Example
Define an API
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# main.py
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from fastapi import FastAPI
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from typing import List
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app = FastAPI()
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@app.post("/")
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def handle_batch(batch: List[int]):
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print(batch)
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​
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@app.post("/on-job-complete")
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def on_job_complete():
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print("done")
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Create a Dockerfile
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FROM python:3.8-slim
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RUN pip install --no-cache-dir fastapi uvicorn
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COPY main.py /
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CMD uvicorn --host 0.0.0.0 --port 8080 main:app
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Build an image
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docker build . -t hello-world
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Run a container locally
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docker run -p 8080:8080 hello-world
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Make a request
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curl -X POST -H "Content-Type: application/json" -d '[1,2,3,4]' localhost:8080
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Login to ECR
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aws ecr get-login-password --region us-east-1 | docker login --username AWS --password-stdin <AWS_ACCOUNT_ID>.dkr.ecr.us-east-1.amazonaws.com
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Create a repository
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aws ecr create-repository --repository-name hello-world
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Tag the image
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docker tag hello-world <AWS_ACCOUNT_ID>.dkr.ecr.us-east-1.amazonaws.com/hello-world
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Push the image
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docker push <AWS_ACCOUNT_ID>.dkr.ecr.us-east-1.amazonaws.com/hello-world
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Configure a Cortex deployment
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# cortex.yaml
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- name: hello-world
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kind: BatchAPI
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pod:
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containers:
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- name: api
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image: <AWS_ACCOUNT_ID>.dkr.ecr.us-east-1.amazonaws.com/hello-world
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command: ["uvicorn", "--host", "0.0.0.0", "--port", "8080", "main:app"]
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Create a Cortex deployment
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cortex deploy
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Get the API endpoint
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cortex get hello-world
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Make a request
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curl -X POST -H "Content-Type: application/json" -d '{"workers": 2, "item_list": {"items": [1,2,3,4], "batch_size": 2}}' http://***.amazonaws.com/hello-world
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View the logs
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cortex logs hello-world <JOB_ID>
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Last modified 4mo ago