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("replicate/hello-world")
>>> model.predict(text="python")
"hello python"
>>> model = replicate.models.get("bfirsh/resnet")
>>> model.predict(image=open("mystery.jpg", "rb"))
[('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 replicate
Authentication
Set the REPLICATE_API_TOKEN
environment variable to your API token.
Development
To install in development:
pip install -e .
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
replicate-0.0.1a3.tar.gz
(6.5 kB
view details)
File details
Details for the file replicate-0.0.1a3.tar.gz
.
File metadata
- Download URL: replicate-0.0.1a3.tar.gz
- Upload date:
- Size: 6.5 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.0 CPython/3.9.12
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 883ea36aa60af56b0d6994c9d61d0b8bff6f537fc75d27319352b7529b26abff |
|
MD5 | 1f8fb83cef16522d8134a30047986460 |
|
BLAKE2b-256 | 55eb4acae7986f04f00754d5c0d452e08ad74aa823e60b23282984548a53e5b0 |