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- This software is a modified and advanced version of FastText, designed to leverage its classification engine in fast and effective word prediction, and can even outperform modern language models in terms of performance. With a remarkable processing rate of 800 tokens per thread per second, on a notebook equipped with 16 threads, it has the capacity to process around 50 billion tokens per hour. Although it has not yet been extensively tested, preliminary results indicate that the program is capable of learning in a robust and efficient way.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Advanced FastText Modification
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+ ## Overview
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+ This software is an **innovative version of FastText**, optimized to use its classification system for **fast and efficient word prediction**. With capabilities that can surpass modern language models, it delivers exceptional performance.
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+ ## Processing Capacity
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+ - **Speed:** 800 tokens/thread/second.
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+ - **Performance on Common Hardware:** On a notebook with 16 threads, the program processes approximately **50 billion tokens per hour**.
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+ ## Learning and Testing
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+ - **Learning:** Evidence points to an ability to **learn robustly**.
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+ - **Testing:** The software is still in the early testing phases, but preliminary results are promising.
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+ This project is constantly evolving and we welcome any feedback or contributions from the community!