191 lines
8.2 KiB
C
191 lines
8.2 KiB
C
/**
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* llama.cpp - git f64d44a9b9581cd58f7ec40f4fa1c3ca5ca18e1e
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*
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* MIT License
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*
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* Copyright (c) 2023 Georgi Gerganov
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*
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* Permission is hereby granted, free of charge, to any person obtaining a copy
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* of this software and associated documentation files (the "Software"), to deal
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* in the Software without restriction, including without limitation the rights
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* to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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* copies of the Software, and to permit persons to whom the Software is
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* furnished to do so, subject to the following conditions:
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*
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* The above copyright notice and this permission notice shall be included in all
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* copies or substantial portions of the Software.
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*
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* THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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* IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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* FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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* AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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* LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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* OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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* SOFTWARE.
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*/
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#pragma once
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#include "ggml.h"
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#include <stdint.h>
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#include <assert.h>
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#include <stddef.h>
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// Super-block size
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#ifdef GGML_QKK_64
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#define QK_K 64
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#define K_SCALE_SIZE 4
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#else
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#define QK_K 256
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#define K_SCALE_SIZE 12
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#endif
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#ifndef static_assert
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#if defined(__STDC_VERSION__) && (__STDC_VERSION__ >= 201100L)
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#define static_assert(cond, msg) _Static_assert(cond, msg)
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#else
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#define static_assert(cond, msg) struct global_scope_noop_trick
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#endif
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#endif
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//
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// Super-block quantization structures
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//
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// 2-bit quantization
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// weight is represented as x = a * q + b
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// 16 blocks of 16 elemenets each
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// Effectively 2.5625 bits per weight
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typedef struct {
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uint8_t scales[QK_K/16]; // scales and mins, quantized with 4 bits
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uint8_t qs[QK_K/4]; // quants
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ggml_fp16_t d; // super-block scale for quantized scales
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ggml_fp16_t dmin; // super-block scale for quantized mins
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} block_q2_K;
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static_assert(sizeof(block_q2_K) == 2*sizeof(ggml_fp16_t) + QK_K/16 + QK_K/4, "wrong q2_K block size/padding");
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// 3-bit quantization
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// weight is represented as x = a * q
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// 16 blocks of 16 elemenets each
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// Effectively 3.4375 bits per weight
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#ifdef GGML_QKK_64
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typedef struct {
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uint8_t hmask[QK_K/8]; // quants - high bit
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uint8_t qs[QK_K/4]; // quants - low 2 bits
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uint8_t scales[2];
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ggml_fp16_t d; // super-block scale
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} block_q3_K;
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static_assert(sizeof(block_q3_K) == sizeof(ggml_fp16_t) + QK_K / 4 + QK_K / 8 + 2, "wrong q3_K block size/padding");
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#else
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typedef struct {
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uint8_t hmask[QK_K/8]; // quants - high bit
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uint8_t qs[QK_K/4]; // quants - low 2 bits
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uint8_t scales[12]; // scales, quantized with 6 bits
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ggml_fp16_t d; // super-block scale
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} block_q3_K;
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static_assert(sizeof(block_q3_K) == sizeof(ggml_fp16_t) + QK_K / 4 + QK_K / 8 + 12, "wrong q3_K block size/padding");
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#endif
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// 4-bit quantization
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// 16 blocks of 32 elements each
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// weight is represented as x = a * q + b
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// Effectively 4.5 bits per weight
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#ifdef GGML_QKK_64
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typedef struct {
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ggml_fp16_t d[2]; // super-block scales/mins
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uint8_t scales[2]; // 4-bit block scales/mins
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uint8_t qs[QK_K/2]; // 4--bit quants
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} block_q4_K;
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static_assert(sizeof(block_q4_K) == 2*sizeof(ggml_fp16_t) + QK_K/2 + 2, "wrong q4_K block size/padding");
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#else
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typedef struct {
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ggml_fp16_t d; // super-block scale for quantized scales
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ggml_fp16_t dmin; // super-block scale for quantized mins
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uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits
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uint8_t qs[QK_K/2]; // 4--bit quants
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} block_q4_K;
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static_assert(sizeof(block_q4_K) == 2*sizeof(ggml_fp16_t) + K_SCALE_SIZE + QK_K/2, "wrong q4_K block size/padding");
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#endif
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// 5-bit quantization
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// 16 blocks of 32 elements each
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// weight is represented as x = a * q + b
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// Effectively 5.5 bits per weight
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#ifdef GGML_QKK_64
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typedef struct {
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ggml_fp16_t d; // super-block scale
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int8_t scales[QK_K/16]; // 8-bit block scales
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uint8_t qh[QK_K/8]; // quants, high bit
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uint8_t qs[QK_K/2]; // quants, low 4 bits
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} block_q5_K;
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static_assert(sizeof(block_q5_K) == sizeof(ggml_fp16_t) + QK_K/2 + QK_K/8 + QK_K/16, "wrong q5_K block size/padding");
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#else
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typedef struct {
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ggml_fp16_t d; // super-block scale for quantized scales
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ggml_fp16_t dmin; // super-block scale for quantized mins
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uint8_t scales[K_SCALE_SIZE]; // scales and mins, quantized with 6 bits
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uint8_t qh[QK_K/8]; // quants, high bit
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uint8_t qs[QK_K/2]; // quants, low 4 bits
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} block_q5_K;
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static_assert(sizeof(block_q5_K) == 2*sizeof(ggml_fp16_t) + K_SCALE_SIZE + QK_K/2 + QK_K/8, "wrong q5_K block size/padding");
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#endif
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// 6-bit quantization
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// weight is represented as x = a * q
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// 16 blocks of 16 elemenets each
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// Effectively 6.5625 bits per weight
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typedef struct {
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uint8_t ql[QK_K/2]; // quants, lower 4 bits
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uint8_t qh[QK_K/4]; // quants, upper 2 bits
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int8_t scales[QK_K/16]; // scales, quantized with 8 bits
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ggml_fp16_t d; // super-block scale
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} block_q6_K;
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static_assert(sizeof(block_q6_K) == sizeof(ggml_fp16_t) + QK_K / 16 + 3*QK_K/4, "wrong q6_K block size/padding");
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// This is only used for intermediate quantization and dot products
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typedef struct {
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float d; // delta
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int8_t qs[QK_K]; // quants
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int16_t bsums[QK_K/16]; // sum of quants in groups of 16
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} block_q8_K;
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static_assert(sizeof(block_q8_K) == sizeof(float) + QK_K + QK_K/16*sizeof(int16_t), "wrong q8_K block size/padding");
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// Quantization
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void quantize_row_q2_K_reference(const float * restrict x, block_q2_K * restrict y, int k);
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void quantize_row_q3_K_reference(const float * restrict x, block_q3_K * restrict y, int k);
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void quantize_row_q4_K_reference(const float * restrict x, block_q4_K * restrict y, int k);
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void quantize_row_q5_K_reference(const float * restrict x, block_q5_K * restrict y, int k);
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void quantize_row_q6_K_reference(const float * restrict x, block_q6_K * restrict y, int k);
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void quantize_row_q8_K_reference(const float * restrict x, block_q8_K * restrict y, int k);
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void quantize_row_q2_K(const float * restrict x, void * restrict y, int k);
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void quantize_row_q3_K(const float * restrict x, void * restrict y, int k);
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void quantize_row_q4_K(const float * restrict x, void * restrict y, int k);
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void quantize_row_q5_K(const float * restrict x, void * restrict y, int k);
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void quantize_row_q6_K(const float * restrict x, void * restrict y, int k);
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void quantize_row_q8_K(const float * restrict x, void * restrict y, int k);
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// Dequantization
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void dequantize_row_q2_K(const block_q2_K * restrict x, float * restrict y, int k);
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void dequantize_row_q3_K(const block_q3_K * restrict x, float * restrict y, int k);
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void dequantize_row_q4_K(const block_q4_K * restrict x, float * restrict y, int k);
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void dequantize_row_q5_K(const block_q5_K * restrict x, float * restrict y, int k);
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void dequantize_row_q6_K(const block_q6_K * restrict x, float * restrict y, int k);
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void dequantize_row_q8_K(const block_q8_K * restrict x, float * restrict y, int k);
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// Dot product
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void ggml_vec_dot_q2_K_q8_K(int n, float * restrict s, const void * restrict vx, const void * restrict vy);
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void ggml_vec_dot_q3_K_q8_K(int n, float * restrict s, const void * restrict vx, const void * restrict vy);
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void ggml_vec_dot_q4_K_q8_K(int n, float * restrict s, const void * restrict vx, const void * restrict vy);
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void ggml_vec_dot_q5_K_q8_K(int n, float * restrict s, const void * restrict vx, const void * restrict vy);
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void ggml_vec_dot_q6_K_q8_K(int n, float * restrict s, const void * restrict vx, const void * restrict vy);
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// Quantization with histogram collection
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size_t ggml_quantize_q2_K(const float * src, void * dst, int n, int k, int64_t * hist);
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size_t ggml_quantize_q3_K(const float * src, void * dst, int n, int k, int64_t * hist);
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size_t ggml_quantize_q4_K(const float * src, void * dst, int n, int k, int64_t * hist);
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size_t ggml_quantize_q5_K(const float * src, void * dst, int n, int k, int64_t * hist);
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size_t ggml_quantize_q6_K(const float * src, void * dst, int n, int k, int64_t * hist);
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