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@hiromis
Created August 10, 2021 00:05
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git/mariner/segmentation.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Mariner Takehome\n\n### Take Home Problem\nShould you join the Mariner team, some of your time will be spent training models on customer datasets, presenting results, and putting models into production. The purpose of this question is to work through this process with you on a toy problem.\n\nFrom the [mvtec ad](https://www.mvtec.com/company/research/datasets/mvtec-ad) dataset, please choose a category (e.g. Carpet, Capsule), and download these examples. Your download should include examples of both good and defective products, including segmentation mask labels. Note that the mvtec dataset is targeted at unsupervised learning, but here we'll be using it for a simple supervised learning task.\n\nUsing you DL framework of choice, train a semantic segmentation model on your chosen dataset. If training a segmentation model is too time consuming, please train a classification model.\n\nPrepare a short results presentation (5-10 slides), walking through a quick analysis of the data, your modeling approach, the results, and any recommendations you would make before taking this model into production.\n"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "from fastai.vision.all import *\nimport wandb\nfrom fastai.callback.wandb import *",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "path = Path('data/pill')\n\nimage_path = path/'test'\nmask_path = path/'ground_truth'",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "labels = [f.name for f in image_path.ls()]\nlabels",
"execution_count": 3,
"outputs": [
{
"data": {
"text/plain": "['good',\n 'color',\n 'faulty_imprint',\n 'contamination',\n 'pill_type',\n 'scratch',\n 'crack',\n 'combined']"
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "no_combined = labels[:7]\nno_combined",
"execution_count": 4,
"outputs": [
{
"data": {
"text/plain": "['good',\n 'color',\n 'faulty_imprint',\n 'contamination',\n 'pill_type',\n 'scratch',\n 'crack']"
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Updating masks\n\nCurrently, `ground_truth` masks are gray scale images where 0 is good, 255 is defect. To use the fast.ai's unet_learner, I pre-processed the images so that the mask pixel value looks as below:\n\n```\n{0: 'good',\n 1: 'color',\n 2: 'faulty_imprint',\n 3: 'contamination',\n 4: 'pill_type',\n 5: 'scratch',\n 6: 'crack'}\n```"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "! rm -rf data/pill/segmentation",
"execution_count": 28,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "segmentation_path = path/'segmentation'\nsegmentation_path.mkdir(mode=0o755, parents=True, exist_ok=True)",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "i = 0\nfor folder in no_combined:\n if folder == 'good':\n for file in (image_path/folder).ls():\n img = load_image(file)\n # Create a mask with all zeros (i.e. \"good\")\n mask = Image.fromarray(np.zeros(img.shape).astype(np.uint8), mode='L')\n mask.save(segmentation_path/f'{folder}-{file.stem}_mask{file.suffix}')\n shutil.copy(file, segmentation_path/f'{folder}-{file.name}')\n else:\n for file in (image_path/folder).ls():\n shutil.copy(file, segmentation_path/f'{folder}-{file.name}')\n for file in (mask_path/folder).ls():\n mask = load_image(file)\n mask = np.asarray(mask)\n mask = mask.clip(max=i)\n assert(np.max(mask) == i) # A quick sanity check of the max pixel value which should be i\n mask = Image.fromarray(mask) \n \n mask.save(segmentation_path/f'{folder}-{file.name}')\n i += 1",
"execution_count": 7,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Create DataLoaders"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "labeled_images = get_image_files(image_path, folders=no_combined)",
"execution_count": 8,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "len(labeled_images)",
"execution_count": 9,
"outputs": [
{
"data": {
"text/plain": "150"
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fn = labeled_images[0]\nfn.parts",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "('data', 'pill', 'test', 'good', '001.png')"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def label_func(fn): \n return segmentation_path/f'{fn.parts[3]}-{fn.stem}_mask{fn.suffix}'",
"execution_count": 11,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "dls = SegmentationDataLoaders.from_label_func(\n path, bs=1, fnames=labeled_images, label_func=label_func, codes=no_combined)",
"execution_count": 12,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/home/hiromi/tools/miniconda3/envs/mariner/lib/python3.9/site-packages/torch/_tensor.py:575: UserWarning: floor_divide is deprecated, and will be removed in a future version of pytorch. It currently rounds toward 0 (like the 'trunc' function NOT 'floor'). This results in incorrect rounding for negative values.\nTo keep the current behavior, use torch.div(a, b, rounding_mode='trunc'), or for actual floor division, use torch.div(a, b, rounding_mode='floor'). (Triggered internally at /pytorch/aten/src/ATen/native/BinaryOps.cpp:467.)\n return torch.floor_divide(self, other)\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "dls.show_batch()",
"execution_count": 13,
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 216x216 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "os.environ['WANDB_NOTEBOOK_NAME'] = 'segmentation.ipynb'\nwandb.init(project='mariner');",
"execution_count": 14,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mhiromi\u001b[0m (use `wandb login --relogin` to force relogin)\n"
},
{
"data": {
"text/html": "\n Tracking run with wandb version 0.11.2<br/>\n Syncing run <strong style=\"color:#cdcd00\">revived-grass-2</strong> to <a href=\"https://wandb.ai\" target=\"_blank\">Weights & Biases</a> <a href=\"https://docs.wandb.com/integrations/jupyter.html\" target=\"_blank\">(Documentation)</a>.<br/>\n Project page: <a href=\"https://wandb.ai/hiromi/mariner\" target=\"_blank\">https://wandb.ai/hiromi/mariner</a><br/>\n Run page: <a href=\"https://wandb.ai/hiromi/mariner/runs/bo3xcqmi\" target=\"_blank\">https://wandb.ai/hiromi/mariner/runs/bo3xcqmi</a><br/>\n Run data is saved locally in <code>/home/hiromi/git/mariner/wandb/run-20210809_163449-bo3xcqmi</code><br/><br/>\n ",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Monkey patch\n\nNoticed that `WandbCallback` is not properly using the class labels:\n\n![](images/before.png)\n\nI am planning on actually finding out where the disconnect is and create a PR to fastai, but for the time being, I monkey patched the function:\n\n![](images/after.png)\n\nThe line that seems to be the issue:\n\nhttps://github.com/fastai/fastai/blob/2cf7bd388c36b7b951a4f5754fb20ad13b50cf43/fastai/callback/wandb.py#L252"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def modified_wandb_process(x:TensorImage, y:TensorMask, samples, outs):\n res = []\n codes = no_combined # TODO: Hardcoded codes. \n class_labels = {i:f'{c}' for i,c in enumerate(codes)} if codes is not None else None\n for s,o in zip(samples, outs):\n img = s[0].permute(1,2,0)\n masks = {}\n for t, capt in ((o[0], \"Prediction\"), (s[1], \"Ground Truth\")):\n masks[capt] = {'mask_data':t.numpy().astype(np.uint8)}\n if class_labels: masks[capt]['class_labels'] = class_labels\n res.append(wandb.Image(img, masks=masks))\n return {\"Modified Prediction Samples\":res}",
"execution_count": 27,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "def modified_log_predictions(self, preds):\n inp,preds,targs,out = preds\n b = tuplify(inp) + tuplify(targs)\n x,y,its,outs = self.valid_dl.show_results(b, out, show=False, max_n=self.n_preds)\n wandb.log(modified_wandb_process(x, y, its, outs), step=self._wandb_step)",
"execution_count": 16,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "original_log_predictions = WandbCallback.log_predictions ",
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "WandbCallback.log_predictions = modified_log_predictions",
"execution_count": 18,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "## Training"
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "learn = unet_learner(dls, resnet34, cbs=[WandbCallback(log_dataset=True, log_model=True), SaveModelCallback()])",
"execution_count": 19,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "/home/hiromi/tools/miniconda3/envs/mariner/lib/python3.9/site-packages/torch/nn/functional.py:718: UserWarning: Named tensors and all their associated APIs are an experimental feature and subject to change. Please do not use them for anything important until they are released as stable. (Triggered internally at /pytorch/c10/core/TensorImpl.h:1156.)\n return torch.max_pool2d(input, kernel_size, stride, padding, dilation, ceil_mode)\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.loss_func",
"execution_count": 20,
"outputs": [
{
"data": {
"text/plain": "FlattenedLoss of CrossEntropyLoss()"
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "learn.lr_find()",
"execution_count": 21,
"outputs": [
{
"data": {
"text/html": "",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": "/home/hiromi/fastai/fastai/fastai/callback/schedule.py:270: UserWarning: color is redundantly defined by the 'color' keyword argument and the fmt string \"ro\" (-> color='r'). The keyword argument will take precedence.\n ax.plot(val, idx, 'ro', label=nm, c=color)\n"
},
{
"data": {
"text/plain": "SuggestedLRs(valley=9.120108734350652e-05)"
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 432x288 with 1 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.fine_tune(50, 5e-4, freeze_epochs=10)",
"execution_count": 22,
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/ground_truth)... Done. 0.0s\n\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/segmentation)... Done. 0.1s\n\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/train)... Done. 0.1s\n\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/test)... Done. 0.0s\n"
},
{
"data": {
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"text": "\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/ground_truth)... Done. 0.0s\n\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/segmentation)... Done. 0.1s\n\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/train)... Done. 0.1s\n\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/hiromi/git/mariner/data/pill/test)... Done. 0.0s\n"
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},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "learn.show_results(max_n=6, figsize=(7,8))",
"execution_count": 23,
"outputs": [
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\n",
"text/plain": "<Figure size 504x576 with 2 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "interp = SegmentationInterpretation.from_learner(learn)\ninterp.plot_top_losses(k=3)",
"execution_count": 24,
"outputs": [
{
"data": {
"text/html": "",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": "<Figure size 648x648 with 9 Axes>"
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "wandb.finish()",
"execution_count": 25,
"outputs": [
{
"data": {
"text/html": "<br/>Waiting for W&B process to finish, PID 750668<br/>Program ended successfully.",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
"output_type": "display_data"
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{
"data": {
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"version_minor": 0
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"text/plain": "VBox(children=(Label(value=' 1427.42MB of 1436.38MB uploaded (0.00MB deduped)\\r'), FloatProgress(value=0.99376…"
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"metadata": {},
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{
"data": {
"text/html": "Find user logs for this run at: <code>/home/hiromi/git/mariner/wandb/run-20210809_163449-bo3xcqmi/logs/debug.log</code>",
"text/plain": "<IPython.core.display.HTML object>"
},
"metadata": {},
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},
{
"data": {
"text/html": "Find internal logs for this run at: <code>/home/hiromi/git/mariner/wandb/run-20210809_163449-bo3xcqmi/logs/debug-internal.log</code>",
"text/plain": "<IPython.core.display.HTML object>"
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"metadata": {},
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{
"data": {
"text/html": "<h3>Run summary:</h3><br/><style>\n table.wandb td:nth-child(1) { padding: 0 10px; text-align: right }\n </style><table class=\"wandb\">\n<tr><td>epoch</td><td>60</td></tr><tr><td>train_loss</td><td>0.00114</td></tr><tr><td>raw_loss</td><td>0.00176</td></tr><tr><td>wd_0</td><td>0.01</td></tr><tr><td>sqr_mom_0</td><td>0.99</td></tr><tr><td>lr_0</td><td>0.0</td></tr><tr><td>mom_0</td><td>0.95</td></tr><tr><td>eps_0</td><td>1e-05</td></tr><tr><td>wd_1</td><td>0.01</td></tr><tr><td>sqr_mom_1</td><td>0.99</td></tr><tr><td>lr_1</td><td>0.0</td></tr><tr><td>mom_1</td><td>0.95</td></tr><tr><td>eps_1</td><td>1e-05</td></tr><tr><td>wd_2</td><td>0.01</td></tr><tr><td>sqr_mom_2</td><td>0.99</td></tr><tr><td>lr_2</td><td>0.0</td></tr><tr><td>mom_2</td><td>0.95</td></tr><tr><td>eps_2</td><td>1e-05</td></tr><tr><td>_runtime</td><td>3767</td></tr><tr><td>_timestamp</td><td>1628548656</td></tr><tr><td>_step</td><td>7200</td></tr><tr><td>valid_loss</td><td>0.68547</td></tr></table>",
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},
"metadata": {},
"output_type": "display_data"
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"text/html": "<h3>Run history:</h3><br/><style>\n table.wandb td:nth-child(1) { padding: 0 10px; text-align: right }\n </style><table class=\"wandb\">\n<tr><td>epoch</td><td>▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>train_loss</td><td>█▆▄▅▃▅▃▃▂▂▂▃▂▂▁▂▁▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>raw_loss</td><td>▁▂▂█▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_0</td><td>▁▂▃▄▆▇█▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>mom_0</td><td>██▆▅▃▂▁██▇▆▅▄▃▂▁▁▁▁▁▁▂▂▂▃▃▄▄▅▅▆▆▆▇▇▇████</td></tr><tr><td>eps_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_1</td><td>▁▂▃▄▆▇█▂▂▂▃▃▃▄▄▄▅▄▄▄▄▄▄▄▄▃▃▃▃▂▂▂▂▂▁▁▁▁▁▁</td></tr><tr><td>mom_1</td><td>██▆▅▃▂▁██▇▆▅▄▃▂▁▁▁▁▁▁▂▂▂▃▃▄▄▅▅▆▆▆▇▇▇████</td></tr><tr><td>eps_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_2</td><td>▁▂▃▄▆▇█▂▂▂▃▃▃▄▄▄▅▄▄▄▄▄▄▄▄▃▃▃▃▂▂▂▂▂▁▁▁▁▁▁</td></tr><tr><td>mom_2</td><td>██▆▅▃▂▁██▇▆▅▄▃▂▁▁▁▁▁▁▂▂▂▃▃▄▄▅▅▆▆▆▇▇▇████</td></tr><tr><td>eps_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>_runtime</td><td>▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>_timestamp</td><td>▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>_step</td><td>▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>valid_loss</td><td>▃▃▂▃▂▃▂▂▁▁▁▁▁▁▂▁▁▁▁▁▁▁▂▁▃▂▃▂▄▅▆▆▆▇▇█████</td></tr></table><br/>",
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"text/html": "\n <br/>Synced <strong style=\"color:#cdcd00\">revived-grass-2</strong>: <a href=\"https://wandb.ai/hiromi/mariner/runs/bo3xcqmi\" target=\"_blank\">https://wandb.ai/hiromi/mariner/runs/bo3xcqmi</a><br/>\n ",
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