docs: add training.py usage instructions to README#102

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sardorb3k wants to merge 13 commits intoZyphra:mainfrom sardorb3k:main

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Commits on Feb 16, 2025

docs: add training.py usage instructions to README
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fix: resolve device mismatch and enhance training pipeline
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fix: resolve audio dimension issues and improve training pipeline
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fix: add proper Uzbek language support for phonemization
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fix: resolve tensor dimension issues and improve audio processing
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feat(model): implement forward method for Zonos class - Add forward pass implementation for model inference
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fix(model): ensure tensors are on correct device - Fix device mismatch in backbone forward pass and cache setup
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fix(backbone): ensure all tensors are on correct device - Fix device placement for freqs_cis and cache tensors
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fix(backbone): comprehensive device handling - Add device checks and moves throughout backbone - Ensure consistent device usage in cache and computation
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fix(training): correct loss calculation - Fix tensor shape mismatch in cross entropy loss - Ensure target_codes are on correct device
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fix(training): proper tensor shape handling - Fix shape mismatch between output and target codes - Add proper permutation and reshaping for cross entropy loss
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fix: tensor dimension mismatch in training loss calculation
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fix: tensor permutation error in loss calculation
sardorb3k
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