ggml : add Q8_0 quantization format (rename the old one to Q8_1) (ARM NEON) (#1179)
* ggml : add Q8_0 quantization format (rename the old one to Q8_1) * tests : fix test-quantize-fns * ggml : finalize Q8_0 implementation * ggml : use q4_0_q8_0 and q4_2_q8_0 * ggml : fix Q8_0 dot product bug (ARM) * ggml : Q8_0 unroll x2 * ggml : fix bug - using wrong block type * ggml : extend quantize_fns_t with "vec_dot_type" * ggml : fix Q8_0 to use 255 values out of 256 * ggml : fix assert using wrong QK4_2 instead of QK4_3
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8 changed files with 312 additions and 147 deletions
3
ggml.h
3
ggml.h
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@ -223,6 +223,7 @@ extern "C" {
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GGML_TYPE_Q4_2 = 4,
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GGML_TYPE_Q4_3 = 5,
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GGML_TYPE_Q8_0 = 6,
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GGML_TYPE_Q8_1 = 7,
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GGML_TYPE_I8,
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GGML_TYPE_I16,
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GGML_TYPE_I32,
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@ -832,6 +833,7 @@ extern "C" {
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GGML_API size_t ggml_quantize_q4_1(const float * src, void * dst, int n, int k, int64_t * hist);
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GGML_API size_t ggml_quantize_q4_2(const float * src, void * dst, int n, int k, int64_t * hist);
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GGML_API size_t ggml_quantize_q4_3(const float * src, void * dst, int n, int k, int64_t * hist);
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GGML_API size_t ggml_quantize_q8_0(const float * src, void * dst, int n, int k, int64_t * hist);
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GGML_API size_t ggml_quantize_chunk(enum ggml_type type, const float * src, void * dst, int start, int n, int64_t * hist);
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@ -876,6 +878,7 @@ extern "C" {
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quantize_row_q_t quantize_row_q_reference;
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quantize_row_q_t quantize_row_q_dot;
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vec_dot_q_t vec_dot_q;
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enum ggml_type vec_dot_type;
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} quantize_fns_t;
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quantize_fns_t ggml_internal_get_quantize_fn(size_t i);
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