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  FastApply-1.5B-v1.0 is a 1.5B model designed for instant code application, producing full file edits to power [SoftGen AI](https://softgen.ai/).
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  It is part of the Fast Apply pipeline for data generation and fine-tuning Qwen2.5 Coder models.
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- The model achieves high throughput when deployed on fast providers like Fireworks while maintaining high edit accuracy, with a speed of approximately 150 tokens/second.
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  ## Intended Use
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  FastApply-1.5B-v1.0 is a 1.5B model designed for instant code application, producing full file edits to power [SoftGen AI](https://softgen.ai/).
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  It is part of the Fast Apply pipeline for data generation and fine-tuning Qwen2.5 Coder models.
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+ The model achieves high throughput when deployed on fast providers like Fireworks while maintaining high edit accuracy, with a speed of approximately 340 tokens/second.
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  ## Intended Use
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