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- # BitTransformerLM v2.0 - Production Release 🚀
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- ## Major Optimizations Implemented
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- ✅ **Performance Enhancements**
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- - Optimized run-length encoding with batch processing and parallel compression
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- - Memory-efficient chunked attention for long sequences with gradient checkpointing
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- - Advanced pipeline parallelism with load balancing and memory management
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- ✅ **Code Quality Improvements**
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- - Unified CLI flag naming conventions across all scripts
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- - Standardized function signatures with comprehensive type hints
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- - Comprehensive error recovery system with fallback mechanisms
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- ✅ **Production Readiness**
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- - Enhanced distributed training with FSDP and advanced communication optimization
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- - Robust error handling with graceful degradation
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- - Memory monitoring and automatic optimization
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- ## Key Features
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- - **Bit-native Architecture**: Efficient processing of binary sequences
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- - **Safety Telemetry**: K/C/S metrics for model behavior monitoring
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- - **Reversible Layers**: Memory-efficient transformer architecture
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- - **Multi-format Support**: Run-length encoding, bit packing, diffusion mode
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- - **Distributed Training**: Advanced parallelism with automatic load balancing
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- Ready for production deployment and large-scale training workloads.