Upload 9 files
Browse files- .gitattributes +1 -0
- cs_p - Copy/.gradio/certificate.pem +31 -0
- cs_p - Copy/app.py +56 -0
- cs_p - Copy/ccc.html +0 -0
- cs_p - Copy/ccc.ipynb +0 -0
- cs_p - Copy/code pdf.pdf +3 -0
- cs_p - Copy/cs-copy.ipynb +0 -0
- cs_p - Copy/requirements.txt +5 -0
- cs_p - Copy/scaler.joblib +3 -0
- cs_p - Copy/svm_model.joblib +3 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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cs_p[[:space:]]-[[:space:]]Copy/code[[:space:]]pdf.pdf filter=lfs diff=lfs merge=lfs -text
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cs_p - Copy/.gradio/certificate.pem
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-----BEGIN CERTIFICATE-----
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MIIFazCCA1OgAwIBAgIRAIIQz7DSQONZRGPgu2OCiwAwDQYJKoZIhvcNAQELBQAw
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-----END CERTIFICATE-----
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cs_p - Copy/app.py
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import joblib
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import numpy as np
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import gradio as gr
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# Load artifacts
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scaler = joblib.load("scaler.joblib")
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model = joblib.load("svm_model.joblib")
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label_map = {0: "air", 1: "ground", 2: "naval"}
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def classify_uav(
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engine_power, wing_span, max_speed, weight, payload_capacity,
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sensor_quality, radar_signature, battery_life,
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communication_range, altitude_capability
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):
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X = np.array([[
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engine_power, wing_span, max_speed, weight, payload_capacity,
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sensor_quality, radar_signature, battery_life,
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communication_range, altitude_capability
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]])
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X_scaled = scaler.transform(X)
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y_pred = model.predict(X_scaled)[0]
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return label_map[y_pred]
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# Define some example rows
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sample_examples = [
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# [engine_power, wing_span, max_speed, weight, payload_capacity,
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# sensor_quality, radar_signature, battery_life, communication_range, altitude_capability]
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[250, 20, 300, 1200, 230, 6, 3.5, 160, 180, 10500], # air
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[180, 18, 220, 900, 200, 5, 4.0, 150, 150, 9000], # ground
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[300, 18, 350, 800, 180, 7, 2.5, 180, 210, 12000], # air
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]
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iface = gr.Interface(
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fn=classify_uav,
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inputs=[
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gr.Number(label="Engine Power"),
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gr.Number(label="Wing Span"),
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gr.Number(label="Max Speed"),
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gr.Number(label="Weight"),
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gr.Number(label="Payload Capacity"),
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gr.Number(label="Sensor Quality"),
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gr.Number(label="Radar Signature"),
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gr.Number(label="Battery Life"),
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gr.Number(label="Communication Range"),
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gr.Number(label="Altitude Capability"),
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],
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outputs=gr.Textbox(label="Predicted Target Type"),
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title="UAV Target Classifier",
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description="Enter UAV features to predict whether it’s targeting air, ground, or naval.",
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examples=sample_examples,
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examples_per_page=3
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)
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if __name__ == "__main__":
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iface.launch(share=True)
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cs_p - Copy/ccc.html
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cs_p - Copy/ccc.ipynb
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cs_p - Copy/code pdf.pdf
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version https://git-lfs.github.com/spec/v1
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oid sha256:743edb2f30a24209d57ae2f069f2e3526ac8835d97a5c63862da72207224e572
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size 11276758
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cs_p - Copy/cs-copy.ipynb
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cs_p - Copy/requirements.txt
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gradio
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scikit-learn
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joblib
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pandas
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numpy
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cs_p - Copy/scaler.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:cac4fa39152e51d52b530565717d4b15d519966a0cd8e5448647460a62cbb70c
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size 1351
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cs_p - Copy/svm_model.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:e433c8814b0d0c30a284c7376cc39b8b62877b2d846dacd7594ccbfe44fe723a
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size 187107
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