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whisper.cpp/ggml/src/ggml-cuda
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agray3 042e95d92f Vectorize load instructions in dmmv f16 CUDA kernel (llama/9816) 
* Vectorize load instructions in dmmv f16 CUDA kernel

Replaces scalar with vector load instructions, which substantially
improves performance on NVIDIA HBM GPUs, e.g. gives a 1.27X overall
speedup for Meta-Llama-3-8B-Instruct-F16 BS1 inference evaluation on
H100 SXM 80GB HBM3. On GDDR GPUs, there is a slight (1.01X) speedup.

* addressed comment

* Update ggml/src/ggml-cuda/dmmv.cu

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>

---------

Co-authored-by: Johannes Gäßler <johannesg@5d6.de>
2024-11-01 10:19:05 +02:00
..
template-instances
CUDA: MMQ code deduplication + iquant support (llama/8495)
2024-08-08 22:48:46 +03:00
vendors
musa: enable building fat binaries, enable unified memory, and disable Flash Attention on QY1 (MTT S80) (llama/9526)
2024-09-24 19:45:08 +03:00
acc.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
acc.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
arange.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
arange.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
argmax.cu
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
argmax.cuh
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
argsort.cu
ggml : reduce hash table reset cost (llama/8698)
2024-08-08 22:48:46 +03:00
argsort.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
binbcast.cu
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
binbcast.cuh
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
clamp.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
clamp.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
common.cuh
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
concat.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
concat.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
conv-transpose-1d.cu
feat: cuda implementation for ggml_conv_transpose_1d (ggml/854)
2024-07-08 14:53:55 +03:00
conv-transpose-1d.cuh
feat: cuda implementation for ggml_conv_transpose_1d (ggml/854)
2024-07-08 14:53:55 +03:00
convert.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
convert.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
count-equal.cu
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
count-equal.cuh
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
cpy.cu
cuda: add q8_0->f32 cpy operation (llama/9571)
2024-09-24 19:45:08 +03:00
cpy.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
cross-entropy-loss.cu
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
cross-entropy-loss.cuh
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
dequantize.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
diagmask.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
diagmask.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
dmmv.cu
Vectorize load instructions in dmmv f16 CUDA kernel (llama/9816)
2024-11-01 10:19:05 +02:00
dmmv.cuh
cuda : fix dmmv cols requirement to 2*GGML_CUDA_DMMV_X (llama/8800)
2024-08-08 22:48:46 +03:00
fattn-common.cuh
CPU/CUDA: Gemma 2 FlashAttention support (llama/8542)
2024-08-28 13:22:20 +03:00
fattn-tile-f16.cu
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
fattn-tile-f16.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
fattn-tile-f32.cu
musa: enable building fat binaries, enable unified memory, and disable Flash Attention on QY1 (MTT S80) (llama/9526)
2024-09-24 19:45:08 +03:00
fattn-tile-f32.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
fattn-vec-f16.cuh
ggml/ex: calculate accuracy in graph, adapt MNIST (ggml/980)
2024-10-05 15:23:51 +03:00
fattn-vec-f32.cuh
CPU/CUDA: Gemma 2 FlashAttention support (llama/8542)
2024-08-28 13:22:20 +03:00
fattn-wmma-f16.cuh
CPU/CUDA: Gemma 2 FlashAttention support (llama/8542)
2024-08-28 13:22:20 +03:00
fattn.cu
CUDA: enable Gemma FA for HIP/Pascal (llama/9581)
2024-09-24 19:45:08 +03:00
fattn.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
getrows.cu
ggml : reduce hash table reset cost (llama/8698)
2024-08-08 22:48:46 +03:00
getrows.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
im2col.cu
CUDA: remove bad assert (ggml/972)
2024-10-03 12:22:17 +03:00
im2col.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
mma.cuh
CUDA: optimize and refactor MMQ (llama/8416)
2024-08-08 22:48:46 +03:00
mmq.cu
CUDA: fix --split-mode row race condition (llama/9413)
2024-09-24 19:45:08 +03:00
mmq.cuh
CUDA: fix --split-mode row race condition (llama/9413)
2024-09-24 19:45:08 +03:00
mmvq.cu
ggml : reduce hash table reset cost (llama/8698)
2024-08-08 22:48:46 +03:00
mmvq.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
norm.cu
ggml : add epsilon as a parameter for group_norm (llama/8818)
2024-08-08 22:48:46 +03:00
norm.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
opt-step-adamw.cu
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
opt-step-adamw.cuh
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
out-prod.cu
ggml : fix builds (llama/0)
2024-09-24 19:45:08 +03:00
out-prod.cuh
ggml/examples: add backend support for numerical optimization (ggml/949)
2024-09-24 19:45:08 +03:00
pad.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
pad.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
pool2d.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
pool2d.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
quantize.cu
ggml : reduce hash table reset cost (llama/8698)
2024-08-08 22:48:46 +03:00
quantize.cuh
CUDA: optimize and refactor MMQ (llama/8416)
2024-08-08 22:48:46 +03:00
rope.cu
ggml : move rope type enum to ggml.h (llama/8949)
2024-08-28 13:22:20 +03:00
rope.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
rwkv-wkv.cu
RWKV v6: RWKV_WKV op CUDA implementation (llama/9454)
2024-09-24 19:45:08 +03:00
rwkv-wkv.cuh
RWKV v6: RWKV_WKV op CUDA implementation (llama/9454)
2024-09-24 19:45:08 +03:00
scale.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
scale.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
softmax.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
softmax.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
sum.cu
CUDA: fix sum.cu compilation for CUDA < 11.7 (llama/9562)
2024-09-24 19:45:08 +03:00
sum.cuh
tests: add gradient tests for all backends (ggml/932)
2024-09-24 19:45:08 +03:00
sumrows.cu
feat: ref. cross entropy, add CUDA, fix grad test (ggml/929)
2024-08-28 13:22:20 +03:00
sumrows.cuh
feat: ref. cross entropy, add CUDA, fix grad test (ggml/929)
2024-08-28 13:22:20 +03:00
tsembd.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
tsembd.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
unary.cu
RWKV v6: RWKV_WKV op CUDA implementation (llama/9454)
2024-09-24 19:45:08 +03:00
unary.cuh
RWKV v6: RWKV_WKV op CUDA implementation (llama/9454)
2024-09-24 19:45:08 +03:00
upscale.cu
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
upscale.cuh
whisper : reorganize source code + improve CMake (#2256)
2024-06-26 19:34:09 +03:00
vecdotq.cuh
CUDA: MMQ code deduplication + iquant support (llama/8495)
2024-08-08 22:48:46 +03:00