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[Kernel] Add punica dimension for Qwen2 LoRA #5441

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Jun 21, 2024
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[Kernel] Add punica dimension for Qwen2 LoRA #5441

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f7bfb25
add punica dimension for qwen2-72b lora
jinzhen-lin Jun 12, 2024
ba9c337
add dimension for other qwen2 model
jinzhen-lin Jun 12, 2024
2cfbf51
add 896
jinzhen-lin Jun 13, 2024
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38 changes: 36 additions & 2 deletions csrc/punica/bgmv/bgmv_config.h
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Original file line number Diff line number Diff line change
Expand Up @@ -16,23 +16,32 @@ void bgmv_kernel(out_T *__restrict__ Y, const in_T *__restrict__ X,
f(in_T, out_T, W_T, narrow, 512) \
f(in_T, out_T, W_T, narrow, 640) \
f(in_T, out_T, W_T, narrow, 768) \
f(in_T, out_T, W_T, narrow, 896) \
f(in_T, out_T, W_T, narrow, 1024) \
f(in_T, out_T, W_T, narrow, 1152) \
f(in_T, out_T, W_T, narrow, 1216) \
f(in_T, out_T, W_T, narrow, 1280) \
f(in_T, out_T, W_T, narrow, 1536) \
f(in_T, out_T, W_T, narrow, 1728) \
f(in_T, out_T, W_T, narrow, 1792) \
f(in_T, out_T, W_T, narrow, 2048) \
f(in_T, out_T, W_T, narrow, 2240) \
f(in_T, out_T, W_T, narrow, 2304) \
f(in_T, out_T, W_T, narrow, 2368) \
f(in_T, out_T, W_T, narrow, 2432) \
f(in_T, out_T, W_T, narrow, 2560) \
f(in_T, out_T, W_T, narrow, 2752) \
f(in_T, out_T, W_T, narrow, 2816) \
f(in_T, out_T, W_T, narrow, 3072) \
f(in_T, out_T, W_T, narrow, 3328) \
f(in_T, out_T, W_T, narrow, 3456) \
f(in_T, out_T, W_T, narrow, 3584) \
f(in_T, out_T, W_T, narrow, 3712) \
f(in_T, out_T, W_T, narrow, 4096) \
f(in_T, out_T, W_T, narrow, 4480) \
f(in_T, out_T, W_T, narrow, 4608) \
f(in_T, out_T, W_T, narrow, 4736) \
f(in_T, out_T, W_T, narrow, 4864) \
f(in_T, out_T, W_T, narrow, 5120) \
f(in_T, out_T, W_T, narrow, 5504) \
f(in_T, out_T, W_T, narrow, 5632) \
Expand All @@ -41,22 +50,30 @@ void bgmv_kernel(out_T *__restrict__ Y, const in_T *__restrict__ X,
f(in_T, out_T, W_T, narrow, 6848) \
f(in_T, out_T, W_T, narrow, 6912) \
f(in_T, out_T, W_T, narrow, 7168) \
f(in_T, out_T, W_T, narrow, 7424) \
f(in_T, out_T, W_T, narrow, 8192) \
f(in_T, out_T, W_T, narrow, 8960) \
f(in_T, out_T, W_T, narrow, 9216) \
f(in_T, out_T, W_T, narrow, 9472) \
f(in_T, out_T, W_T, narrow, 10240) \
f(in_T, out_T, W_T, narrow, 11008) \
f(in_T, out_T, W_T, narrow, 12288) \
f(in_T, out_T, W_T, narrow, 13696) \
f(in_T, out_T, W_T, narrow, 13824) \
f(in_T, out_T, W_T, narrow, 14336) \
f(in_T, out_T, W_T, narrow, 14784) \
f(in_T, out_T, W_T, narrow, 14848) \
f(in_T, out_T, W_T, narrow, 15360) \
f(in_T, out_T, W_T, narrow, 16384) \
f(in_T, out_T, W_T, narrow, 18944) \
f(in_T, out_T, W_T, narrow, 20480) \
f(in_T, out_T, W_T, narrow, 22016) \
f(in_T, out_T, W_T, narrow, 24576) \
f(in_T, out_T, W_T, narrow, 27392) \
f(in_T, out_T, W_T, narrow, 27648) \
f(in_T, out_T, W_T, narrow, 28672) \
f(in_T, out_T, W_T, narrow, 29568) \
f(in_T, out_T, W_T, narrow, 29696) \
f(in_T, out_T, W_T, narrow, 32000) \
f(in_T, out_T, W_T, narrow, 32256) \
f(in_T, out_T, W_T, narrow, 32512) \
Expand All @@ -77,33 +94,42 @@ void bgmv_kernel(out_T *__restrict__ Y, const in_T *__restrict__ X,
// Keep above in sync with vllm/lora/layers::LogitsProcessorWithLoRA
// and vllm/tests/lora/test_punica.py

// Used for defining kernels going from the variety of
// Used for defining kernels going from the variety of
// dim in to the narrow dim out
// Using it for the fully sharded column
// Using it for the fully sharded column
// parallel LoRA A which splits the rank dim
#define FOR_INST_BGMV_NARROW(f, in_T, out_T, W_T, narrow) \
f(in_T, out_T, W_T, 128, narrow) \
f(in_T, out_T, W_T, 256, narrow) \
f(in_T, out_T, W_T, 512, narrow) \
f(in_T, out_T, W_T, 640, narrow) \
f(in_T, out_T, W_T, 768, narrow) \
f(in_T, out_T, W_T, 896, narrow) \
f(in_T, out_T, W_T, 1024, narrow) \
f(in_T, out_T, W_T, 1152, narrow) \
f(in_T, out_T, W_T, 1216, narrow) \
f(in_T, out_T, W_T, 1280, narrow) \
f(in_T, out_T, W_T, 1536, narrow) \
f(in_T, out_T, W_T, 1728, narrow) \
f(in_T, out_T, W_T, 1792, narrow) \
f(in_T, out_T, W_T, 2048, narrow) \
f(in_T, out_T, W_T, 2240, narrow) \
f(in_T, out_T, W_T, 2304, narrow) \
f(in_T, out_T, W_T, 2368, narrow) \
f(in_T, out_T, W_T, 2432, narrow) \
f(in_T, out_T, W_T, 2560, narrow) \
f(in_T, out_T, W_T, 2752, narrow) \
f(in_T, out_T, W_T, 2816, narrow) \
f(in_T, out_T, W_T, 3072, narrow) \
f(in_T, out_T, W_T, 3328, narrow) \
f(in_T, out_T, W_T, 3456, narrow) \
f(in_T, out_T, W_T, 3584, narrow) \
f(in_T, out_T, W_T, 3712, narrow) \
f(in_T, out_T, W_T, 4096, narrow) \
f(in_T, out_T, W_T, 4480, narrow) \
f(in_T, out_T, W_T, 4608, narrow) \
f(in_T, out_T, W_T, 4736, narrow) \
f(in_T, out_T, W_T, 4864, narrow) \
f(in_T, out_T, W_T, 5120, narrow) \
f(in_T, out_T, W_T, 5504, narrow) \
f(in_T, out_T, W_T, 5632, narrow) \
Expand All @@ -112,22 +138,30 @@ void bgmv_kernel(out_T *__restrict__ Y, const in_T *__restrict__ X,
f(in_T, out_T, W_T, 6848, narrow) \
f(in_T, out_T, W_T, 6912, narrow) \
f(in_T, out_T, W_T, 7168, narrow) \
f(in_T, out_T, W_T, 7424, narrow) \
f(in_T, out_T, W_T, 8192, narrow) \
f(in_T, out_T, W_T, 8960, narrow) \
f(in_T, out_T, W_T, 9216, narrow) \
f(in_T, out_T, W_T, 9472, narrow) \
f(in_T, out_T, W_T, 10240, narrow) \
f(in_T, out_T, W_T, 11008, narrow) \
f(in_T, out_T, W_T, 12288, narrow) \
f(in_T, out_T, W_T, 13696, narrow) \
f(in_T, out_T, W_T, 13824, narrow) \
f(in_T, out_T, W_T, 14336, narrow) \
f(in_T, out_T, W_T, 14784, narrow) \
f(in_T, out_T, W_T, 14848, narrow) \
f(in_T, out_T, W_T, 15360, narrow) \
f(in_T, out_T, W_T, 16384, narrow) \
f(in_T, out_T, W_T, 18944, narrow) \
f(in_T, out_T, W_T, 20480, narrow) \
f(in_T, out_T, W_T, 22016, narrow) \
f(in_T, out_T, W_T, 24576, narrow) \
f(in_T, out_T, W_T, 27392, narrow) \
f(in_T, out_T, W_T, 27648, narrow) \
f(in_T, out_T, W_T, 28672, narrow) \
f(in_T, out_T, W_T, 29568, narrow) \
f(in_T, out_T, W_T, 29696, narrow) \
f(in_T, out_T, W_T, 32000, narrow) \
f(in_T, out_T, W_T, 32256, narrow) \
f(in_T, out_T, W_T, 32512, narrow) \
Expand Down
17 changes: 17 additions & 0 deletions tests/lora/test_punica.py
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Original file line number Diff line number Diff line change
Expand Up @@ -49,20 +49,29 @@ def _lora_ref_impl(
128,
256,
512,
896,
1024,
1152,
1216,
1280,
1536,
2048,
2240,
2304,
2368,
2432,
2560,
2752,
3072,
3328,
3456,
3584,
3712,
4096,
4480,
4608,
4736,
4864,
5120,
5504,
5632,
Expand All @@ -71,17 +80,25 @@ def _lora_ref_impl(
6848,
6912,
7168,
7424,
8192,
8960,
9216,
9472,
10240,
11008,
13824,
14336,
14784,
14848,
15360,
18944,
22016,
24576,
27392,
27648,
29568,
29696,
32000,
32256,
32512,
Expand Down
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