ggml-quants : faster 1.625 bpw AVX2 vec_dot
Not using a lookup table anymore makes it match q4_0 speed. * gguf-py : fix formatting * llama : remove spaces on empty line
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2 changed files with 58 additions and 31 deletions
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@ -148,9 +148,9 @@ def __quantize_q1_3_rows(n: np.ndarray) -> np.ndarray:
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q48 = np.sum(q48 * pow3.reshape((1, 1, 4)), axis=2, keepdims=True).reshape((n_blocks, 12))
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q4 = np.sum(q4 * pow3.reshape((1, 4)), axis=1, keepdims=True)
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q48 = q48 + (q12 * 81)
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q = np.concatenate([q48, q4], axis=1);
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q = np.concatenate([q48, q4], axis=1)
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q = ((q.astype(np.uint16) * 256) // 243).astype(np.uint8)
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q = np.where(q != 0, q + 1, 0);
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q = np.where(q != 0, q + 1, 0)
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return q.reshape(__quantize_q1_3_shape_change(shape))
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@ -170,4 +170,3 @@ def quantize_q1_3(data: np.ndarray):
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return __quantize_q1_3_lazy(data)
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else:
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return __quantize_q1_3_array(data)
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