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@@ -58,3 +58,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+05_gpt2/gpt2_b1_n64_compile_default.json filter=lfs diff=lfs merge=lfs -text
+05_gpt2/gpt2_b1_n64_eager.json filter=lfs diff=lfs merge=lfs -text

01_matmul/4096_bf16_compile.json

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01_matmul/4096_bf16_compile.txt

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+ampere_bf16_s16816gemm_bf16_128x256_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       2.356ms       100.00%       2.356ms     588.958us             4  
+                                          ProfilerStep*         1.18%      55.053us        10.80%     502.172us     167.391us       0.000us         0.00%       1.778ms     592.806us             3  
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+                             Torch-Compiled Region: 0/0         2.53%     117.879us         7.26%     337.442us     112.481us       0.000us         0.00%       1.778ms     592.806us             3  
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+                                               aten::mm         1.24%      57.528us         2.11%      98.014us      32.671us       1.778ms        75.49%       1.778ms     592.806us             3  
+## Call CompiledFxGraph f4im23ygpafciri5gif4jws57qnt...         0.00%       0.000us         0.00%       0.000us       0.000us       1.778ms        75.49%       1.778ms     592.806us             3  
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+                                      Pregraph bytecode         0.20%       9.187us         0.20%       9.187us       3.062us       0.000us         0.00%       0.000us       0.000us             3  
+                 AOTDispatcher Runtime Wrapper Prologue         0.31%      14.328us         0.31%      14.328us       4.776us       0.000us         0.00%       0.000us       0.000us             3  
+          cudaOccupancyMaxActiveBlocksPerMultiprocessor         0.11%       4.899us         0.11%       4.899us       1.633us       0.000us         0.00%       0.000us       0.000us             3  
+                                       cudaLaunchKernel         0.77%      35.587us         0.77%      35.587us      11.862us       0.000us         0.00%       0.000us       0.000us             3  
+                                  cudaDeviceSynchronize        89.20%       4.148ms        89.20%       4.148ms       4.148ms       0.000us         0.00%       0.000us       0.000us             1  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 4.651ms
+Self CUDA time total: 2.356ms

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+}

01_matmul/4096_bf16_eager.txt

@@ -0,0 +1,15 @@
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+ampere_bf16_s16816gemm_bf16_128x256_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       2.353ms       100.00%       2.353ms     588.196us             4  
+                                          ProfilerStep*         1.00%      47.228us         4.32%     203.070us      67.690us       0.000us         0.00%       1.777ms     592.303us             3  
+                                                 matmul         1.16%      54.341us         3.31%     155.842us      51.947us       0.000us         0.00%       1.777ms     592.303us             3  
+                                           aten::matmul         0.16%       7.655us         2.16%     101.501us      33.834us       0.000us         0.00%       1.777ms     592.303us             3  
+                                               aten::mm         1.35%      63.270us         2.00%      93.846us      31.282us       1.777ms        75.52%       1.777ms     592.303us             3  
+                                                 matmul         0.00%       0.000us         0.00%       0.000us       0.000us       1.777ms        75.52%       1.777ms     592.303us             3  
+          cudaOccupancyMaxActiveBlocksPerMultiprocessor         0.08%       3.827us         0.08%       3.827us       1.276us       0.000us         0.00%       0.000us       0.000us             3  
+                                       cudaLaunchKernel         0.57%      26.749us         0.57%      26.749us       8.916us       0.000us         0.00%       0.000us       0.000us             3  
+                                  cudaDeviceSynchronize        95.68%       4.500ms        95.68%       4.500ms       4.500ms       0.000us         0.00%       0.000us       0.000us             1  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 4.703ms
+Self CUDA time total: 2.353ms

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01_matmul/64_bf16_eager.txt

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
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+                                                 matmul         2.41%      56.325us         7.02%     164.468us      54.823us       0.000us         0.00%      14.560us       4.853us             3  
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+                                               aten::mm         2.82%      66.125us         4.22%      98.916us      32.972us      14.560us        73.03%      14.560us       4.853us             3  
+                                                 matmul         0.00%       0.000us         0.00%       0.000us       0.000us      14.560us        73.03%      14.560us       4.853us             3  
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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 2.341ms
+Self CUDA time total: 19.936us

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02_linear/1024_1024_1024_compile.txt

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
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+                                             linear_fwd         5.94%     138.181us        23.02%     535.665us     178.555us       0.000us         0.00%      59.072us      19.691us             3  
+                             Torch-Compiled Region: 0/0         5.02%     116.899us        15.72%     365.835us     121.945us       0.000us         0.00%      59.072us      19.691us             3  
+## Call CompiledFxGraph fbvbbstyw3uegkj3c67ubinlgbj6...         5.06%     117.670us         9.68%     225.242us      75.081us       0.000us         0.00%      59.072us      19.691us             3  
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+ampere_bf16_s16816gemm_bf16_128x128_ldg8_relu_f2f_st...         0.00%       0.000us         0.00%       0.000us       0.000us      59.072us       100.00%      59.072us      19.691us             3  
+## Call CompiledFxGraph fbvbbstyw3uegkj3c67ubinlgbj6...         0.00%       0.000us         0.00%       0.000us       0.000us      59.072us       100.00%      59.072us      19.691us             3  
+                               TorchDynamo Cache Lookup         1.36%      31.649us         1.36%      31.649us      10.550us       0.000us         0.00%       0.000us       0.000us             3  
+                                      Pregraph bytecode         0.45%      10.489us         0.45%      10.489us       3.496us       0.000us         0.00%       0.000us       0.000us             3  
+                 AOTDispatcher Runtime Wrapper Prologue         0.57%      13.205us         0.57%      13.205us       4.402us       0.000us         0.00%       0.000us       0.000us             3  
+                                       cudaLaunchKernel         1.64%      38.232us         1.64%      38.232us      12.744us       0.000us         0.00%       0.000us       0.000us             3  
+                                  cudaDeviceSynchronize        74.41%       1.732ms        74.41%       1.732ms       1.732ms       0.000us         0.00%       0.000us       0.000us             1  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 2.327ms
+Self CUDA time total: 59.072us

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
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03_liger_mlp/64_128_768_3072.txt

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+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
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+Self CUDA time total: 2.208ms

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03_mlp/64_128_768_3072_compile.txt

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+## Call CompiledFxGraph fdb4mhzrfhvcjrli2zubzpxw3puk...         0.00%       0.000us         0.00%       0.000us       0.000us       1.938ms        81.63%       1.938ms     646.159us             3  
+                                          ProfilerStep*         1.25%      58.710us        19.86%     934.823us     311.608us       0.000us         0.00%       1.927ms     642.373us             3  
+                                                mlp_fwd         3.02%     142.237us        18.61%     876.113us     292.038us       0.000us         0.00%       1.927ms     642.373us             3  
+                             Torch-Compiled Region: 0/0         2.55%     119.896us        15.01%     706.514us     235.505us       0.000us         0.00%       1.927ms     642.373us             3  
+## Call CompiledFxGraph fdb4mhzrfhvcjrli2zubzpxw3puk...         6.10%     287.047us        11.88%     559.258us     186.419us       0.000us         0.00%       1.927ms     642.373us             3  
+                                               aten::mm         2.92%     137.641us         4.64%     218.431us      24.270us       1.659ms        69.87%       1.659ms     184.360us             9  
+ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       1.312ms        55.23%       1.312ms     187.375us             7  
+ampere_bf16_s16816gemm_bf16_128x256_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us     706.019us        29.73%     706.019us     176.505us             4  
+               triton_poi_fused__unsafe_view_gelu_mul_0         0.00%       0.000us         0.00%       0.000us       0.000us     357.091us        15.04%     357.091us      89.273us             4  
+               triton_poi_fused__unsafe_view_gelu_mul_0         0.73%      34.514us         1.14%      53.780us      17.927us     267.875us        11.28%     267.875us      89.292us             3  
+                               TorchDynamo Cache Lookup         0.58%      27.362us         0.58%      27.362us       9.121us       0.000us         0.00%       0.000us       0.000us             3  
+                                      Pregraph bytecode         0.28%      12.994us         0.28%      12.994us       4.331us       0.000us         0.00%       0.000us       0.000us             3  
+                 AOTDispatcher Runtime Wrapper Prologue         0.31%      14.366us         0.31%      14.366us       4.789us       0.000us         0.00%       0.000us       0.000us             3  
+          cudaOccupancyMaxActiveBlocksPerMultiprocessor         0.21%       9.938us         0.21%       9.938us       1.104us       0.000us         0.00%       0.000us       0.000us             9  
+                                       cudaLaunchKernel         1.51%      70.852us         1.51%      70.852us       7.872us       0.000us         0.00%       0.000us       0.000us             9  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 4.708ms
+Self CUDA time total: 2.375ms

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+      "External id": 10,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 77,      "registers per thread": 226,      "shared memory": 81920,      "blocks per SM": 14.222222,      "warps per SM": 56.888889,      "grid": [24, 64, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 0
+    }
+  },
+  {
+    "ph": "f", "id": 77, "pid": 0, "tid": 7, "ts": 3562423493060.299,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423492709.407, "dur": 10.960,
+    "args": {
+      "External id": 10,      "cbid": 211, "correlation": 77
+    }
+  },
+  {
+    "ph": "s", "id": 77, "pid": 398362, "tid": 398362, "ts": 3562423492709.407,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::GeluCUDAKernelImpl(at::TensorIteratorBase&, at::native::GeluType)::{lambda()#1}::operator()() const::{lambda()#4}::operator()() const::{lambda(c10::BFloat16)#1}, std::array<char*, 2ul> >(int, at::native::GeluCUDAKernelImpl(at::TensorIteratorBase&, at::native::GeluType)::{lambda()#1}::operator()() const::{lambda()#4}::operator()() const::{lambda(c10::BFloat16)#1}, std::array<char*, 2ul>)", "pid": 0, "tid": 7,
+    "ts": 3562423493251.756, "dur": 69.217,
+    "args": {
+      "External id": 12,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 87,      "registers per thread": 31,      "shared memory": 0,      "blocks per SM": 227.555557,      "warps per SM": 910.222229,      "grid": [24576, 1, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 100
+    }
+  },
+  {
+    "ph": "f", "id": 87, "pid": 0, "tid": 7, "ts": 3562423493251.756,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423492748.991, "dur": 6.963,
+    "args": {
+      "External id": 12,      "cbid": 211, "correlation": 87
+    }
+  },
+  {
+    "ph": "s", "id": 87, "pid": 398362, "tid": 398362, "ts": 3562423492748.991,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423492794.096, "dur": 1.042,
+    "args": {
+      "External id": 20,      "cbid": 210, "correlation": 100
+    }
+  },
+  {
+    "ph": "f", "id": 100, "pid": 398362, "tid": 398362, "ts": 3562423492794.096,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_tn", "pid": 0, "tid": 7,
+    "ts": 3562423493322.028, "dur": 191.842,
+    "args": {
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+    }
+  },
+  {
+    "ph": "f", "id": 102, "pid": 0, "tid": 7, "ts": 3562423493322.028,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423492797.572, "dur": 6.723,
+    "args": {
+      "External id": 20,      "cbid": 211, "correlation": 102
+    }
+  },
+  {
+    "ph": "s", "id": 102, "pid": 398362, "tid": 398362, "ts": 3562423492797.572,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, at::native::binary_internal::MulFunctor<float> >, std::array<char*, 3ul> >(int, at::native::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, at::native::binary_internal::MulFunctor<float> >, std::array<char*, 3ul>)", "pid": 0, "tid": 7,
+    "ts": 3562423493515.118, "dur": 87.488,
+    "args": {
+      "External id": 22,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 112,      "registers per thread": 32,      "shared memory": 0,      "blocks per SM": 227.555557,      "warps per SM": 910.222229,      "grid": [24576, 1, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 100
+    }
+  },
+  {
+    "ph": "f", "id": 112, "pid": 0, "tid": 7, "ts": 3562423493515.118,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423492824.262, "dur": 6.372,
+    "args": {
+      "External id": 22,      "cbid": 211, "correlation": 112
+    }
+  },
+  {
+    "ph": "s", "id": 112, "pid": 398362, "tid": 398362, "ts": 3562423492824.262,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423492866.391, "dur": 0.962,
+    "args": {
+      "External id": 30,      "cbid": 210, "correlation": 125
+    }
+  },
+  {
+    "ph": "f", "id": 125, "pid": 398362, "tid": 398362, "ts": 3562423492866.391,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x256_ldg8_f2f_stages_64x3_tn", "pid": 0, "tid": 7,
+    "ts": 3562423493603.918, "dur": 175.105,
+    "args": {
+      "External id": 30,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 127,      "registers per thread": 238,      "shared memory": 147456,      "blocks per SM": 1.777778,      "warps per SM": 14.222222,      "grid": [6, 32, 1],      "block": [256, 1, 1],      "est. achieved occupancy %": 0
+    }
+  },
+  {
+    "ph": "f", "id": 127, "pid": 0, "tid": 7, "ts": 3562423493603.918,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423492868.946, "dur": 6.692,
+    "args": {
+      "External id": 30,      "cbid": 211, "correlation": 127
+    }
+  },
+  {
+    "ph": "s", "id": 127, "pid": 398362, "tid": 398362, "ts": 3562423492868.946,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423492974.824, "dur": 1.263,
+    "args": {
+      "External id": 41,      "cbid": 210, "correlation": 140
+    }
+  },
+  {
+    "ph": "f", "id": 140, "pid": 398362, "tid": 398362, "ts": 3562423492974.824,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_tn", "pid": 0, "tid": 7,
+    "ts": 3562423493780.239, "dur": 192.897,
+    "args": {
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+    }
+  },
+  {
+    "ph": "f", "id": 142, "pid": 0, "tid": 7, "ts": 3562423493780.239,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423492978.672, "dur": 9.267,
+    "args": {
+      "External id": 41,      "cbid": 211, "correlation": 142
+    }
+  },
+  {
+    "ph": "s", "id": 142, "pid": 398362, "tid": 398362, "ts": 3562423492978.672,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::GeluCUDAKernelImpl(at::TensorIteratorBase&, at::native::GeluType)::{lambda()#1}::operator()() const::{lambda()#4}::operator()() const::{lambda(c10::BFloat16)#1}, std::array<char*, 2ul> >(int, at::native::GeluCUDAKernelImpl(at::TensorIteratorBase&, at::native::GeluType)::{lambda()#1}::operator()() const::{lambda()#4}::operator()() const::{lambda(c10::BFloat16)#1}, std::array<char*, 2ul>)", "pid": 0, "tid": 7,
+    "ts": 3562423493974.704, "dur": 69.377,
+    "args": {
+      "External id": 43,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 152,      "registers per thread": 31,      "shared memory": 0,      "blocks per SM": 227.555557,      "warps per SM": 910.222229,      "grid": [24576, 1, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 100
+    }
+  },
+  {
+    "ph": "f", "id": 152, "pid": 0, "tid": 7, "ts": 3562423493974.704,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493008.127, "dur": 6.412,
+    "args": {
+      "External id": 43,      "cbid": 211, "correlation": 152
+    }
+  },
+  {
+    "ph": "s", "id": 152, "pid": 398362, "tid": 398362, "ts": 3562423493008.127,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423493051.969, "dur": 0.962,
+    "args": {
+      "External id": 51,      "cbid": 210, "correlation": 165
+    }
+  },
+  {
+    "ph": "f", "id": 165, "pid": 398362, "tid": 398362, "ts": 3562423493051.969,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_tn", "pid": 0, "tid": 7,
+    "ts": 3562423494045.329, "dur": 192.449,
+    "args": {
+      "External id": 51,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 167,      "registers per thread": 226,      "shared memory": 81920,      "blocks per SM": 14.222222,      "warps per SM": 56.888889,      "grid": [24, 64, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 0
+    }
+  },
+  {
+    "ph": "f", "id": 167, "pid": 0, "tid": 7, "ts": 3562423494045.329,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493055.335, "dur": 6.733,
+    "args": {
+      "External id": 51,      "cbid": 211, "correlation": 167
+    }
+  },
+  {
+    "ph": "s", "id": 167, "pid": 398362, "tid": 398362, "ts": 3562423493055.335,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, at::native::binary_internal::MulFunctor<float> >, std::array<char*, 3ul> >(int, at::native::BinaryFunctor<c10::BFloat16, c10::BFloat16, c10::BFloat16, at::native::binary_internal::MulFunctor<float> >, std::array<char*, 3ul>)", "pid": 0, "tid": 7,
+    "ts": 3562423494239.378, "dur": 87.712,
+    "args": {
+      "External id": 53,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 177,      "registers per thread": 32,      "shared memory": 0,      "blocks per SM": 227.555557,      "warps per SM": 910.222229,      "grid": [24576, 1, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 100
+    }
+  },
+  {
+    "ph": "f", "id": 177, "pid": 0, "tid": 7, "ts": 3562423494239.378,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493081.184, "dur": 6.282,
+    "args": {
+      "External id": 53,      "cbid": 211, "correlation": 177
+    }
+  },
+  {
+    "ph": "s", "id": 177, "pid": 398362, "tid": 398362, "ts": 3562423493081.184,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423493123.513, "dur": 0.952,
+    "args": {
+      "External id": 61,      "cbid": 210, "correlation": 190
+    }
+  },
+  {
+    "ph": "f", "id": 190, "pid": 398362, "tid": 398362, "ts": 3562423493123.513,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x256_ldg8_f2f_stages_64x3_tn", "pid": 0, "tid": 7,
+    "ts": 3562423494328.434, "dur": 2701.486,
+    "args": {
+      "External id": 61,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 192,      "registers per thread": 238,      "shared memory": 147456,      "blocks per SM": 1.777778,      "warps per SM": 14.222222,      "grid": [6, 32, 1],      "block": [256, 1, 1],      "est. achieved occupancy %": 0
+    }
+  },
+  {
+    "ph": "f", "id": 192, "pid": 0, "tid": 7, "ts": 3562423494328.434,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493125.888, "dur": 6.672,
+    "args": {
+      "External id": 61,      "cbid": 211, "correlation": 192
+    }
+  },
+  {
+    "ph": "s", "id": 192, "pid": 398362, "tid": 398362, "ts": 3562423493125.888,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423493227.237, "dur": 1.233,
+    "args": {
+      "External id": 72,      "cbid": 210, "correlation": 205
+    }
+  },
+  {
+    "ph": "f", "id": 205, "pid": 398362, "tid": 398362, "ts": 3562423493227.237,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_tn", "pid": 0, "tid": 7,
+    "ts": 3562423497031.552, "dur": 175.521,
+    "args": {
+      "External id": 72,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 207,      "registers per thread": 226,      "shared memory": 81920,      "blocks per SM": 14.222222,      "warps per SM": 56.888889,      "grid": [24, 64, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 0
+    }
+  },
+  {
+    "ph": "f", "id": 207, "pid": 0, "tid": 7, "ts": 3562423497031.552,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493230.995, "dur": 9.087,
+    "args": {
+      "External id": 72,      "cbid": 211, "correlation": 207
+    }
+  },
+  {
+    "ph": "s", "id": 207, "pid": 398362, "tid": 398362, "ts": 3562423493230.995,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void at::native::vectorized_elementwise_kernel<4, at::native::GeluCUDAKernelImpl(at::TensorIteratorBase&, at::native::GeluType)::{lambda()#1}::operator()() const::{lambda()#4}::operator()() const::{lambda(c10::BFloat16)#1}, std::array<char*, 2ul> >(int, at::native::GeluCUDAKernelImpl(at::TensorIteratorBase&, at::native::GeluType)::{lambda()#1}::operator()() const::{lambda()#4}::operator()() const::{lambda(c10::BFloat16)#1}, std::array<char*, 2ul>)", "pid": 0, "tid": 7,
+    "ts": 3562423497208.354, "dur": 67.744,
+    "args": {
+      "External id": 74,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 217,      "registers per thread": 31,      "shared memory": 0,      "blocks per SM": 227.555557,      "warps per SM": 910.222229,      "grid": [24576, 1, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 100
+    }
+  },
+  {
+    "ph": "f", "id": 217, "pid": 0, "tid": 7, "ts": 3562423497208.354,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493260.299, "dur": 6.523,
+    "args": {
+      "External id": 74,      "cbid": 211, "correlation": 217
+    }
+  },
+  {
+    "ph": "s", "id": 217, "pid": 398362, "tid": 398362, "ts": 3562423493260.299,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 398362, "tid": 398362,
+    "ts": 3562423493302.679, "dur": 0.912,
+    "args": {
+      "External id": 82,      "cbid": 210, "correlation": 230
+    }
+  },
+  {
+    "ph": "f", "id": 230, "pid": 398362, "tid": 398362, "ts": 3562423493302.679,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_tn", "pid": 0, "tid": 7,
+    "ts": 3562423497277.154, "dur": 185.313,
+    "args": {
+      "External id": 82,      "queued": 0, "device": 0, "context": 1,      "stream": 7, "correlation": 232,      "registers per thread": 226,      "shared memory": 81920,      "blocks per SM": 14.222222,      "warps per SM": 56.888889,      "grid": [24, 64, 1],      "block": [128, 1, 1],      "est. achieved occupancy %": 0
+    }
+  },
+  {
+    "ph": "f", "id": 232, "pid": 0, "tid": 7, "ts": 3562423497277.154,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 398362, "tid": 398362,
+    "ts": 3562423493305.915, "dur": 6.953,
+    "args": {
+      "External id": 82,      "cbid": 211, "correlation": 232
+    }
+  },
+  {
+    "ph": "s", "id": 232, "pid": 398362, "tid": 398362, "ts": 3562423493305.915,
+    "cat": "ac2g", "name": "ac2g"
+  },
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+  {
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+    "args": {
+      "name": "stream 7 "
+    }
+  },
+  {
+    "name": "thread_sort_index", "ph": "M", "ts": 3562423492523.996, "pid": 0, "tid": 7,
+    "args": {
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+  },
+  {
+    "name": "thread_name", "ph": "M", "ts": 3562423492523.996, "pid": 398362, "tid": 398362,
+    "args": {
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+  {
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+    "args": {
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+  {
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+    "args": {
+      "sort_index": 398362
+    }
+  },
+  {
+    "ph": "X", "cat": "Trace", "ts": 3562423492462.701, "dur": 5275.418,
+    "pid": "Spans", "tid": "PyTorch Profiler",
+    "name": "PyTorch Profiler (0)",
+    "args": {
+      "Op count": 0
+    }
+  },
+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3562423492462.701,
+    "pid": "Spans", "tid": 0,
+    "args": {
+      "sort_index": 536870912
+    }
+  },
+  {
+    "name": "Iteration Start: PyTorch Profiler", "ph": "i", "s": "g",
+    "pid": "Traces", "tid": "Trace PyTorch Profiler", "ts": 3562423492462.701
+  },
+  {
+    "name": "Record Window End", "ph": "i", "s": "g",
+    "pid": "", "tid": "", "ts": 3562423498024.556
+  }
+  ],
+  "traceName": "./traces/03_mlp/64_128_768_3072_eager.json"
+}

03_mlp/64_128_768_3072_eager.txt

@@ -0,0 +1,21 @@
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                mlp_fwd         0.00%       0.000us         0.00%       0.000us       0.000us       4.662ms        90.37%       4.662ms       1.554ms             3  
+                                          ProfilerStep*         1.11%      56.004us        15.44%     780.423us     260.141us       0.000us         0.00%       4.647ms       1.549ms             3  
+                                                mlp_fwd         3.89%     196.621us        14.33%     724.419us     241.473us       0.000us         0.00%       4.647ms       1.549ms             3  
+                                           aten::linear         0.50%      25.203us         8.46%     427.720us      47.524us       0.000us         0.00%       4.178ms     464.191us             9  
+                                           aten::matmul         1.04%      52.471us         6.75%     340.940us      37.882us       0.000us         0.00%       4.178ms     464.191us             9  
+                                               aten::mm         3.40%     171.940us         4.98%     251.761us      27.973us       4.178ms        80.99%       4.178ms     464.191us             9  
+ampere_bf16_s16816gemm_bf16_128x256_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       3.222ms        62.46%       3.222ms     805.508us             4  
+ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       1.311ms        25.42%       1.311ms     187.315us             7  
+void at::native::vectorized_elementwise_kernel<4, at...         0.00%       0.000us         0.00%       0.000us       0.000us     351.074us         6.81%     351.074us      87.769us             4  
+void at::native::vectorized_elementwise_kernel<4, at...         0.00%       0.000us         0.00%       0.000us       0.000us     274.274us         5.32%     274.274us      68.568us             4  
+                                              aten::mul         0.60%      30.286us         0.97%      49.172us      16.391us     262.881us         5.10%     262.881us      87.627us             3  
+                                             aten::gelu         0.61%      31.008us         1.01%      50.906us      16.969us     206.338us         4.00%     206.338us      68.779us             3  
+                                                aten::t         0.53%      27.042us         1.22%      61.577us       6.842us       0.000us         0.00%       0.000us       0.000us             9  
+                                        aten::transpose         0.53%      26.601us         0.68%      34.535us       3.837us       0.000us         0.00%       0.000us       0.000us             9  
+                                       aten::as_strided         0.16%       7.934us         0.16%       7.934us       0.882us       0.000us         0.00%       0.000us       0.000us             9  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 5.055ms
+Self CUDA time total: 5.159ms

04_attention/8_1024_768_12_manual_eager.txt

@@ -0,0 +1,26 @@
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                               attn_fwd         0.00%       0.000us         0.00%       0.000us       0.000us      16.318ms        92.50%      16.318ms       5.439ms             3  
+                                          ProfilerStep*         0.33%      59.000us        10.83%       1.919ms     639.789us       0.000us         0.00%      16.272ms       5.424ms             3  
+                                               attn_fwd         2.17%     385.355us        10.49%       1.860ms     620.123us       0.000us         0.00%      16.272ms       5.424ms             3  
+                                           aten::matmul         0.62%     110.651us         4.76%     843.491us      70.291us       0.000us         0.00%       9.650ms     804.189us            12  
+                                           aten::linear         0.11%      18.952us         1.75%     310.591us      51.765us       0.000us         0.00%       5.604ms     934.059us             6  
+                                               aten::mm         0.71%     126.336us         1.03%     183.262us      30.544us       5.604ms        31.77%       5.604ms     934.059us             6  
+                                            aten::clone         0.29%      50.549us         2.14%     378.741us      25.249us       0.000us         0.00%       3.732ms     248.793us            15  
+                                            aten::copy_         0.58%     102.571us         1.28%     226.172us      15.078us       3.732ms        21.15%       3.732ms     248.793us            15  
+                                              aten::bmm         0.81%     144.331us         1.06%     187.531us      31.255us       3.623ms        20.54%       3.623ms     603.855us             6  
+void at::native::elementwise_kernel<128, 4, at::nati...         0.00%       0.000us         0.00%       0.000us       0.000us       3.112ms        17.64%       3.112ms     222.301us            14  
+ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_f2f...         0.00%       0.000us         0.00%       0.000us       0.000us       3.074ms        17.43%       3.074ms     768.549us             4  
+                                          aten::reshape         0.36%      64.543us         2.27%     403.077us      16.795us       0.000us         0.00%       3.044ms     126.818us            24  
+ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       2.938ms        16.66%       2.938ms     979.473us             3  
+ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us       2.715ms        15.39%       2.715ms     678.773us             4  
+                                      aten::masked_fill         0.16%      27.644us         0.99%     176.261us      58.754us       0.000us         0.00%       2.151ms     716.944us             3  
+void at::native::elementwise_kernel<128, 4, at::nati...         0.00%       0.000us         0.00%       0.000us       0.000us       1.952ms        11.07%       1.952ms     488.107us             4  
+void (anonymous namespace)::softmax_warp_forward<c10...         0.00%       0.000us         0.00%       0.000us       0.000us       1.504ms         8.53%       1.504ms     376.019us             4  
+                                     aten::masked_fill_         0.16%      28.584us         0.32%      56.616us      18.872us       1.463ms         8.29%       1.463ms     487.523us             3  
+                                          aten::softmax         0.05%       8.524us         0.29%      52.127us      17.376us       0.000us         0.00%       1.129ms     376.205us             3  
+                                         aten::_softmax         0.15%      26.422us         0.25%      43.603us      14.534us       1.129ms         6.40%       1.129ms     376.205us             3  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 17.729ms
+Self CUDA time total: 17.641ms

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+  },
+  {
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
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+    "cat": "ac2g", "name": "ac2g"
+  },
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void pytorch_flash::flash_fwd_kernel<Flash_fwd_kernel_traits<64, 128, 128, 4, false, false, cutlass::bfloat16_t, Flash_kernel_traits<64, 128, 128, 4, cutlass::bfloat16_t> >, false, true, false, false, true, true, false, false>(pytorch_flash::Flash_fwd_params)", "pid": 0, "tid": 7,
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+  },
+  {
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
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+    "ts": 3563930373320.475, "dur": 9.158,
+    "args": {
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+    }
+  },
+  {
+    "ph": "s", "id": 247, "pid": 412931, "tid": 412931, "ts": 3563930373320.475,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
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+    "ts": 3563930373394.224, "dur": 1.262,
+    "args": {
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+    }
+  },
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
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+    }
+  },
+  {
+    "ph": "f", "id": 273, "pid": 0, "tid": 7, "ts": 3563930375656.523,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 412931, "tid": 412931,
+    "ts": 3563930373397.169, "dur": 8.306,
+    "args": {
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+    }
+  },
+  {
+    "ph": "s", "id": 273, "pid": 412931, "tid": 412931, "ts": 3563930373397.169,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 412931, "tid": 412931,
+    "ts": 3563930373506.615, "dur": 1.382,
+    "args": {
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+    }
+  },
+  {
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_32x5_tn", "pid": 0, "tid": 7,
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+    }
+  },
+  {
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
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+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 412931, "tid": 412931,
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+    "args": {
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+    }
+  },
+  {
+    "ph": "s", "id": 288, "pid": 412931, "tid": 412931, "ts": 3563930373510.452,
+    "cat": "ac2g", "name": "ac2g"
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "void pytorch_flash::flash_fwd_kernel<Flash_fwd_kernel_traits<64, 128, 128, 4, false, false, cutlass::bfloat16_t, Flash_kernel_traits<64, 128, 128, 4, cutlass::bfloat16_t> >, false, true, false, false, true, true, false, false>(pytorch_flash::Flash_fwd_params)", "pid": 0, "tid": 7,
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+    }
+  },
+  {
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+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
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+    "ts": 3563930373617.933, "dur": 9.257,
+    "args": {
+      "External id": 132,      "cbid": 211, "correlation": 339
+    }
+  },
+  {
+    "ph": "s", "id": 339, "pid": 412931, "tid": 412931, "ts": 3563930373617.933,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaOccupancyMaxActiveBlocksPerMultiprocessor", "pid": 412931, "tid": 412931,
+    "ts": 3563930373691.431, "dur": 1.242,
+    "args": {
+      "External id": 152,      "cbid": 210, "correlation": 363
+    }
+  },
+  {
+    "ph": "f", "id": 363, "pid": 412931, "tid": 412931, "ts": 3563930373691.431,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "kernel", "name": "ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_32x3_tn", "pid": 0, "tid": 7,
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+    "args": {
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+    }
+  },
+  {
+    "ph": "f", "id": 365, "pid": 0, "tid": 7, "ts": 3563930375977.932,
+    "cat": "ac2g", "name": "ac2g", "bp": "e"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaLaunchKernel", "pid": 412931, "tid": 412931,
+    "ts": 3563930373694.376, "dur": 8.186,
+    "args": {
+      "External id": 152,      "cbid": 211, "correlation": 365
+    }
+  },
+  {
+    "ph": "s", "id": 365, "pid": 412931, "tid": 412931, "ts": 3563930373694.376,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "cuda_runtime", "name": "cudaDeviceSynchronize", "pid": 412931, "tid": 412931,
+    "ts": 3563930373780.247, "dur": 2252.152,
+    "args": {
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+    }
+  },
+  {
+    "ph": "s", "id": 371, "pid": 412931, "tid": 412931, "ts": 3563930373780.247,
+    "cat": "ac2g", "name": "ac2g"
+  },
+  {
+    "ph": "X", "cat": "gpu_user_annotation", "name": "attn_fwd", "pid": 0, "tid": 7,
+    "ts": 3563930375707.210, "dur": 321.091,
+    "args": {
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+    }
+  },
+  {
+    "ph": "X", "cat": "gpu_user_annotation", "name": "attn_fwd", "pid": 0, "tid": 7,
+    "ts": 3563930375389.864, "dur": 316.324,
+    "args": {
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+    }
+  },
+  {
+    "ph": "X", "cat": "gpu_user_annotation", "name": "attn_fwd", "pid": 0, "tid": 7,
+    "ts": 3563930375083.046, "dur": 305.764,
+    "args": {
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+  },
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+    "name": "process_name", "ph": "M", "ts": 3563930372534.234, "pid": 412931, "tid": 0,
+    "args": {
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+    "args": {
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+    "args": {
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+    "args": {
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+    "args": {
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+    "args": {
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+    "args": {
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+    "args": {
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+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 3, "tid": 0,
+    "args": {
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+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 3, "tid": 0,
+    "args": {
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+  {
+    "name": "process_name", "ph": "M", "ts": 3563930372534.234, "pid": 4, "tid": 0,
+    "args": {
+      "name": "python"
+    }
+  },
+  {
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+    "args": {
+      "labels": "GPU 4"
+    }
+  },
+  {
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+    "args": {
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+  },
+  {
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+    "args": {
+      "name": "python"
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+  },
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+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 5, "tid": 0,
+    "args": {
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+    }
+  },
+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 5, "tid": 0,
+    "args": {
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+    }
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+  {
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+    "args": {
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+    "args": {
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+    }
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+    "args": {
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+    "args": {
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+    "args": {
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+    "args": {
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+    }
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+  {
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+    "args": {
+      "name": "python"
+    }
+  },
+  {
+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 9, "tid": 0,
+    "args": {
+      "labels": "GPU 9"
+    }
+  },
+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 9, "tid": 0,
+    "args": {
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+    }
+  },
+  {
+    "name": "process_name", "ph": "M", "ts": 3563930372534.234, "pid": 10, "tid": 0,
+    "args": {
+      "name": "python"
+    }
+  },
+  {
+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 10, "tid": 0,
+    "args": {
+      "labels": "GPU 10"
+    }
+  },
+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 10, "tid": 0,
+    "args": {
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+    }
+  },
+  {
+    "name": "process_name", "ph": "M", "ts": 3563930372534.234, "pid": 11, "tid": 0,
+    "args": {
+      "name": "python"
+    }
+  },
+  {
+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 11, "tid": 0,
+    "args": {
+      "labels": "GPU 11"
+    }
+  },
+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 11, "tid": 0,
+    "args": {
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+    }
+  },
+  {
+    "name": "process_name", "ph": "M", "ts": 3563930372534.234, "pid": 12, "tid": 0,
+    "args": {
+      "name": "python"
+    }
+  },
+  {
+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 12, "tid": 0,
+    "args": {
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+    }
+  },
+  {
+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 12, "tid": 0,
+    "args": {
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+    }
+  },
+  {
+    "name": "process_name", "ph": "M", "ts": 3563930372534.234, "pid": 13, "tid": 0,
+    "args": {
+      "name": "python"
+    }
+  },
+  {
+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 13, "tid": 0,
+    "args": {
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+    "args": {
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+    }
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+    "args": {
+      "name": "python"
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+    "name": "process_labels", "ph": "M", "ts": 3563930372534.234, "pid": 14, "tid": 0,
+    "args": {
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+    }
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+    "name": "process_sort_index", "ph": "M", "ts": 3563930372534.234, "pid": 14, "tid": 0,
+    "args": {
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+    }
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+    "args": {
+      "name": "python"
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+    "args": {
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+    "args": {
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+    }
+  },
+  {
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+    "args": {
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+    "args": {
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+    "args": {
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+    }
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+    "args": {
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+    }
+  },
+  {
+    "ph": "X", "cat": "Trace", "ts": 3563930372481.485, "dur": 3558.240,
+    "pid": "Spans", "tid": "PyTorch Profiler",
+    "name": "PyTorch Profiler (0)",
+    "args": {
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+    }
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+    "args": {
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+}

04_attention/8_1024_768_12_sdpa_eager.txt

@@ -0,0 +1,26 @@
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                               attn_fwd         0.00%       0.000us         0.00%       0.000us       0.000us     943.173us        95.70%     943.173us     314.391us             3  
+                                          ProfilerStep*         1.71%      57.336us        32.65%       1.092ms     363.922us       0.000us         0.00%     936.357us     312.119us             3  
+                                               attn_fwd         7.23%     241.923us        30.93%       1.034ms     344.810us       0.000us         0.00%     936.357us     312.119us             3  
+                                           aten::linear         0.56%      18.687us         9.37%     313.296us      52.216us       0.000us         0.00%     557.507us      92.918us             6  
+                                           aten::matmul         1.22%      40.725us         7.64%     255.627us      42.605us       0.000us         0.00%     557.507us      92.918us             6  
+                                               aten::mm         3.81%     127.257us         5.72%     191.277us      31.879us     557.507us        56.57%     557.507us      92.918us             6  
+ampere_bf16_s16816gemm_bf16_128x128_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us     408.515us        41.45%     408.515us     136.172us             3  
+                     aten::scaled_dot_product_attention         5.69%     190.167us        11.85%     396.174us     132.058us       0.000us         0.00%     378.850us     126.283us             3  
+              aten::_scaled_dot_product_flash_attention         0.79%      26.490us         6.16%     206.007us      68.669us       0.000us         0.00%     378.850us     126.283us             3  
+                         aten::_flash_attention_forward         1.39%      46.536us         4.59%     153.488us      51.163us     378.850us        38.44%     378.850us     126.283us             3  
+void pytorch_flash::flash_fwd_kernel<Flash_fwd_kerne...         0.00%       0.000us         0.00%       0.000us       0.000us     378.850us        38.44%     378.850us     126.283us             3  
+ampere_bf16_s16816gemm_bf16_256x128_ldg8_f2f_stages_...         0.00%       0.000us         0.00%       0.000us       0.000us     198.208us        20.11%     198.208us      49.552us             4  
+                                                aten::t         0.47%      15.768us         1.17%      38.982us       6.497us       0.000us         0.00%       0.000us       0.000us             6  
+                                        aten::transpose         1.44%      48.260us         1.85%      61.726us       2.939us       0.000us         0.00%       0.000us       0.000us            21  
+                                       aten::as_strided         0.67%      22.346us         0.67%      22.346us       0.677us       0.000us         0.00%       0.000us       0.000us            33  
+                                          aten::reshape         0.52%      17.272us         1.14%      38.283us       3.190us       0.000us         0.00%       0.000us       0.000us            12  
+                                             aten::view         0.63%      21.011us         0.63%      21.011us       1.751us       0.000us         0.00%       0.000us       0.000us            12  
+          cudaOccupancyMaxActiveBlocksPerMultiprocessor         0.25%       8.234us         0.25%       8.234us       1.372us       0.000us         0.00%       0.000us       0.000us             6  
+                                       cudaLaunchKernel         2.55%      85.181us         2.55%      85.181us       9.465us       0.000us         0.00%       0.000us       0.000us             9  
+                                     aten::_unsafe_view         0.23%       7.836us         0.23%       7.836us       1.306us       0.000us         0.00%       0.000us       0.000us             6  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 3.344ms
+Self CUDA time total: 985.573us

05_gpt2/gpt2_b1_n64_compile_default.json

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+oid sha256:e2acfe63879b5d370f62bedb84cefdaa16f341281172100e20aad616fb66ae14
+size 24241532

05_gpt2/gpt2_b1_n64_compile_default.txt

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                          ProfilerStep*         0.00%       0.000us         0.00%       0.000us       0.000us     546.875ms       985.25%     546.875ms     546.875ms             1  
+## Call CompiledFxGraph fnx2ayxosqlub5xhja4f56anzpob...         0.00%       0.000us         0.00%       0.000us       0.000us     247.532ms       445.96%     247.532ms       3.992ms            62  
+                                          ProfilerStep*         3.26%      17.882ms       100.00%     549.103ms     549.103ms       0.000us         0.00%      55.520ms      55.520ms             1  
+                             Torch-Compiled Region: 0/2         1.01%       5.528ms        63.20%     347.028ms       5.597ms       0.000us         0.00%      48.390ms     780.484us            62  
+## Call CompiledFxGraph fnx2ayxosqlub5xhja4f56anzpob...        25.53%     140.206ms        61.71%     338.850ms       5.465ms       0.000us         0.00%      48.390ms     780.484us            62  
+                                            aten::addmm        11.93%      65.491ms        16.29%      89.459ms      29.121us      29.120ms        52.46%      29.130ms       9.482us          3072  
+ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_rel...         0.00%       0.000us         0.00%       0.000us       0.000us      13.420ms        24.18%      13.420ms       8.737us          1536  
+std::enable_if<!(false), void>::type internal::gemvx...         0.00%       0.000us         0.00%       0.000us       0.000us       8.915ms        16.06%       8.915ms      11.792us           756  
+void gemvNSP_kernel<__nv_bfloat16, __nv_bfloat16, __...         0.00%       0.000us         0.00%       0.000us       0.000us       6.545ms        11.79%       6.545ms       8.657us           756  
+          aten::_scaled_dot_product_efficient_attention         1.66%       9.096ms         8.25%      45.289ms      58.971us       0.000us         0.00%       6.328ms       8.239us           768  
+                     aten::_efficient_attention_forward         2.00%      10.985ms         4.92%      27.042ms      35.211us       6.328ms        11.40%       6.328ms       8.239us           768  
+fmha_cutlassF_bf16_aligned_64x64_rf_sm80(PyTorchMemE...         0.00%       0.000us         0.00%       0.000us       0.000us       6.328ms        11.40%       6.328ms       8.239us           768  
+## Call CompiledFxGraph fa4ryosg7a63tcuqjfbwo7cyvah3...         0.00%       0.000us         0.00%       0.000us       0.000us       5.799ms        10.45%       5.799ms       5.799ms             1  
+                                               aten::mm         0.18%     982.440us         0.26%       1.411ms      22.044us       3.496ms         6.30%       3.496ms      54.622us            64  
+void gemv2T_kernel_val<int, int, __nv_bfloat16, __nv...         0.00%       0.000us         0.00%       0.000us       0.000us       3.496ms         6.30%       3.496ms      54.622us            64  
+## Call CompiledFxGraph f2dgjc2ueugeeupkvnc2nrrke3ww...         0.00%       0.000us         0.00%       0.000us       0.000us       3.344ms         6.02%       3.344ms       3.344ms             1  
+            triton_poi_fused_cat_split_transpose_view_2         1.02%       5.617ms         1.80%       9.890ms      12.878us       2.124ms         3.83%       2.124ms       2.765us           768  
+            triton_poi_fused_cat_split_transpose_view_2         0.00%       0.000us         0.00%       0.000us       0.000us       2.124ms         3.83%       2.124ms       2.765us           768  
+            triton_poi_fused_cat_split_transpose_view_1         1.31%       7.220ms         2.18%      11.959ms      15.571us       2.120ms         3.82%       2.120ms       2.761us           768  
+            triton_poi_fused_cat_split_transpose_view_1         0.00%       0.000us         0.00%       0.000us       0.000us       2.120ms         3.82%       2.120ms       2.761us           768  
+               triton_poi_fused_add_mul_pow_tanh_view_5         1.05%       5.738ms         1.88%      10.327ms      13.447us       1.684ms         3.03%       1.684ms       2.193us           768  
+               triton_poi_fused_add_mul_pow_tanh_view_5         0.00%       0.000us         0.00%       0.000us       0.000us       1.684ms         3.03%       1.684ms       2.193us           768  
+                                           aten::argmax         0.18%     994.718us         0.27%       1.487ms      23.234us       1.259ms         2.27%       1.259ms      19.666us            64  
+void at::native::reduce_kernel<512, 1, at::native::R...         0.00%       0.000us         0.00%       0.000us       0.000us       1.259ms         2.27%       1.259ms      19.666us            64  
+          triton_per_fused_add_native_layer_norm_view_7         0.96%       5.264ms         1.39%       7.647ms      19.915us       1.059ms         1.91%       1.059ms       2.757us           384  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 549.110ms
+Self CUDA time total: 55.506ms

05_gpt2/gpt2_b1_n64_eager.json

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+version https://git-lfs.github.com/spec/v1
+oid sha256:68eef1bbc3b07dc9d795d3e3ff48bbb31587ce519a7a9d5210a933f916d57a83
+size 51748944

05_gpt2/gpt2_b1_n64_eager.txt

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+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                                   Name    Self CPU %      Self CPU   CPU total %     CPU total  CPU time avg     Self CUDA   Self CUDA %    CUDA total  CUDA time avg    # of Calls  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+                                          ProfilerStep*         0.00%       0.000us         0.00%       0.000us       0.000us     978.333ms      1282.43%     978.333ms     978.333ms             1  
+                                          ProfilerStep*        26.01%     254.835ms       100.00%     979.907ms     979.907ms       0.000us         0.00%      76.292ms      76.292ms             1  
+                                            aten::addmm         8.21%      80.416ms        10.98%     107.603ms      35.027us      30.105ms        39.46%      30.105ms       9.800us          3072  
+ampere_bf16_s16816gemm_bf16_64x64_sliced1x2_ldg8_rel...         0.00%       0.000us         0.00%       0.000us       0.000us      13.805ms        18.10%      13.805ms       8.988us          1536  
+std::enable_if<!(false), void>::type internal::gemvx...         0.00%       0.000us         0.00%       0.000us       0.000us       9.347ms        12.25%       9.347ms      12.363us           756  
+                                       aten::layer_norm         0.62%       6.029ms         6.82%      66.825ms      41.766us       0.000us         0.00%       7.752ms       4.845us          1600  
+                                aten::native_layer_norm         2.67%      26.130ms         6.20%      60.796ms      37.997us       7.747ms        10.16%       7.752ms       4.845us          1600  
+void at::native::(anonymous namespace)::vectorized_l...         0.00%       0.000us         0.00%       0.000us       0.000us       7.747ms        10.16%       7.747ms       4.842us          1600  
+                                              aten::add         3.42%      33.540ms         5.66%      55.448ms      16.661us       7.174ms         9.40%       7.174ms       2.156us          3328  
+                     aten::scaled_dot_product_attention         0.77%       7.497ms         6.04%      59.202ms      77.086us       0.000us         0.00%       7.006ms       9.122us           768  
+              aten::_scaled_dot_product_flash_attention         0.69%       6.738ms         5.28%      51.705ms      67.325us       0.000us         0.00%       7.006ms       9.122us           768  
+                         aten::_flash_attention_forward         1.13%      11.064ms         3.68%      36.047ms      46.937us       7.006ms         9.18%       7.006ms       9.122us           768  
+void pytorch_flash::flash_fwd_kernel<Flash_fwd_kerne...         0.00%       0.000us         0.00%       0.000us       0.000us       6.879ms         9.02%       6.879ms       9.099us           756  
+void gemvNSP_kernel<__nv_bfloat16, __nv_bfloat16, __...         0.00%       0.000us         0.00%       0.000us       0.000us       6.706ms         8.79%       6.706ms       8.870us           756  
+                                              aten::mul         3.06%      30.014ms         5.04%      49.376ms      15.430us       6.277ms         8.23%       6.277ms       1.962us          3200  
+                                              aten::cat         2.00%      19.585ms         3.37%      33.017ms      19.107us       6.001ms         7.87%       6.001ms       3.473us          1728  
+void at::native::(anonymous namespace)::CatArrayBatc...         0.00%       0.000us         0.00%       0.000us       0.000us       5.263ms         6.90%       5.263ms       3.481us          1512  
+void at::native::vectorized_elementwise_kernel<4, at...         0.00%       0.000us         0.00%       0.000us       0.000us       5.219ms         6.84%       5.219ms       2.204us          2368  
+void at::native::vectorized_elementwise_kernel<4, at...         0.00%       0.000us         0.00%       0.000us       0.000us       4.458ms         5.84%       4.458ms       1.935us          2304  
+                                           aten::linear         0.03%     245.658us         0.36%       3.527ms      55.103us       0.000us         0.00%       3.505ms      54.765us            64  
+                                           aten::matmul         0.06%     552.088us         0.29%       2.860ms      44.688us       0.000us         0.00%       3.505ms      54.765us            64  
+                                               aten::mm         0.14%       1.361ms         0.21%       2.015ms      31.484us       3.505ms         4.59%       3.505ms      54.765us            64  
+void gemv2T_kernel_val<int, int, __nv_bfloat16, __nv...         0.00%       0.000us         0.00%       0.000us       0.000us       3.505ms         4.59%       3.505ms      54.765us            64  
+                                             aten::tanh         0.59%       5.796ms         1.02%       9.967ms      12.978us       1.626ms         2.13%       1.626ms       2.117us           768  
+void at::native::vectorized_elementwise_kernel<4, at...         0.00%       0.000us         0.00%       0.000us       0.000us       1.626ms         2.13%       1.626ms       2.117us           768  
+-------------------------------------------------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  ------------  
+Self CPU time total: 979.914ms
+Self CUDA time total: 76.288ms