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Files changed (8) hide show
  1. Dockefile +12 -0
  2. acceleration.pkl +3 -0
  3. app.py +29 -0
  4. future_spend_7d.pkl +3 -0
  5. model_features.pkl +3 -0
  6. requirements.txt +6 -0
  7. spike_probability.pkl +3 -0
  8. transactions_updated.csv +235 -0
Dockefile ADDED
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+ FROM python:3.10-slim
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+
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+ WORKDIR /app
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+
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+ COPY requirements.txt .
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+ RUN pip install --no-cache-dir -r requirements.txt
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+
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+ COPY . .
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+
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+ EXPOSE 7860
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+
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+ CMD ["uvicorn", "app:app", "--host", "0.0.0.0", "--port", "7860"]
acceleration.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:f4ed75c52585a15c752132a593588f3d5fb4f180c1d25a7c64ef892bd0d92ab0
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+ size 953
app.py ADDED
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+ from fastapi import FastAPI
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+ import joblib
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+ import pandas as pd
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+
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+ app = FastAPI()
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+
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+ # Load models once at startup
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+ future_spend_model = joblib.load("future_spend_7d.pkl")
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+ spike_model = joblib.load("spike_probability.pkl")
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+ acc_model = joblib.load("acceleration.pkl")
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+ FEATURES = joblib.load("model_features.pkl")
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+
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+ @app.get("/")
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+ def root():
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+ return {"status": "ML backend running"}
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+
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+ @app.post("/predict")
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+ def predict(payload: dict):
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+ X = pd.DataFrame([payload], columns=FEATURES)
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+
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+ future_spend = future_spend_model.predict(X)[0]
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+ spike_prob = spike_model.predict_proba(X)[0][1]
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+ acceleration = acc_model.predict(X)[0]
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+
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+ return {
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+ "future_7d_spend": round(float(future_spend), 2),
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+ "spike_probability": round(float(spike_prob), 3),
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+ "acceleration": round(float(acceleration), 2)
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+ }
future_spend_7d.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:31b0529daec826eafe8adfdd15bd61ea237b8e6747f8718356964e2c3231d607
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+ size 318177
model_features.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:7ed6118cb1dd9cc034817aca085764f0cf2d9aa49182b2bae5207f78bfaf86e7
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+ size 112
requirements.txt ADDED
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+ fastapi
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+ uvicorn
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+ pandas
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+ numpy
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+ scikit-learn
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+ joblib
spike_probability.pkl ADDED
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+ version https://git-lfs.github.com/spec/v1
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+ oid sha256:ef336462e09127807cc10265ccefb29548a85d584306aa0a9bbdc810973f7fa3
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+ size 1263
transactions_updated.csv ADDED
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