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@@ -124,6 +124,18 @@ tokens = model.generate(
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  output = tokenizer.batch_decode(tokens[:, inputs.input_ids.shape[-1]:], skip_special_tokens=False)[0]
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  ```
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  ## Performance
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  ### Multi-PL Benchmark:
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  | Model | Size | Avg | Python | C++ | JavaScript | Java | PHP | Rust |
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- ## Model Details
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-
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- * **Developed by**: [Stability AI](https://stability.ai/)
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- * **Model type**: `Stable Code Instruct 3B` model is an auto-regressive language model based on the transformer decoder architecture.
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- * **Language(s)**: English
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- * **Paper**: [Stable Code Technical Report](https://drive.google.com/file/d/1JYJHszhS8EFChTbNAf8xmqhKjogWRrQF/view?usp=sharing)
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- * **Library**: [Alignment Handbook](https://github.com/huggingface/alignment-handbook.git)
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- * **Finetuned from model**: [https://huggingface.co/stabilityai/stable-code-3b](https://huggingface.co/stabilityai/stable-code-3b)
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- * **License**: [StabilityAI Non-Commercial Research Community License](https://huggingface.co/stabilityai/stable-code-instruct-3b/blob/main/LICENSE). If you want to use this model for your commercial products or purposes, please contact us [here](https://stability.ai/contact) to learn more.
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- * **Contact**: For questions and comments about the model, please email `[email protected]`
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  ## How to Cite
 
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  output = tokenizer.batch_decode(tokens[:, inputs.input_ids.shape[-1]:], skip_special_tokens=False)[0]
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  ```
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+ ## Model Details
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+
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+ * **Developed by**: [Stability AI](https://stability.ai/)
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+ * **Model type**: `Stable Code Instruct 3B` model is an auto-regressive language model based on the transformer decoder architecture.
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+ * **Language(s)**: English
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+ * **Paper**: [Stable Code Technical Report](https://drive.google.com/file/d/1JYJHszhS8EFChTbNAf8xmqhKjogWRrQF/view?usp=sharing)
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+ * **Library**: [Alignment Handbook](https://github.com/huggingface/alignment-handbook.git)
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+ * **Finetuned from model**: [https://huggingface.co/stabilityai/stable-code-3b](https://huggingface.co/stabilityai/stable-code-3b)
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+ * **License**: [StabilityAI Non-Commercial Research Community License](https://huggingface.co/stabilityai/stable-code-instruct-3b/blob/main/LICENSE). If you want to use this model for your commercial products or purposes, please contact us [here](https://stability.ai/contact) to learn more.
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+ * **Contact**: For questions and comments about the model, please email `[email protected]`
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  ## Performance
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  ### Multi-PL Benchmark:
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  | Model | Size | Avg | Python | C++ | JavaScript | Java | PHP | Rust |
 
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  ## How to Cite