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# Downloading Images |
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Once you have the URLs or S3 file keys from the metadata files, you can download the images through any standard means. |
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#### cURL |
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Download an image from a url to a local image file with the name `image.png`: |
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```bash |
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curl -O image.png https://pd12m.s3.us-west-2.amazonaws.com/images/image.png |
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``` |
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#### Python |
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Download an image from a url to a local image file with the name `image.png`: |
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```python |
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import requests |
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url = "https://pd12m.s3.us-west-2.amazonaws.com/images/image.png" |
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response = requests.get(url) |
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with open('image.png', 'wb') as f: |
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f.write(response.content) |
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``` |
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#### img2dataset |
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You can also use the `img2dataset` tool to quickly download images from a metadata file. The tool is available [here](https://github.com/rom1504/img2dataset). The example below will download all the images to a local `images` directory. |
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```bash |
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img2dataset download --url_list pd12m.01.parquet --input_format parquet --url_col url --caption_col caption --output-dir images/ |
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``` |
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