Revert "[Performance] Move apply_w8a8_block_fp8_linear to an op class… (#25607)
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
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@@ -11,7 +11,7 @@ from tests.kernels.quant_utils import (native_per_token_group_quant_fp8,
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native_w8a8_block_matmul)
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from vllm.config import VllmConfig
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from vllm.model_executor.layers.quantization.utils.fp8_utils import (
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cutlass_scaled_mm, per_token_group_quant_fp8, w8a8_triton_block_scaled_mm)
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cutlass_scaled_mm, per_token_group_quant_fp8, w8a8_block_fp8_matmul)
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from vllm.platforms import current_platform
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from vllm.utils import has_deep_gemm
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from vllm.utils.deep_gemm import (fp8_gemm_nt,
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@@ -91,8 +91,7 @@ def test_w8a8_block_fp8_matmul(M, N, K, block_size, out_dtype, seed):
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ref_out = native_w8a8_block_matmul(A_fp8, B_fp8, As, Bs, block_size,
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out_dtype)
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out = w8a8_triton_block_scaled_mm(A_fp8, B_fp8, As, Bs, block_size,
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out_dtype)
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out = w8a8_block_fp8_matmul(A_fp8, B_fp8, As, Bs, block_size, out_dtype)
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rel_diff = (torch.mean(
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torch.abs(out.to(torch.float32) - ref_out.to(torch.float32))) /
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