From 9e483c9c7f916e56a081ab3efc552b67551e5614 Mon Sep 17 00:00:00 2001 From: Yurii Havrylko Date: Sun, 11 Feb 2024 23:40:26 +0100 Subject: [PATCH] L9T2 Fastapi (#15) * add requirements * implement serving * tests for fast api * update readme --- README.md | 7 +++++++ app/requirements-dev.txt | 1 + app/requirements.txt | 3 ++- app/src/serving/fastapi.py | 20 ++++++++++++++++++++ app/tests/serving/test_fastapi.py | 27 +++++++++++++++++++++++++++ assets/fastapi.png | Bin 0 -> 155747 bytes 6 files changed, 57 insertions(+), 1 deletion(-) create mode 100644 app/src/serving/fastapi.py create mode 100644 app/tests/serving/test_fastapi.py create mode 100644 assets/fastapi.png diff --git a/README.md b/README.md index 2bbf25c..51b8105 100644 --- a/README.md +++ b/README.md @@ -30,3 +30,10 @@ streamlit run src/serving/streamlit.py ``` ![Alt text](assets/streamlit.png) + + +### Fast API + +Postman + +![Alt text](assets/fastapi.png) diff --git a/app/requirements-dev.txt b/app/requirements-dev.txt index 5ccc0aa..bb0edeb 100644 --- a/app/requirements-dev.txt +++ b/app/requirements-dev.txt @@ -7,3 +7,4 @@ scikit-learn==1.3.2 accelerate==0.25.0 datasets==2.16.1 wandb==0.16.1 +httpx==0.26.0 diff --git a/app/requirements.txt b/app/requirements.txt index 98b5c37..72d66d5 100644 --- a/app/requirements.txt +++ b/app/requirements.txt @@ -2,4 +2,5 @@ flask==3.0.0 gunicorn==21.2.0 transformers==4.36.2 streamlit==1.29.0 - +fastapi==0.108.0 +uvicorn==0.25.0 diff --git a/app/src/serving/fastapi.py b/app/src/serving/fastapi.py new file mode 100644 index 0000000..04dee49 --- /dev/null +++ b/app/src/serving/fastapi.py @@ -0,0 +1,20 @@ +from typing import List + +from fastapi import FastAPI +from pydantic import BaseModel + +from src.serving.model import BertPredictor + + +class Payload(BaseModel): + text: List[str] + + +app = FastAPI() +predictor = BertPredictor.from_model_registry() + + +@app.post("/predict") +def predict(payload: Payload): + prediction = predictor.predict(text=payload.text) + return prediction diff --git a/app/tests/serving/test_fastapi.py b/app/tests/serving/test_fastapi.py new file mode 100644 index 0000000..cecd4d8 --- /dev/null +++ b/app/tests/serving/test_fastapi.py @@ -0,0 +1,27 @@ +from fastapi.testclient import TestClient + +from unittest.mock import Mock +from src.serving.model import BertPredictor + +def mock_predict(text): + return ['positive' for _ in text] + +BertPredictor.from_model_registry = Mock(return_value=Mock(predict=mock_predict)) + + + +def test_predict(): + from src.serving.fastapi import app + client = TestClient(app) + + payload = { + "text": ["This is a test sentence.", "Here's another one!"] + } + + response = client.post("/predict", json=payload) + + assert response.status_code == 200 + + data = response.json() + assert isinstance(data, list) + assert len(data) == len(payload['text']) diff --git a/assets/fastapi.png b/assets/fastapi.png new file mode 100644 index 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