diff --git "a/causal_conv1d/impls/hf_kernels_causal_conv1d.html" "b/causal_conv1d/impls/hf_kernels_causal_conv1d.html" --- "a/causal_conv1d/impls/hf_kernels_causal_conv1d.html" +++ "b/causal_conv1d/impls/hf_kernels_causal_conv1d.html" @@ -3871,7 +3871,7 @@ span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: ▼ output ▶ uv-logs | -Cell: nv | 0.23s +Cell: nv | 0.25s | Raw @@ -3887,7 +3887,7 @@ Cell: nv | 0.23s
Wed Oct 29 00:36:08 2025 +Wed Oct 29 04:14:16 2025 +-----------------------------------------------------------------------------------------+ | NVIDIA-SMI 570.195.03 Driver Version: 570.195.03 CUDA Version: 12.8 | |-----------------------------------------+------------------------+----------------------+ @@ -3896,7 +3896,7 @@ Cell: nv | 0.23s | | | MIG M. | |=========================================+========================+======================| | 0 NVIDIA L40S On | 00000000:4D:00.0 Off | 0 | -| N/A 30C P0 87W / 350W | 0MiB / 46068MiB | 18% Default | +| N/A 35C P0 121W / 350W | 0MiB / 46068MiB | 100% Default | | | | N/A | +-----------------------------------------+------------------------+----------------------+ @@ -3920,7 +3920,7 @@ Cell: nv | 0.23s ▼ output ▶ uv-logs | -Cell: benchmark | 6.07s +Cell: benchmark | 5.98s | Raw @@ -3973,19 +3973,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D64_S128_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 144.543us 3556.67% 144.543us 144.543us 1 - hf_kernels_causal_conv1d 8.86% 163.685us 99.64% 1.842ms 1.842ms 0.000us 0.00% 5.504us 5.504us 1 - CausalConv1dFn 5.76% 106.513us 90.78% 1.678ms 559.289us 0.000us 0.00% 5.504us 1.835us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 2.24% 41.381us 81.42% 1.505ms 501.611us 4.064us 100.00% 5.504us 1.835us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.064us 100.00% 4.064us 1.355us 3 - Activity Buffer Request 76.78% 1.419ms 76.78% 1.419ms 1.419ms 1.440us 35.43% 1.440us 1.440us 1 - aten::empty_like 0.97% 17.931us 3.60% 66.522us 22.174us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 2.63% 48.591us 2.63% 48.591us 16.197us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 2.40% 44.403us 2.40% 44.403us 14.801us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.36% 6.650us 0.36% 6.650us 6.650us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 148.159us 3616.28% 148.159us 148.159us 1 + hf_kernels_causal_conv1d 9.16% 170.084us 99.61% 1.850ms 1.850ms 0.000us 0.00% 5.537us 5.537us 1 + CausalConv1dFn 5.86% 108.753us 90.45% 1.680ms 559.949us 0.000us 0.00% 5.537us 1.846us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.32% 24.540us 81.01% 1.505ms 501.517us 4.097us 100.00% 5.537us 1.846us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.097us 100.00% 4.097us 1.366us 3 + Activity Buffer Request 77.15% 1.433ms 77.15% 1.433ms 1.433ms 1.440us 35.15% 1.440us 1.440us 1 + aten::empty_like 1.01% 18.711us 3.58% 66.542us 22.181us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 2.58% 47.831us 2.58% 47.831us 15.944us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 2.54% 47.160us 2.54% 47.160us 15.720us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.39% 7.281us 0.39% 7.281us 7.281us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.848ms -Self CUDA time total: 4.064us +Self CPU time total: 1.857ms +Self CUDA time total: 4.097us @@ -3995,19 +3995,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D64_S128_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 128.574us 3378.19% 128.574us 128.574us 1 - hf_kernels_causal_conv1d 6.39% 108.804us 99.67% 1.696ms 1.696ms 0.000us 0.00% 5.085us 5.085us 1 - CausalConv1dFn 4.62% 78.561us 93.27% 1.588ms 529.188us 0.000us 0.00% 5.085us 1.695us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.51% 25.693us 86.85% 1.478ms 492.734us 3.806us 100.00% 5.085us 1.695us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.806us 100.00% 3.806us 1.269us 3 - Activity Buffer Request 83.54% 1.422ms 83.54% 1.422ms 1.422ms 1.279us 33.60% 1.279us 1.279us 1 - aten::empty_like 0.47% 8.001us 1.81% 30.802us 10.267us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.34% 22.801us 1.34% 22.801us 7.600us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 1.80% 30.601us 1.80% 30.601us 10.200us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.33% 5.681us 0.33% 5.681us 5.681us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 129.854us 3438.93% 129.854us 129.854us 1 + hf_kernels_causal_conv1d 5.93% 101.743us 99.70% 1.711ms 1.711ms 0.000us 0.00% 5.056us 5.056us 1 + CausalConv1dFn 4.51% 77.441us 93.77% 1.609ms 536.404us 0.000us 0.00% 5.056us 1.685us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.49% 25.500us 87.40% 1.500ms 499.951us 3.776us 100.00% 5.056us 1.685us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.776us 100.00% 3.776us 1.259us 3 + Activity Buffer Request 84.02% 1.442ms 84.02% 1.442ms 1.442ms 1.280us 33.90% 1.280us 1.280us 1 + aten::empty_like 0.47% 8.120us 1.86% 31.920us 10.640us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.39% 23.800us 1.39% 23.800us 7.933us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 1.89% 32.481us 1.89% 32.481us 10.827us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.30% 5.091us 0.30% 5.091us 5.091us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.702ms -Self CUDA time total: 3.806us +Self CPU time total: 1.716ms +Self CUDA time total: 3.776us @@ -4017,19 +4017,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D64_S512_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 126.111us 3339.80% 126.111us 126.111us 1 - hf_kernels_causal_conv1d 5.63% 95.933us 99.70% 1.698ms 1.698ms 0.000us 0.00% 5.056us 5.056us 1 - CausalConv1dFn 4.46% 75.892us 94.07% 1.602ms 534.022us 0.000us 0.00% 5.056us 1.685us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.40% 23.785us 87.77% 1.495ms 498.271us 3.776us 100.00% 5.056us 1.685us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.776us 100.00% 3.776us 1.259us 3 - Activity Buffer Request 84.61% 1.441ms 84.61% 1.441ms 1.441ms 1.280us 33.90% 1.280us 1.280us 1 - aten::empty_like 0.49% 8.320us 1.84% 31.360us 10.453us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.35% 23.040us 1.35% 23.040us 7.680us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 1.77% 30.070us 1.77% 30.070us 10.023us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.30% 5.061us 0.30% 5.061us 5.061us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 123.646us 3302.51% 123.646us 123.646us 1 + hf_kernels_causal_conv1d 7.17% 123.413us 99.66% 1.716ms 1.716ms 0.000us 0.00% 4.992us 4.992us 1 + CausalConv1dFn 4.50% 77.551us 92.49% 1.592ms 530.774us 0.000us 0.00% 4.992us 1.664us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.44% 24.709us 86.24% 1.485ms 494.900us 3.744us 100.00% 4.992us 1.664us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.744us 100.00% 3.744us 1.248us 3 + Activity Buffer Request 82.96% 1.428ms 82.96% 1.428ms 1.428ms 1.248us 33.33% 1.248us 1.248us 1 + aten::empty_like 0.44% 7.490us 1.75% 30.072us 10.024us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.31% 22.582us 1.31% 22.582us 7.527us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 1.85% 31.791us 1.85% 31.791us 10.597us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.34% 5.860us 0.34% 5.860us 5.860us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.703ms -Self CUDA time total: 3.776us +Self CPU time total: 1.722ms +Self CUDA time total: 3.744us @@ -4039,19 +4039,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D64_S512_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 128.703us 3352.51% 128.703us 128.703us 1 - hf_kernels_causal_conv1d 5.02% 93.431us 99.72% 1.856ms 1.856ms 0.000us 0.00% 5.119us 5.119us 1 - CausalConv1dFn 4.18% 77.825us 94.70% 1.762ms 587.414us 0.000us 0.00% 5.119us 1.706us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.36% 25.311us 88.83% 1.653ms 551.005us 3.839us 100.00% 5.119us 1.706us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.839us 100.00% 3.839us 1.280us 3 - Activity Buffer Request 76.83% 1.430ms 76.83% 1.430ms 1.430ms 1.280us 33.34% 1.280us 1.280us 1 - aten::empty_like 0.45% 8.401us 1.69% 31.401us 10.467us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.24% 23.000us 1.24% 23.000us 7.667us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 10.65% 198.147us 10.65% 198.147us 66.049us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.28% 5.120us 0.28% 5.120us 5.120us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 127.647us 3380.48% 127.647us 127.647us 1 + hf_kernels_causal_conv1d 5.10% 96.061us 99.74% 1.878ms 1.878ms 0.000us 0.00% 5.056us 5.056us 1 + CausalConv1dFn 4.15% 78.092us 94.64% 1.782ms 593.849us 0.000us 0.00% 5.056us 1.685us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.38% 26.001us 88.88% 1.673ms 557.705us 3.776us 100.00% 5.056us 1.685us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.776us 100.00% 3.776us 1.259us 3 + Activity Buffer Request 75.38% 1.419ms 75.38% 1.419ms 1.419ms 1.280us 33.90% 1.280us 1.280us 1 + aten::empty_like 0.40% 7.440us 1.61% 30.340us 10.113us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.22% 22.900us 1.22% 22.900us 7.633us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 12.12% 228.205us 12.12% 228.205us 76.068us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.26% 4.821us 0.26% 4.821us 4.821us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.861ms -Self CUDA time total: 3.839us +Self CPU time total: 1.882ms +Self CUDA time total: 3.776us @@ -4061,18 +4061,18 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D64_S2048_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 125.247us 2609.31% 125.247us 125.247us 1 - hf_kernels_causal_conv1d 5.46% 99.082us 99.73% 1.809ms 1.809ms 0.000us 0.00% 6.432us 6.432us 1 - CausalConv1dFn 4.18% 75.835us 94.27% 1.709ms 569.830us 0.000us 0.00% 6.432us 2.144us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.40% 25.379us 88.34% 1.602ms 533.975us 4.800us 100.00% 6.432us 2.144us 3 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 129.568us 2699.33% 129.568us 129.568us 1 + hf_kernels_causal_conv1d 5.60% 103.653us 99.74% 1.847ms 1.847ms 0.000us 0.00% 6.400us 6.400us 1 + CausalConv1dFn 4.14% 76.750us 94.15% 1.744ms 581.192us 0.000us 0.00% 6.400us 2.133us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.49% 27.581us 88.36% 1.636ms 545.462us 4.800us 100.00% 6.400us 2.133us 3 void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.800us 100.00% 4.800us 1.600us 3 - Activity Buffer Request 77.97% 1.414ms 77.97% 1.414ms 1.414ms 1.632us 34.00% 1.632us 1.632us 1 - aten::empty_like 0.46% 8.420us 1.75% 31.730us 10.577us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.29% 23.310us 1.29% 23.310us 7.770us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 8.97% 162.627us 8.97% 162.627us 54.209us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.27% 4.860us 0.27% 4.860us 4.860us 0.000us 0.00% 0.000us 0.000us 1 + Activity Buffer Request 77.01% 1.426ms 77.01% 1.426ms 1.426ms 1.600us 33.33% 1.600us 1.600us 1 + aten::empty_like 0.43% 7.910us 1.64% 30.441us 10.147us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.22% 22.531us 1.22% 22.531us 7.510us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 9.86% 182.544us 9.86% 182.544us 60.848us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.26% 4.781us 0.26% 4.781us 4.781us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.813ms +Self CPU time total: 1.852ms Self CUDA time total: 4.800us @@ -4083,19 +4083,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D64_S2048_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 120.190us 2487.38% 120.190us 120.190us 1 - hf_kernels_causal_conv1d 14.45% 80.914us 99.14% 554.970us 554.970us 0.000us 0.00% 6.464us 6.464us 1 - CausalConv1dFn 12.94% 72.432us 84.69% 474.056us 158.019us 0.000us 0.00% 6.464us 2.155us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 4.57% 25.572us 66.53% 372.404us 124.135us 4.832us 100.00% 6.464us 2.155us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.832us 100.00% 4.832us 1.611us 3 - Activity Buffer Request 34.22% 191.566us 34.22% 191.566us 191.566us 1.632us 33.77% 1.632us 1.632us 1 - aten::empty_like 1.40% 7.860us 5.22% 29.220us 9.740us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 3.82% 21.360us 3.82% 21.360us 7.120us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 27.74% 155.266us 27.74% 155.266us 51.755us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.86% 4.800us 0.86% 4.800us 4.800us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 122.941us 2544.84% 122.941us 122.941us 1 + hf_kernels_causal_conv1d 13.71% 78.022us 99.17% 564.232us 564.232us 0.000us 0.00% 6.463us 6.463us 1 + CausalConv1dFn 13.23% 75.251us 85.45% 486.210us 162.070us 0.000us 0.00% 6.463us 2.154us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 4.60% 26.171us 67.28% 382.788us 127.596us 4.831us 100.00% 6.463us 2.154us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.831us 100.00% 4.831us 1.610us 3 + Activity Buffer Request 33.10% 188.324us 33.10% 188.324us 188.324us 1.632us 33.78% 1.632us 1.632us 1 + aten::empty_like 1.28% 7.271us 4.95% 28.171us 9.390us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 3.67% 20.900us 3.67% 20.900us 6.967us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 29.58% 168.293us 29.58% 168.293us 56.098us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.83% 4.750us 0.83% 4.750us 4.750us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 559.770us -Self CUDA time total: 4.832us +Self CPU time total: 568.982us +Self CUDA time total: 4.831us @@ -4105,19 +4105,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D2048_S128_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 133.279us 1243.27% 133.279us 133.279us 1 - hf_kernels_causal_conv1d 5.54% 100.182us 99.73% 1.805ms 1.805ms 0.000us 0.00% 14.336us 14.336us 1 - CausalConv1dFn 4.54% 82.173us 94.20% 1.705ms 568.267us 0.000us 0.00% 14.336us 4.779us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.47% 26.531us 87.96% 1.592ms 530.609us 10.720us 100.00% 14.336us 4.779us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 10.720us 100.00% 10.720us 3.573us 3 - Activity Buffer Request 77.82% 1.408ms 77.82% 1.408ms 1.408ms 3.616us 33.73% 3.616us 3.616us 1 - aten::empty_like 0.46% 8.260us 1.70% 30.801us 10.267us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.25% 22.541us 1.25% 22.541us 7.514us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 8.67% 156.947us 8.67% 156.947us 52.316us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.27% 4.830us 0.27% 4.830us 4.830us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 127.232us 1201.21% 127.232us 127.232us 1 + hf_kernels_causal_conv1d 5.54% 101.402us 99.73% 1.824ms 1.824ms 0.000us 0.00% 14.144us 14.144us 1 + CausalConv1dFn 4.17% 76.211us 94.19% 1.723ms 574.352us 0.000us 0.00% 14.144us 4.715us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.47% 26.892us 88.33% 1.616ms 538.621us 10.592us 100.00% 14.144us 4.715us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 10.592us 100.00% 10.592us 3.531us 3 + Activity Buffer Request 78.00% 1.427ms 78.00% 1.427ms 1.427ms 3.552us 33.53% 3.552us 3.552us 1 + aten::empty_like 0.41% 7.500us 1.69% 30.982us 10.327us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.28% 23.482us 1.28% 23.482us 7.827us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 8.86% 162.122us 8.86% 162.122us 54.041us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.27% 4.930us 0.27% 4.930us 4.930us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.810ms -Self CUDA time total: 10.720us +Self CPU time total: 1.829ms +Self CUDA time total: 10.592us @@ -4127,19 +4127,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D2048_S128_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 123.037us 1127.54% 123.037us 123.037us 1 - hf_kernels_causal_conv1d 20.63% 102.765us 99.04% 493.397us 493.397us 0.000us 0.00% 14.592us 14.592us 1 - CausalConv1dFn 14.78% 73.650us 78.41% 390.632us 130.211us 0.000us 0.00% 14.592us 4.864us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.23% 26.041us 57.43% 286.091us 95.364us 10.912us 100.00% 14.592us 4.864us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 10.912us 100.00% 10.912us 3.637us 3 - Activity Buffer Request 21.15% 105.364us 21.15% 105.364us 105.364us 3.680us 33.72% 3.680us 3.680us 1 - aten::empty_like 1.51% 7.510us 6.20% 30.891us 10.297us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.69% 23.381us 4.69% 23.381us 7.794us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 31.05% 154.686us 31.05% 154.686us 51.562us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.96% 4.790us 0.96% 4.790us 4.790us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 125.052us 1149.38% 125.052us 125.052us 1 + hf_kernels_causal_conv1d 19.89% 100.962us 99.07% 502.851us 502.851us 0.000us 0.00% 14.560us 14.560us 1 + CausalConv1dFn 14.62% 74.213us 79.18% 401.889us 133.963us 0.000us 0.00% 14.560us 4.853us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.11% 25.930us 58.71% 297.996us 99.332us 10.880us 100.00% 14.560us 4.853us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 10.880us 100.00% 10.880us 3.627us 3 + Activity Buffer Request 22.39% 113.633us 22.39% 113.633us 113.633us 3.680us 33.82% 3.680us 3.680us 1 + aten::empty_like 1.51% 7.640us 5.85% 29.680us 9.893us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.34% 22.040us 4.34% 22.040us 7.347us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 31.22% 158.433us 31.22% 158.433us 52.811us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.93% 4.700us 0.93% 4.700us 4.700us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 498.187us -Self CUDA time total: 10.912us +Self CPU time total: 507.551us +Self CUDA time total: 10.880us @@ -4149,19 +4149,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D2048_S512_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 130.944us 1189.53% 130.944us 130.944us 1 - hf_kernels_causal_conv1d 5.42% 97.593us 99.72% 1.796ms 1.796ms 0.000us 0.00% 14.720us 14.720us 1 - CausalConv1dFn 4.08% 73.404us 94.31% 1.699ms 566.233us 0.000us 0.00% 14.720us 4.907us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.44% 26.001us 88.45% 1.593ms 531.068us 11.008us 100.00% 14.720us 4.907us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 11.008us 100.00% 11.008us 3.669us 3 - Activity Buffer Request 78.36% 1.411ms 78.36% 1.411ms 1.411ms 3.712us 33.72% 3.712us 3.712us 1 - aten::empty_like 0.46% 8.350us 1.78% 32.090us 10.697us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.32% 23.740us 1.32% 23.740us 7.913us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 8.65% 155.786us 8.65% 155.786us 51.929us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.28% 4.990us 0.28% 4.990us 4.990us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 137.022us 1248.38% 137.022us 137.022us 1 + hf_kernels_causal_conv1d 5.72% 105.011us 99.74% 1.832ms 1.832ms 0.000us 0.00% 14.656us 14.656us 1 + CausalConv1dFn 4.21% 77.323us 94.03% 1.727ms 575.663us 0.000us 0.00% 14.656us 4.885us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.50% 27.571us 88.15% 1.619ms 539.695us 10.976us 100.00% 14.656us 4.885us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 10.976us 100.00% 10.976us 3.659us 3 + Activity Buffer Request 77.70% 1.427ms 77.70% 1.427ms 1.427ms 3.680us 33.53% 3.680us 3.680us 1 + aten::empty_like 0.44% 8.071us 1.66% 30.580us 10.193us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.23% 22.509us 1.23% 22.509us 7.503us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 8.95% 164.363us 8.95% 164.363us 54.788us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.26% 4.700us 0.26% 4.700us 4.700us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.801ms -Self CUDA time total: 11.008us +Self CPU time total: 1.837ms +Self CUDA time total: 10.976us @@ -4171,19 +4171,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D2048_S512_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 122.014us 1080.15% 122.014us 122.014us 1 - hf_kernels_causal_conv1d 12.40% 73.852us 99.19% 590.511us 590.511us 0.000us 0.00% 15.104us 15.104us 1 - CausalConv1dFn 12.35% 73.524us 86.78% 516.659us 172.220us 0.000us 0.00% 15.104us 5.035us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 4.03% 24.020us 69.45% 413.474us 137.825us 11.296us 100.00% 15.104us 5.035us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 11.296us 100.00% 11.296us 3.765us 3 - Activity Buffer Request 38.81% 231.068us 38.81% 231.068us 231.068us 3.808us 33.71% 3.808us 3.808us 1 - aten::empty_like 1.25% 7.459us 4.98% 29.661us 9.887us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 3.73% 22.202us 3.73% 22.202us 7.401us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 26.60% 158.386us 26.60% 158.386us 52.795us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.81% 4.840us 0.81% 4.840us 4.840us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 124.064us 1110.89% 124.064us 124.064us 1 + hf_kernels_causal_conv1d 12.84% 76.053us 99.16% 587.503us 587.503us 0.000us 0.00% 14.944us 14.944us 1 + CausalConv1dFn 12.64% 74.882us 86.32% 511.450us 170.483us 0.000us 0.00% 14.944us 4.981us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 4.48% 26.570us 68.85% 407.928us 135.976us 11.168us 100.00% 14.944us 4.981us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 11.168us 100.00% 11.168us 3.723us 3 + Activity Buffer Request 35.24% 208.814us 35.24% 208.814us 208.814us 3.776us 33.81% 3.776us 3.776us 1 + aten::empty_like 1.25% 7.420us 4.83% 28.640us 9.547us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 3.58% 21.220us 3.58% 21.220us 7.073us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 29.12% 172.544us 29.12% 172.544us 57.515us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.84% 4.980us 0.84% 4.980us 4.980us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 595.351us -Self CUDA time total: 11.296us +Self CPU time total: 592.483us +Self CUDA time total: 11.168us @@ -4193,19 +4193,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D2048_S2048_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 135.582us 269.70% 135.582us 135.582us 1 - hf_kernels_causal_conv1d 12.51% 76.722us 99.20% 608.371us 608.371us 0.000us 0.00% 83.711us 83.711us 1 - CausalConv1dFn 13.24% 81.202us 86.69% 531.649us 177.216us 0.000us 0.00% 83.711us 27.904us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 4.12% 25.291us 68.50% 420.085us 140.028us 50.271us 100.00% 83.711us 27.904us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 50.271us 100.00% 50.271us 16.757us 3 - Activity Buffer Request 38.84% 238.229us 38.84% 238.229us 238.229us 33.440us 66.52% 33.440us 33.440us 1 - aten::empty_like 1.27% 7.790us 4.95% 30.362us 10.121us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 3.68% 22.572us 3.68% 22.572us 7.524us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 25.53% 156.565us 25.53% 156.565us 52.188us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.80% 4.910us 0.80% 4.910us 4.910us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 129.567us 258.23% 129.567us 129.567us 1 + hf_kernels_causal_conv1d 11.68% 75.622us 99.26% 642.554us 642.554us 0.000us 0.00% 83.743us 83.743us 1 + CausalConv1dFn 11.60% 75.092us 87.58% 566.932us 188.977us 0.000us 0.00% 83.743us 27.914us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 4.19% 27.150us 71.35% 461.850us 153.950us 50.175us 100.00% 83.743us 27.914us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 50.175us 100.00% 50.175us 16.725us 3 + Activity Buffer Request 40.58% 262.656us 40.58% 262.656us 262.656us 33.568us 66.90% 33.568us 33.568us 1 + aten::empty_like 1.20% 7.749us 4.63% 29.990us 9.997us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 3.44% 22.241us 3.44% 22.241us 7.414us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 26.58% 172.044us 26.58% 172.044us 57.348us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.74% 4.760us 0.74% 4.760us 4.760us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 613.281us -Self CUDA time total: 50.271us +Self CPU time total: 647.314us +Self CUDA time total: 50.175us @@ -4215,19 +4215,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B2_D2048_S2048_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 127.740us 248.41% 127.740us 127.740us 1 - hf_kernels_causal_conv1d 15.37% 77.574us 99.04% 499.998us 499.998us 0.000us 0.00% 85.854us 85.854us 1 - CausalConv1dFn 14.63% 73.842us 83.68% 422.424us 140.808us 0.000us 0.00% 85.854us 28.618us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.23% 26.412us 63.27% 319.402us 106.467us 51.423us 100.00% 85.854us 28.618us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 51.423us 100.00% 51.423us 17.141us 3 - Activity Buffer Request 27.23% 137.484us 27.23% 137.484us 137.484us 34.431us 66.96% 34.431us 34.431us 1 - aten::empty_like 1.41% 7.140us 5.78% 29.180us 9.727us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.37% 22.040us 4.37% 22.040us 7.347us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 30.80% 155.506us 30.80% 155.506us 51.835us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.96% 4.831us 0.96% 4.831us 4.831us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 126.972us 248.31% 126.972us 126.972us 1 + hf_kernels_causal_conv1d 14.84% 76.974us 99.07% 513.681us 513.681us 0.000us 0.00% 85.597us 85.597us 1 + CausalConv1dFn 14.19% 73.591us 84.22% 436.707us 145.569us 0.000us 0.00% 85.597us 28.532us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.20% 26.940us 64.23% 333.066us 111.022us 51.134us 100.00% 85.597us 28.532us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 51.134us 100.00% 51.134us 17.045us 3 + Activity Buffer Request 26.85% 139.203us 26.85% 139.203us 139.203us 34.463us 67.40% 34.463us 34.463us 1 + aten::empty_like 1.42% 7.350us 5.80% 30.050us 10.017us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.38% 22.700us 4.38% 22.700us 7.567us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 32.19% 166.923us 32.19% 166.923us 55.641us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.93% 4.840us 0.93% 4.840us 4.840us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 504.829us -Self CUDA time total: 51.423us +Self CPU time total: 518.521us +Self CUDA time total: 51.134us @@ -4237,18 +4237,18 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D64_S128_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 117.437us 3008.12% 117.437us 117.437us 1 - hf_kernels_causal_conv1d 12.18% 74.242us 99.17% 604.340us 604.340us 0.000us 0.00% 5.152us 5.152us 1 - CausalConv1dFn 11.66% 71.062us 86.99% 530.098us 176.699us 0.000us 0.00% 5.152us 1.717us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 4.18% 25.499us 70.51% 429.675us 143.225us 3.904us 100.00% 5.152us 1.717us 3 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 124.062us 3177.82% 124.062us 124.062us 1 + hf_kernels_causal_conv1d 10.24% 77.632us 99.38% 753.346us 753.346us 0.000us 0.00% 5.152us 5.152us 1 + CausalConv1dFn 9.77% 74.052us 89.14% 675.714us 225.238us 0.000us 0.00% 5.152us 1.717us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 3.43% 26.030us 75.34% 571.152us 190.384us 3.904us 100.00% 5.152us 1.717us 3 void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.904us 100.00% 3.904us 1.301us 3 - Activity Buffer Request 41.02% 249.979us 41.02% 249.979us 249.979us 1.248us 31.97% 1.248us 1.248us 1 - aten::empty_like 1.33% 8.110us 4.82% 29.361us 9.787us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 3.49% 21.251us 3.49% 21.251us 7.084us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 25.30% 154.197us 25.30% 154.197us 51.399us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.83% 5.050us 0.83% 5.050us 5.050us 0.000us 0.00% 0.000us 0.000us 1 + Activity Buffer Request 50.23% 380.798us 50.23% 380.798us 380.798us 1.248us 31.97% 1.248us 1.248us 1 + aten::empty_like 1.10% 8.319us 4.02% 30.510us 10.170us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 2.93% 22.191us 2.93% 22.191us 7.397us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 21.68% 164.324us 21.68% 164.324us 54.775us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.62% 4.730us 0.62% 4.730us 4.730us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 609.390us +Self CPU time total: 758.076us Self CUDA time total: 3.904us @@ -4259,19 +4259,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D64_S128_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 157.920us 4012.20% 157.920us 157.920us 1 - hf_kernels_causal_conv1d 19.90% 106.583us 99.11% 530.709us 530.709us 0.000us 0.00% 5.216us 5.216us 1 - CausalConv1dFn 15.55% 83.245us 79.21% 424.126us 141.375us 0.000us 0.00% 5.216us 1.739us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.02% 26.862us 57.76% 309.281us 103.094us 3.936us 100.00% 5.216us 1.739us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.936us 100.00% 3.936us 1.312us 3 - Activity Buffer Request 22.25% 119.154us 22.25% 119.154us 119.154us 1.280us 32.52% 1.280us 1.280us 1 - aten::empty_like 1.55% 8.320us 5.90% 31.600us 10.533us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.35% 23.280us 4.35% 23.280us 7.760us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 30.49% 163.265us 30.49% 163.265us 54.422us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.89% 4.750us 0.89% 4.750us 4.750us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 150.205us 3785.41% 150.205us 150.205us 1 + hf_kernels_causal_conv1d 15.05% 79.624us 99.10% 524.121us 524.121us 0.000us 0.00% 5.248us 5.248us 1 + CausalConv1dFn 15.30% 80.921us 84.04% 444.497us 148.166us 0.000us 0.00% 5.248us 1.749us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 4.86% 25.730us 59.56% 315.036us 105.012us 3.968us 100.00% 5.248us 1.749us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 3.968us 100.00% 3.968us 1.323us 3 + Activity Buffer Request 23.84% 126.093us 23.84% 126.093us 126.093us 1.280us 32.26% 1.280us 1.280us 1 + aten::empty_like 1.46% 7.730us 9.18% 48.540us 16.180us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 7.72% 40.810us 7.72% 40.810us 13.603us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 30.86% 163.213us 30.86% 163.213us 54.404us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.90% 4.780us 0.90% 4.780us 4.780us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 535.459us -Self CUDA time total: 3.936us +Self CPU time total: 528.901us +Self CUDA time total: 3.968us @@ -4281,19 +4281,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D64_S512_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 123.777us 2998.47% 123.777us 123.777us 1 - hf_kernels_causal_conv1d 13.54% 78.054us 99.15% 571.700us 571.700us 0.000us 0.00% 5.504us 5.504us 1 - CausalConv1dFn 12.84% 74.051us 85.62% 493.646us 164.549us 0.000us 0.00% 5.504us 1.835us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 4.19% 24.152us 67.43% 388.784us 129.595us 4.128us 100.00% 5.504us 1.835us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.128us 100.00% 4.128us 1.376us 3 - Activity Buffer Request 36.14% 208.368us 36.14% 208.368us 208.368us 1.376us 33.33% 1.376us 1.376us 1 - aten::empty_like 1.37% 7.901us 5.34% 30.811us 10.270us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 3.97% 22.910us 3.97% 22.910us 7.637us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 27.10% 156.264us 27.10% 156.264us 52.088us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.85% 4.881us 0.85% 4.881us 4.881us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 125.822us 3119.81% 125.822us 125.822us 1 + hf_kernels_causal_conv1d 7.34% 76.781us 99.55% 1.041ms 1.041ms 0.000us 0.00% 5.378us 5.378us 1 + CausalConv1dFn 7.29% 76.213us 92.21% 964.451us 321.484us 0.000us 0.00% 5.378us 1.793us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 2.57% 26.881us 82.03% 857.988us 285.996us 4.033us 100.00% 5.378us 1.793us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.033us 100.00% 4.033us 1.344us 3 + Activity Buffer Request 64.21% 671.574us 64.21% 671.574us 671.574us 1.345us 33.35% 1.345us 1.345us 1 + aten::empty_like 0.71% 7.460us 2.89% 30.250us 10.083us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 2.18% 22.790us 2.18% 22.790us 7.597us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 15.25% 159.533us 15.25% 159.533us 53.178us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.45% 4.740us 0.45% 4.740us 4.740us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 576.581us -Self CUDA time total: 4.128us +Self CPU time total: 1.046ms +Self CUDA time total: 4.033us @@ -4303,19 +4303,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D64_S512_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 118.875us 2925.07% 118.875us 118.875us 1 - hf_kernels_causal_conv1d 17.67% 83.134us 98.92% 465.527us 465.527us 0.000us 0.00% 5.440us 5.440us 1 - CausalConv1dFn 15.04% 70.762us 81.26% 382.393us 127.464us 0.000us 0.00% 5.440us 1.813us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 4.98% 23.432us 59.87% 281.731us 93.910us 4.064us 100.00% 5.440us 1.813us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.064us 100.00% 4.064us 1.355us 3 - Activity Buffer Request 22.07% 103.873us 22.07% 103.873us 103.873us 1.376us 33.86% 1.376us 1.376us 1 - aten::empty_like 1.61% 7.590us 6.35% 29.900us 9.967us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.74% 22.310us 4.74% 22.310us 7.437us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 32.82% 154.426us 32.82% 154.426us 51.475us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 1.08% 5.061us 1.08% 5.061us 5.061us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 122.429us 3011.78% 122.429us 122.429us 1 + hf_kernels_causal_conv1d 17.20% 83.313us 98.89% 479.020us 479.020us 0.000us 0.00% 5.442us 5.442us 1 + CausalConv1dFn 15.73% 76.221us 81.69% 395.707us 131.902us 0.000us 0.00% 5.442us 1.814us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.53% 26.781us 59.92% 290.246us 96.749us 4.065us 100.00% 5.442us 1.814us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 4.065us 100.00% 4.065us 1.355us 3 + Activity Buffer Request 21.02% 101.802us 21.02% 101.802us 101.802us 1.377us 33.87% 1.377us 1.377us 1 + aten::empty_like 1.46% 7.060us 6.04% 29.240us 9.747us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.58% 22.180us 4.58% 22.180us 7.393us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 33.37% 161.663us 33.37% 161.663us 53.888us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 1.11% 5.400us 1.11% 5.400us 5.400us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 470.588us -Self CUDA time total: 4.064us +Self CPU time total: 484.420us +Self CUDA time total: 4.065us @@ -4325,19 +4325,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D64_S2048_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 126.722us 2343.23% 126.722us 126.722us 1 - hf_kernels_causal_conv1d 12.92% 104.393us 99.42% 803.188us 803.188us 0.000us 0.00% 7.264us 7.264us 1 - CausalConv1dFn 9.39% 75.863us 86.50% 698.795us 232.932us 0.000us 0.00% 7.264us 2.421us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 3.09% 24.969us 73.13% 590.770us 196.923us 5.408us 100.00% 7.264us 2.421us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 5.408us 100.00% 5.408us 1.803us 3 - Activity Buffer Request 49.73% 401.794us 49.73% 401.794us 401.794us 1.856us 34.32% 1.856us 1.856us 1 - aten::empty_like 0.96% 7.780us 3.98% 32.162us 10.721us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 3.02% 24.382us 3.02% 24.382us 8.127us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 20.30% 164.007us 20.30% 164.007us 54.669us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.58% 4.700us 0.58% 4.700us 4.700us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 129.503us 2408.91% 129.503us 129.503us 1 + hf_kernels_causal_conv1d 4.44% 81.452us 99.70% 1.827ms 1.827ms 0.000us 0.00% 7.232us 7.232us 1 + CausalConv1dFn 4.25% 77.980us 95.25% 1.746ms 581.952us 0.000us 0.00% 7.232us 2.411us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.46% 26.694us 89.32% 1.637ms 545.686us 5.376us 100.00% 7.232us 2.411us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 5.376us 100.00% 5.376us 1.792us 3 + Activity Buffer Request 78.58% 1.440ms 78.58% 1.440ms 1.440ms 1.856us 34.52% 1.856us 1.856us 1 + aten::empty_like 0.42% 7.710us 1.68% 30.820us 10.273us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.26% 23.110us 1.26% 23.110us 7.703us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 9.28% 170.073us 9.28% 170.073us 56.691us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.30% 5.541us 0.30% 5.541us 5.541us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 807.888us -Self CUDA time total: 5.408us +Self CPU time total: 1.833ms +Self CUDA time total: 5.376us @@ -4347,19 +4347,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D64_S2048_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 120.446us 2201.13% 120.446us 120.446us 1 - hf_kernels_causal_conv1d 18.67% 89.551us 99.02% 474.966us 474.966us 0.000us 0.00% 7.328us 7.328us 1 - CausalConv1dFn 15.56% 74.654us 80.35% 385.415us 128.472us 0.000us 0.00% 7.328us 2.443us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.05% 24.231us 58.47% 280.459us 93.486us 5.472us 100.00% 7.328us 2.443us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 5.472us 100.00% 5.472us 1.824us 3 - Activity Buffer Request 20.97% 100.573us 20.97% 100.573us 100.573us 1.856us 33.92% 1.856us 1.856us 1 - aten::empty_like 1.52% 7.312us 6.32% 30.302us 10.101us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.79% 22.990us 4.79% 22.990us 7.663us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 32.45% 155.655us 32.45% 155.655us 51.885us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.98% 4.720us 0.98% 4.720us 4.720us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 120.572us 2216.40% 120.572us 120.572us 1 + hf_kernels_causal_conv1d 15.66% 74.763us 98.99% 472.500us 472.500us 0.000us 0.00% 7.296us 7.296us 1 + CausalConv1dFn 15.51% 74.030us 83.33% 397.737us 132.579us 0.000us 0.00% 7.296us 2.432us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.46% 26.060us 61.54% 293.747us 97.916us 5.440us 100.00% 7.296us 2.432us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 5.440us 100.00% 5.440us 1.813us 3 + Activity Buffer Request 22.16% 105.753us 22.16% 105.753us 105.753us 1.856us 34.12% 1.856us 1.856us 1 + aten::empty_like 1.54% 7.370us 6.28% 29.960us 9.987us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.73% 22.590us 4.73% 22.590us 7.530us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 33.93% 161.934us 33.93% 161.934us 53.978us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 1.01% 4.811us 1.01% 4.811us 4.811us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 479.686us -Self CUDA time total: 5.472us +Self CPU time total: 477.311us +Self CUDA time total: 5.440us @@ -4369,19 +4369,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D2048_S128_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 130.208us 742.52% 130.208us 130.208us 1 - hf_kernels_causal_conv1d 5.57% 103.684us 99.74% 1.855ms 1.855ms 0.000us 0.00% 23.424us 23.424us 1 - CausalConv1dFn 4.08% 75.922us 94.16% 1.751ms 583.780us 0.000us 0.00% 23.424us 7.808us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.22% 22.672us 88.43% 1.645ms 548.249us 17.536us 100.00% 23.424us 7.808us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 17.536us 100.00% 17.536us 5.845us 3 - Activity Buffer Request 78.77% 1.465ms 78.77% 1.465ms 1.465ms 5.888us 33.58% 5.888us 5.888us 1 - aten::empty_like 0.43% 7.931us 1.65% 30.671us 10.224us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.22% 22.740us 1.22% 22.740us 7.580us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 8.44% 157.016us 8.44% 157.016us 52.339us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.26% 4.860us 0.26% 4.860us 4.860us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 133.791us 771.35% 133.791us 133.791us 1 + hf_kernels_causal_conv1d 4.36% 79.052us 99.74% 1.806ms 1.806ms 0.000us 0.00% 23.137us 23.137us 1 + CausalConv1dFn 4.20% 76.082us 95.37% 1.727ms 575.785us 0.000us 0.00% 23.137us 7.712us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.44% 26.131us 89.41% 1.619ms 539.771us 17.345us 100.00% 23.137us 7.712us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 17.345us 100.00% 17.345us 5.782us 3 + Activity Buffer Request 78.88% 1.429ms 78.88% 1.429ms 1.429ms 5.792us 33.39% 5.792us 5.792us 1 + aten::empty_like 0.48% 8.620us 1.76% 31.960us 10.653us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.29% 23.340us 1.29% 23.340us 7.780us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 9.09% 164.553us 9.09% 164.553us 54.851us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.26% 4.770us 0.26% 4.770us 4.770us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.860ms -Self CUDA time total: 17.536us +Self CPU time total: 1.811ms +Self CUDA time total: 17.345us @@ -4391,19 +4391,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D2048_S128_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 123.970us 691.76% 123.970us 123.970us 1 - hf_kernels_causal_conv1d 18.87% 88.734us 98.86% 464.856us 464.856us 0.000us 0.00% 23.905us 23.905us 1 - CausalConv1dFn 15.17% 71.352us 79.99% 376.122us 125.374us 0.000us 0.00% 23.905us 7.968us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.25% 24.691us 58.28% 274.030us 91.343us 17.921us 100.00% 23.905us 7.968us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 17.921us 100.00% 17.921us 5.974us 3 - Activity Buffer Request 19.83% 93.233us 19.83% 93.233us 93.233us 5.984us 33.39% 5.984us 5.984us 1 - aten::empty_like 1.60% 7.540us 6.54% 30.740us 10.247us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.93% 23.200us 4.93% 23.200us 7.733us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 33.20% 156.106us 33.20% 156.106us 52.035us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 1.14% 5.350us 1.14% 5.350us 5.350us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 127.164us 713.44% 127.164us 127.164us 1 + hf_kernels_causal_conv1d 19.87% 99.623us 99.05% 496.531us 496.531us 0.000us 0.00% 23.808us 23.808us 1 + CausalConv1dFn 14.81% 74.221us 79.17% 396.908us 132.303us 0.000us 0.00% 23.808us 7.936us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.31% 26.641us 58.33% 292.406us 97.469us 17.824us 100.00% 23.808us 7.936us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 17.824us 100.00% 17.824us 5.941us 3 + Activity Buffer Request 20.81% 104.332us 20.81% 104.332us 104.332us 5.984us 33.57% 5.984us 5.984us 1 + aten::empty_like 1.45% 7.280us 6.04% 30.281us 10.094us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.59% 23.001us 4.59% 23.001us 7.667us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 32.20% 161.433us 32.20% 161.433us 53.811us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.95% 4.781us 0.95% 4.781us 4.781us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 470.206us -Self CUDA time total: 17.921us +Self CPU time total: 501.312us +Self CUDA time total: 17.824us @@ -4413,19 +4413,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D2048_S512_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 130.879us 726.50% 130.879us 130.879us 1 - hf_kernels_causal_conv1d 5.43% 99.212us 99.73% 1.824ms 1.824ms 0.000us 0.00% 24.063us 24.063us 1 - CausalConv1dFn 4.16% 76.013us 94.31% 1.725ms 574.860us 0.000us 0.00% 24.063us 8.021us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.28% 23.352us 88.43% 1.617ms 539.055us 18.015us 100.00% 24.063us 8.021us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 18.015us 100.00% 18.015us 6.005us 3 - Activity Buffer Request 78.67% 1.439ms 78.67% 1.439ms 1.439ms 6.048us 33.57% 6.048us 6.048us 1 - aten::empty_like 0.41% 7.570us 1.72% 31.401us 10.467us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.30% 23.831us 1.30% 23.831us 7.944us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 8.49% 155.235us 8.49% 155.235us 51.745us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.27% 4.890us 0.27% 4.890us 4.890us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 132.125us 742.61% 132.125us 132.125us 1 + hf_kernels_causal_conv1d 5.56% 102.363us 99.74% 1.835ms 1.835ms 0.000us 0.00% 23.776us 23.776us 1 + CausalConv1dFn 4.21% 77.520us 94.18% 1.733ms 577.645us 0.000us 0.00% 23.776us 7.925us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.43% 26.260us 88.34% 1.625ms 541.815us 17.792us 100.00% 23.776us 7.925us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 17.792us 100.00% 17.792us 5.931us 3 + Activity Buffer Request 78.18% 1.439ms 78.18% 1.439ms 1.439ms 5.984us 33.63% 5.984us 5.984us 1 + aten::empty_like 0.40% 7.411us 1.63% 29.972us 9.991us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.23% 22.561us 1.23% 22.561us 7.520us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 8.73% 160.604us 8.73% 160.604us 53.535us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.26% 4.730us 0.26% 4.730us 4.730us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.829ms -Self CUDA time total: 18.015us +Self CPU time total: 1.840ms +Self CUDA time total: 17.792us @@ -4435,19 +4435,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D2048_S512_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 123.645us 665.08% 123.645us 123.645us 1 - hf_kernels_causal_conv1d 22.59% 109.155us 99.05% 478.537us 478.537us 0.000us 0.00% 24.830us 24.830us 1 - CausalConv1dFn 15.84% 76.521us 76.45% 369.382us 123.127us 0.000us 0.00% 24.830us 8.277us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.13% 24.791us 54.61% 263.860us 87.953us 18.591us 100.00% 24.830us 8.277us 3 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 18.591us 100.00% 18.591us 6.197us 3 - Activity Buffer Request 17.60% 85.023us 17.60% 85.023us 85.023us 6.239us 33.56% 6.239us 6.239us 1 - aten::empty_like 1.53% 7.411us 6.00% 29.001us 9.667us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.47% 21.590us 4.47% 21.590us 7.197us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 31.88% 154.046us 31.88% 154.046us 51.349us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.95% 4.601us 0.95% 4.601us 4.601us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 130.846us 704.99% 130.846us 130.846us 1 + hf_kernels_causal_conv1d 20.99% 104.563us 98.97% 492.921us 492.921us 0.000us 0.00% 24.736us 24.736us 1 + CausalConv1dFn 14.81% 73.740us 77.98% 388.358us 129.453us 0.000us 0.00% 24.736us 8.245us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.56% 27.711us 57.26% 285.166us 95.055us 18.560us 100.00% 24.736us 8.245us 3 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 18.560us 100.00% 18.560us 6.187us 3 + Activity Buffer Request 19.93% 99.242us 19.93% 99.242us 99.242us 6.176us 33.28% 6.176us 6.176us 1 + aten::empty_like 1.54% 7.672us 5.91% 29.452us 9.817us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.37% 21.780us 4.37% 21.780us 7.260us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 31.77% 158.213us 31.77% 158.213us 52.738us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 1.03% 5.120us 1.03% 5.120us 5.120us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 483.138us -Self CUDA time total: 18.591us +Self CPU time total: 498.041us +Self CUDA time total: 18.560us @@ -4457,19 +4457,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D2048_S2048_W2 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 5.67% 104.074us 99.72% 1.829ms 1.829ms 0.000us 0.00% 162.623us 162.623us 1 - CausalConv1dFn 4.47% 81.893us 94.05% 1.725ms 574.926us 0.000us 0.00% 162.623us 54.208us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 1.47% 26.950us 87.82% 1.611ms 536.865us 97.823us 100.00% 162.623us 54.208us 3 - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 146.719us 149.98% 146.719us 146.719us 1 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 97.823us 100.00% 97.823us 32.608us 3 - Activity Buffer Request 77.02% 1.413ms 77.02% 1.413ms 1.413ms 64.800us 66.24% 64.800us 64.800us 1 - aten::empty_like 0.45% 8.219us 1.76% 32.292us 10.764us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 1.31% 24.073us 1.31% 24.073us 8.024us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 9.33% 171.076us 9.33% 171.076us 57.025us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 0.28% 5.071us 0.28% 5.071us 5.071us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 6.20% 114.892us 99.70% 1.846ms 1.846ms 0.000us 0.00% 163.362us 163.362us 1 + CausalConv1dFn 4.16% 76.963us 93.49% 1.731ms 577.109us 0.000us 0.00% 163.362us 54.454us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 1.46% 26.971us 87.71% 1.624ms 541.405us 97.825us 100.00% 163.362us 54.454us 3 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 140.833us 143.96% 140.833us 140.833us 1 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 97.825us 100.00% 97.825us 32.608us 3 + Activity Buffer Request 77.29% 1.431ms 77.29% 1.431ms 1.431ms 65.537us 66.99% 65.537us 65.537us 1 + aten::empty_like 0.44% 8.169us 1.63% 30.150us 10.050us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 1.19% 21.981us 1.19% 21.981us 7.327us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 8.97% 166.033us 8.97% 166.033us 55.344us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.30% 5.600us 0.30% 5.600us 5.600us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 1.834ms -Self CUDA time total: 97.823us +Self CPU time total: 1.852ms +Self CUDA time total: 97.825us @@ -4479,19 +4479,19 @@ PROFILE TRACE: hf_kernels_causal_conv1d | cuda_B4_D2048_S2048_W4 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ Name Self CPU % Self CPU CPU total % CPU total CPU time avg Self CUDA Self CUDA % CUDA total CUDA time avg # of Calls ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ - hf_kernels_causal_conv1d 19.41% 95.622us 98.95% 487.536us 487.536us 0.000us 0.00% 165.309us 165.309us 1 - CausalConv1dFn 15.06% 74.214us 79.54% 391.914us 130.638us 0.000us 0.00% 165.309us 55.103us 3 - _causal_conv1d_90f5a60::causal_conv1d_fwd 5.22% 25.702us 58.53% 288.390us 96.130us 99.646us 100.00% 165.309us 55.103us 3 - hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 134.941us 135.42% 134.941us 134.941us 1 -void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 99.646us 100.00% 99.646us 33.215us 3 - Activity Buffer Request 20.90% 102.993us 20.90% 102.993us 102.993us 65.663us 65.90% 65.663us 65.663us 1 - aten::empty_like 1.51% 7.430us 5.95% 29.310us 9.770us 0.000us 0.00% 0.000us 0.000us 3 - aten::empty_strided 4.44% 21.880us 4.44% 21.880us 7.293us 0.000us 0.00% 0.000us 0.000us 3 - cudaLaunchKernel 32.41% 159.695us 32.41% 159.695us 53.232us 0.000us 0.00% 0.000us 0.000us 3 - cudaDeviceSynchronize 1.05% 5.180us 1.05% 5.180us 5.180us 0.000us 0.00% 0.000us 0.000us 1 + hf_kernels_causal_conv1d 18.90% 99.621us 99.07% 522.281us 522.281us 0.000us 0.00% 164.258us 164.258us 1 + CausalConv1dFn 18.38% 96.883us 80.18% 422.660us 140.887us 0.000us 0.00% 164.258us 54.753us 3 + _causal_conv1d_90f5a60::causal_conv1d_fwd 5.13% 27.060us 56.33% 296.936us 98.979us 98.914us 100.00% 164.258us 54.753us 3 + hf_kernels_causal_conv1d 0.00% 0.000us 0.00% 0.000us 0.000us 161.441us 163.21% 161.441us 161.441us 1 +void causal_conv1d_fwd_kernel<Causal_conv1d_fwd_kern... 0.00% 0.000us 0.00% 0.000us 0.000us 98.914us 100.00% 98.914us 32.971us 3 + Activity Buffer Request 20.45% 107.822us 20.45% 107.822us 107.822us 65.344us 66.06% 65.344us 65.344us 1 + aten::empty_like 1.40% 7.371us 5.47% 28.841us 9.614us 0.000us 0.00% 0.000us 0.000us 3 + aten::empty_strided 4.07% 21.470us 4.07% 21.470us 7.157us 0.000us 0.00% 0.000us 0.000us 3 + cudaLaunchKernel 30.74% 162.054us 30.74% 162.054us 54.018us 0.000us 0.00% 0.000us 0.000us 3 + cudaDeviceSynchronize 0.93% 4.890us 0.93% 4.890us 4.890us 0.000us 0.00% 0.000us 0.000us 1 ------------------------------------------------------- ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ ------------ -Self CPU time total: 492.716us -Self CUDA time total: 99.646us +Self CPU time total: 527.171us +Self CUDA time total: 98.914us impl wl p50(ms) ok @@ -4527,9 +4527,9 @@ Installed 15 packages in 13ms