al-livefront
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Add test script
Browse files- testing/New hairstyle applied.png +0 -0
- testing/README.md +10 -0
- testing/mask-inverted.png +0 -0
- testing/test-hf.py +31 -0
testing/New hairstyle applied.png
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testing/README.md
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# Testing
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This test is to run a custom model on Hugging Face using a python script to produce an 'image.png' file. The script requires there to be two files in the same local directory: `New hairstyle applied.png` and `mask-inverted.png`. The first file is a selfie with a roughly overlaid hairstyle. The second is a mask that specifies the strength of the inpainting in particular areas in the image. I included some sample files, but you can try different ones as well.
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- Via a Terminal, navigate into the directory with `test-hf.py`, then run these commands:
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- `python3 -m venv venv` # This creates a "venv" - a special area to install dependencies
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- `. venv/bin/activate` # This activates the "venv" so when you install dependencies they go into the venv, instead of installing system-wide.
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- `pip install requests` # This installs the "requests" library, that helps with calling remote web services
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- `python3 test-hf.py` # This calls the endpoint on huggingface
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- You should now have an `image.png` that shows the inpainted hairstyle.
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testing/mask-inverted.png
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testing/test-hf.py
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import base64
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import requests
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import json
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with open("New hairstyle applied.png", "rb") as image_file:
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image_base64 = base64.b64encode(image_file.read())
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with open("mask-inverted.png", "rb") as mask_file:
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mask_base64 = base64.b64encode(mask_file.read())
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params = {"inputs": {"image": str(image_base64, encoding="utf-8"), "mask": str(mask_base64, encoding="utf-8")}}
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#print(f"input params: {params}")
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#url = 'https://vibg4peqt9go3gqx.us-east-1.aws.endpoints.huggingface.cloud'
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#url = 'http://localhost:5001'
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url = 'https://gcjls79f021eqt9p.us-east-1.aws.endpoints.huggingface.cloud'
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token = ''
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r = requests.post(url, data=json.dumps(params), headers={"Authorization": f"Bearer {token}", "Content-type": "application/json"})
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print(f"Status: {r.status_code}")
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if r.status_code != 200:
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print(r.text)
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response = json.loads(r.text)
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image_base64 = response[0]["image"]
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with open("image.png", "wb") as image_file:
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image_file.write(base64.b64decode(image_base64))
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print("Output written to image.png")
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