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Sleeping
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Parent(s):
Initial commit
Browse files- .gitattributes +35 -0
- .gitignore +1 -0
- README.md +13 -0
- app.py +246 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.mlmodel filter=lfs diff=lfs merge=lfs -text
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*.model filter=lfs diff=lfs merge=lfs -text
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*.pb filter=lfs diff=lfs merge=lfs -text
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*.pickle filter=lfs diff=lfs merge=lfs -text
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*.pt filter=lfs diff=lfs merge=lfs -text
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*.rar filter=lfs diff=lfs merge=lfs -text
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*.safetensors filter=lfs diff=lfs merge=lfs -text
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saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.tar.* filter=lfs diff=lfs merge=lfs -text
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*.tar filter=lfs diff=lfs merge=lfs -text
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*.tflite filter=lfs diff=lfs merge=lfs -text
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*.tgz filter=lfs diff=lfs merge=lfs -text
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*.wasm filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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.gitignore
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audio_examples/*.wav
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README.md
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---
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title: DeepfakeAudioDetection
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emoji: 🔥
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colorFrom: purple
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colorTo: blue
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sdk: gradio
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sdk_version: 6.9.0
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app_file: app.py
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pinned: false
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short_description: Real-time audio deepfake detection demo.
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import os
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| 2 |
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import time
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| 3 |
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import requests
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| 4 |
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import gradio as gr
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| 5 |
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| 6 |
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HTML_HEADER = """
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| 7 |
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<header style="text-align: center; padding: 20px; border-bottom: 2px solid #cc3300;">
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| 8 |
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<h1>Demo of Audio Deepfake Detection</h1>
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| 9 |
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<p style="font-size: 18px;">
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| 10 |
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To learn more, visit our website: <a href="https://dataspike.io/" target="_blank" style="font-size: 20px; text-decoration: none;">
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| 11 |
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https://dataspike.io/ </a>
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| 12 |
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</p>
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| 13 |
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<img src="https://api.visitorbadge.io/api/visitors?path=https%3A%2F%2Fhuggingface.co%2Fspaces%2Fdataspike%2FAudio-Deepfake-Detection&countColor=%23263759"
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| 14 |
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alt="Visitor Count"
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| 15 |
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style="display: none;">
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| 16 |
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</header>
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| 17 |
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"""
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| 18 |
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| 19 |
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def get_verdict_html(score, verdict):
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| 20 |
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"""Generate HTML verdict block based on score and verdict."""
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| 21 |
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| 22 |
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# Determine color and label based on verdict
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| 23 |
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if verdict == "deepfake_likely":
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| 24 |
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color = "#E74C3C"
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| 25 |
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label = "Deepfake"
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| 26 |
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description = "This audio shows strong signs of manipulation (likely a deepfake)."
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| 27 |
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elif verdict == "deepfake_unlikely":
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| 28 |
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color = "#2ECC71"
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| 29 |
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label = "Not Deepfake"
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| 30 |
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description = "This audio appears to be genuine."
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| 31 |
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else:
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| 32 |
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color = "#F39C12"
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| 33 |
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label = "Uncertain"
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| 34 |
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description = "The analysis is inconclusive. Further verification may be needed."
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| 35 |
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| 36 |
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# Convert score to percentage
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| 37 |
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percentage = int(score * 100)
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| 38 |
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| 39 |
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html = f"""
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| 40 |
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<div style="
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| 41 |
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background: linear-gradient(135deg, {color}15 0%, {color}05 100%);
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| 42 |
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border: 2px solid {color};
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| 43 |
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border-radius: 12px;
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| 44 |
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padding: 24px;
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| 45 |
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margin: 20px 0;
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| 46 |
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text-align: center;
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| 47 |
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">
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| 48 |
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<h2 style="color: {color}; margin: 0 0 12px 0; font-size: 32px;">{label}</h2>
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| 49 |
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<p style="font-size: 18px; color: #E0E0E0; margin: 12px 0;">{description}</p>
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| 50 |
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<div style="
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| 51 |
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background: rgba(0,0,0,0.3);
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| 52 |
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border-radius: 8px;
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| 53 |
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padding: 16px;
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| 54 |
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margin-top: 16px;
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| 55 |
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">
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| 56 |
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<p style="font-size: 16px; color: #B0B0B0; margin: 0;">Deepfake Probability</p>
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| 57 |
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<p style="font-size: 36px; font-weight: bold; color: {color}; margin: 8px 0 0 0;">{percentage}%</p>
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| 58 |
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</div>
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| 59 |
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</div>
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| 60 |
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"""
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| 61 |
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return html
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| 62 |
+
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| 63 |
+
def api_status(job_id, poll_interval=1.0, max_attempts=120):
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| 64 |
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"""Poll API for job status until completion."""
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| 65 |
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url = f"https://api.dataspike.io/api/v4/deepfake/job/{job_id}"
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| 66 |
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headers = {"ds-api-token": os.getenv("API_KEY")}
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| 67 |
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| 68 |
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for attempt in range(max_attempts):
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| 69 |
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try:
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| 70 |
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resp = requests.get(url, headers=headers, timeout=10)
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| 71 |
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result = resp.json()
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| 72 |
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status = result.get("status", "")
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| 73 |
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| 74 |
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if status in ("completed", "done", "error", "failed"):
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| 75 |
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return result
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| 76 |
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| 77 |
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time.sleep(poll_interval)
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| 78 |
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except Exception as e:
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| 79 |
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# If polling fails, return error
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| 80 |
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return {
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| 81 |
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"status": "error",
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| 82 |
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"errors": [f"Polling failed: {str(e)}"]
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| 83 |
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}
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| 84 |
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| 85 |
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# If max attempts reached
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| 86 |
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return {
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| 87 |
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"status": "error",
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| 88 |
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"errors": ["Timeout: processing took too long"]
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| 89 |
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}
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| 90 |
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| 91 |
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| 92 |
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def check_audio_deepfake(file_path):
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| 93 |
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"""Check if audio is a deepfake using the API."""
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| 94 |
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if not file_path:
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| 95 |
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return """
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| 96 |
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<div style="
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| 97 |
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background: rgba(231, 76, 60, 0.1);
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| 98 |
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border: 2px solid #E74C3C;
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| 99 |
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border-radius: 12px;
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| 100 |
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padding: 24px;
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| 101 |
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margin: 20px 0;
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| 102 |
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text-align: center;
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| 103 |
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">
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| 104 |
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<h2 style="color: #E74C3C; margin: 0 0 12px 0;">No Audio File</h2>
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| 105 |
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<p style="font-size: 18px; color: #E0E0E0;">Please submit an audio file first and then click the button 'Check Audio!'</p>
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| 106 |
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</div>
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| 107 |
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"""
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| 108 |
+
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| 109 |
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url = "https://api.dataspike.io/api/v4/deepfake/audio/analyze"
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| 110 |
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headers = {"ds-api-token": os.getenv("API_KEY")}
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| 111 |
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| 112 |
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try:
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| 113 |
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# Step 1: Submit audio file and get job_id
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| 114 |
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with open(file_path, "rb") as f:
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| 115 |
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files = {"file": f}
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| 116 |
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response = requests.post(url, headers=headers, files=files)
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| 117 |
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| 118 |
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job_response = response.json()
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| 119 |
+
|
| 120 |
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# Check if we got a job_id
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| 121 |
+
if "id" not in job_response:
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| 122 |
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return """
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| 123 |
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<div style="
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| 124 |
+
background: rgba(231, 76, 60, 0.1);
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| 125 |
+
border: 2px solid #E74C3C;
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| 126 |
+
border-radius: 12px;
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| 127 |
+
padding: 24px;
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| 128 |
+
margin: 20px 0;
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| 129 |
+
text-align: center;
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| 130 |
+
">
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| 131 |
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<h2 style="color: #E74C3C; margin: 0 0 12px 0;">Upload Failed</h2>
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| 132 |
+
<p style="font-size: 18px; color: #E0E0E0;">Failed to upload audio file. Please try again.</p>
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| 133 |
+
</div>
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| 134 |
+
"""
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| 135 |
+
|
| 136 |
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job_id = job_response["id"]
|
| 137 |
+
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| 138 |
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# Step 2: Poll for results
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| 139 |
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deepfake_result = api_status(job_id)
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| 140 |
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| 141 |
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# Check verdict and show appropriate message
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| 142 |
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if deepfake_result.get("status") in ("completed", "done"):
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| 143 |
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score = deepfake_result.get("score", 0)
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| 144 |
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verdict = deepfake_result.get("verdict", "unknown")
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| 145 |
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return get_verdict_html(score, verdict)
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| 146 |
+
elif deepfake_result.get("status") in ("error", "failed"):
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| 147 |
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return """
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| 148 |
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<div style="
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| 149 |
+
background: rgba(231, 76, 60, 0.1);
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| 150 |
+
border: 2px solid #E74C3C;
|
| 151 |
+
border-radius: 12px;
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| 152 |
+
padding: 24px;
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| 153 |
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margin: 20px 0;
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| 154 |
+
text-align: center;
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| 155 |
+
">
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| 156 |
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<h2 style="color: #E74C3C; margin: 0 0 12px 0;">Detection Failed</h2>
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| 157 |
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<p style="font-size: 18px; color: #E0E0E0;">The audio quality is not acceptable or the file is corrupted. Please try with a different audio file.</p>
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| 158 |
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</div>
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| 159 |
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"""
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| 160 |
+
else:
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| 161 |
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return ""
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| 162 |
+
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| 163 |
+
except Exception as e:
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| 164 |
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return f"""
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| 165 |
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<div style="
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| 166 |
+
background: rgba(231, 76, 60, 0.1);
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| 167 |
+
border: 2px solid #E74C3C;
|
| 168 |
+
border-radius: 12px;
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| 169 |
+
padding: 24px;
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| 170 |
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margin: 20px 0;
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| 171 |
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text-align: center;
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| 172 |
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">
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| 173 |
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<h2 style="color: #E74C3C; margin: 0 0 12px 0;">Error</h2>
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| 174 |
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<p style="font-size: 18px; color: #E0E0E0;">API request failed: {str(e)}</p>
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| 175 |
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</div>
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| 176 |
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"""
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| 177 |
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| 178 |
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| 179 |
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tabs_css = """
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| 180 |
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/* Style all Gradio tab buttons */
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| 181 |
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button[role="tab"] {
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| 182 |
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font-size: 14px !important;
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| 183 |
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font-family: 'Montserrat', sans-serif !important;
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| 184 |
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font-weight: 600 !important;
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| 185 |
+
padding: 12px 24px !important;
|
| 186 |
+
margin: 0 6px !important;
|
| 187 |
+
background-color: #0B0F19 !important;
|
| 188 |
+
color: #F3F4F6 !important;
|
| 189 |
+
border-radius: 8px !important;
|
| 190 |
+
border: 1px solid #1a1a1a !important;
|
| 191 |
+
box-shadow: none !important;
|
| 192 |
+
transition: all 0.2s ease !important;
|
| 193 |
+
}
|
| 194 |
+
|
| 195 |
+
/* Style selected tab button */
|
| 196 |
+
button[role="tab"].selected {
|
| 197 |
+
background-color: #635bff !important;
|
| 198 |
+
color: white !important;
|
| 199 |
+
box-shadow: 0 0 6px rgba(99, 91, 255, 0.5) !important;
|
| 200 |
+
}
|
| 201 |
+
|
| 202 |
+
/* Inactive tab style */
|
| 203 |
+
button[role="tab"]:not(.selected) {
|
| 204 |
+
font-size: 14px !important;
|
| 205 |
+
font-family: 'Montserrat', sans-serif !important;
|
| 206 |
+
font-weight: 600 !important;
|
| 207 |
+
padding: 12px 24px !important;
|
| 208 |
+
margin: 0 6px !important;
|
| 209 |
+
background-color: #9D2C53 !important;
|
| 210 |
+
color: #F3F4F6 !important;
|
| 211 |
+
border-radius: 8px !important;
|
| 212 |
+
border: 1px solid #1a1a1a !important;
|
| 213 |
+
box-shadow: none !important;
|
| 214 |
+
transition: all 0.2s ease !important;
|
| 215 |
+
}
|
| 216 |
+
|
| 217 |
+
/* Optional: hover effect */
|
| 218 |
+
button[role="tab"]:hover {
|
| 219 |
+
background-color: #1a1a2b !important;
|
| 220 |
+
color: white !important;
|
| 221 |
+
}
|
| 222 |
+
"""
|
| 223 |
+
|
| 224 |
+
|
| 225 |
+
with gr.Blocks(theme=gr.themes.Soft(), css=tabs_css) as Demo:
|
| 226 |
+
header_box = gr.HTML(HTML_HEADER)
|
| 227 |
+
with gr.Row(equal_height=True):
|
| 228 |
+
with gr.Column(scale=1):
|
| 229 |
+
input_audio_path = gr.Audio(
|
| 230 |
+
label="Input Audio",
|
| 231 |
+
type="filepath",
|
| 232 |
+
sources=["upload", "microphone"]
|
| 233 |
+
)
|
| 234 |
+
check_button = gr.Button("Check Audio!", variant="primary")
|
| 235 |
+
with gr.Column(scale=1):
|
| 236 |
+
verdict_box = gr.HTML("")
|
| 237 |
+
|
| 238 |
+
check_button.click(
|
| 239 |
+
check_audio_deepfake,
|
| 240 |
+
inputs=input_audio_path,
|
| 241 |
+
outputs=verdict_box,
|
| 242 |
+
)
|
| 243 |
+
|
| 244 |
+
|
| 245 |
+
if __name__ == "__main__":
|
| 246 |
+
Demo.launch()
|