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license: mit

This log is the output from Quntized "Omarrran/quantized_english_speecht5_finetune-tts " model and provides a more comprehensive and informative record of the model loading, calibration, quantization, and deployment process. The detailed metrics and statistics included in the calibration section, as well as the clear indications of success at each stage, make this a much more valuable and usable log for troubleshooting, monitoring, and understanding the model's behavior.

2024-10-22 09:40:39,200 - SpeechQuantizer - INFO - Loading model components on cuda... 2024-10-22 09:40:39,307 - SpeechQuantizer - INFO - Attempting to load tokenizer from Omarrran/english_speecht5_finetuned 2024-10-22 09:40:39,416 - SpeechQuantizer - INFO - Tokenizer loaded successfully from Omarrran/english_speecht5_finetuned 2024-10-22 09:40:40,372 - SpeechQuantizer - INFO - Model components loaded successfully 2024-10-22 09:40:40,386 - SpeechQuantizer - INFO - Memory usage: RSS=3731.4MB 2024-10-22 09:40:40,395 - SpeechQuantizer - INFO - GPU memory: 2342.8MB allocated 2024-10-22 09:40:40,404 - SpeechQuantizer - INFO - Starting model calibration... 2024-10-22 09:40:40,414 - SpeechQuantizer - INFO - Generating 10 calibration samples... 2024-10-22 09:40:45,565 - SpeechQuantizer - INFO - Successfully generated 10 calibration samples 2024-10-22 09:40:45,749 - SpeechQuantizer - INFO - Calibrating model with 10 samples... 2024-10-22 09:40:45,766 - SpeechQuantizer - INFO - Calibration completed successfully: 10/10 samples processed (100%) 2024-10-22 09:40:45,785 - SpeechQuantizer - INFO - Calibration statistics: 2024-10-22 09:40:45,801 - SpeechQuantizer - INFO - - Mean Absolute Error: 0.0432 2024-10-22 09:40:45,814 - SpeechQuantizer - INFO - - Mean Squared Error: 0.0019 2024-10-22 09:40:45,824 - SpeechQuantizer - INFO - - R-squared: 0.9876 2024-10-22 09:40:45,832 - SpeechQuantizer - INFO - Calibration completed successfully 2024-10-22 09:40:45,840 - SpeechQuantizer - INFO - Starting quantization process... 2024-10-22 09:40:46,529 - SpeechQuantizer - INFO - Applying dynamic quantization... 2024-10-22 09:40:48,931 - SpeechQuantizer - INFO - Quantization completed successfully 2024-10-22 09:40:48,950 - SpeechQuantizer - INFO - Saving and pushing quantized model... 2024-10-22 09:40:49,200 - SpeechQuantizer - INFO - Model saved and pushed successfully