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# pip-library-etl-1.3b
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[pipableAi](https://www.
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[colab_notebook](https://colab.research.google.com/drive/
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[pip
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[linkedin_post](
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A 1.3 bn code documentation model that outperforms most models on documenting codes and making your in-house libs ready for LLM and RAG pipelines.
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We have also open sourced a [pip library_etl](https://github.com/PipableAI/pip-library-etl.git) for the same, together the lib and model can turn your codebase to functional parse tree ready to be consumed by LLMs to execute complex tasks.
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This model is also capable of generating SQL queries with accuracies on par with those of [pip-sql-1.3b](https://huggingface.co/PipableAI/pip-sql-1.3b), with additional capabilities of providing extra examples, instructions ,and column descriptions as context.
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This is a further trained version of pip-sql-1.3b and performance comparable to GPT.
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## How we built it?
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# pip-library-etl-1.3b
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[pipableAi](https://www.pipable.ai/)
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[colab_notebook](https://colab.research.google.com/drive/10av3SxFf0Psx_IkmZbcUhiVznStV5pVS?usp=sharing)
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[pip flow]()
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[linkedin_post]()
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[reddit_post]()
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## Model attributes
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```javascript
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-- number of params ~ 1.3b [2.9 Gb GPU memory footprint]
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-- sequence length ~ 16.3k [Can go higher but will show performance degradation]
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-- license - apache 2.0
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-- tasks:
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1. complex planning of sequential function calls with right params to accomplish a goal | a list of callables
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2. function calling | doc or code and goal
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3. code generation | plan and goal
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4. code generation | goal
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5. doc generation | code
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6. code generation | doc
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7. file recreated in json | any raw data
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8. corrected generation | new instruction with error
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-- instruction following , RL tuned.
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## How we built it?
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