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@manisnesan
Created July 11, 2022 11:05
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<a href=\"https://colab.research.google.com/github/wandb/examples/blob/master/colabs/fastai/Weights_&_Biases_with_fastai.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
"\n",
"<!--- @wandbcode{fastai-wandb} -->"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<img src=\"https://i.imgur.com/pNKgZgL.png\" alt=\"Fastai2 and Weights & Biases\" width=\"400\"/>\n",
"\n",
"<!--- @wandbcode{fastai-wandb} -->\n",
"\n",
"<div><img /></div>\n",
"\n",
"<img src=\"https://i.imgur.com/uEtWSEb.png\" width=\"650\" alt=\"Weights & Biases\" />\n",
"\n",
"<div><img /></div>\n",
"\n",
"# 💨 Fastai and 🏋️‍♀️ Weights & Biases\n",
"\n",
"Fastai let us create quickly neural networks architectures using modern best practices in just a few lines of code.\n",
"\n",
"This notebook shows how to use fastai with the[`WandbCallback`](https://docs.wandb.com/library/integrations/fastai) to log and visualize experiments."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Install libraries\n",
"\n",
"First, install and import `fastai` and `wandb`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"!pip install -qU wandb fastai"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import wandb\n",
"\n",
"from fastai.vision.all import *\n",
"from fastai.callback.wandb import *"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Log in to W&B\n",
"Log in so your results can stream to a private project in W&B. Here's more info on the [data privacy and export features](https://docs.wandb.com/company/data-and-privacy) you can use so W&B can serve as a reliable system of record for your experiments.\n",
"\n",
"*Note: Login only needs to be done once, and it is automatically called with `wandb.init()`.*"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Failed to detect the name of this notebook, you can set it manually with the WANDB_NOTEBOOK_NAME environment variable to enable code saving.\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Currently logged in as: \u001b[33mcapecape\u001b[0m. Use \u001b[1m`wandb login --relogin`\u001b[0m to force relogin\n"
]
},
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wandb.login()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting Started"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's start with a very simple fastai pipeline:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
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"<IPython.core.display.HTML object>"
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"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.167861</td>\n",
" <td>0.047716</td>\n",
" <td>0.014208</td>\n",
" <td>00:12</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
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"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
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"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.056580</td>\n",
" <td>0.025385</td>\n",
" <td>0.008119</td>\n",
" <td>00:14</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
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"source": [
"path = untar_data(URLs.PETS)/'images'\n",
"\n",
"def is_cat(x): return x[0].isupper()\n",
"dls = ImageDataLoaders.from_name_func(\n",
" path, get_image_files(path), valid_pct=0.2, seed=42,\n",
" label_func=is_cat, item_tfms=Resize(224))\n",
"\n",
"learn = vision_learner(dls, resnet34, metrics=error_rate)\n",
"learn.fine_tune(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## How do we add W&B to this pipeline?\n",
"You just need to add the `WandbCallback` to the `Learner`"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"learn = vision_learner(dls, resnet34, metrics=error_rate, cbs = WandbCallback())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"create a run by calling `wandb.init`"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"wandb version 0.12.19 is available! To upgrade, please run:\n",
" $ pip install wandb --upgrade"
],
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"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"Tracking run with wandb version 0.12.17"
],
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"<IPython.core.display.HTML object>"
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},
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},
{
"data": {
"text/html": [
"Run data is saved locally in <code>/home/tcapelle/wandb/examples/colabs/fastai/wandb/run-20220623_124935-24cwtcxx</code>"
],
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"<IPython.core.display.HTML object>"
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{
"data": {
"text/html": [
"Syncing run <strong><a href=\"https://wandb.ai/capecape/fastai/runs/24cwtcxx\" target=\"_blank\">ancient-donkey-5</a></strong> to <a href=\"https://wandb.ai/capecape/fastai\" target=\"_blank\">Weights & Biases</a> (<a href=\"https://wandb.me/run\" target=\"_blank\">docs</a>)<br/>"
],
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"<IPython.core.display.HTML object>"
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},
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],
"source": [
"wandb.init(project=\"fastai\");"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Train your model as usual"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
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"<IPython.core.display.HTML object>"
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"data": {
"text/html": [
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.146514</td>\n",
" <td>0.046027</td>\n",
" <td>0.012855</td>\n",
" <td>00:13</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
],
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"<IPython.core.display.HTML object>"
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},
"metadata": {},
"output_type": "display_data"
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{
"data": {
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
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"<IPython.core.display.HTML object>"
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: left;\">\n",
" <th>epoch</th>\n",
" <th>train_loss</th>\n",
" <th>valid_loss</th>\n",
" <th>error_rate</th>\n",
" <th>time</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0.062179</td>\n",
" <td>0.028113</td>\n",
" <td>0.009472</td>\n",
" <td>00:15</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>"
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],
"source": [
"learn.fine_tune(1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"end the run"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"Waiting for W&B process to finish... <strong style=\"color:green\">(success).</strong>"
],
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"<IPython.core.display.HTML object>"
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"text/plain": [
"VBox(children=(Label(value='3.012 MB of 3.012 MB uploaded (0.000 MB deduped)\\r'), FloatProgress(value=1.0, max…"
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{
"data": {
"text/html": [
"<style>\n",
" table.wandb td:nth-child(1) { padding: 0 10px; text-align: left ; width: auto;} td:nth-child(2) {text-align: left ; width: 100%}\n",
" .wandb-row { display: flex; flex-direction: row; flex-wrap: wrap; justify-content: flex-start; width: 100% }\n",
" .wandb-col { display: flex; flex-direction: column; flex-basis: 100%; flex: 1; padding: 10px; }\n",
" </style>\n",
"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>epoch</td><td>▁▁▁▂▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▅▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>eps_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>eps_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>eps_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>error_rate</td><td>█▁</td></tr><tr><td>lr_0</td><td>▁▁▁▂▂▂▃▃▄▄▅▅▆▆▇▇████▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>lr_1</td><td>▁▁▁▂▂▂▃▃▄▄▅▅▆▆▇▇████▂▂▃▃▄▄▄▄▄▄▄▃▃▂▂▂▁▁▁▁</td></tr><tr><td>lr_2</td><td>▁▁▁▂▂▂▃▃▄▄▅▅▆▆▇▇████▂▂▃▃▄▄▄▄▄▄▄▃▃▂▂▂▁▁▁▁</td></tr><tr><td>mom_0</td><td>████▇▇▆▆▆▅▄▄▃▃▂▂▂▁▁▁█▇▆▄▂▁▁▁▂▂▃▃▄▅▆▆▇███</td></tr><tr><td>mom_1</td><td>████▇▇▆▆▆▅▄▄▃▃▂▂▂▁▁▁█▇▆▄▂▁▁▁▂▂▃▃▄▅▆▆▇███</td></tr><tr><td>mom_2</td><td>████▇▇▆▆▆▅▄▄▃▃▂▂▂▁▁▁█▇▆▄▂▁▁▁▂▂▃▃▄▅▆▆▇███</td></tr><tr><td>raw_loss</td><td>█▅▄▄▃▂▂▁▁▁▁▁▁▁▁▁▁▁▁▂▁▁▁▂▁▂▁▁▁▂▁▁▂▁▁▂▁▁▁▂</td></tr><tr><td>sqr_mom_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>train_loss</td><td>█▆▅▅▄▄▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>train_samples_per_sec</td><td>▇▅██████████████████▁▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃▃</td></tr><tr><td>valid_loss</td><td>█▁</td></tr><tr><td>wd_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>epoch</td><td>2</td></tr><tr><td>eps_0</td><td>1e-05</td></tr><tr><td>eps_1</td><td>1e-05</td></tr><tr><td>eps_2</td><td>1e-05</td></tr><tr><td>error_rate</td><td>0.00947</td></tr><tr><td>lr_0</td><td>0.0</td></tr><tr><td>lr_1</td><td>0.0</td></tr><tr><td>lr_2</td><td>0.0</td></tr><tr><td>mom_0</td><td>0.94994</td></tr><tr><td>mom_1</td><td>0.94994</td></tr><tr><td>mom_2</td><td>0.94994</td></tr><tr><td>raw_loss</td><td>0.21583</td></tr><tr><td>sqr_mom_0</td><td>0.99</td></tr><tr><td>sqr_mom_1</td><td>0.99</td></tr><tr><td>sqr_mom_2</td><td>0.99</td></tr><tr><td>train_loss</td><td>0.06218</td></tr><tr><td>train_samples_per_sec</td><td>589.0844</td></tr><tr><td>valid_loss</td><td>0.02811</td></tr><tr><td>wd_0</td><td>0.01</td></tr><tr><td>wd_1</td><td>0.01</td></tr><tr><td>wd_2</td><td>0.01</td></tr></table><br/></div></div>"
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"data": {
"text/html": [
"Synced <strong style=\"color:#cdcd00\">ancient-donkey-5</strong>: <a href=\"https://wandb.ai/capecape/fastai/runs/24cwtcxx\" target=\"_blank\">https://wandb.ai/capecape/fastai/runs/24cwtcxx</a><br/>Synced 5 W&B file(s), 2 media file(s), 37 artifact file(s) and 0 other file(s)"
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"text/html": [
"Find logs at: <code>./wandb/run-20220623_124935-24cwtcxx/logs</code>"
],
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],
"source": [
"wandb.finish()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"you can now click on the run link and enjoy your dashboard ☝️"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**TLDR**; it's even shorter if you use the context manager:\n",
"```python\n",
"with wandb.init(project=\"fastai\"):\n",
" learn = vision_learner(dls, resnet34, metrics=error_rate, cbs = WandbCallback())\n",
" learn.fine_tune(1)\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Semantic segmentation on CamVid\n",
"\n",
"In this example, we'll train a U-Net with a ResNet encoder to perform semantic segmentation on the CamVid dataset.\n",
"\n",
"<img src=\"http://mi.eng.cam.ac.uk/research/projects/VideoRec/CamVid/pr/DBOverview1_1_huff_0000964.jpg\" alt=\"Camvid dataset\" width=\"500\"/>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Download the dataset\n",
"\n",
"Fastai datasets are downloaded from a URL and cached locally."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Path('/home/tcapelle/.fastai/data/camvid_tiny')"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"path = untar_data(URLs.CAMVID_TINY)\n",
"path"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This specific dataset contains:\n",
"* a folder of input images\n",
"* a folder of segmentation masks (same name as images with added suffix `_P`)\n",
"* a file listing in order the possible classes\n",
"* a file listing which files belong to validation set"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Create DataLoaders\n",
"We can create `DataLoaders` in many possible ways: from a `Dataset`, `TfmdList`, `DataBlock` or custom methods such as `ImageDataLoaders` or `SegmentationDataLoaders`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['Animal', 'Archway', 'Bicyclist', 'Bridge', 'Building', 'Car',\n",
" 'CartLuggagePram', 'Child', 'Column_Pole', 'Fence', 'LaneMkgsDriv',\n",
" 'LaneMkgsNonDriv', 'Misc_Text', 'MotorcycleScooter', 'OtherMoving',\n",
" 'ParkingBlock', 'Pedestrian', 'Road', 'RoadShoulder', 'Sidewalk',\n",
" 'SignSymbol', 'Sky', 'SUVPickupTruck', 'TrafficCone',\n",
" 'TrafficLight', 'Train', 'Tree', 'Truck_Bus', 'Tunnel',\n",
" 'VegetationMisc', 'Void', 'Wall'], dtype='<U17')"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get classes\n",
"codes = np.loadtxt(path/'codes.txt', dtype=str)\n",
"codes"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(#3) [Path('/home/tcapelle/.fastai/data/camvid_tiny/images/0016E5_08400.png'),Path('/home/tcapelle/.fastai/data/camvid_tiny/images/0016E5_08370.png'),Path('/home/tcapelle/.fastai/data/camvid_tiny/images/0001TP_010200.png')]"
]
},
"execution_count": null,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get list of input files path\n",
"fnames = get_image_files(path/\"images\")\n",
"fnames[:3]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# get label path from an input path\n",
"def label_func(fn): return path/\"labels\"/f\"{fn.stem}_P{fn.suffix}\""
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# create DataLoaders using a function specific to semantic segmentation\n",
"dls = SegmentationDataLoaders.from_label_func(path, bs=8, fnames=fnames, label_func=label_func, codes=codes)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"source": [
"dls.show_batch()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Train a model\n",
"\n",
"We start a new W&B run with wandb.init() which gives us a link to our logged run."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
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"wandb version 0.12.19 is available! To upgrade, please run:\n",
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"Syncing run <strong><a href=\"https://wandb.ai/capecape/fastai/runs/2u7f9sy8\" target=\"_blank\">fancy-pond-4</a></strong> to <a href=\"https://wandb.ai/capecape/fastai\" target=\"_blank\">Weights & Biases</a> (<a href=\"https://wandb.me/run\" target=\"_blank\">docs</a>)<br/>"
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"cell_type": "markdown",
"metadata": {},
"source": [
"`WandbCallback` can automatically track:\n",
"* hyper-parameters\n",
"* losses & metrics\n",
"* models\n",
"* datasets\n",
"* code\n",
"* computer resources\n",
"\n",
"In addition to logging losses & metrics, we are going to log our dataset and our model, which will be automatically versioned."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"learn = unet_learner(dls, resnet18, metrics=foreground_acc, cbs=WandbCallback(log_dataset=True, log_model=True))"
]
},
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"cell_type": "code",
"execution_count": null,
"metadata": {},
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"text": [
"\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/tcapelle/.fastai/data/camvid_tiny/images)... Done. 0.0s\n",
"\u001b[34m\u001b[1mwandb\u001b[0m: Adding directory to artifact (/home/tcapelle/.fastai/data/camvid_tiny/labels)... Done. 0.0s\n"
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"text": [
"Better model found at epoch 0 with valid_loss value: 2.0832951068878174.\n",
"Better model found at epoch 1 with valid_loss value: 1.459004521369934.\n",
"Better model found at epoch 2 with valid_loss value: 1.2306379079818726.\n",
"Better model found at epoch 3 with valid_loss value: 1.127360463142395.\n",
"Better model found at epoch 4 with valid_loss value: 1.0963139533996582.\n"
]
}
],
"source": [
"learn.fit_one_cycle(5)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
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" .wandb-col { display: flex; flex-direction: column; flex-basis: 100%; flex: 1; padding: 10px; }\n",
" </style>\n",
"<div class=\"wandb-row\"><div class=\"wandb-col\"><h3>Run history:</h3><br/><table class=\"wandb\"><tr><td>epoch</td><td>▁▁▁▁▂▂▂▂▂▃▃▃▃▃▃▄▄▄▄▄▅▅▅▅▅▆▆▆▆▆▆▇▇▇▇▇▇███</td></tr><tr><td>eps_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>eps_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>eps_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>foreground_acc</td><td>▁▆▇██</td></tr><tr><td>lr_0</td><td>▁▁▂▃▄▅▆▁▂▃▄▅▆▇█████▇▇▇▇▆▆▅▅▅▄▄▃▃▃▂▂▂▁▁▁▁</td></tr><tr><td>lr_1</td><td>▁▁▂▃▄▅▆▁▂▃▄▅▆▇█████▇▇▇▇▆▆▅▅▅▄▄▃▃▃▂▂▂▁▁▁▁</td></tr><tr><td>lr_2</td><td>▁▁▂▃▄▅▆▁▂▃▄▅▆▇█████▇▇▇▇▆▆▅▅▅▄▄▃▃▃▂▂▂▁▁▁▁</td></tr><tr><td>mom_0</td><td>███▆▆▄▃██▆▆▄▃▂▁▁▁▁▁▂▂▂▂▃▃▄▄▄▅▅▆▆▆▇▇▇████</td></tr><tr><td>mom_1</td><td>███▆▆▄▃██▆▆▄▃▂▁▁▁▁▁▂▂▂▂▃▃▄▄▄▅▅▆▆▆▇▇▇████</td></tr><tr><td>mom_2</td><td>███▆▆▄▃██▆▆▄▃▂▁▁▁▁▁▂▂▂▂▃▃▄▄▄▅▅▆▆▆▇▇▇████</td></tr><tr><td>raw_loss</td><td>██▇▆▅▄▄█▇▆▅▆▅▄▃▄▄▄▃▂▂▂▂▂▂▂▂▂▁▂▂▁▁▁▁▂▁▁▁▂</td></tr><tr><td>sqr_mom_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>sqr_mom_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>train_loss</td><td>██▇▇▆▆▅██▇▆▆▆▅▅▅▄▄▄▄▃▃▃▃▃▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁</td></tr><tr><td>train_samples_per_sec</td><td>▁▇▇▇███▇▇█▇██▆█▇████▇█▇███████▇██▇███▇██</td></tr><tr><td>valid_loss</td><td>█▄▂▁▁</td></tr><tr><td>wd_0</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_1</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr><tr><td>wd_2</td><td>▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁</td></tr></table><br/></div><div class=\"wandb-col\"><h3>Run summary:</h3><br/><table class=\"wandb\"><tr><td>epoch</td><td>6</td></tr><tr><td>eps_0</td><td>1e-05</td></tr><tr><td>eps_1</td><td>1e-05</td></tr><tr><td>eps_2</td><td>1e-05</td></tr><tr><td>foreground_acc</td><td>0.68266</td></tr><tr><td>lr_0</td><td>0.0</td></tr><tr><td>lr_1</td><td>0.0</td></tr><tr><td>lr_2</td><td>0.0</td></tr><tr><td>mom_0</td><td>0.94982</td></tr><tr><td>mom_1</td><td>0.94982</td></tr><tr><td>mom_2</td><td>0.94982</td></tr><tr><td>raw_loss</td><td>1.10583</td></tr><tr><td>sqr_mom_0</td><td>0.99</td></tr><tr><td>sqr_mom_1</td><td>0.99</td></tr><tr><td>sqr_mom_2</td><td>0.99</td></tr><tr><td>train_loss</td><td>1.4451</td></tr><tr><td>train_samples_per_sec</td><td>195.54675</td></tr><tr><td>valid_loss</td><td>1.09631</td></tr><tr><td>wd_0</td><td>0.01</td></tr><tr><td>wd_1</td><td>0.01</td></tr><tr><td>wd_2</td><td>0.01</td></tr></table><br/></div></div>"
],
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"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"Synced <strong style=\"color:#cdcd00\">fancy-pond-4</strong>: <a href=\"https://wandb.ai/capecape/fastai/runs/2u7f9sy8\" target=\"_blank\">https://wandb.ai/capecape/fastai/runs/2u7f9sy8</a><br/>Synced 6 W&B file(s), 1 media file(s), 86 artifact file(s) and 0 other file(s)"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"Find logs at: <code>./wandb/run-20220623_102952-2u7f9sy8/logs</code>"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# optional: mark the run as completed\n",
"wandb.finish()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"That's it! Check out your fastai model training in the live W&B dashboard by clicking on the link printed out above.\n",
"\n",
"# Example W&B dashboard\n",
"![](https://i.imgur.com/jef6GjA.png)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"# Learn more!\n",
"1. [Documentation](https://docs.wandb.com/library/integrations/fastai): Explore the docs to learn what's possible with Weights & Biases visualizations for Fastai models\n",
"2. [Slack community](http://wandb.me/slack): Ask questions and share results in our vibrant community of practitioners\n",
"3. [Gallery](app.wandb.ai/gallery): See more reproducible research projects from practitioners around the world in the W&B gallery\n",
"\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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manisnesan commented Jul 11, 2022

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