diff --git a/modules/torch_compile.ipynb b/modules/torch_compile.ipynb index ac85eaa652..31dc45721b 100644 --- a/modules/torch_compile.ipynb +++ b/modules/torch_compile.ipynb @@ -85,14 +85,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/workspace/data\n" + "/workspace/Data\n" ] } ], @@ -111,16 +111,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-01-19 06:02:08,535 - INFO - Expected md5 is None, skip md5 check for file samples.zip.\n", - "2024-01-19 06:02:08,536 - INFO - File exists: samples.zip, skipped downloading.\n", - "2024-01-19 06:02:08,537 - INFO - Writing into directory: /workspace/data.\n" + "2024-02-26 10:29:47,048 - INFO - Expected md5 is None, skip md5 check for file samples.zip.\n", + "2024-02-26 10:29:47,049 - INFO - File exists: samples.zip, skipped downloading.\n", + "2024-02-26 10:29:47,051 - INFO - Writing into directory: /workspace/Data.\n" ] } ], @@ -149,7 +149,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -167,7 +167,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -200,32 +200,32 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "2024-01-19 06:02:11,869 - INFO - --- input summary of monai.bundle.scripts.download ---\n", - "2024-01-19 06:02:11,870 - INFO - > name: 'wholeBody_ct_segmentation'\n", - "2024-01-19 06:02:11,872 - INFO - > bundle_dir: './bundle'\n", - "2024-01-19 06:02:11,872 - INFO - > source: 'monaihosting'\n", - "2024-01-19 06:02:11,873 - INFO - > remove_prefix: 'monai_'\n", - "2024-01-19 06:02:11,874 - INFO - > progress: True\n", - "2024-01-19 06:02:11,875 - INFO - ---\n", + "2024-02-26 10:29:57,384 - INFO - --- input summary of monai.bundle.scripts.download ---\n", + "2024-02-26 10:29:57,386 - INFO - > name: 'wholeBody_ct_segmentation'\n", + "2024-02-26 10:29:57,386 - INFO - > bundle_dir: './bundle'\n", + "2024-02-26 10:29:57,387 - INFO - > source: 'monaihosting'\n", + "2024-02-26 10:29:57,388 - INFO - > remove_prefix: 'monai_'\n", + "2024-02-26 10:29:57,389 - INFO - > progress: True\n", + "2024-02-26 10:29:57,391 - INFO - ---\n", "\n", "\n", - "2024-01-19 06:02:12,098 - INFO - Expected md5 is None, skip md5 check for file bundle/wholeBody_ct_segmentation_v0.2.1.zip.\n", - "2024-01-19 06:02:12,099 - INFO - File exists: bundle/wholeBody_ct_segmentation_v0.2.1.zip, skipped downloading.\n", - "2024-01-19 06:02:12,100 - INFO - Writing into directory: bundle.\n", - "2024-01-19 06:02:13,092 - INFO - --- input summary of monai.bundle.scripts.run ---\n", - "2024-01-19 06:02:13,095 - INFO - > config_file: './bundle/wholeBody_ct_segmentation/configs/train.json'\n", - "2024-01-19 06:02:13,095 - INFO - > workflow_type: 'train'\n", - "2024-01-19 06:02:13,096 - INFO - ---\n", + "2024-02-26 10:29:57,559 - INFO - Expected md5 is None, skip md5 check for file bundle/wholeBody_ct_segmentation_v0.2.2.zip.\n", + "2024-02-26 10:29:57,560 - INFO - File exists: bundle/wholeBody_ct_segmentation_v0.2.2.zip, skipped downloading.\n", + "2024-02-26 10:29:57,560 - INFO - Writing into directory: bundle.\n", + "2024-02-26 10:29:58,542 - INFO - --- input summary of monai.bundle.scripts.run ---\n", + "2024-02-26 10:29:58,543 - INFO - > config_file: './bundle/wholeBody_ct_segmentation/configs/train.json'\n", + "2024-02-26 10:29:58,544 - INFO - > workflow_type: 'train'\n", + "2024-02-26 10:29:58,544 - INFO - ---\n", "\n", "\n", - "2024-01-19 06:02:13,097 - INFO - Setting logging properties based on config: bundle/wholeBody_ct_segmentation/configs/logging.conf.\n" + "2024-02-26 10:29:58,545 - INFO - Setting logging properties based on config: bundle/wholeBody_ct_segmentation/configs/logging.conf.\n" ] } ], @@ -252,7 +252,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -266,7 +266,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "Loading dataset: 100%|██████████| 20/20 [00:05<00:00, 3.80it/s]\n" + "Loading dataset: 100%|██████████| 20/20 [00:06<00:00, 2.94it/s]\n" ] } ], @@ -306,19 +306,19 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "epoch 1/50 average loss: 5.3744, time: 4.4076\n", - "epoch 2/50 average loss: 4.9032, time: 1.6782\n", - "epoch 3/50 average loss: 4.2364, time: 1.6784\n", - "epoch 4/50 average loss: 3.7725, time: 1.6777\n", - "epoch 5/50 average loss: 3.4782, time: 1.6766\n", - "mean training time per iteration: 0.0866 seconds\n" + "epoch 1/50 average loss: 5.3303, time: 4.0818\n", + "epoch 2/50 average loss: 4.8197, time: 1.6785\n", + "epoch 3/50 average loss: 4.3100, time: 1.6776\n", + "epoch 4/50 average loss: 3.7214, time: 1.6770\n", + "epoch 5/50 average loss: 3.4800, time: 1.6763\n", + "mean training time per iteration: 0.0863 seconds\n" ] } ], @@ -363,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -372,7 +372,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -387,12 +387,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "epoch 1/50 average loss: 2.6362, time: 24.4882\n", - "epoch 2/50 average loss: 2.5796, time: 1.0590\n", - "epoch 3/50 average loss: 2.5479, time: 1.0595\n", - "epoch 4/50 average loss: 2.5509, time: 1.0593\n", - "epoch 5/50 average loss: 2.5566, time: 1.0595\n", - "mean training time per iteration after compilation: 0.0765 seconds\n" + "epoch 1/50 average loss: 2.6643, time: 25.8817\n", + "epoch 2/50 average loss: 2.7037, time: 1.0575\n", + "epoch 3/50 average loss: 2.6043, time: 1.0573\n", + "epoch 4/50 average loss: 2.5799, time: 1.0586\n", + "epoch 5/50 average loss: 2.6259, time: 1.0585\n", + "mean training time per iteration after compilation: 0.0778 seconds\n" ] } ], @@ -434,15 +434,15 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "first iteration: 2.814s(eager mode) vs. 22.228s(compile mode)\n", - "eager mean: 0.08661233669281006, compile mean: 0.07646919039535521, speedup: 1.1326435685406568x\n" + "first iteration: 2.488s(eager mode) vs. 23.759s(compile mode)\n", + "eager mean: 0.08626252268981932, compile mean: 0.07776330187988281, speedup: 1.1092960381628965x\n" ] } ], @@ -462,22 +462,22 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 13, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -493,7 +493,6 @@ "plt.bar(\"Compile\", sum(compile_time), 1, label=\"Compile training\", color=\"red\")\n", "plt.bar(\"Fast\", sum(eager_time), 1, label=\"Fast training\", color=\"green\")\n", "plt.ylabel(\"secs\")\n", - "plt.yscale(\"log\")\n", "plt.grid(alpha=0.4, linestyle=\":\")\n", "plt.legend(loc=\"best\")\n", "\n", @@ -514,7 +513,6 @@ " label=\"Fast training\",\n", " color=\"green\",\n", ")\n", - "plt.yscale(\"log\")\n", "plt.grid(alpha=0.4, linestyle=\":\")\n", "plt.legend(loc=\"best\")" ]