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April 13, 2020 18:45
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Demo WandbCallback for fastai2
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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from fastai2.vision.all import *\n", | |
"\n", | |
"import wandb\n", | |
"from fastai2.callback.wandb import *" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"path = untar_data(URLs.MNIST_TINY)\n", | |
"items = get_image_files(path)\n", | |
"tds = Datasets(items, [PILImageBW.create, [parent_label, Categorize()]], splits=GrandparentSplitter()(items))\n", | |
"dls = tds.dataloaders(after_item=[ToTensor(), IntToFloatTensor()])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"wandb.init(project='test')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"learn = cnn_learner(dls, resnet34, loss_func=CrossEntropyLossFlat(), cbs=WandbCallback())" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"learn.fit(3, lr=0.01)" | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "Python 3", | |
"language": "python", | |
"name": "python3" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.8.1" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 4 | |
} |
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