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  # FastApply-1.5B-v1.0
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  *🚀 Update May 2025:* For production-grade throughput, we use *[Morph](https://morphllm.com)* (the hosted Fast Apply API powering [SoftGen AI](https://softgen.ai/)).
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- - Morph hits *~4,500 tok/s* even on huge token diffs
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  - Larger model trained on millions of examples and tuned for accuracy.
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  > Stable inference, large free tier, highly recommended if you need serious speed in prod.
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  [Github: kortix-ai/fast-apply](https://github.com/kortix-ai/fast-apply)
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  [Dataset: Kortix/FastApply-dataset-v1.0](https://huggingface.co/datasets/Kortix/FastApply-dataset-v1.0)
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  [Try it now on 👉 Google Colab](https://colab.research.google.com/drive/1BNCab4oK-xBqwFQD4kCcjKc7BPKivkm1?usp=sharing)
 
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  # FastApply-1.5B-v1.0
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  *🚀 Update May 2025:* For production-grade throughput, we use *[Morph](https://morphllm.com)* (the hosted Fast Apply API powering [SoftGen AI](https://softgen.ai/)).
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+ - Morph hits *~10,500 tok/s* even on huge token diffs 44k input
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  - Larger model trained on millions of examples and tuned for accuracy.
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  > Stable inference, large free tier, highly recommended if you need serious speed in prod.
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  [Github: kortix-ai/fast-apply](https://github.com/kortix-ai/fast-apply)
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  [Dataset: Kortix/FastApply-dataset-v1.0](https://huggingface.co/datasets/Kortix/FastApply-dataset-v1.0)
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  [Try it now on 👉 Google Colab](https://colab.research.google.com/drive/1BNCab4oK-xBqwFQD4kCcjKc7BPKivkm1?usp=sharing)