From 45839532e49bfb82ab190d4342e823fd6024b9e9 Mon Sep 17 00:00:00 2001 From: Steven Shimizu Date: Fri, 30 Aug 2024 22:15:31 +0000 Subject: [PATCH] Remove torch compile from benchmark scripts --- benchmark/benchmark_layer_norm.py | 24 +++++++----------- .../layernorm-full-memory-benchmark.csv | 12 ++++----- .../layernorm-full-memory-benchmark.png | Bin 31023 -> 29321 bytes .../layernorm-full-speed-benchmark.csv | 12 ++++----- .../layernorm-full-speed-benchmark.png | Bin 38968 -> 29034 bytes .../layernorm-fwd-speed-benchmark.csv | 12 ++++----- .../layernorm-fwd-speed-benchmark.png | Bin 35079 -> 27687 bytes 7 files changed, 27 insertions(+), 33 deletions(-) diff --git a/benchmark/benchmark_layer_norm.py b/benchmark/benchmark_layer_norm.py index 77577a7c8..142f0fd10 100644 --- a/benchmark/benchmark_layer_norm.py +++ b/benchmark/benchmark_layer_norm.py @@ -15,9 +15,9 @@ x_vals=[2**i for i in range(10, 15)], xlabel="hidden size", line_arg="provider", - line_vals=["liger", "huggingface", "torch_compile"], - line_names=["Liger", "Hugging Face", "Torch Compile"], - styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], + line_vals=["liger", "huggingface"], + line_names=["Liger", "Hugging Face"], + styles=[("blue", "solid"), ("orange", "solid")], ylabel="time (ms)", plot_name="layernorm-fwd-speed-benchmark", args={"M": 4096, "dtype": torch.float32, "mode": "forward"}, @@ -27,9 +27,9 @@ x_vals=[2**i for i in range(10, 15)], xlabel="hidden size", line_arg="provider", - line_vals=["liger", "huggingface", "torch_compile"], - line_names=["Liger", "Hugging Face", "Torch Compile"], - styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], + line_vals=["liger", "huggingface"], + line_names=["Liger", "Hugging Face"], + styles=[("blue", "solid"), ("orange", "solid")], ylabel="time (ms)", plot_name="layernorm-full-speed-benchmark", args={"M": 4096, "dtype": torch.float32, "mode": "full"}, @@ -40,7 +40,6 @@ def bench_speed_layer_norm(M, N, dtype, provider, mode, eps=1e-6, device="cuda") x_shape = (M, N) triton_ln = LigerLayerNorm(hidden_size=N).to("cuda") torch_ln = torch.nn.LayerNorm(N, eps=eps).to("cuda") - torch_compile_ln = torch.compile(torch_ln) x = torch.randn(x_shape, dtype=dtype, device="cuda") dy = torch.randn_like(x) @@ -52,8 +51,6 @@ def y_fwd(): return triton_ln(x) if provider == "huggingface": return torch_ln(x) - if provider == "torch_compile": - return torch_compile_ln(x) if mode == "forward": ms, min_ms, max_ms = triton.testing.do_bench( @@ -98,9 +95,9 @@ def benchmark_speed_layer_norm_wrapper(): x_vals=[2**i for i in range(10, 15)], xlabel="hidden size", line_arg="provider", - line_vals=["liger", "huggingface", "torch_compile"], - line_names=["Liger", "Hugging Face", "Torch Compile"], - styles=[("blue", "solid"), ("orange", "solid"), ("green", "solid")], + line_vals=["liger", "huggingface"], + line_names=["Liger", "Hugging Face"], + styles=[("blue", "solid"), ("orange", "solid")], ylabel="GPU memory usage (MB)", plot_name="layernorm-full-memory-benchmark", args={"M": 4096, "dtype": torch.float32, "mode": "full"}, @@ -112,7 +109,6 @@ def bench_memory_layer_norm(M, N, dtype, provider, mode, eps=1e-6, device="cuda" triton_ln = LigerLayerNorm(hidden_size=N).to("cuda") torch_ln = torch.nn.LayerNorm(N, eps=eps).to("cuda") - torch_compile_ln = torch.compile(torch_ln) x = torch.randn(x_shape, dtype=dtype, device="cuda") dy = torch.randn_like(x) @@ -123,8 +119,6 @@ def y_fwd(): return triton_ln(x) if provider == "huggingface": return torch_ln(x) - if provider == "torch_compile": - return torch_compile_ln(x) def full(): y = y_fwd() diff --git a/benchmark/layer_norm_memory/layernorm-full-memory-benchmark.csv b/benchmark/layer_norm_memory/layernorm-full-memory-benchmark.csv index 85e9e6155..e20a7b119 100644 --- a/benchmark/layer_norm_memory/layernorm-full-memory-benchmark.csv +++ b/benchmark/layer_norm_memory/layernorm-full-memory-benchmark.csv @@ -1,6 +1,6 @@ -N,Liger,Hugging Face,Torch Compile 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