throughput compared to the
default sdot kernel.

* ggml: update unit tests for the new vec_dot interface

* llama.cpp: add MATMUL_INT8 capability to system_info
2024-02-11 15:22:33 +02:00
..
.gitignore tests : .gitignore obj files 2024-02-08 09:46:47 +02:00
CMakeLists.txt ci : add model tests + script wrapper (#4586) 2024-01-26 14:18:00 +02:00
get-model.cpp ci : add model tests + script wrapper (#4586) 2024-01-26 14:18:00 +02:00
get-model.h ci : add model tests + script wrapper (#4586) 2024-01-26 14:18:00 +02:00
test-autorelease.cpp ci : add model tests + script wrapper (#4586) 2024-01-26 14:18:00 +02:00
test-backend-ops.cpp llava : add MobileVLM support (#5132) 2024-01-31 15:10:15 +02:00
test-c.c Nomic Vulkan backend (#4456) 2024-01-29 15:50:50 -05:00
test-double-float.cpp ggml : move FP16 <-> FP32 code to ggml-impl.h (#3861) 2023-10-30 19:19:15 +02:00
test-grad0.cpp cuda : improve cuda pool efficiency using virtual memory (#4606) 2023-12-24 14:34:22 +01:00
test-grammar-parser.cpp gguf : new file format with flexible meta data (beta) (#2398) 2023-08-21 23:07:43 +03:00
test-llama-grammar.cpp refactor : switch to emplace_back to avoid extra object (#5291) 2024-02-03 13:23:37 +02:00
test-model-load-cancel.cpp ci : add model tests + script wrapper (#4586) 2024-01-26 14:18:00 +02:00
test-opt.cpp sync : ggml (backend v2) (#3912) 2023-11-13 14:16:23 +02:00
test-quantize-fns.cpp ggml : add mmla kernels for quantized GEMM (#4966) 2024-02-11 15:22:33 +02:00
test-quantize-perf.cpp ggml : add mmla kernels for quantized GEMM (#4966) 2024-02-11 15:22:33 +02:00
test-rope.cpp llama : custom attention mask + parallel decoding + no context swaps (#3228) 2023-09-28 19:04:36 +03:00
test-sampling.cpp sampling: fix top_k <= 0 (#5388) 2024-02-08 09:46:30 +01:00
test-tokenizer-0-falcon.cpp Minor improvements in GPT2 tokenizer (#3567) 2023-10-10 18:59:52 +02:00
test-tokenizer-0-falcon.py ci : add flake8 to github actions (python linting) (#4129) 2023-11-20 11:35:47 +01:00
test-tokenizer-0-llama.cpp Minor improvements in GPT2 tokenizer (#3567) 2023-10-10 18:59:52 +02:00
test-tokenizer-0-llama.py ci : add flake8 to github actions (python linting) (#4129) 2023-11-20 11:35:47 +01:00
test-tokenizer-1-bpe.cpp Add more tokenizer tests (#3742) 2023-10-24 09:17:17 +02:00
test-tokenizer-1-llama.cpp Work on the BPE tokenizer (#3252) 2023-10-03 09:16:26 +02:00