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| 🎵 Extracting and preparing audio... | |
| [⏱️] Audio extraction took 11.33 seconds. | |
| ✅ Audio prepared in 11.56s | Duration: 1.8 minutes | |
| 🧠 Loading model... | |
| ✅ Model loaded in 1.63s | |
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| 📊 CHUNK SIZE ANALYSIS RESULTS | |
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| 🧩 Testing 10-second chunks... | |
| CategoricalEncoder.expect_len was never called: assuming category count of 16 to be correct! Sanity check your encoder using `.expect_len`. Ensure that downstream code also uses the correct size. If you are sure this does not apply to you, use `.ignore_len`. | |
| 📦 Chunks created: 11 | |
| ⏱️ Chunking time: 0.001s | |
| 🧠 Prediction time: 23.477s | |
| 🔄 Total processing: 23.478s | |
| ⚡ Processing rate: 0.5 chunks/sec | |
| 📈 Avg confidence: 0.666 | |
| 🎯 Most common: indian (5 times) | |
| 📊 Confidence range: 0.592 - 0.797 | |
| 🧩 Testing 15-second chunks... | |
| 📦 Chunks created: 8 | |
| ⏱️ Chunking time: 0.000s | |
| 🧠 Prediction time: 25.102s | |
| 🔄 Total processing: 25.102s | |
| ⚡ Processing rate: 0.3 chunks/sec | |
| 📈 Avg confidence: 0.681 | |
| 🎯 Most common: england (4 times) | |
| 📊 Confidence range: 0.602 - 0.849 | |
| 🧩 Testing 20-second chunks... | |
| 📦 Chunks created: 6 | |
| ⏱️ Chunking time: 0.000s | |
| 🧠 Prediction time: 26.239s | |
| 🔄 Total processing: 26.239s | |
| ⚡ Processing rate: 0.2 chunks/sec | |
| 📈 Avg confidence: 0.671 | |
| 🎯 Most common: england (4 times) | |
| 📊 Confidence range: 0.603 - 0.733 | |
| 🧩 Testing 30-second chunks... | |
| 📦 Chunks created: 4 | |
| ⏱️ Chunking time: 0.000s | |
| 🧠 Prediction time: 28.015s | |
| 🔄 Total processing: 28.015s | |
| ⚡ Processing rate: 0.1 chunks/sec | |
| 📈 Avg confidence: 0.659 | |
| 🎯 Most common: england (2 times) | |
| 📊 Confidence range: 0.559 - 0.714 | |
| 🧩 Testing 60-second chunks... | |
| 📦 Chunks created: 2 | |
| ⏱️ Chunking time: 0.000s | |
| 🧠 Prediction time: 25.356s | |
| 🔄 Total processing: 25.356s | |
| ⚡ Processing rate: 0.1 chunks/sec | |
| 📈 Avg confidence: 0.714 | |
| 🎯 Most common: indian (2 times) | |
| 📊 Confidence range: 0.667 - 0.760 | |
| ================================================================================ | |
| 📈 PERFORMANCE COMPARISON SUMMARY | |
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| Size Chunks Total Time Rate Avg Conf Consistency Winner | |
| -------------------------------------------------------------------------------- | |
| 10 11 23.478 0.5 0.666 0.90 indian | |
| 15 8 25.102 0.3 0.681 0.88 england | |
| 20 6 26.239 0.2 0.671 0.93 england | |
| 30 4 28.015 0.1 0.659 0.89 england | |
| 60 2 25.356 0.1 0.714 0.91 indian | |
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| 🏆 RECOMMENDATIONS | |
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| ⚡ Fastest processing: 10s chunks (23.48s total) | |
| 🎯 Highest accuracy: 60s chunks (0.714 avg confidence) | |
| 📊 Most consistent: 20s chunks (0.926 consistency) | |
| ⚖️ Best balance: 60s chunks (score: 42.8) |