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fix: file size mismatch, download filename change
Browse files
app.py
CHANGED
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@@ -3,6 +3,7 @@ import numpy as np
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from sklearn.cluster import KMeans
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from PIL import Image
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import os
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from io import BytesIO
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def compress_kmeans(image: np.ndarray, k: int) -> np.ndarray:
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@@ -14,69 +15,93 @@ def compress_kmeans(image: np.ndarray, k: int) -> np.ndarray:
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return centres[labels].reshape(image.shape)
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def compress_and_report(filepath, k):
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orig_np = np.array(orig_pil)
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orig_size = len(buf_orig.getvalue())
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comp_size = len(buf_comp.getvalue())
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comp_kb = comp_size / 1024
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<
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<td style="padding: 6px 0;">{quality_badge}</td>
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</tr>
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">MSE</td>
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<td style="padding: 6px 0; color: #0f172a;" colspan="2">{mse:.2f}</td>
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</tr>
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">Compression Ratio</td>
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<td style="padding: 6px 0; color: #0f172a;" colspan="2">{ratio:.2f}x</td>
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</tr>
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">Original Size</td>
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<td style="padding: 6px 0; color: #0f172a;" colspan="2">{orig_kb:.2f} KB</td>
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</tr>
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<tr>
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">Compressed Size</td>
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<td style="padding: 6px 0; color: #0f172a;">{comp_kb:.2f} KB</td>
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<td style="padding: 6px 0; color: #2563eb; font-weight: 600;">↓ {saved_pct:.1f}%</td>
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</tr>
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</table>
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</div>
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"""
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iface = gr.Interface(
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fn=compress_and_report,
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inputs=[
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from sklearn.cluster import KMeans
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from PIL import Image
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import os
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import traceback
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from io import BytesIO
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def compress_kmeans(image: np.ndarray, k: int) -> np.ndarray:
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return centres[labels].reshape(image.shape)
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def compress_and_report(filepath, k):
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if filepath is None:
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return None, "<div style='padding: 20px; color: #64748b;'>Upload an image to view the report.</div>"
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try:
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# Safely extract original filename
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if isinstance(filepath, str):
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base = os.path.basename(filepath)
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else:
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base = os.path.basename(str(filepath))
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orig_filename = os.path.splitext(base)[0]
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orig_pil = Image.open(filepath).convert("RGB")
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orig_np = np.array(orig_pil)
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comp_np = compress_kmeans(orig_np, k)
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comp_pil = Image.fromarray(comp_np)
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# Measure actual PNG byte sizes
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buf_orig = BytesIO()
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orig_pil.save(buf_orig, format="PNG")
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orig_size = len(buf_orig.getvalue())
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buf_comp = BytesIO()
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comp_pil.save(buf_comp, format="PNG")
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comp_size = len(buf_comp.getvalue())
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# Metrics
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mse = np.mean((orig_np.astype(np.float64) - comp_np.astype(np.float64)) ** 2)
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psnr = float("inf") if mse == 0 else 20.0 * np.log10(255.0 / np.sqrt(mse))
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ratio = orig_size / comp_size
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saved_pct = (1.0 - (comp_size / orig_size)) * 100.0
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orig_kb = orig_size / 1024
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comp_kb = comp_size / 1024
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# Quality badge
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if psnr > 35:
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badge = '<span style="color:#16a34a;">Excellent</span>'
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elif psnr > 28:
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badge = '<span style="color:#eab308;">Good</span>'
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else:
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badge = '<span style="color:#dc2626;">Acceptable</span>'
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# HTML Report
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report_html = f"""
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<div style="background: #f8f9fa; padding: 16px; border-radius: 8px; border-left: 4px solid #2563eb; font-family: sans-serif;">
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<h4 style="margin: 0 0 12px 0; color: #1e293b;">Compression Report</h4>
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<table style="width: 100%; border-collapse: collapse; font-size: 14px;">
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">PSNR</td>
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<td style="padding: 6px 0; color: #0f172a;">{psnr:.2f} dB</td>
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<td style="padding: 6px 0;">{badge}</td>
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</tr>
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">MSE</td>
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<td style="padding: 6px 0; color: #0f172a;" colspan="2">{mse:.2f}</td>
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</tr>
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">Compression Ratio</td>
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<td style="padding: 6px 0; color: #0f172a;" colspan="2">{ratio:.2f}x</td>
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</tr>
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<tr style="border-bottom: 1px solid #e2e8f0;">
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">Original Size</td>
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<td style="padding: 6px 0; color: #0f172a;" colspan="2">{orig_kb:.2f} KB</td>
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</tr>
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<tr>
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<td style="padding: 6px 0; font-weight: 600; color: #475569;">Compressed Size</td>
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<td style="padding: 6px 0; color: #0f172a;">{comp_kb:.2f} KB</td>
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<td style="padding: 6px 0; color: #2563eb; font-weight: 600;">↓ {saved_pct:.1f}%</td>
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</tr>
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</table>
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</div>
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"""
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download_name = f"{orig_filename}_compressed_{int(comp_kb)}KB.png"
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return gr.update(value=comp_np, download_name=download_name), report_html
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except Exception as e:
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error_trace = traceback.format_exc()
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error_html = f"""
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<div style="background: #fee2e2; padding: 16px; border-radius: 8px; border-left: 4px solid #dc2626; font-family: monospace; font-size: 13px;">
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<strong style="color: #991b1b;">Runtime Error</strong>
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<pre style="white-space: pre-wrap; word-wrap: break-word; margin-top: 8px;">{error_trace}</pre>
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</div>
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"""
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return None, error_html
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# Gradio Interface
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iface = gr.Interface(
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fn=compress_and_report,
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inputs=[
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