diff --git a/examples/quantize-stats/quantize-stats.cpp b/examples/quantize-stats/quantize-stats.cpp index 746df8446..68cf8d359 100644 --- a/examples/quantize-stats/quantize-stats.cpp +++ b/examples/quantize-stats/quantize-stats.cpp @@ -154,7 +154,7 @@ static void test_roundtrip_on_chunk( } if (use_reference) { - qfns.from_float_reference(input_scratch, quantized_scratch, chunk_size); + qfns.from_float_ref(input_scratch, quantized_scratch, chunk_size); } else { qfns.from_float(input_scratch, quantized_scratch, chunk_size); } diff --git a/ggml/include/ggml.h b/ggml/include/ggml.h index 1e3677537..f2145ff35 100644 --- a/ggml/include/ggml.h +++ b/ggml/include/ggml.h @@ -714,9 +714,9 @@ extern "C" { GGML_API GGML_CALL size_t ggml_nbytes (const struct ggml_tensor * tensor); GGML_API size_t ggml_nbytes_pad (const struct ggml_tensor * tensor); // same as ggml_nbytes() but padded to GGML_MEM_ALIGN - GGML_API GGML_CALL int ggml_blck_size(enum ggml_type type); - GGML_API GGML_CALL size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block - GGML_API GGML_CALL size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row + GGML_API GGML_CALL int64_t ggml_blck_size(enum ggml_type type); + GGML_API GGML_CALL size_t ggml_type_size(enum ggml_type type); // size in bytes for all elements in a block + GGML_API GGML_CALL size_t ggml_row_size (enum ggml_type type, int64_t ne); // size in bytes for all elements in a row GGML_DEPRECATED( GGML_API double ggml_type_sizef(enum ggml_type type), // ggml_type_size()/ggml_blck_size() as float @@ -2410,31 +2410,31 @@ extern "C" { #endif typedef void (*ggml_to_float_t) (const void * GGML_RESTRICT x, float * GGML_RESTRICT y, int64_t k); typedef void (*ggml_from_float_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); - typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, - const void * GGML_RESTRICT y, size_t by, int nrc); - typedef void (*ggml_from_float_to_mat_t)(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, - int64_t k, int64_t bx); - typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, - const void * GGML_RESTRICT y, int nr, int nc); - typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, - const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_from_float_to_mat_t) + (const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nr, int64_t k, int64_t bs); + typedef void (*ggml_vec_dot_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, size_t bx, + const void * GGML_RESTRICT y, size_t by, int nrc); + typedef void (*ggml_gemv_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); + typedef void (*ggml_gemm_t) (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT x, + const void * GGML_RESTRICT y, int nr, int nc); typedef struct { - const char * type_name; - int blck_size; - size_t type_size; - bool is_quantized; - ggml_to_float_t to_float; - ggml_from_float_t from_float; - ggml_from_float_t from_float_reference; - ggml_vec_dot_t vec_dot; - enum ggml_type vec_dot_type; - int64_t nrows; // number of rows to process simultaneously; - int64_t ncols; // number of columns to process simultaneously; - int64_t interleave_blcksize; // interleave elements in blocks of interleave_blcksize; + const char * type_name; + int64_t blck_size; + int64_t blck_size_interleave; // interleave elements in blocks + size_t type_size; + bool is_quantized; + ggml_to_float_t to_float; + ggml_from_float_t from_float; + ggml_from_float_t from_float_ref; ggml_from_float_to_mat_t from_float_to_mat; - ggml_gemv_t gemv; - ggml_gemm_t gemm; + ggml_vec_dot_t vec_dot; + enum ggml_type vec_dot_type; + int64_t nrows; // number of rows to process simultaneously + int64_t ncols; // number of columns to process simultaneously + ggml_gemv_t gemv; + ggml_gemm_t gemm; } ggml_type_traits_t; GGML_API ggml_type_traits_t ggml_internal_get_type_traits(enum ggml_type type); diff --git a/ggml/src/ggml-aarch64.c b/ggml/src/ggml-aarch64.c index 008718634..40838cf4f 100644 --- a/ggml/src/ggml-aarch64.c +++ b/ggml/src/ggml-aarch64.c @@ -20,19 +20,19 @@ // Functions to create the interleaved data layout formats -// interleave 4 block_q4_0s in blocks of interleave_blcksize +// interleave 4 block_q4_0s in blocks of blck_size_interleave // returns an interleaved block_q4_0x4 // in the interleaved block_q4_0x4, place deltas for 4 block_q4_0 blocks -// first, then interleave quants from 4 block_q4_0s in blocks of interleave_blcksize +// first, then interleave quants from 4 block_q4_0s in blocks of blck_size_interleave // // - in : an array of block_q4_0 pointers -// - interleave_blcksize : the block_q4_0 quants bytes are interleaved in blocks of -// interleave_blcksize bytes +// - blck_size_interleave : the block_q4_0 quants bytes are interleaved in blocks of +// blck_size_interleave bytes // - xor_mask : the mask to convert the nibbles in block_q4_0 quants bytes // from bias offset form to pure sign form (this saves subtract // operations durin unpacking) // -static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { +static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int blck_size_interleave, unsigned int xor_mask) { block_q4_0x4 out; for (int i = 0; i < 4; i++) { @@ -40,9 +40,9 @@ static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_b } for (int i = 0; i < QK4_0 * 2; i++) { - int src_offset = (i / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (i % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (i % interleave_blcksize); + int src_offset = (i / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (i % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (i % blck_size_interleave); out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; } @@ -50,11 +50,11 @@ static block_q4_0x4 make_block_q4_0x4(block_q4_0 * in, unsigned int interleave_b return out; } -// interleave 8 block_q4_0s in blocks of interleave_blcksize +// interleave 8 block_q4_0s in blocks of blck_size_interleave // returns an interleaved block_q4_0x8 // in the interleaved block_q4_0x8, place deltas for 8 block_q4_0 blocks -// first, then interleave quants from 8 block_q4_0s in blocks of interleave_blcksize -static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_blcksize, unsigned int xor_mask) { +// first, then interleave quants from 8 block_q4_0s in blocks of blck_size_interleave +static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int blck_size_interleave, unsigned int xor_mask) { block_q4_0x8 out; for (int i = 0; i < 8; i++) { @@ -62,9 +62,9 @@ static block_q4_0x8 make_block_q4_0x8(block_q4_0 * in, unsigned int interleave_b } for (int i = 0; i < QK4_0 * 4; i++) { - int src_offset = (i / (8 * interleave_blcksize)) * interleave_blcksize; - int src_id = (i % (8 * interleave_blcksize)) / interleave_blcksize; - src_offset += (i % interleave_blcksize); + int src_offset = (i / (8 * blck_size_interleave)) * blck_size_interleave; + int src_id = (i % (8 * blck_size_interleave)) / blck_size_interleave; + src_offset += (i % blck_size_interleave); out.qs[i] = in[src_id].qs[src_offset] ^ xor_mask; } @@ -135,7 +135,7 @@ void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) } #else // scalar - const int interleave_blcksize = 4; + const int blck_size_interleave = 4; float srcv[4][QK8_0]; float id[4]; @@ -155,12 +155,12 @@ void quantize_q8_0_4x4(const float * restrict x, void * restrict vy, int64_t k) } for (int j = 0; j < QK8_0 * 4; j++) { - int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (j % interleave_blcksize); + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); float x0 = srcv[src_id][src_offset] * id[src_id]; - y[i].qs[j] = roundf(x0);; + y[i].qs[j] = roundf(x0); } } #endif @@ -253,7 +253,7 @@ void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) } #else // scalar - const int interleave_blcksize = 8; + const int blck_size_interleave = 8; float srcv[4][QK8_0]; float id[4]; @@ -273,26 +273,30 @@ void quantize_q8_0_4x8(const float * restrict x, void * restrict vy, int64_t k) } for (int j = 0; j < QK8_0 * 4; j++) { - int src_offset = (j / (4 * interleave_blcksize)) * interleave_blcksize; - int src_id = (j % (4 * interleave_blcksize)) / interleave_blcksize; - src_offset += (j % interleave_blcksize); + int src_offset = (j / (4 * blck_size_interleave)) * blck_size_interleave; + int src_id = (j % (4 * blck_size_interleave)) / blck_size_interleave; + src_offset += (j % blck_size_interleave); float x0 = srcv[src_id][src_offset] * id[src_id]; - y[i].qs[j] = roundf(x0);; + y[i].qs[j] = roundf(x0); } } #endif } -void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t interleave_blcksize) { +void quantize_mat_q8_0(const float * restrict x, void * restrict vy, int64_t nrow, int64_t n_per_row, int64_t blck_size_interleave) { assert(nrow == 4); UNUSED(nrow); - if (interleave_blcksize == 4) quantize_q8_0_4x4(x, vy, n_per_row); - else if (interleave_blcksize == 8) quantize_q8_0_4x8(x, vy, n_per_row); - else assert(false); + if (blck_size_interleave == 4) { + quantize_q8_0_4x4(x, vy, n_per_row); + } else if (blck_size_interleave == 8) { + quantize_q8_0_4x8(x, vy, n_per_row); + } else { + assert(false); + } } -static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int interleave_blcksize) { +static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, int nrows_interleaved, int blck_size_interleave) { assert(n_per_row % QK4_0 == 0); const int nb = n_per_row / QK4_0; @@ -311,15 +315,15 @@ static size_t quantize_q4_0_nr_bl(const float * restrict src, void * restrict ds for (int64_t x = 0; x < nb; x++) { for (int i = 0; i < nrows_interleaved; i++ ) { - quantize_row_q4_0_reference(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); + quantize_row_q4_0_ref(src + b + i * n_per_row + x * QK4_0, (block_q4_0 *) dst_tmp + i, QK4_0); } if (nrows_interleaved == 8) { - *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, interleave_blcksize, 0x88); + *(block_q4_0x8 *) out_ptr = make_block_q4_0x8(dst_tmp, blck_size_interleave, 0x88); out_ptr = (block_q4_0x8 *) out_ptr + 1; } else if (nrows_interleaved == 4) { - *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, interleave_blcksize, 0x88); + *(block_q4_0x4 *) out_ptr = make_block_q4_0x4(dst_tmp, blck_size_interleave, 0x88); out_ptr = (block_q4_0x4 *) out_ptr + 1; } } diff --git a/ggml/src/ggml-aarch64.h b/ggml/src/ggml-aarch64.h index 65ead1efe..517babaf1 100644 --- a/ggml/src/ggml-aarch64.h +++ b/ggml/src/ggml-aarch64.h @@ -16,7 +16,7 @@ extern "C" { void quantize_q8_0_4x4(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_q8_0_4x8(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); -void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t interleave_blcksize); +void quantize_mat_q8_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t nrows, int64_t n_per_row, int64_t blck_size_interleave); // Quantization utilizing an importance matrix (a.k.a. "Activation aWare Quantization") size_t quantize_q4_0_4x4(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); @@ -24,14 +24,14 @@ size_t quantize_q4_0_4x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT d size_t quantize_q4_0_8x8(const float * GGML_RESTRICT src, void * GGML_RESTRICT dst, int64_t nrows, int64_t n_per_row, const float * imatrix); // GEMV -void ggml_gemv_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemv_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemv_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); // GEMM -void ggml_gemm_q4_0_4x4_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemm_q4_0_4x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); -void ggml_gemm_q4_0_8x8_q8_0 (int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x4_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_4x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); +void ggml_gemm_q4_0_8x8_q8_0(int n, float * GGML_RESTRICT s, size_t bs, const void * GGML_RESTRICT vx, const void * GGML_RESTRICT vy, int nr, int nc); #ifdef __cplusplus } diff --git a/ggml/src/ggml-quants.c b/ggml/src/ggml-quants.c index cbe377cf5..1839a722e 100644 --- a/ggml/src/ggml-quants.c +++ b/ggml/src/ggml-quants.c @@ -658,7 +658,7 @@ static inline __m128i packNibbles( __m256i bytes ) { #endif //__loongarch_asx // reference implementation for deterministic creation of model files -void quantize_row_q4_0_reference(const float * restrict x, block_q4_0 * restrict y, int64_t k) { +void quantize_row_q4_0_ref(const float * restrict x, block_q4_0 * restrict y, int64_t k) { static const int qk = QK4_0; assert(k % qk == 0); @@ -696,11 +696,11 @@ void quantize_row_q4_0_reference(const float * restrict x, block_q4_0 * restrict } void quantize_row_q4_0(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q4_0_reference(x, y, k); + quantize_row_q4_0_ref(x, y, k); } -void quantize_row_q4_1_reference(const float * restrict x, block_q4_1 * restrict y, int64_t k) { +void quantize_row_q4_1_ref(const float * restrict x, block_q4_1 * restrict y, int64_t k) { const int qk = QK4_1; assert(k % qk == 0); @@ -738,10 +738,10 @@ void quantize_row_q4_1_reference(const float * restrict x, block_q4_1 * restrict } void quantize_row_q4_1(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q4_1_reference(x, y, k); + quantize_row_q4_1_ref(x, y, k); } -void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict y, int64_t k) { +void quantize_row_q5_0_ref(const float * restrict x, block_q5_0 * restrict y, int64_t k) { static const int qk = QK5_0; assert(k % qk == 0); @@ -786,10 +786,10 @@ void quantize_row_q5_0_reference(const float * restrict x, block_q5_0 * restrict } void quantize_row_q5_0(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q5_0_reference(x, y, k); + quantize_row_q5_0_ref(x, y, k); } -void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict y, int64_t k) { +void quantize_row_q5_1_ref(const float * restrict x, block_q5_1 * restrict y, int64_t k) { const int qk = QK5_1; assert(k % qk == 0); @@ -834,11 +834,11 @@ void quantize_row_q5_1_reference(const float * restrict x, block_q5_1 * restrict } void quantize_row_q5_1(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q5_1_reference(x, y, k); + quantize_row_q5_1_ref(x, y, k); } // reference implementation for deterministic creation of model files -void quantize_row_q8_0_reference(const float * restrict x, block_q8_0 * restrict y, int64_t k) { +void quantize_row_q8_0_ref(const float * restrict x, block_q8_0 * restrict y, int64_t k) { assert(k % QK8_0 == 0); const int nb = k / QK8_0; @@ -1144,12 +1144,12 @@ void quantize_row_q8_0(const float * restrict x, void * restrict vy, int64_t k) #else GGML_UNUSED(nb); // scalar - quantize_row_q8_0_reference(x, y, k); + quantize_row_q8_0_ref(x, y, k); #endif } // reference implementation for deterministic creation of model files -void quantize_row_q8_1_reference(const float * restrict x, block_q8_1 * restrict y, int64_t k) { +void quantize_row_q8_1_ref(const float * restrict x, block_q8_1 * restrict y, int64_t k) { assert(QK8_1 == 32); assert(k % QK8_1 == 0); const int nb = k / QK8_1; @@ -1508,7 +1508,7 @@ void quantize_row_q8_1(const float * restrict x, void * restrict vy, int64_t k) #else GGML_UNUSED(nb); // scalar - quantize_row_q8_1_reference(x, y, k); + quantize_row_q8_1_ref(x, y, k); #endif } @@ -1899,7 +1899,7 @@ static inline void get_scale_min_k4(int j, const uint8_t * restrict q, uint8_t * //========================- 2-bit (de)-quantization -void quantize_row_q2_K_reference(const float * restrict x, block_q2_K * restrict y, int64_t k) { +void quantize_row_q2_K_ref(const float * restrict x, block_q2_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2002,7 +2002,7 @@ void dequantize_row_q2_K(const block_q2_K * restrict x, float * restrict y, int6 } void quantize_row_q2_K(const float * restrict x, void * restrict vy, int64_t k) { - quantize_row_q2_K_reference(x, vy, k); + quantize_row_q2_K_ref(x, vy, k); } static float make_qkx3_quants(int n, int nmax, const float * restrict x, const float * restrict weights, @@ -2226,7 +2226,7 @@ static void quantize_row_q2_K_impl(const float * restrict x, block_q2_K * restri size_t quantize_q2_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q2_K, n_per_row); if (!quant_weights) { - quantize_row_q2_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q2_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2241,7 +2241,7 @@ size_t quantize_q2_K(const float * restrict src, void * restrict dst, int64_t nr //========================= 3-bit (de)-quantization -void quantize_row_q3_K_reference(const float * restrict x, block_q3_K * restrict y, int64_t k) { +void quantize_row_q3_K_ref(const float * restrict x, block_q3_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2368,7 +2368,7 @@ void dequantize_row_q3_K(const block_q3_K * restrict x, float * restrict y, int6 } void quantize_row_q3_K(const float * restrict x, void * restrict vy, int64_t k) { - quantize_row_q3_K_reference(x, vy, k); + quantize_row_q3_K_ref(x, vy, k); } static void quantize_row_q3_K_impl(const float * restrict x, block_q3_K * restrict y, int64_t n_per_row, const float * restrict quant_weights) { @@ -2458,7 +2458,7 @@ static void quantize_row_q3_K_impl(const float * restrict x, block_q3_K * restri size_t quantize_q3_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q3_K, n_per_row); if (!quant_weights) { - quantize_row_q3_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q3_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2473,7 +2473,7 @@ size_t quantize_q3_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 4-bit (de)-quantization -void quantize_row_q4_K_reference(const float * restrict x, block_q4_K * restrict y, int64_t k) { +void quantize_row_q4_K_ref(const float * restrict x, block_q4_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int nb = k / QK_K; @@ -2572,7 +2572,7 @@ void dequantize_row_q4_K(const block_q4_K * restrict x, float * restrict y, int6 void quantize_row_q4_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q4_K * restrict y = vy; - quantize_row_q4_K_reference(x, y, k); + quantize_row_q4_K_ref(x, y, k); } static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -2651,7 +2651,7 @@ static void quantize_row_q4_K_impl(const float * restrict x, block_q4_K * restri size_t quantize_q4_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q4_K, n_per_row); if (!quant_weights) { - quantize_row_q4_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2666,7 +2666,7 @@ size_t quantize_q4_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 5-bit (de)-quantization -void quantize_row_q5_K_reference(const float * restrict x, block_q5_K * restrict y, int64_t k) { +void quantize_row_q5_K_ref(const float * restrict x, block_q5_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -2783,7 +2783,7 @@ void dequantize_row_q5_K(const block_q5_K * restrict x, float * restrict y, int6 void quantize_row_q5_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q5_K * restrict y = vy; - quantize_row_q5_K_reference(x, y, k); + quantize_row_q5_K_ref(x, y, k); } static void quantize_row_q5_K_impl(const float * restrict x, block_q5_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -2882,7 +2882,7 @@ static void quantize_row_q5_K_impl(const float * restrict x, block_q5_K * restri size_t quantize_q5_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q5_K, n_per_row); if (!quant_weights) { - quantize_row_q5_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -2897,7 +2897,7 @@ size_t quantize_q5_K(const float * restrict src, void * restrict dst, int64_t nr // ====================== 6-bit (de)-quantization -void quantize_row_q6_K_reference(const float * restrict x, block_q6_K * restrict y, int64_t k) { +void quantize_row_q6_K_ref(const float * restrict x, block_q6_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -3001,7 +3001,7 @@ void dequantize_row_q6_K(const block_q6_K * restrict x, float * restrict y, int6 void quantize_row_q6_K(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_q6_K * restrict y = vy; - quantize_row_q6_K_reference(x, y, k); + quantize_row_q6_K_ref(x, y, k); } static void quantize_row_q6_K_impl(const float * restrict x, block_q6_K * restrict y, int64_t n_per_row, const float * quant_weights) { @@ -3091,7 +3091,7 @@ static void quantize_row_q6_K_impl(const float * restrict x, block_q6_K * restri size_t quantize_q6_K(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { size_t row_size = ggml_row_size(GGML_TYPE_Q6_K, n_per_row); if (!quant_weights) { - quantize_row_q6_K_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q6_K_ref(src, dst, (int64_t)nrow*n_per_row); } else { char * qrow = (char *)dst; @@ -3108,7 +3108,7 @@ static void quantize_row_q4_0_impl(const float * restrict x, block_q4_0 * restri static_assert(QK4_0 == 32, "QK4_0 must be 32"); if (!quant_weights) { - quantize_row_q4_0_reference(x, y, n_per_row); + quantize_row_q4_0_ref(x, y, n_per_row); return; } @@ -3134,7 +3134,7 @@ static void quantize_row_q4_0_impl(const float * restrict x, block_q4_0 * restri size_t quantize_q4_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q4_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q4_0, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q4_0, n_per_row); @@ -3151,7 +3151,7 @@ static void quantize_row_q4_1_impl(const float * restrict x, block_q4_1 * restri static_assert(QK4_1 == 32, "QK4_1 must be 32"); if (!quant_weights) { - quantize_row_q4_1_reference(x, y, n_per_row); + quantize_row_q4_1_ref(x, y, n_per_row); return; } @@ -3179,7 +3179,7 @@ static void quantize_row_q4_1_impl(const float * restrict x, block_q4_1 * restri size_t quantize_q4_1(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q4_1_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q4_1_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q4_1, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q4_1, n_per_row); @@ -3196,7 +3196,7 @@ static void quantize_row_q5_0_impl(const float * restrict x, block_q5_0 * restri static_assert(QK5_0 == 32, "QK5_0 must be 32"); if (!quant_weights) { - quantize_row_q5_0_reference(x, y, n_per_row); + quantize_row_q5_0_ref(x, y, n_per_row); return; } @@ -3233,7 +3233,7 @@ static void quantize_row_q5_0_impl(const float * restrict x, block_q5_0 * restri size_t quantize_q5_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q5_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q5_0, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q5_0, n_per_row); @@ -3250,7 +3250,7 @@ static void quantize_row_q5_1_impl(const float * restrict x, block_q5_1 * restri static_assert(QK5_1 == 32, "QK5_1 must be 32"); if (!quant_weights) { - quantize_row_q5_1_reference(x, y, n_per_row); + quantize_row_q5_1_ref(x, y, n_per_row); return; } @@ -3286,7 +3286,7 @@ static void quantize_row_q5_1_impl(const float * restrict x, block_q5_1 * restri size_t quantize_q5_1(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { if (!quant_weights) { - quantize_row_q5_1_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q5_1_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * ggml_row_size(GGML_TYPE_Q5_1, n_per_row); } size_t row_size = ggml_row_size(GGML_TYPE_Q5_1, n_per_row); @@ -3302,7 +3302,7 @@ size_t quantize_q5_1(const float * restrict src, void * restrict dst, int64_t nr size_t quantize_q8_0(const float * restrict src, void * restrict dst, int64_t nrow, int64_t n_per_row, const float * quant_weights) { (void)quant_weights; // not used const size_t row_size = ggml_row_size(GGML_TYPE_Q8_0, n_per_row); - quantize_row_q8_0_reference(src, dst, (int64_t)nrow*n_per_row); + quantize_row_q8_0_ref(src, dst, (int64_t)nrow*n_per_row); return nrow * row_size; } @@ -3590,7 +3590,7 @@ void dequantize_row_iq4_xs(const block_iq4_xs * restrict x, float * restrict y, //===================================== Q8_K ============================================== -void quantize_row_q8_K_reference(const float * restrict x, block_q8_K * restrict y, int64_t k) { +void quantize_row_q8_K_ref(const float * restrict x, block_q8_K * restrict y, int64_t k) { assert(k % QK_K == 0); const int64_t nb = k / QK_K; @@ -3641,7 +3641,7 @@ void dequantize_row_q8_K(const block_q8_K * restrict x, float * restrict y, int6 } void quantize_row_q8_K(const float * restrict x, void * restrict y, int64_t k) { - quantize_row_q8_K_reference(x, y, k); + quantize_row_q8_K_ref(x, y, k); } //===================================== Dot ptoducts ================================= @@ -13530,10 +13530,10 @@ size_t quantize_iq3_xxs(const float * restrict src, void * restrict dst, int64_t void quantize_row_iq3_xxs(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq3_xxs * restrict y = vy; - quantize_row_iq3_xxs_reference(x, y, k); + quantize_row_iq3_xxs_ref(x, y, k); } -void quantize_row_iq3_xxs_reference(const float * restrict x, block_iq3_xxs * restrict y, int64_t k) { +void quantize_row_iq3_xxs_ref(const float * restrict x, block_iq3_xxs * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_row_iq3_xxs_impl(256, x, y, k, NULL); } @@ -13746,10 +13746,10 @@ size_t quantize_iq3_s(const float * restrict src, void * restrict dst, int64_t n void quantize_row_iq3_s(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq3_s * restrict y = vy; - quantize_row_iq3_s_reference(x, y, k); + quantize_row_iq3_s_ref(x, y, k); } -void quantize_row_iq3_s_reference(const float * restrict x, block_iq3_s * restrict y, int64_t k) { +void quantize_row_iq3_s_ref(const float * restrict x, block_iq3_s * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq3_s(x, y, 1, k, NULL); } @@ -14487,7 +14487,7 @@ void quantize_row_iq4_nl(const float * restrict x, void * restrict vy, int64_t k } } -void quantize_row_iq4_nl_reference(const float * restrict x, block_iq4_nl * restrict y, int64_t k) { +void quantize_row_iq4_nl_ref(const float * restrict x, block_iq4_nl * restrict y, int64_t k) { assert(k % QK4_NL == 0); quantize_row_iq4_nl(x, y, k); } @@ -14515,10 +14515,10 @@ size_t quantize_iq4_xs(const float * restrict src, void * restrict dst, int64_t void quantize_row_iq4_xs(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq4_xs * restrict y = vy; - quantize_row_iq4_xs_reference(x, y, k); + quantize_row_iq4_xs_ref(x, y, k); } -void quantize_row_iq4_xs_reference(const float * restrict x, block_iq4_xs * restrict y, int64_t k) { +void quantize_row_iq4_xs_ref(const float * restrict x, block_iq4_xs * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq4_xs(x, y, 1, k, NULL); } @@ -14705,7 +14705,7 @@ size_t quantize_iq2_s(const float * restrict src, void * restrict dst, int64_t n return nrow * nblock * sizeof(block_iq2_s); } -void quantize_row_iq2_s_reference(const float * restrict x, block_iq2_s * restrict y, int64_t k) { +void quantize_row_iq2_s_ref(const float * restrict x, block_iq2_s * restrict y, int64_t k) { assert(k % QK_K == 0); quantize_iq2_s(x, y, 1, k, NULL); } @@ -14713,7 +14713,7 @@ void quantize_row_iq2_s_reference(const float * restrict x, block_iq2_s * restri void quantize_row_iq2_s(const float * restrict x, void * restrict vy, int64_t k) { assert(k % QK_K == 0); block_iq2_s * restrict y = vy; - quantize_row_iq2_s_reference(x, y, k); + quantize_row_iq2_s_ref(x, y, k); } static bool validate_float(float f, size_t i) { diff --git a/ggml/src/ggml-quants.h b/ggml/src/ggml-quants.h index 30983b872..88b1f3269 100644 --- a/ggml/src/ggml-quants.h +++ b/ggml/src/ggml-quants.h @@ -12,25 +12,25 @@ extern "C" { #endif // Quantization -void quantize_row_q4_0_reference(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q4_1_reference(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_0_reference(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_1_reference(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_0_reference(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_1_reference(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_0_ref(const float * GGML_RESTRICT x, block_q4_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_1_ref(const float * GGML_RESTRICT x, block_q4_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_0_ref(const float * GGML_RESTRICT x, block_q5_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_1_ref(const float * GGML_RESTRICT x, block_q5_1 * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_0_ref(const float * GGML_RESTRICT x, block_q8_0 * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_1_ref(const float * GGML_RESTRICT x, block_q8_1 * GGML_RESTRICT y, int64_t k); -void quantize_row_q2_K_reference(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q3_K_reference(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q4_K_reference(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q5_K_reference(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q6_K_reference(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k); -void quantize_row_q8_K_reference(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q2_K_ref(const float * GGML_RESTRICT x, block_q2_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q3_K_ref(const float * GGML_RESTRICT x, block_q3_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q4_K_ref(const float * GGML_RESTRICT x, block_q4_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q5_K_ref(const float * GGML_RESTRICT x, block_q5_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q6_K_ref(const float * GGML_RESTRICT x, block_q6_K * GGML_RESTRICT y, int64_t k); +void quantize_row_q8_K_ref(const float * GGML_RESTRICT x, block_q8_K * GGML_RESTRICT y, int64_t k); -void quantize_row_iq3_xxs_reference(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k); -void quantize_row_iq4_nl_reference (const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k); -void quantize_row_iq4_xs_reference (const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k); -void quantize_row_iq3_s_reference (const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k); -void quantize_row_iq2_s_reference (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); +void quantize_row_iq3_xxs_ref(const float * GGML_RESTRICT x, block_iq3_xxs * GGML_RESTRICT y, int64_t k); +void quantize_row_iq4_nl_ref (const float * GGML_RESTRICT x, block_iq4_nl * GGML_RESTRICT y, int64_t k); +void quantize_row_iq4_xs_ref (const float * GGML_RESTRICT x, block_iq4_xs * GGML_RESTRICT y, int64_t k); +void quantize_row_iq3_s_ref (const float * GGML_RESTRICT x, block_iq3_s * GGML_RESTRICT y, int64_t k); +void quantize_row_iq2_s_ref (const float * GGML_RESTRICT x, block_iq2_s * GGML_RESTRICT y, int64_t k); void quantize_row_q4_0(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); void quantize_row_q4_1(const float * GGML_RESTRICT x, void * GGML_RESTRICT y, int64_t k); diff --git a/ggml/src/ggml.c b/ggml/src/ggml.c index 1bb731e16..9a5414787 100644 --- a/ggml/src/ggml.c +++ b/ggml/src/ggml.c @@ -592,7 +592,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = (ggml_to_float_t) ggml_fp16_to_fp32_row, .from_float = (ggml_from_float_t) ggml_fp32_to_fp16_row, - .from_float_reference = (ggml_from_float_t) ggml_fp32_to_fp16_row, + .from_float_ref = (ggml_from_float_t) ggml_fp32_to_fp16_row, .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_f16, .vec_dot_type = GGML_TYPE_F16, .nrows = 1, @@ -604,7 +604,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_0, .from_float = quantize_row_q4_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_0_ref, .vec_dot = ggml_vec_dot_q4_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -620,7 +620,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_1, .from_float = quantize_row_q4_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_1_ref, .vec_dot = ggml_vec_dot_q4_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -636,7 +636,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_COUNT, .nrows = 1, @@ -648,7 +648,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_COUNT, .nrows = 1, @@ -660,7 +660,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_0, .from_float = quantize_row_q5_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_0_ref, .vec_dot = ggml_vec_dot_q5_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, @@ -672,7 +672,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_1, .from_float = quantize_row_q5_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_1_ref, .vec_dot = ggml_vec_dot_q5_1_q8_1, .vec_dot_type = GGML_TYPE_Q8_1, .nrows = 1, @@ -684,7 +684,8 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q8_0, .from_float = quantize_row_q8_0, - .from_float_reference = (ggml_from_float_t) quantize_row_q8_0_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q8_0_ref, + .from_float_to_mat = quantize_mat_q8_0, .vec_dot = ggml_vec_dot_q8_0_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, #if defined (__ARM_FEATURE_MATMUL_INT8) @@ -692,7 +693,6 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { #else .nrows = 1, #endif - .from_float_to_mat = quantize_mat_q8_0, }, [GGML_TYPE_Q8_1] = { .type_name = "q8_1", @@ -700,7 +700,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .type_size = sizeof(block_q8_1), .is_quantized = true, .from_float = quantize_row_q8_1, - .from_float_reference = (ggml_from_float_t) quantize_row_q8_1_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q8_1_ref, .vec_dot_type = GGML_TYPE_Q8_1, .nrows = 1, }, @@ -711,7 +711,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q2_K, .from_float = quantize_row_q2_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q2_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q2_K_ref, .vec_dot = ggml_vec_dot_q2_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -723,7 +723,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q3_K, .from_float = quantize_row_q3_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q3_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q3_K_ref, .vec_dot = ggml_vec_dot_q3_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -735,7 +735,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q4_K, .from_float = quantize_row_q4_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q4_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q4_K_ref, .vec_dot = ggml_vec_dot_q4_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -747,7 +747,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q5_K, .from_float = quantize_row_q5_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q5_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q5_K_ref, .vec_dot = ggml_vec_dot_q5_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -759,7 +759,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_q6_K, .from_float = quantize_row_q6_K, - .from_float_reference = (ggml_from_float_t) quantize_row_q6_K_reference, + .from_float_ref = (ggml_from_float_t) quantize_row_q6_K_ref, .vec_dot = ggml_vec_dot_q6_K_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -771,7 +771,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_xxs, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq2_xxs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -783,7 +783,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_xs, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq2_xs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -795,7 +795,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq3_xxs, .from_float = quantize_row_iq3_xxs, - .from_float_reference = (ggml_from_float_t)quantize_row_iq3_xxs_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq3_xxs_ref, .vec_dot = ggml_vec_dot_iq3_xxs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -807,7 +807,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq3_s, .from_float = quantize_row_iq3_s, - .from_float_reference = (ggml_from_float_t)quantize_row_iq3_s_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq3_s_ref, .vec_dot = ggml_vec_dot_iq3_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -819,7 +819,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq2_s, .from_float = quantize_row_iq2_s, - .from_float_reference = (ggml_from_float_t)quantize_row_iq2_s_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq2_s_ref, .vec_dot = ggml_vec_dot_iq2_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -831,7 +831,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq1_s, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq1_s_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -843,7 +843,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq1_m, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = ggml_vec_dot_iq1_m_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -855,7 +855,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq4_nl, .from_float = quantize_row_iq4_nl, - .from_float_reference = (ggml_from_float_t)quantize_row_iq4_nl_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq4_nl_ref, .vec_dot = ggml_vec_dot_iq4_nl_q8_0, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, @@ -867,7 +867,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = true, .to_float = (ggml_to_float_t) dequantize_row_iq4_xs, .from_float = quantize_row_iq4_xs, - .from_float_reference = (ggml_from_float_t)quantize_row_iq4_xs_reference, + .from_float_ref = (ggml_from_float_t)quantize_row_iq4_xs_ref, .vec_dot = ggml_vec_dot_iq4_xs_q8_K, .vec_dot_type = GGML_TYPE_Q8_K, .nrows = 1, @@ -886,7 +886,7 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { .is_quantized = false, .to_float = (ggml_to_float_t) ggml_bf16_to_fp32_row, .from_float = (ggml_from_float_t) ggml_fp32_to_bf16_row, - .from_float_reference = (ggml_from_float_t) ggml_fp32_to_bf16_row, + .from_float_ref = (ggml_from_float_t) ggml_fp32_to_bf16_row, .vec_dot = (ggml_vec_dot_t) ggml_vec_dot_bf16, .vec_dot_type = GGML_TYPE_BF16, .nrows = 1, @@ -894,48 +894,48 @@ static const ggml_type_traits_t type_traits[GGML_TYPE_COUNT] = { [GGML_TYPE_Q4_0_4_4] = { .type_name = "q4_0_4x4", .blck_size = QK4_0, + .blck_size_interleave = 4, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 4, - .interleave_blcksize = 4, .gemv = ggml_gemv_q4_0_4x4_q8_0, .gemm = ggml_gemm_q4_0_4x4_q8_0, }, [GGML_TYPE_Q4_0_4_8] = { .type_name = "q4_0_4x8", .blck_size = QK4_0, + .blck_size_interleave = 8, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 4, - .interleave_blcksize = 8, .gemv = ggml_gemv_q4_0_4x8_q8_0, .gemm = ggml_gemm_q4_0_4x8_q8_0, }, [GGML_TYPE_Q4_0_8_8] = { .type_name = "q4_0_8x8", .blck_size = QK4_0, + .blck_size_interleave = 8, .type_size = sizeof(block_q4_0), .is_quantized = true, .to_float = NULL, .from_float = NULL, - .from_float_reference = NULL, + .from_float_ref = NULL, .vec_dot = NULL, .vec_dot_type = GGML_TYPE_Q8_0, .nrows = 1, .ncols = 8, - .interleave_blcksize = 8, .gemv = ggml_gemv_q4_0_8x8_q8_0, .gemm = ggml_gemm_q4_0_8x8_q8_0, } @@ -3115,7 +3115,7 @@ size_t ggml_nbytes_pad(const struct ggml_tensor * tensor) { return GGML_PAD(ggml_nbytes(tensor), GGML_MEM_ALIGN); } -GGML_CALL int ggml_blck_size(enum ggml_type type) { +GGML_CALL int64_t ggml_blck_size(enum ggml_type type) { return type_traits[type].blck_size; } @@ -12192,15 +12192,14 @@ static void ggml_compute_forward_mul_mat( const enum ggml_type type = src0->type; - enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; - ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; - int64_t const vec_dot_num_rows = type_traits[type].nrows; - int64_t const matmul_num_cols = type_traits[type].ncols; - int64_t const interleave_blcksize = type_traits[type].interleave_blcksize; - ggml_from_float_to_mat_t const from_float_to_mat - = type_traits[vec_dot_type].from_float_to_mat; - ggml_gemv_t const gemv = type_traits[type].gemv; - ggml_gemm_t const gemm = type_traits[type].gemm; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float = type_traits[vec_dot_type].from_float; + ggml_from_float_to_mat_t const from_float_to_mat = type_traits[vec_dot_type].from_float_to_mat; + int64_t const vec_dot_num_rows = type_traits[type].nrows; + int64_t const matmul_num_cols = type_traits[type].ncols; + int64_t const blck_size_interleave = type_traits[type].blck_size_interleave; + ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_gemm_t const gemm = type_traits[type].gemm; GGML_ASSERT(ne0 == ne01); GGML_ASSERT(ne1 == ne11); @@ -12264,14 +12263,14 @@ UseGgmlGemm1:; for (int64_t i11 = ith * 4; i11 < ne11 - ne11 % 4; i11 += nth * 4) { from_float_to_mat((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - 4, ne10, interleave_blcksize); + 4, ne10, blck_size_interleave); } i11_processed = ne11 - ne11 % 4; } for (int64_t i11 = i11_processed + ith; i11 < ne11; i11 += nth) { - from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), - (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - ne10); + from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + ne10); } } } @@ -12355,7 +12354,7 @@ UseGgmlGemm2:; int64_t src0_start = (ith * ne01) / nth; int64_t src0_end = ((ith + 1) * ne01) / nth; src0_start = (src0_start % matmul_num_cols) ? src0_start + matmul_num_cols - (src0_start % matmul_num_cols): src0_start; - src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; + src0_end = (src0_end % matmul_num_cols) ? src0_end + matmul_num_cols - (src0_end % matmul_num_cols): src0_end; if (src0_start >= src0_end) return; // If there are more than three rows in src1, use gemm; otherwise, use gemv. @@ -12413,11 +12412,11 @@ static void ggml_compute_forward_mul_mat_id( const bool src1_cont = ggml_is_contiguous(src1); - ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; - enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; - ggml_from_float_t const from_float_to_vec_dot = type_traits[vec_dot_type].from_float; - int64_t const matmul_num_cols = type_traits[type].ncols; - ggml_gemv_t const gemv = type_traits[type].gemv; + ggml_vec_dot_t const vec_dot = type_traits[type].vec_dot; + enum ggml_type const vec_dot_type = type_traits[type].vec_dot_type; + ggml_from_float_t const from_float = type_traits[vec_dot_type].from_float; + int64_t const matmul_num_cols = type_traits[type].ncols; + ggml_gemv_t const gemv = type_traits[type].gemv; // we don't support permuted src0 or src1 GGML_ASSERT(nb00 == ggml_type_size(type)); @@ -12458,9 +12457,9 @@ static void ggml_compute_forward_mul_mat_id( for (int64_t i13 = 0; i13 < ne13; ++i13) { for (int64_t i12 = 0; i12 < ne12; ++i12) { for (int64_t i11 = ith; i11 < ne11; i11 += nth) { - from_float_to_vec_dot((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), - (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), - ne10); + from_float((float *)((char *) src1->data + i13*nb13 + i12*nb12 + i11*nb11), + (void *) (wdata + i13*nbw3 + i12*nbw2 + i11*nbw1), + ne10); } } } @@ -21063,8 +21062,8 @@ struct gguf_context * gguf_init_from_file(const char * fname, struct gguf_init_p (int64_t) info->ne[3]; if (ne % ggml_blck_size(info->type) != 0) { - fprintf(stderr, "%s: tensor '%s' of type %d (%s) number of elements (%" PRId64 ") is not a multiple of block size (%d)\n", - __func__, info->name.data, (int)info->type, ggml_type_name(info->type), ne, ggml_blck_size(info->type)); + fprintf(stderr, "%s: tensor '%s' of type %d (%s) number of elements (%" PRId64 ") is not a multiple of block size (%" PRId64 ")\n", + __func__, info->name.data, (int) info->type, ggml_type_name(info->type), ne, ggml_blck_size(info->type)); fclose(file); gguf_free(ctx); return NULL; diff --git a/tests/test-double-float.cpp b/tests/test-double-float.cpp index 753dae911..6aac4737a 100644 --- a/tests/test-double-float.cpp +++ b/tests/test-double-float.cpp @@ -14,7 +14,7 @@ #pragma GCC diagnostic push #pragma GCC diagnostic ignored "-Wdouble-promotion" -// ggml.c::quantize_row_q4_0_reference +// ggml.c::quantize_row_q4_0_ref inline static uint8_t round_orig(float v0) { return ((int8_t) (round(v0))) + 8; } // ggml.c::ggml_silu_f32 @@ -24,7 +24,7 @@ inline static float silu_orig(float x) { #pragma GCC diagnostic pop -// ggml.c::quantize_row_q4_0_reference +// ggml.c::quantize_row_q4_0_ref inline static uint8_t round_float(float v0) { return (int8_t)roundf(v0) + 8; } // ggml.c::ggml_silu_f32 diff --git a/tests/test-quantize-fns.cpp b/tests/test-quantize-fns.cpp index e690ac6c8..c97458d1d 100644 --- a/tests/test-quantize-fns.cpp +++ b/tests/test-quantize-fns.cpp @@ -60,7 +60,7 @@ static float reference_quantization_error(ggml_type_traits_t & qfns, size_t test qfns.from_float(test_data, tmp_q.data(), test_size); qfns.to_float(tmp_q.data(), tmp_out.data(), test_size); - qfns.from_float_reference(test_data, tmp_q.data(), test_size); + qfns.from_float_ref(test_data, tmp_q.data(), test_size); qfns.to_float(tmp_q.data(), tmp_out_ref.data(), test_size); return array_rmse(tmp_out.data(), tmp_out_ref.data(), test_size); diff --git a/tests/test-quantize-perf.cpp b/tests/test-quantize-perf.cpp index 48d9fae3d..24e066053 100644 --- a/tests/test-quantize-perf.cpp +++ b/tests/test-quantize-perf.cpp @@ -285,7 +285,7 @@ int main(int argc, char * argv[]) { for (size_t size : params.test_sizes) { printf(" %zu values (%.2f MB)\n", size, 4*size/(float)(1024*1024)); auto quantize_fn = [&](void) -> float { - qfns.from_float_reference(test_data1, test_q1, size); + qfns.from_float_ref(test_data1, test_q1, size); return test_q1[0]; }; size_t quantized_size = ggml_row_size(type, size);