mirror of
https://github.com/Tencent/ncnn.git
synced 2026-10-18 13:42:18 +08:00
nihui
133 lines
4.6 KiB
C++
133 lines
4.6 KiB
C++
// Copyright 2025 Tencent
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// SPDX-License-Identifier: BSD-3-Clause
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#include "testutil.h"
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static int test_sdpa(const ncnn::Mat& q, const ncnn::Mat& k, const ncnn::Mat& v, int mask_type, float scale = 0.f, int flag = 0)
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{
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const int src_seqlen = q.h;
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const int dst_seqlen = k.h;
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ncnn::ParamDict pd;
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pd.set(5, mask_type != 0);
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pd.set(6, scale);
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std::vector<ncnn::Mat> weights(0);
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std::vector<ncnn::Mat> as(3);
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as[0] = q;
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as[1] = k;
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as[2] = v;
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if (mask_type)
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{
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ncnn::Mat mask;
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if (mask_type == 2)
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mask = RandomMat(dst_seqlen, src_seqlen, 1);
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else if (mask_type == 3)
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mask = RandomMat(dst_seqlen, src_seqlen, q.c);
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else
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mask = RandomMat(dst_seqlen, src_seqlen);
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if (mask_type == 4)
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{
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const int masked_seqlen = dst_seqlen / 2;
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for (int i = 0; i < src_seqlen; i++)
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{
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float* mptr = mask.row(i);
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for (int j = 0; j < masked_seqlen; j++)
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mptr[j] = -10000.f;
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}
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}
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as.push_back(mask);
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}
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float epsilon = 0.001;
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int ret = test_layer("SDPA", pd, weights, as, 1, epsilon, flag);
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if (ret != 0)
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{
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fprintf(stderr, "test_sdpa failed q=(%d %d %d) k=(%d %d %d) v=(%d %d %d) mask_type=%d scale=%f\n", q.w, q.h, q.c, k.w, k.h, k.c, v.w, v.h, v.c, mask_type, scale);
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}
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return ret;
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}
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static int test_sdpa_0()
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{
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return 0
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|| test_sdpa(RandomMat(64, 1, 16), RandomMat(64, 521, 1), RandomMat(48, 521, 1), 0)
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|| test_sdpa(RandomMat(63, 1, 31), RandomMat(63, 37, 1), RandomMat(47, 37, 1), 3, 0.f, TEST_LAYER_ENABLE_THREADING)
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|| test_sdpa(RandomMat(65, 1, 4), RandomMat(65, 37, 4), RandomMat(33, 37, 4), 1)
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|| test_sdpa(RandomMat(80, 1, 8), RandomMat(80, 521, 2), RandomMat(96, 521, 2), 1, -0.4f)
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|| test_sdpa(RandomMat(63, 31, 15), RandomMat(63, 31, 3), RandomMat(47, 31, 3), 2, 0.2f)
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|| test_sdpa(RandomMat(27, 5, 15), RandomMat(27, 37, 3), RandomMat(23, 37, 3), 3, 0.f, TEST_LAYER_ENABLE_THREADING)
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|| test_sdpa(RandomMat(128, 17, 4), RandomMat(128, 127, 4), RandomMat(192, 127, 4), 4)
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|| test_sdpa(RandomMat(32, 66, 8), RandomMat(32, 66, 8), RandomMat(20, 66, 8), 0)
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|| test_sdpa(RandomMat(26, 64, 8), RandomMat(26, 61, 8), RandomMat(18, 61, 8), 1)
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|| test_sdpa(RandomMat(64, 128, 12), RandomMat(64, 128, 2), RandomMat(64, 128, 2), 0)
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|| test_sdpa(RandomMat(28, 17, 15), RandomMat(28, 32, 5), RandomMat(11, 32, 5), 1, -0.4f);
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}
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#if NCNN_INT8
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static int test_sdpa_int8(const ncnn::Mat& q, const ncnn::Mat& k, const ncnn::Mat& v, int attn_mask, float scale = 0.f)
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{
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const int src_seqlen = q.h;
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const int dst_seqlen = k.h;
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ncnn::ParamDict pd;
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pd.set(5, attn_mask);
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pd.set(6, scale);
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pd.set(18, 2); // int8_scale_term
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std::vector<ncnn::Mat> weights(0);
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std::vector<ncnn::Mat> as(3);
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as[0] = q;
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as[1] = k;
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as[2] = v;
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if (attn_mask)
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{
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as.push_back(RandomMat(dst_seqlen, src_seqlen));
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}
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float epsilon = 0.01;
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int ret = test_layer("SDPA", pd, weights, as, 1, epsilon);
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if (ret != 0)
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{
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fprintf(stderr, "test_sdpa_int8 failed q=(%d %d %d) k=(%d %d %d) v=(%d %d %d) attn_mask=%d scale=%f\n", q.w, q.h, q.c, k.w, k.h, k.c, v.w, v.h, v.c, attn_mask, scale);
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}
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return ret;
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}
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static int test_sdpa_1()
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{
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return 0
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|| test_sdpa_int8(RandomMat(32, 66, 8), RandomMat(32, 66, 8), RandomMat(20, 66, 8), 0)
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|| test_sdpa_int8(RandomMat(26, 64, 8), RandomMat(26, 61, 8), RandomMat(18, 61, 8), 1)
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|| test_sdpa_int8(RandomMat(40, 62, 7), RandomMat(40, 61, 7), RandomMat(24, 61, 7), 0)
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|| test_sdpa_int8(RandomMat(24, 22, 6), RandomMat(24, 19, 6), RandomMat(16, 19, 6), 1)
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|| test_sdpa_int8(RandomMat(64, 128, 12), RandomMat(64, 128, 2), RandomMat(64, 128, 2), 0)
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|| test_sdpa_int8(RandomMat(48, 122, 12), RandomMat(64, 127, 2), RandomMat(64, 127, 2), 1)
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|| test_sdpa_int8(RandomMat(44, 128, 4), RandomMat(44, 123, 4), RandomMat(55, 123, 4), 0, 1.f)
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|| test_sdpa_int8(RandomMat(12, 127, 4), RandomMat(12, 127, 4), RandomMat(55, 127, 4), 1, 1.f)
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|| test_sdpa_int8(RandomMat(28, 17, 15), RandomMat(28, 127, 5), RandomMat(32, 127, 5), 0, 0.1f)
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|| test_sdpa_int8(RandomMat(28, 17, 15), RandomMat(28, 32, 5), RandomMat(11, 32, 5), 1, -0.4f);
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}
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#endif
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int main()
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{
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SRAND(7767517);
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#if NCNN_INT8
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return test_sdpa_0() || test_sdpa_1();
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#else
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return test_sdpa_0();
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#endif
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}
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