Update predict_impulse.py
Browse files- predict_impulse.py +32 -9
predict_impulse.py
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@@ -1,9 +1,13 @@
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import joblib
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import pandas as pd
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from huggingface_hub import hf_hub_download
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import opik
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#
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MODEL_REPO = "obx0x3/sensei-model"
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MODEL_FILE = "impulse_model.pkl"
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impulse_model = joblib.load(model_path)
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def predict_impulse(category, amount, payment_method, day):
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df = pd.DataFrame([{
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"category": category,
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@@ -30,12 +43,22 @@ def predict_impulse(category, amount, payment_method, day):
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"confidence": round(float(prob), 3)
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}
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return result
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import joblib
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import pandas as pd
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from huggingface_hub import hf_hub_download
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# Opik (correct usage)
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from opik import Opik
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# -----------------------------
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# Load model from HF Model repo
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# -----------------------------
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MODEL_REPO = "obx0x3/sensei-model"
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MODEL_FILE = "impulse_model.pkl"
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impulse_model = joblib.load(model_path)
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# -----------------------------
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# Initialize Opik client
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# -----------------------------
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try:
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opik_client = Opik(project_name="budgetbuddy-hackathon")
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except Exception:
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opik_client = None
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def predict_impulse(category, amount, payment_method, day):
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df = pd.DataFrame([{
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"category": category,
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"confidence": round(float(prob), 3)
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}
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# -----------------------------
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# Opik logging (SAFE)
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# -----------------------------
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if opik_client:
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try:
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opik_client.log_event(
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name="Impulse Prediction",
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input=df.to_dict(orient="records")[0],
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output=result,
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model="sensei-impulse-model",
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metadata={
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"source": "hf-space",
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"task": "impulse-detection"
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}
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)
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except Exception:
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pass # Never crash inference
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return result
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