Papers › H2O Open Ecosystem for State-of-the-art Large Language Models

H2O Open Ecosystem for State-of-the-art Large Language Models

17 Oct 2023arXiv:2310.13012archive 2025-07-28

Arno Candel, Jon McKinney, Philipp Singer, Pascal Pfeiffer, Maximilian Jeblick, Chun Ming Lee, Marcos V. Conde

Large Language Models (LLMs) represent a revolution in AI. However, they also pose many significant risks, such as the presence of biased, private, copyrighted or harmful text. For this reason we need open, transparent and safe solutions. We introduce a complete open-source ecosystem for developing and testing LLMs. The goal of this project is to boost open alternatives to closed-source approaches. We release h2oGPT, a family of fine-tuned LLMs of diverse sizes. We also introduce H2O LLM Studio, a framework and no-code GUI designed for efficient fine-tuning, evaluation, and deployment of LLMs using the most recent state-of-the-art techniques. Our code and models are fully open-source. We believe this work helps to boost AI development and make it more accessible, efficient and trustworthy. The demo is available at: https://gpt.h2o.ai/

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extra_stop_token_ids h2oai/h2ogpt/src/enums.py official repository ran Apache-2.0 (permissive) · bd66a06aa7050024 · report
get_dbid h2oai/h2ogpt/src/db_utils.py official repository ran fingerprinted Apache-2.0 (permissive) · daf097bc0bd836d2 · report
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is_vision_model h2oai/h2ogpt/src/enums.py official repository ran Apache-2.0 (permissive) · dae40f9ffdf8c10f · report
prune_long_sequences h2oai/h2ogpt/finetune.py official repository ran Apache-2.0 (permissive) · cf2ae51214a5eec8 · report
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covert_prompt_to_input_ids_with_history h2oai/h2ogpt/models/predict_aquila.py official repository unverified Apache-2.0 (permissive) · ad6c3608d441e75a · report
get_conv_template h2oai/h2ogpt/models/predict_aquila.py official repository unverified Apache-2.0 (permissive) · f393883643980cc1 · report
get_conversation_template h2oai/h2ogpt/models/predict_aquila.py official repository unverified Apache-2.0 (permissive) · 96e06a37fa7389cf · report
get_sentences h2oai/h2ogpt/src/create_data.py official repository unverified Apache-2.0 (permissive) · aca03ba436af1dd6 · report
parse_rst_file h2oai/h2ogpt/src/create_data.py official repository unverified Apache-2.0 (permissive) · 4a3ce15d96849109 · report

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