// Copyright (c) Facebook, Inc. and its affiliates. // // This source code is licensed under the MIT license found in the // LICENSE file in the root directory of this source tree. #if BUILD_CUDA #include #endif #include // We cannot call templated code from C, so we wrap the template in a C compatible call here if necessary. // We use macro functions to expand all the different optimizers. Looks ugly, and is ugly, but its better than to // maintain all that boilerplate //=================================================================================== // UNMANGLED CALLS //=================================================================================== #if BUILD_CUDA void estimateQuantiles_fp32(float *A, float *code, float offset, int n){ estimateQuantiles(A, code, offset, n); } void estimateQuantiles_fp16(half *A, float *code, float offset, int n){ estimateQuantiles(A, code, offset, n); } //void gemm_host_fp32(int M, int N, int K, float * A, float* B, float * out, int lda, int ldb, int ldc) //{ gemm_host(M, N, K, A, B, out, lda, ldb, ldc, 32); } void gemm_host_fp16(int M, int N, int K, half * A, half* B, half * out, int lda, int ldb, int ldc) { gemm_host(M, N, K, A, B, out, lda, ldb, ldc, 16); } void gemm_4bit_inference(int m, int n, int k, half * A, unsigned char* B, float *absmax, half * out, int lda, int ldb, int ldc, int blocksize) { gemm_4bit_inference(m, n, k, A, B, absmax, out, lda, ldb, ldc, blocksize); } #define MAKE_ELEMENTWISE_FUNC(fname, type_name, ctype, FUNC) \ void fname##_##type_name(ctype *A, ctype *B, ctype value, long n){ func(A, B, value, n); } \ MAKE_ELEMENTWISE_FUNC(fill, fp32, float, FILL) MAKE_ELEMENTWISE_FUNC(fill, uint8, unsigned char, FILL) MAKE_ELEMENTWISE_FUNC(arange, fp32, float, ARANGE) MAKE_ELEMENTWISE_FUNC(_mul, fp32, float, _MUL) #define MAKE_FUNC32(fname, oname, gtype, gbits) \ void fname##32bit_grad_##gbits(gtype *g, gtype *p, \ float* state1, float* state2, float *unorm, float max_unorm, float param_norm, \ const float beta1, const float beta2, const float eps, const float weight_decay, \ const int step, const float lr, float gnorm_scale, bool skip_zeros, const int n) \ { optimizer32bit(g, p, state1, state2, unorm, max_unorm, param_norm, beta1, beta2, eps, weight_decay, step, lr, gnorm_scale, skip_zeros, n); } \ MAKE_FUNC32(momentum, MOMENTUM, float, 32) MAKE_FUNC32(momentum, MOMENTUM, half, 16) MAKE_FUNC32(adam, ADAM, float, fp32) MAKE_FUNC32(adam, ADAM, half, fp16) MAKE_FUNC32(adam, ADAM, __nv_bfloat16, bf16) MAKE_FUNC32(rmsprop, RMSPROP, float, 32) MAKE_FUNC32(rmsprop, RMSPROP, half, 16) MAKE_FUNC32(lion, LION, float, fp32) MAKE_FUNC32(lion, LION, half, fp16) MAKE_FUNC32(lion, LION, __nv_bfloat16, bf16) MAKE_FUNC32(adagrad, ADAGRAD, float, 32) MAKE_FUNC32(adagrad, ADAGRAD, half, 16) #define MAKE_FUNC8(fname, oname, gtype, gbits) \ void fname##_static_8bit_grad_##gbits(gtype* p, gtype* g, unsigned char* state1, unsigned char* state2, \ float *unorm, float max_unorm, float param_norm, \ float beta1, float beta2, \ float eps, int step, float lr, \ float* quantiles1, float* quantiles2, \ float* max1, float* max2, float* new_max1, float* new_max2, \ float weight_decay, float gnorm_scale, int n) \ { \ optimizerStatic8bit(g, p, state1, state2, unorm, max_unorm, param_norm, beta1, beta2, eps, step, lr, \ quantiles1, quantiles2, max1, max2, new_max1, new_max2, weight_decay, gnorm_scale, n); \ } \ MAKE_FUNC8(adam, ADAM, float, 32) MAKE_FUNC8(adam, ADAM, half, 16) MAKE_FUNC8(momentum, MOMENTUM, float, 32) MAKE_FUNC8(momentum, MOMENTUM, half, 16) MAKE_FUNC8(rmsprop, RMSPROP, float, 32) MAKE_FUNC8(rmsprop, RMSPROP, half, 16) MAKE_FUNC8(lion, LION, float, 32) MAKE_FUNC8(lion, LION, half, 16) #define MAKE_BLOCKWISE8(fname, optim_name, gtype, gbits) \ void fname##_8bit_blockwise_grad_##gbits(gtype* p, gtype* g, \ unsigned char* state1, unsigned char* state2, float beta1, float beta2, float eps, int step, float lr, \ float* quantiles1, float* quantiles2, float* absmax1, float* absmax2, float weight_decay, const float gnorm_scale, bool skip_zeros, int n)\ { optimizerStatic8bitBlockwise(p, g, state1, state2, beta1, beta2, eps, step, lr, quantiles1, quantiles2, absmax1, absmax2, weight_decay, gnorm_scale, skip_zeros, n); }\ MAKE_BLOCKWISE8(adam, ADAM, half, fp16) MAKE_BLOCKWISE8(adam, ADAM, float, fp32) MAKE_BLOCKWISE8(momentum, MOMENTUM, half, fp16) MAKE_BLOCKWISE8(momentum, MOMENTUM, float, fp32) MAKE_BLOCKWISE8(rmsprop, RMSPROP, half, fp16) MAKE_BLOCKWISE8(rmsprop, RMSPROP, float, fp32) MAKE_BLOCKWISE8(adagrad, ADAGRAD, half, fp16) MAKE_BLOCKWISE8(adagrad, ADAGRAD, float, fp32) MAKE_BLOCKWISE8(adam, ADAM, __nv_bfloat16, bf16) MAKE_BLOCKWISE8(lion, LION, half, fp16) MAKE_BLOCKWISE8(lion, LION, float, fp32) MAKE_BLOCKWISE8(lion, LION, __nv_bfloat16, bf16) void percentileClipping_g32(float * g, float *gnorm_vec, int step, const int n){ percentileClipping(g, gnorm_vec, step, n); } void percentileClipping_g16(half * g, float *gnorm_vec, int step, const int n){ percentileClipping(g, gnorm_vec, step, n); } void quantizeBlockwise_fp16(float * code, half *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise(code, A, absmax, out, NULL, 0, blocksize, n); } void quantizeBlockwise_fp32(float * code, float *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise(code, A, absmax, out, NULL, 0, blocksize, n); } void quantizeBlockwise_fp16_fp4(float * code, half *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise(NULL, A, absmax, out, NULL, 0, blocksize, n); } void quantizeBlockwise_fp32_fp4(float * code, float *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise(NULL, A, absmax, out, NULL, 0, blocksize, n); } void quantizeBlockwise_fp16_nf4(float * code, half *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise(NULL, A, absmax, out, NULL, 0, blocksize, n); } void quantizeBlockwise_fp32_nf4(float * code, float *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise(NULL, A, absmax, out, NULL, 0, blocksize, n); } void dequantizeBlockwise_fp16(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n){ dequantizeBlockwise(code, A, absmax, out, blocksize, n); } \ void dequantizeBlockwise_fp32(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n){ dequantizeBlockwise(code, A, absmax, out, blocksize, n); } void dequantizeBlockwise_fp16_fp4(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n){ dequantizeBlockwise(NULL, A, absmax, out, blocksize, n); } \ void dequantizeBlockwise_fp32_fp4(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n){ dequantizeBlockwise(NULL, A, absmax, out, blocksize, n); } void dequantizeBlockwise_fp16_nf4(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n){ dequantizeBlockwise(NULL, A, absmax, out, blocksize, n); } \ void dequantizeBlockwise_fp32_nf4(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n){ dequantizeBlockwise(NULL, A, absmax, out, blocksize, n); } #define MAKE_FUNC_TRANSFORM(fbits, fsrc, ftrgt, ftranspose, dtype, src, target, transpose, bits) \ void transform_##fbits##_##fsrc##_to_##ftrgt##_##ftranspose(cublasLtHandle_t ltHandle, dtype *A, dtype *out, int dim1, int dim2) \ { \ transform(ltHandle, A, out, dim1, dim2); \ } \ MAKE_FUNC_TRANSFORM(8, row, col, n, int8_t, ROW, COL, false, 8); MAKE_FUNC_TRANSFORM(8, row, row, n, int8_t, ROW, ROW, false, 8); MAKE_FUNC_TRANSFORM(8, row, col32, n, int8_t, ROW, COL32, false, 8); MAKE_FUNC_TRANSFORM(32, row, col32, n, int32_t, ROW, COL32, false, 32); MAKE_FUNC_TRANSFORM(8, row, col_turing, n, int8_t, ROW, COL_TURING, false, 8); MAKE_FUNC_TRANSFORM(8, row, col_ampere, n, int8_t, ROW, COL_AMPERE, false, 8); MAKE_FUNC_TRANSFORM(8, col32, row, n, int8_t, COL32, ROW, false, 8); MAKE_FUNC_TRANSFORM(32, col32, row, n, int32_t, COL32, ROW, false, 32); void transform_row2col32(char * A, char *out, int rows, int cols){ transformRowToFormat(A, out, rows, cols); } void transform_row2col32T(char * A, char *out, int rows, int cols){ transformRowToFormat(A, out, rows, cols); } void transform_row2turing(char * A, char *out, int rows, int cols){ transformRowToFormat(A, out, rows, cols); } void transform_row2turingT(char * A, char *out, int rows, int cols){ transformRowToFormat(A, out, rows, cols); } void transform_row2ampere(char * A, char *out, int rows, int cols){ transformRowToFormat(A, out, rows, cols); } void transform_row2ampereT(char * A, char *out, int rows, int cols){ transformRowToFormat(A, out, rows, cols); } void extractOutliers_turing(char * A, int *idx, char *out, int idx_size, int rows, int cols){ extractOutliers(A, idx, out, idx_size, rows, cols); } void extractOutliers_ampere(char * A, int *idx, char *out, int idx_size, int rows, int cols){ extractOutliers(A, idx, out, idx_size, rows, cols); } int igemmlt_turing_32(cublasLtHandle_t ltHandle, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt(ltHandle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int igemmlt_turing_8(cublasLtHandle_t ltHandle, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt(ltHandle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int igemmlt_turing_8_rowscale(cublasLtHandle_t ltHandle, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt(ltHandle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int igemmlt_ampere_32(cublasLtHandle_t ltHandle, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt(ltHandle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int igemmlt_ampere_8(cublasLtHandle_t ltHandle, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt(ltHandle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int igemmlt_ampere_8_rowscale(cublasLtHandle_t ltHandle, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt(ltHandle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } void spmm_coo_very_sparse_naive_fp16(int *max_count, int *max_idx, int *offset_rowidx, int *rowidx, int *colidx, half *values, half *B, half *out, float *dequant_stats, int nnz_rows, int nnz, int rowsA, int rowsB, int colsB) { spmm_coo_very_sparse_naive(max_count, max_idx, offset_rowidx, rowidx, colidx, values, B, out, dequant_stats, nnz_rows, nnz, rowsA, rowsB, colsB); } void spmm_coo_very_sparse_naive_int8(int *max_count, int *max_idx, int *offset_rowidx, int *rowidx, int *colidx, half *values, signed char *B, half *out, float *dequant_stats, int nnz_rows, int nnz, int rowsA, int rowsB, int colsB) { spmm_coo_very_sparse_naive(max_count, max_idx, offset_rowidx, rowidx, colidx, values, B, out, dequant_stats, nnz_rows, nnz, rowsA, rowsB, colsB); } #endif extern "C" { #if BUILD_CUDA void cestimate_quantiles_fp32(float *A, float *code, float offset, int n){ estimateQuantiles_fp32(A, code, offset, n); } void cestimate_quantiles_fp16(half *A, float *code, float offset, int n){ estimateQuantiles_fp16(A, code, offset, n); } void cquantize(float *code, float *A, unsigned char *out, int n){ quantize(code, A, out, n); } void cdequantize(float *code, unsigned char *A, float *out, int n){ dequantize(code, A, out, n); } void cquantize_blockwise_fp16(float * code, half *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise_fp16(code, A, absmax, out, blocksize, n); } void cquantize_blockwise_fp32(float * code, float *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise_fp32(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_fp16(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n){ dequantizeBlockwise_fp16(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_fp32(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n){ dequantizeBlockwise_fp32(code, A, absmax, out, blocksize, n); } void cquantize_blockwise_fp16_fp4(float * code, half *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise_fp16_fp4(code, A, absmax, out, blocksize, n); } void cquantize_blockwise_fp32_fp4(float * code, float *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise_fp32_fp4(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_fp16_fp4(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n){ dequantizeBlockwise_fp16_fp4(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_fp32_fp4(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n){ dequantizeBlockwise_fp32_fp4(code, A, absmax, out, blocksize, n); } void cquantize_blockwise_fp16_nf4(float * code, half *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise_fp16_nf4(code, A, absmax, out, blocksize, n); } void cquantize_blockwise_fp32_nf4(float * code, float *A, float *absmax, unsigned char *out, int blocksize, const int n){ quantizeBlockwise_fp32_nf4(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_fp16_nf4(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n){ dequantizeBlockwise_fp16_nf4(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_fp32_nf4(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n){ dequantizeBlockwise_fp32_nf4(code, A, absmax, out, blocksize, n); } #define MAKE_CFUNC32(name, gtype, gbits) \ void c##name##32bit_grad_##gbits(gtype *g, gtype *p, \ float* state1, float* state2, float *unorm, float max_unorm, float param_norm, \ const float beta1, const float beta2, const float eps, const float weight_decay, \ const int step, const float lr, const float gnorm_scale, bool skip_zeros, const int n) \ { name##32bit_grad_##gbits(g, p, state1, state2, unorm, max_unorm, param_norm, beta1, beta2, eps, weight_decay, step, lr, gnorm_scale, skip_zeros, n); } \ MAKE_CFUNC32(adam, float, fp32) MAKE_CFUNC32(adam, half, fp16) MAKE_CFUNC32(adam, __nv_bfloat16, bf16) MAKE_CFUNC32(momentum, float, 32) MAKE_CFUNC32(momentum, half, 16) MAKE_CFUNC32(rmsprop, float, 32) MAKE_CFUNC32(rmsprop, half, 16) MAKE_CFUNC32(lion, float, fp32) MAKE_CFUNC32(lion, half, fp16) MAKE_CFUNC32(lion, __nv_bfloat16, bf16) MAKE_CFUNC32(adagrad, float, 32) MAKE_CFUNC32(adagrad, half, 16) #define MAKE_CFUNC8(name, gtype, gbits) \ void c##name##_static_8bit_grad_##gbits(gtype* p, gtype* g, unsigned char* state1, unsigned char* state2, \ float *unorm, float max_unorm, float param_norm, \ float beta1, float beta2, \ float eps, int step, float lr, \ float* quantiles1, float* quantiles2, \ float* max1, float* max2, float* new_max1, float* new_max2, \ float weight_decay, float gnorm_scale, int n) \ { \ name##_static_8bit_grad_##gbits(g, p, state1, state2, unorm, max_unorm, param_norm, beta1, beta2, eps, step, lr, \ quantiles1, quantiles2, max1, max2, new_max1, new_max2, weight_decay, gnorm_scale, n); \ } \ MAKE_CFUNC8(adam, float, 32) MAKE_CFUNC8(adam, half, 16) MAKE_CFUNC8(momentum, float, 32) MAKE_CFUNC8(momentum, half, 16) MAKE_CFUNC8(rmsprop, float, 32) MAKE_CFUNC8(rmsprop, half, 16) MAKE_CFUNC8(lion, float, 32) MAKE_CFUNC8(lion, half, 16) #define MAKE_CBLOCKWISE8(fname, optim_name, gtype, gbits) \ void c##fname##_8bit_blockwise_grad_##gbits(gtype* p, gtype* g, \ unsigned char* state1, unsigned char* state2, float beta1, float beta2, float eps, int step, float lr, \ float* quantiles1, float* quantiles2, float* absmax1, float* absmax2, float weight_decay, const float gnorm_scale, bool skip_zeros, int n) \ { fname##_8bit_blockwise_grad_##gbits(p, g, state1, state2, beta1, beta2, eps, step, lr, quantiles1, quantiles2, absmax1, absmax2, weight_decay, gnorm_scale, skip_zeros, n); } \ MAKE_CBLOCKWISE8(adam, ADAM, half, fp16) MAKE_CBLOCKWISE8(adam, ADAM, float, fp32) MAKE_CBLOCKWISE8(momentum, MOMENTUM, half, fp16) MAKE_CBLOCKWISE8(momentum, MOMENTUM, float, fp32) MAKE_CBLOCKWISE8(rmsprop, RMSPROP, half, fp16) MAKE_CBLOCKWISE8(rmsprop, RMSPROP, float, fp32) MAKE_CBLOCKWISE8(adagrad, ADAGRAD, half, fp16) MAKE_CBLOCKWISE8(adagrad, ADAGRAD, float, fp32) MAKE_CBLOCKWISE8(adam, ADAM, __nv_bfloat16, bf16) MAKE_CBLOCKWISE8(lion, LION, half, fp16) MAKE_CBLOCKWISE8(lion, LION, float, fp32) MAKE_CBLOCKWISE8(lion, LION, __nv_bfloat16, bf16) void cpercentile_clipping_g32(float * g, float *gnorm_vec, int step, const int n){ percentileClipping_g32(g, gnorm_vec, step, n); } void cpercentile_clipping_g16(half * g, float *gnorm_vec, int step, const int n){ percentileClipping_g16(g, gnorm_vec, step, n); } void chistogram_scatter_add_2d(float* histogram, int *index1, int *index2, float *src, int maxidx1, int n){ histogramScatterAdd2D(histogram, index1, index2, src, maxidx1, n); } void cigemm(Context *context, bool transposeA, bool transposeB, int m, int n, int k, void *A, void *B, void *C, int lda, int ldb, int ldc) { gemmex(context, transposeA, transposeB, m, n, k, A, B, C, lda, ldb, ldc); } void cbatched_igemm(Context *context, bool transposeA, bool transposeB, int m, int n, int k, void *A, void *B, void *C, int lda, int ldb, int ldc, long strideA, long strideB, long strideC, int batchCount) { strided_gemmex(context, transposeA, transposeB, m, n, k, A, B, C, lda, ldb, ldc, strideA, strideB, strideC, batchCount); } Context *get_context(){ return new Context(); } ContextCusparse *get_cusparse(){ return new ContextCusparse(); } int cigemmlt_turing_32(Context *context, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt_turing_32((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } //{ (cublasLtHandle_t)context->m_handle; return 0; } //{ return 0; }//igemmlt_turing_32((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int cigemmlt_turing_8(Context *context, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt_turing_8((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int cigemmlt_turing_8_rowscale(Context *context, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt_turing_8_rowscale((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int cigemmlt_ampere_32(Context *context, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt_ampere_32((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int cigemmlt_ampere_8_rowscale(Context *context, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt_ampere_8_rowscale((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } int cigemmlt_ampere_8(Context *context, int m, int n, int k, const int8_t *A, const int8_t *B, void *C, float *row_scale, int lda, int ldb, int ldc) { return igemmlt_ampere_8((cublasLtHandle_t) context->m_handle, m, n, k, A, B, C, row_scale, lda, ldb, ldc); } #define MAKE_FUNC_CTRANSFORM(fbits, fsrc, ftrgt, ftranspose, dtype, src, target, transpose, bits) \ void ctransform_##fbits##_##fsrc##_to_##ftrgt##_##ftranspose(Context *context, dtype *A, dtype *out, int dim1, int dim2) \ { \ transform_##fbits##_##fsrc##_to_##ftrgt##_##ftranspose((cublasLtHandle_t) context->m_handle, A, out, dim1, dim2); \ } \ MAKE_FUNC_CTRANSFORM(8, row, col, n, int8_t, ROW, COL, false, 8) MAKE_FUNC_CTRANSFORM(8, row, row, n, int8_t, ROW, ROW, false, 8) MAKE_FUNC_CTRANSFORM(8, row, col32, n, int8_t, ROW, COL32, false, 8) MAKE_FUNC_CTRANSFORM(32, row, col32, n, int32_t, ROW, COL32, false, 32) MAKE_FUNC_CTRANSFORM(8, row, col_turing, n, int8_t, ROW, COL_TURING, false, 8) MAKE_FUNC_CTRANSFORM(8, row, col_ampere, n, int8_t, ROW, COL_AMPERE, false, 8) MAKE_FUNC_CTRANSFORM(8, col32, row, n, int8_t, COL32, ROW, false, 8) MAKE_FUNC_CTRANSFORM(32, col32, row, n, int32_t, COL32, ROW, false, 32) void cdequant_mm_int32_fp16(int *A, float *rowStats, float *colStats, half *out, float* newRowStats, float* newcolStats, half* bias, int numRows, int numCols) { dequant_mm_int32_fp16(A, rowStats, colStats, out, newRowStats, newcolStats, bias, numRows, numCols); } void cget_col_row_stats(half * A, float *rowStats, float *colStats, int *nnz_count_row, float nnz_threshold, int rows, int cols) { getColRowStats(A, rowStats, colStats, nnz_count_row, nnz_threshold, rows, cols); } void cdouble_rowcol_quant(half * A, float *rowStats, float *colStats, char *out_col_normed, char *out_row_normed, int *rowidx, int *colidx, half *val, int *nnz_row_ptr, float threshold, int rows, int cols) { doubleRowColQuant(A, rowStats, colStats, out_col_normed, out_row_normed, rowidx, colidx, val, nnz_row_ptr, threshold, rows, cols); } void ctransform_row2col32(char * A, char *out, int rows, int cols) { transform_row2col32(A, out, rows, cols); } void ctransform_row2col32T(char * A, char *out, int rows, int cols) { transform_row2col32T(A, out, rows, cols); } void ctransform_row2turing(char * A, char *out, int rows, int cols) { transform_row2turing(A, out, rows, cols); } void ctransform_row2turingT(char * A, char *out, int rows, int cols) { transform_row2turingT(A, out, rows, cols); } void ctransform_row2ampere(char * A, char *out, int rows, int cols) { transform_row2ampere(A, out, rows, cols); } void ctransform_row2ampereT(char * A, char *out, int rows, int cols) { transform_row2ampereT(A, out, rows, cols); } void cspmm_coo(ContextCusparse *context, int *A_rowidx, int *A_colidx, half *A_vals, int A_nnz, int A_rows, int A_cols, int B_cols, int ldb, half *B, int ldc, half* C, bool transposed_B) { spmm_coo((cusparseHandle_t) context->m_handle, A_rowidx, A_colidx, A_vals, A_nnz, A_rows, A_cols, B_cols, ldb, B, ldc, C, transposed_B); } void cspmm_coo_very_sparse_naive_fp16(int *max_count, int *max_idx, int *offset_rowidx, int *rowidx, int *colidx, half *values, half *B, half *out, float *dequant_stats, int nnz_rows, int nnz, int rowsA, int rowsB, int colsB) { spmm_coo_very_sparse_naive_fp16(max_count, max_idx, offset_rowidx, rowidx, colidx, values, B, out, dequant_stats, nnz_rows, nnz, rowsA, rowsB, colsB); } void cspmm_coo_very_sparse_naive_int8(int *max_count, int *max_idx, int *offset_rowidx, int *rowidx, int *colidx, half *values, signed char *B, half *out, float *dequant_stats, int nnz_rows, int nnz, int rowsA, int rowsB, int colsB) { spmm_coo_very_sparse_naive_int8(max_count, max_idx, offset_rowidx, rowidx, colidx, values, B, out, dequant_stats, nnz_rows, nnz, rowsA, rowsB, colsB); } void cextractOutliers_turing(char * A, int *idx, char *out, int idx_size, int rows, int cols){ extractOutliers_turing(A, idx, out, idx_size, rows, cols); } void cextractOutliers_ampere(char * A, int *idx, char *out, int idx_size, int rows, int cols){ extractOutliers_ampere(A, idx, out, idx_size, rows, cols); } //void cgemm_host_fp32(int M, int N, int K, float * A, float* B, float * out, int lda, int ldb, int ldc) //{ gemm_host_fp32(M, N, K, A, B, out, lda, ldb, ldc); } void cgemm_host_fp16(int M, int N, int K, half * A, half* B, half * out, int lda, int ldb, int ldc) { gemm_host_fp16(M, N, K, A, B, out, lda, ldb, ldc); } void cgemm_4bit_inference(int m, int n, int k, half * A, unsigned char* B, float *absmax, half * out, int lda, int ldb, int ldc, int blocksize) { gemm_4bit_inference(m, n, k, A, B, absmax, out, lda, ldb, ldc, blocksize); } void *cget_managed_ptr(size_t bytes) { void *ptr; CUDA_CHECK_RETURN(cudaMallocManaged(&ptr, bytes, cudaMemAttachHost)); CUDA_CHECK_RETURN(cudaPeekAtLastError()); return ptr; } void cprefetch(void *ptr, size_t bytes, int device) { CUDA_CHECK_RETURN(cudaMemPrefetchAsync(ptr, bytes, device, 0)); CUDA_CHECK_RETURN(cudaPeekAtLastError()); } #define CMAKE_ELEMENTWISE_FUNC(fname, type_name, ctype, FUNC) \ void c##fname##_##type_name(ctype *A, ctype *B, ctype value, long n){ fname##_##type_name(A, B, value, n); } \ CMAKE_ELEMENTWISE_FUNC(fill, fp32, float, FILL) CMAKE_ELEMENTWISE_FUNC(fill, uint8, unsigned char, FILL) CMAKE_ELEMENTWISE_FUNC(arange, fp32, float, ARANGE) CMAKE_ELEMENTWISE_FUNC(_mul, fp32, float, _MUL) #endif void cquantize_blockwise_cpu_fp32(float *code, float *A, float *absmax, unsigned char *out, long long blocksize, long long n){ quantize_cpu(code, A, absmax, out, blocksize, n); } void cdequantize_blockwise_cpu_fp32(float *code, unsigned char *A, float *absmax, float *out, long long blocksize, long long n){ dequantize_cpu(code, A, absmax, out, blocksize, n); } }