ggml : remove q1_3 and q2_2
* llama : remove the separate scale tensors of BitNet b1.58 They won't be needed, since the remaining ternary quant types have built-in scales.
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12 changed files with 45 additions and 693 deletions
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@ -15,13 +15,13 @@
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constexpr float MAX_QUANTIZATION_REFERENCE_ERROR = 0.0001f;
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constexpr float MAX_QUANTIZATION_TOTAL_ERROR = 0.002f;
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constexpr float MAX_QUANTIZATION_TOTAL_ERROR_TERNARY = 0.015625f; // TODO: change to 0.01f
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constexpr float MAX_QUANTIZATION_TOTAL_ERROR_TERNARY = 0.01f;
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constexpr float MAX_QUANTIZATION_TOTAL_ERROR_2BITS = 0.0075f;
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constexpr float MAX_QUANTIZATION_TOTAL_ERROR_3BITS = 0.0040f;
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constexpr float MAX_QUANTIZATION_TOTAL_ERROR_3BITS_XXS = 0.0050f;
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constexpr float MAX_DOT_PRODUCT_ERROR = 0.02f;
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constexpr float MAX_DOT_PRODUCT_ERROR_LOWBIT = 0.04f;
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constexpr float MAX_DOT_PRODUCT_ERROR_TERNARY = 0.5f; // TODO: change to 0.15f
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constexpr float MAX_DOT_PRODUCT_ERROR_TERNARY = 0.15f;
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static const char* RESULT_STR[] = {"ok", "FAILED"};
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@ -146,8 +146,6 @@ int main(int argc, char * argv[]) {
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if (qfns.from_float && qfns.to_float) {
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const float total_error = total_quantization_error(qfns, test_size, test_data.data());
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const float max_quantization_error =
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type == GGML_TYPE_Q1_3 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
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type == GGML_TYPE_Q2_2 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
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type == GGML_TYPE_TQ1_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
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type == GGML_TYPE_TQ2_0 ? MAX_QUANTIZATION_TOTAL_ERROR_TERNARY :
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type == GGML_TYPE_Q2_K ? MAX_QUANTIZATION_TOTAL_ERROR_2BITS :
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@ -172,7 +170,7 @@ int main(int argc, char * argv[]) {
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const float max_allowed_error = type == GGML_TYPE_Q2_K || type == GGML_TYPE_IQ2_XS || type == GGML_TYPE_IQ2_XXS ||
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type == GGML_TYPE_IQ3_XXS || type == GGML_TYPE_IQ3_S || type == GGML_TYPE_IQ2_S
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? MAX_DOT_PRODUCT_ERROR_LOWBIT
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: type == GGML_TYPE_Q2_2 || type == GGML_TYPE_Q1_3 || type == GGML_TYPE_TQ1_0 || type == GGML_TYPE_TQ2_0
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: type == GGML_TYPE_TQ1_0 || type == GGML_TYPE_TQ2_0
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? MAX_DOT_PRODUCT_ERROR_TERNARY
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: MAX_DOT_PRODUCT_ERROR;
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failed = !(vec_dot_error < max_allowed_error);
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