Python client for Replicate
Project description
Replicate Python client
This is a Python client for Replicate. It lets you run models from your Python code or Jupyter notebook, and do various other things on Replicate.
You can run a model and get its output:
>>> import replicate
>>> model = replicate.models.get("bfirsh/resnet")
>>> model.predict(input=open("mystery.jpg"))
[('n02123597', 'Siamese_cat', 0.88293666), ('n02123394', 'Persian_cat', 0.09810519), ('n02123045', 'tabby', 0.0057580653)]
You can run a model and feed the output into another model:
>>> image = replicate.models.get("afiaka87/clip-guided-diffusion".predict(prompt="avocado armchair")
>>> upscaled_image = replicate.models.get("jingyunliang/swinir").predict(image=image)
Run a model and get its output while it's running:
model = replicate.models.get("pixray/text2image")
for image in model.predict(prompt="san francisco sunset"):
display(image)
You can start a model and run it in the background:
>>> model = replicate.models.get("kvfrans/clipdraw")
>>> prediction = replicate.predictions.create(
... version=models.versions.list()[0],
... input={"prompt":"Watercolor painting of an underwater submarine"})
>>> prediction
<Prediction 38a73e57ddb9 on kvfrans/clipdraw:8b0ba5ab4d85>
>>> prediction.status
Prediction.STATUS_RUNNING
>>> prediction.logs
["something happened"]
>>> dict(prediction)
{"id": "...", "status": "running", ...}
>>> prediction.reload()
>>> prediction.logs
["something happened", "another thing happened"]
>>> prediction.wait()
>>> prediction.status
Prediction.STATUS_SUCCESSFUL
>>> prediction.output
<file: output.png>
You can list all the predictions you've run:
>>> replicate.predictions.list()
[<Prediction: 8b0ba5ab4d85>, <Prediction: 494900564e8c>]
Install
pip install -e .
Authentication
Set the REPLICATE_API_TOKEN environment variable to your API token.
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