mirror of
https://github.com/saymrwulf/onnxruntime.git
synced 2026-07-29 20:14:01 +00:00
add and pass q4dq tests for q2bit - rename file and test name later
Signed-off-by: Liqun Fu <liqun.fu@microsoft.com>
This commit is contained in:
Liqun Fu
parent
5484560d5f
commit
8c1cfe11d3
2 changed files with 366 additions and 130 deletions
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@ -481,7 +481,11 @@ struct BlockwiseQuantizer {
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thread_pool, total_thrd_blks,
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[&](ptrdiff_t block_idx) {
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uint8_t zp_bytes[BitsTraits<qbits, false>::kPackSize];
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std::fill_n(zp_bytes, BitsTraits<qbits, false>::kPackSize, (uint8_t)(BitsTraits<qbits, false>::kMid));
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if constexpr (qbits == 2)
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std::fill_n(zp_bytes, BitsTraits<qbits, false>::kPackSize, (uint8_t)2);
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if constexpr (qbits == 4)
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std::fill_n(zp_bytes, BitsTraits<qbits, false>::kPackSize, (uint8_t)8);
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const int32_t r_blk_idx = static_cast<int32_t>(block_idx / thrd_col_blks);
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const int32_t c_blk_idx = static_cast<int32_t>(block_idx % thrd_col_blks);
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@ -524,14 +528,13 @@ struct BlockwiseQuantizer {
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// !! qbits specific code as we need to pack 2 4b numbers into one byte
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if (zero_points != nullptr) {
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const int32_t meta_idx = meta_col * ((row_blks + 1) / BitsTraits<qbits, false>::kPackSize) + meta_row / BitsTraits<qbits, false>::kPackSize;
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if constexpr (qbits == 4) {
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const int32_t meta_idx = meta_col * ((row_blks + 1) / BitsTraits<qbits, false>::kPackSize) + meta_row / BitsTraits<qbits, false>::kPackSize;
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zero_points[meta_idx] = (zp_bytes[0] & 0xf) | (zp_bytes[1] << 4);
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} else if constexpr (qbits == 2) {
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const int32_t meta_idx = meta_col * ((row_blks + 3) / BitsTraits<qbits, false>::kPackSize) + meta_row / BitsTraits<qbits, false>::kPackSize;
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zero_points[meta_idx] = (zp_bytes[0] & 0x3) | ((zp_bytes[1] & 0x3) << 2) |
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((zp_bytes[2] & 0x3) << 4) | ((zp_bytes[3] & 0x3) << 6);
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} else {
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static_assert(false && "only support qbits of 4 and 2");
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}
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}
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@ -670,7 +673,8 @@ struct BlockwiseQuantizer {
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dst[j * rows + (i + 1)] = static_cast<ElementT>(v1);
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}
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} else {
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const int zp_quad = zero_points[meta_col * ((row_blks + 3) / pack_size) + meta_row / pack_size];
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const int zp_quad = (zero_points == nullptr) ?
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0xAA : zero_points[meta_col * ((row_blks + 3) / pack_size) + meta_row / pack_size];
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int zp = 0;
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const int meta_row_mod = meta_row % 4;
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switch (meta_row_mod) {
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@ -730,19 +734,35 @@ struct BlockwiseQuantizer {
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* @tparam signed_quant quantized type is signed
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*/
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template <typename Tin, int qbits, bool signed_quant>
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struct BlockwiseQDQQuantizer;
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template <typename Tin, bool signed_quant>
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struct BlockwiseQDQQuantizer<Tin, 4, signed_quant> {
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struct BlockwiseQDQQuantizer {
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static MLAS_FORCEINLINE uint8_t GetElem(uint8_t val, int32_t idx)
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{
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return (val >> (idx << 2)) & 0xF;
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if constexpr (qbits == 2) {
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return (val >> (idx << 1)) & 0x3;
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} else if constexpr (qbits == 4) {
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return (val >> (idx << 2)) & 0xF;
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}
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}
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static MLAS_FORCEINLINE uint8_t SetElem(uint8_t val, int32_t idx, uint8_t dst)
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{
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auto shift = idx << 2;
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return ((val & 0xF) << shift) | (dst & (~(0xF << shift)));
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if constexpr (qbits == 2) {
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auto shift = idx << 1;
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return ((val & 0x3) << shift) | (dst & (~(0x3 << shift)));
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} else if constexpr (qbits == 4) {
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auto shift = idx << 2;
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return ((val & 0xF) << shift) | (dst & (~(0xF << shift)));
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}
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}
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template <bool add2>
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static MLAS_FORCEINLINE uint8_t Pack(uint8_t v0, uint8_t v1, uint8_t v2, uint8_t v3)
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{
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if constexpr (add2) {
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return ((v0 & 0x3) ^ 2) | (((v1 & 0x3) ^ 2) << 2) | (((v2 & 0x3) ^ 2) << 4) | (((v3 & 0x3) ^ 2) << 6);
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} else {
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return (v0 & 0x3) | ((v1 & 0x3) << 2) | ((v2 & 0x3) << 4) | ((v3 & 0x3) << 6);
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}
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}
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template <bool add8>
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@ -1491,7 +1511,7 @@ MlasBlockwiseQuantizedShape(
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template
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void
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MlasBlockwiseQuantMetaShape<float, 4>(
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MlasBlockwiseQuantMetaShape<float, 2>(
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int block_size,
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bool columnwise,
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int rows,
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@ -1500,6 +1520,16 @@ MlasBlockwiseQuantMetaShape<float, 4>(
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int& meta_cols
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);
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template void
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MlasBlockwiseQuantMetaShape<float, 4>(
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int block_size,
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bool columnwise,
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int rows,
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int columns,
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int& meta_rows,
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int& meta_cols
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);
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template
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void
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MlasBlockwiseQuantMetaShape<MLAS_FP16, 4>(
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@ -1901,6 +1931,19 @@ MlasQDQQuantizeBlockwise<float, 4>(
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MLAS_THREADPOOL* thread_pool
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);
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template bool
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MlasQDQQuantizeBlockwise<float, 2>(
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const float* src,
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float* scales,
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uint8_t* zero_points,
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uint8_t* dst,
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bool columnwise,
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int rows,
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int columns,
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int quant_block_size,
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MLAS_THREADPOOL* thread_pool
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);
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template bool
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MlasQDQQuantizeBlockwise<MLAS_FP16, 4>(
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const MLAS_FP16* src,
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@ -1940,6 +1983,36 @@ MlasQDQTransposeBlockwiseQuantized(
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}
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}
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template void
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MlasQDQTransposeBlockwiseQuantized<float, 2, true>(
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const uint8_t* src_weights,
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const float* src_scales,
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const uint8_t* src_zero_points,
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uint8_t* dst_weights,
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float* dst_scales,
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uint8_t* dst_zero_points,
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bool columnwise,
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int rows,
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int columns,
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int quant_block_size,
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MLAS_THREADPOOL* thread_pool
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);
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template void
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MlasQDQTransposeBlockwiseQuantized<float, 2, false>(
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const uint8_t* src_weights,
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const float* src_scales,
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const uint8_t* src_zero_points,
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uint8_t* dst_weights,
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float* dst_scales,
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uint8_t* dst_zero_points,
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bool columnwise,
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int rows,
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int columns,
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int quant_block_size,
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MLAS_THREADPOOL* thread_pool
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);
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template void
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MlasQDQTransposeBlockwiseQuantized<float, 4, true>(
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const uint8_t* src_weights,
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@ -19,6 +19,9 @@ Abstract:
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#include "test_util.h"
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#include "mlas_q4.h"
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constexpr int Q2Bits = 2;
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constexpr int Q4Bits = 4;
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class MlasBlockwiseQdqTest : public MlasTestBase {
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private:
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MatrixGuardBuffer<float> FpBuf;
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@ -36,6 +39,7 @@ class MlasBlockwiseQdqTest : public MlasTestBase {
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MatrixGuardBuffer<float> QDQTransposedOutputScales;
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MatrixGuardBuffer<uint8_t> QDQTransposedOutputOffsets;
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template<int qbits>
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void Test(int rows, int columns, int block_size, bool columnwise, bool symmetric) {
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float* dequant_buf = FpBuf.GetBuffer(rows * columns, true);
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float* transposed = FpBuf2.GetBuffer(rows * columns, true);
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@ -46,41 +50,79 @@ class MlasBlockwiseQdqTest : public MlasTestBase {
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int meta_rows;
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int meta_cols;
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MlasBlockwiseQuantMetaShape<float, 4>(block_size, columnwise, rows, columns, meta_rows, meta_cols);
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MlasBlockwiseQuantMetaShape<float, qbits>(block_size, columnwise, rows, columns, meta_rows, meta_cols);
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int q_rows;
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int q_cols;
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MlasBlockwiseQuantizedShape<float, 4>(block_size, columnwise, rows, columns, q_rows, q_cols);
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MlasBlockwiseQuantizedShape<float, qbits>(block_size, columnwise, rows, columns, q_rows, q_cols);
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size_t q_data_size_in_bytes, q_scale_size, q_zp_size_in_bytes;
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MlasBlockwiseQuantizedBufferSizes<4>(block_size, columnwise, rows, columns,
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MlasBlockwiseQuantizedBufferSizes<qbits>(block_size, columnwise, rows, columns,
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q_data_size_in_bytes, q_scale_size, &q_zp_size_in_bytes);
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uint8_t* elements = InputElements.GetBuffer(q_data_size_in_bytes, true);
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uint8_t* qdq_weights = QDQOutputElements.GetBuffer((rows * columns + 1) / 2, true);
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uint8_t* qdq_weights_T = QDQTransposedOutputElements.GetBuffer(q_data_size_in_bytes, true);
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int v = 7;
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for (int c = 0; c < columns; c++) {
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for (int r = 0; r < rows; r += 2) {
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int idx = c * q_rows + r / 2;
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uint8_t v0 = static_cast<uint8_t>(v);
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v = (v + 5) % 16;
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if (v == 11 || v == 7 || v == 3) {
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// making the cycle 13 instead of 16, avoiding same values in a row
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v = (v + 5) % 16;
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int pack_size = 8 / qbits;
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int v;
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if constexpr (qbits == 2) {
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v = 1;
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for (int c = 0; c < columns; c++) {
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for (int r = 0; r < rows; r += pack_size) {
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int idx = c * q_rows + r / pack_size;
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uint8_t v0 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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uint8_t v1 = 0;
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if (r + 1 < rows) {
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v1 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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if (v == 3) {
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v = (v + 1) % 4;
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}
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}
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uint8_t v2 = 0;
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if (r + 2 < rows) {
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v2 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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if (v == 3) {
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v = (v + 1) % 4;
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}
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}
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uint8_t v3 = 0;
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if (r + 3 < rows) {
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v3 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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if (v == 3) {
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v = (v + 1) % 4;
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}
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}
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elements[idx] = (v3 << 6) | (v2 << 4) | (v1 << 2) | v0;
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}
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uint8_t v1 = 0;
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if (r + 1 < rows) {
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v1 = static_cast<uint8_t>(v);
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}
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} else if constexpr(qbits == 4) {
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v = 7;
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for (int c = 0; c < columns; c++) {
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for (int r = 0; r < rows; r += 2) {
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int idx = c * q_rows + r / 2;
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uint8_t v0 = static_cast<uint8_t>(v);
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v = (v + 5) % 16;
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if (v == 11 || v == 7 || v == 3) {
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// making the cycle 13 instead of 16, avoiding same values in a row
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v = (v + 5) % 16;
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}
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}
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uint8_t v1 = 0;
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if (r + 1 < rows) {
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v1 = static_cast<uint8_t>(v);
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v = (v + 5) % 16;
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if (v == 11 || v == 7 || v == 3) {
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// making the cycle 13 instead of 16, avoiding same values in a row
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v = (v + 5) % 16;
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}
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}
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elements[idx] = (v1 << 4) | v0;
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elements[idx] = (v1 << 4) | v0;
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}
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}
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}
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@ -91,30 +133,57 @@ class MlasBlockwiseQdqTest : public MlasTestBase {
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uint8_t* qdq_zp = symmetric ? nullptr : QDQOutputOffsets.GetBuffer(zp_size, true);
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uint8_t* qdq_zp_T = symmetric ? nullptr : QDQTransposedOutputOffsets.GetBuffer(q_zp_size_in_bytes, true);
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if (zp) {
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for (int c = 0; c < meta_cols; c++) {
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for (int r = 0; r < meta_rows; r += 2) {
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int idx = c * ((meta_rows + 1) / 2) + r / 2;
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uint8_t v0 = static_cast<uint8_t>(v);
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v = (v + 5) % 16;
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if (v == 11 || v == 7 || v == 3) {
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// making the cycle 13 instead of 16, avoiding same values in a row
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v = (v + 5) % 16;
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if constexpr (qbits == 2) {
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for (int c = 0; c < meta_cols; c++) {
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for (int r = 0; r < meta_rows; r += pack_size) {
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int idx = c * ((meta_rows + 3) / pack_size) + r / pack_size;
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uint8_t v0 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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uint8_t v1 = 0;
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if (r + 1 < meta_rows) {
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v1 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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}
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uint8_t v2 = 0;
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if (r + 2 < meta_rows) {
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v2 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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}
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uint8_t v3 = 0;
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if (r + 3 < meta_rows) {
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v3 = static_cast<uint8_t>(v);
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v = (v + 1) % 4;
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}
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zp[idx] = (v3 << 6) | (v2 << 4) | (v1 << 2) | v0;
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}
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uint8_t v1 = 0;
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if (r + 1 < meta_rows) {
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v1 = static_cast<uint8_t>(v);
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}
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}
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else if constexpr (qbits == 4) {
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for (int c = 0; c < meta_cols; c++) {
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for (int r = 0; r < meta_rows; r += 2) {
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int idx = c * ((meta_rows + 1) / 2) + r / 2;
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uint8_t v0 = static_cast<uint8_t>(v);
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v = (v + 5) % 16;
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if (v == 11 || v == 7 || v == 3) {
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// making the cycle 13 instead of 16, avoiding same values in a row
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v = (v + 5) % 16;
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}
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uint8_t v1 = 0;
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if (r + 1 < meta_rows) {
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v1 = static_cast<uint8_t>(v);
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v = (v + 5) % 16;
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if (v == 11 || v == 7 || v == 3) {
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// making the cycle 13 instead of 16, avoiding same values in a row
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v = (v + 5) % 16;
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}
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}
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zp[idx] = (v1 << 4) | v0;
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}
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zp[idx] = (v1 << 4) | v0;
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}
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}
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}
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MlasDequantizeBlockwise<float, 4>(dequant_buf, elements, scales, zp, block_size,
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MlasDequantizeBlockwise<float, qbits>(dequant_buf, elements, scales, zp, block_size,
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columnwise, rows, columns, threadpool_ptr);
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MlasTranspose(dequant_buf, transposed, columns, rows);
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@ -123,49 +192,80 @@ class MlasBlockwiseQdqTest : public MlasTestBase {
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float* o_scales = OutputScales.GetBuffer(meta_rows * meta_cols);
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uint8_t* o_zp = symmetric ? nullptr : OutputOffsets.GetBuffer(((meta_rows + 1) / 2) * meta_cols, true);
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MlasQuantizeBlockwise<float, 4>(o_elements, o_scales, o_zp, transposed, block_size,
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MlasQuantizeBlockwise<float, qbits>(o_elements, o_scales, o_zp, transposed, block_size,
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columnwise, rows, columns, columns, threadpool_ptr);
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if (columnwise) {
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bool signed_quant = MlasQDQQuantizeBlockwise<float, 4>(
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transposed, qdq_scales, qdq_zp, qdq_weights,
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true, rows, columns, block_size, threadpool_ptr);
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ASSERT_EQ(symmetric, signed_quant) << "symmetric quantization should be signed";
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if (symmetric) {
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MlasQDQTransposeBlockwiseQuantized<float, 4, true>(
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qdq_weights, qdq_scales, qdq_zp, qdq_weights_T, qdq_scales_T, qdq_zp_T,
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if constexpr (qbits == 4) {
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if (columnwise) {
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bool signed_quant = MlasQDQQuantizeBlockwise<float, qbits>(
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transposed, qdq_scales, qdq_zp, qdq_weights,
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true, rows, columns, block_size, threadpool_ptr);
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} else {
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MlasQDQTransposeBlockwiseQuantized<float, 4, false>(
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qdq_weights, qdq_scales, qdq_zp, qdq_weights_T, qdq_scales_T, qdq_zp_T,
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true, rows, columns, block_size, threadpool_ptr);
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ASSERT_EQ(symmetric, signed_quant) << "symmetric quantization should be signed";
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if (symmetric) {
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MlasQDQTransposeBlockwiseQuantized<float, qbits, true>(
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qdq_weights, qdq_scales, qdq_zp, qdq_weights_T, qdq_scales_T, qdq_zp_T,
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true, rows, columns, block_size, threadpool_ptr);
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} else {
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MlasQDQTransposeBlockwiseQuantized<float, qbits, false>(
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qdq_weights, qdq_scales, qdq_zp, qdq_weights_T, qdq_scales_T, qdq_zp_T,
|
||||
true, rows, columns, block_size, threadpool_ptr);
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
for (int c = 0; c < columns; c++) {
|
||||
for (int r = 0; r < rows; r += 2) {
|
||||
int idx = c * q_rows + r / 2;
|
||||
ASSERT_EQ(o_elements[idx] & 0xf, elements[idx] & 0xf)
|
||||
<< ", index=[" << r << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_weights_T[idx] & 0xf, elements[idx] & 0xf)
|
||||
if constexpr (qbits == 2) {
|
||||
for (int c = 0; c < columns; c++) {
|
||||
for (int r = 0; r < rows; r += pack_size) {
|
||||
int idx = c * q_rows + r / pack_size;
|
||||
ASSERT_EQ(o_elements[idx] & 0x3, elements[idx] & 0x3)
|
||||
<< ", index=[" << r << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
|
||||
if (r + 1 < rows) {
|
||||
ASSERT_EQ(o_elements[idx] >> 4, elements[idx] >> 4)
|
||||
<< ", index=[" << r + 1 << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_weights_T[idx] >> 4, elements[idx] >> 4)
|
||||
if (r + 1 < rows) {
|
||||
ASSERT_EQ((o_elements[idx] >> 2) & 0x3, (elements[idx] >> 2) & 0x3)
|
||||
<< ", index=[" << r + 1 << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
if (r + 2 < rows) {
|
||||
ASSERT_EQ((o_elements[idx] >> 4) & 0x3, (elements[idx] >> 4) & 0x3)
|
||||
<< ", index=[" << r + 2 << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
if (r + 3 < rows) {
|
||||
ASSERT_EQ((o_elements[idx] >> 6) & 0x3, (elements[idx] >> 6) & 0x3)
|
||||
<< ", index=[" << r + 3 << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
}
|
||||
}
|
||||
} else if constexpr (qbits == 4) {
|
||||
for (int c = 0; c < columns; c++) {
|
||||
for (int r = 0; r < rows; r += 2) {
|
||||
int idx = c * q_rows + r / 2;
|
||||
ASSERT_EQ(o_elements[idx] & 0xf, elements[idx] & 0xf)
|
||||
<< ", index=[" << r << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if constexpr (qbits == 4) {
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_weights_T[idx] & 0xf, elements[idx] & 0xf)
|
||||
<< ", index=[" << r << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
}
|
||||
if (r + 1 < rows) {
|
||||
ASSERT_EQ(o_elements[idx] >> 4, elements[idx] >> 4)
|
||||
<< ", index=[" << r + 1 << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if constexpr (qbits == 4) {
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_weights_T[idx] >> 4, elements[idx] >> 4)
|
||||
<< ", index=[" << r + 1 << "x" << c << "], shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
|
@ -177,35 +277,64 @@ class MlasBlockwiseQdqTest : public MlasTestBase {
|
|||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_scales_T[idx], scales[idx])
|
||||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if constexpr (qbits == 4) {
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_scales_T[idx], scales[idx])
|
||||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
||||
if (symmetric) return;
|
||||
for (int c = 0; c < meta_cols; c++) {
|
||||
for (int r = 0; r < meta_rows; r += 2) {
|
||||
int idx = c * ((meta_rows + 1) / 2) + r / 2;
|
||||
ASSERT_EQ(o_zp[idx] & 0xf, zp[idx] & 0xf)
|
||||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_zp_T[idx] & 0xf, zp[idx] & 0xf)
|
||||
|
||||
if constexpr (qbits == 2) {
|
||||
for (int c = 0; c < meta_cols; c++) {
|
||||
for (int r = 0; r < meta_rows; r += pack_size) {
|
||||
int idx = c * ((meta_rows + 3) / pack_size) + r / pack_size;
|
||||
ASSERT_EQ(o_zp[idx] & 0x3, zp[idx] & 0x3)
|
||||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
if (r + 1 < meta_rows) {
|
||||
ASSERT_EQ(o_zp[idx] >> 4, zp[idx] >> 4)
|
||||
<< ", index=" << r + 1 << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_zp_T[idx] >> 4, zp[idx] >> 4)
|
||||
if (r + 1 < meta_rows) {
|
||||
ASSERT_EQ((o_zp[idx] >> 2) & 0x3, (zp[idx] >> 2) & 0x3)
|
||||
<< ", index=" << r + 1 << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
if (r + 2 < meta_rows) {
|
||||
ASSERT_EQ((o_zp[idx] >> 4) & 0x3, (zp[idx] >> 4) & 0x3)
|
||||
<< ", index=" << r + 2 << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
if (r + 3 < meta_rows) {
|
||||
ASSERT_EQ((o_zp[idx] >> 6) & 0x3, (zp[idx] >> 6) & 0x3)
|
||||
<< ", index=" << r + 3 << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
}
|
||||
}
|
||||
} else if constexpr (qbits == 4) {
|
||||
for (int c = 0; c < meta_cols; c++) {
|
||||
for (int r = 0; r < meta_rows; r += 2) {
|
||||
int idx = c * ((meta_rows + 1) / 2) + r / 2;
|
||||
ASSERT_EQ(o_zp[idx] & 0xf, zp[idx] & 0xf)
|
||||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_zp_T[idx] & 0xf, zp[idx] & 0xf)
|
||||
<< ", index=" << r << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
if (r + 1 < meta_rows) {
|
||||
ASSERT_EQ(o_zp[idx] >> 4, zp[idx] >> 4)
|
||||
<< ", index=" << r + 1 << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
if (columnwise) {
|
||||
ASSERT_EQ(qdq_zp_T[idx] >> 4, zp[idx] >> 4)
|
||||
<< ", index=" << r + 1 << "x" << c << ", shape=[" << rows << "x" << columns
|
||||
<< "] block: " << block_size << ", symmetric: " << symmetric << ", columnwise: " << columnwise;
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
|
|
@ -217,44 +346,78 @@ class MlasBlockwiseQdqTest : public MlasTestBase {
|
|||
return suite_name.c_str();
|
||||
}
|
||||
|
||||
void ExecuteShort(void) override {
|
||||
Test(20, 1, 32, true, false);
|
||||
Test(20, 1, 32, true, true);
|
||||
Test(1, 20, 32, false, false);
|
||||
Test(1, 20, 32, false, true);
|
||||
Test(52, 1, 32, true, false);
|
||||
Test(52, 1, 32, true, true);
|
||||
Test(1, 52, 32, false, false);
|
||||
Test(1, 52, 32, false, true);
|
||||
Test(20, 3, 32, true, false);
|
||||
Test(20, 3, 32, true, true);
|
||||
Test(3, 20, 32, false, false);
|
||||
Test(3, 20, 32, false, true);
|
||||
Test(52, 3, 32, true, false);
|
||||
Test(52, 3, 32, true, true);
|
||||
Test(3, 52, 32, false, false);
|
||||
Test(3, 52, 32, false, true);
|
||||
Test(52, 3, 64, true, false);
|
||||
Test(52, 3, 64, true, true);
|
||||
Test(3, 52, 64, false, false);
|
||||
Test(3, 52, 64, false, true);
|
||||
Test(32 * 9 + 17, 41, 32, true, false);
|
||||
Test(32 * 9 + 17, 41, 32, true, true);
|
||||
Test(41, 32 * 9 + 17, 32, false, false);
|
||||
Test(41, 32 * 9 + 17, 32, false, true);
|
||||
Test(32 * 9 + 17, 41, 64, true, false);
|
||||
Test(32 * 9 + 17, 41, 64, true, true);
|
||||
Test(41, 32 * 9 + 17, 64, false, false);
|
||||
Test(41, 32 * 9 + 17, 64, false, true);
|
||||
Test(32 * 15 + 17, 63, 128, true, false);
|
||||
Test(32 * 15 + 17, 63, 128, true, true);
|
||||
Test(63, 32 * 15 + 17, 128, false, false);
|
||||
Test(63, 32 * 15 + 17, 128, false, true);
|
||||
void ExecuteShort(void) {
|
||||
// only support columnwise = true with qbits=2
|
||||
Test<Q2Bits>(20, 1, 32, true, false);
|
||||
Test<Q2Bits>(20, 1, 32, true, true);
|
||||
//Test<Q2Bits>(1, 20, 32, false, false);
|
||||
//Test<Q2Bits>(1, 20, 32, false, true);
|
||||
Test<Q2Bits>(52, 1, 32, true, false);
|
||||
Test<Q2Bits>(52, 1, 32, true, true);
|
||||
//Test<Q2Bits>(1, 52, 32, false, false);
|
||||
//Test<Q2Bits>(1, 52, 32, false, true);
|
||||
Test<Q2Bits>(20, 3, 32, true, false);
|
||||
Test<Q2Bits>(20, 3, 32, true, true);
|
||||
//Test<Q2Bits>(3, 20, 32, false, false);
|
||||
//Test<Q2Bits>(3, 20, 32, false, true);
|
||||
Test<Q2Bits>(52, 3, 32, true, false);
|
||||
Test<Q2Bits>(52, 3, 32, true, true);
|
||||
//Test<Q2Bits>(3, 52, 32, false, false);
|
||||
//Test<Q2Bits>(3, 52, 32, false, true);
|
||||
Test<Q2Bits>(52, 3, 64, true, false);
|
||||
Test<Q2Bits>(52, 3, 64, true, true);
|
||||
//Test<Q2Bits>(3, 52, 64, false, false);
|
||||
//Test<Q2Bits>(3, 52, 64, false, true);
|
||||
Test<Q2Bits>(32 * 9 + 17, 41, 32, true, false);
|
||||
Test<Q2Bits>(32 * 9 + 17, 41, 32, true, true);
|
||||
//Test<Q2Bits>(41, 32 * 9 + 17, 32, false, false);
|
||||
//Test<Q2Bits>(41, 32 * 9 + 17, 32, false, true);
|
||||
Test<Q2Bits>(32 * 9 + 17, 41, 64, true, false);
|
||||
Test<Q2Bits>(32 * 9 + 17, 41, 64, true, true);
|
||||
//Test<Q2Bits>(41, 32 * 9 + 17, 64, false, false);
|
||||
//Test<Q2Bits>(41, 32 * 9 + 17, 64, false, true);
|
||||
Test<Q2Bits>(32 * 15 + 17, 63, 128, true, false);
|
||||
Test<Q2Bits>(32 * 15 + 17, 63, 128, true, true);
|
||||
//Test<Q2Bits>(63, 32 * 15 + 17, 128, false, false);
|
||||
//Test<Q2Bits>(63, 32 * 15 + 17, 128, false, true);
|
||||
|
||||
Test(256, 256, 32, true, false);
|
||||
Test(256, 256, 32, true, true);
|
||||
Test(256, 256, 32, false, false);
|
||||
Test(256, 256, 32, false, true);
|
||||
Test<Q4Bits>(20, 1, 32, true, false);
|
||||
Test<Q4Bits>(20, 1, 32, true, true);
|
||||
Test<Q4Bits>(1, 20, 32, false, false);
|
||||
Test<Q4Bits>(1, 20, 32, false, true);
|
||||
Test<Q4Bits>(52, 1, 32, true, false);
|
||||
Test<Q4Bits>(52, 1, 32, true, true);
|
||||
Test<Q4Bits>(1, 52, 32, false, false);
|
||||
Test<Q4Bits>(1, 52, 32, false, true);
|
||||
Test<Q4Bits>(20, 3, 32, true, false);
|
||||
Test<Q4Bits>(20, 3, 32, true, true);
|
||||
Test<Q4Bits>(3, 20, 32, false, false);
|
||||
Test<Q4Bits>(3, 20, 32, false, true);
|
||||
Test<Q4Bits>(52, 3, 32, true, false);
|
||||
Test<Q4Bits>(52, 3, 32, true, true);
|
||||
Test<Q4Bits>(3, 52, 32, false, false);
|
||||
Test<Q4Bits>(3, 52, 32, false, true);
|
||||
Test<Q4Bits>(52, 3, 64, true, false);
|
||||
Test<Q4Bits>(52, 3, 64, true, true);
|
||||
Test<Q4Bits>(3, 52, 64, false, false);
|
||||
Test<Q4Bits>(3, 52, 64, false, true);
|
||||
Test<Q4Bits>(32 * 9 + 17, 41, 32, true, false);
|
||||
Test<Q4Bits>(32 * 9 + 17, 41, 32, true, true);
|
||||
Test<Q4Bits>(41, 32 * 9 + 17, 32, false, false);
|
||||
Test<Q4Bits>(41, 32 * 9 + 17, 32, false, true);
|
||||
Test<Q4Bits>(32 * 9 + 17, 41, 64, true, false);
|
||||
Test<Q4Bits>(32 * 9 + 17, 41, 64, true, true);
|
||||
Test<Q4Bits>(41, 32 * 9 + 17, 64, false, false);
|
||||
Test<Q4Bits>(41, 32 * 9 + 17, 64, false, true);
|
||||
Test<Q4Bits>(32 * 15 + 17, 63, 128, true, false);
|
||||
Test<Q4Bits>(32 * 15 + 17, 63, 128, true, true);
|
||||
Test<Q4Bits>(63, 32 * 15 + 17, 128, false, false);
|
||||
Test<Q4Bits>(63, 32 * 15 + 17, 128, false, true);
|
||||
|
||||
Test<Q4Bits>(256, 256, 32, true, false);
|
||||
Test<Q4Bits>(256, 256, 32, true, true);
|
||||
Test<Q4Bits>(256, 256, 32, false, false);
|
||||
Test<Q4Bits>(256, 256, 32, false, true);
|
||||
}
|
||||
|
||||
MlasBlockwiseQdqTest() = default;
|
||||
|
|
|
|||
Loading…
Reference in a new issue