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Duplicate from KoboldAI/PPO_Pygway-6b-Mix

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Co-authored-by: TeH_Venom <TehVenom@users.noreply.huggingface.co>

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README.md ADDED
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+ ---
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+ language: en
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+ license: apache-2.0
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+ commercial: 'no'
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+ inference: false
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+ ---
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+ # GPT-J 6B - PPO_Pygway Mix
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+ ## Model description
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+ This is a merged model, using a weighted parameter blend strategy at a (20:20:60) ratio between the models:
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+
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+ - [20%] - KoboldAI/GPT-J-6B-Janeway: https://huggingface.co/KoboldAI/GPT-J-6B-Janeway
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+ - [20%] - reciprocate/ppo_hh_gpt-j: https://huggingface.co/reciprocate/ppo_hh_gpt-j
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+ - [60%] - Pygmalion/Pygmalion-6b: https://huggingface.co/Pygmalion/Pygmalion-6b
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+
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+ By their respective authors.
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+
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+ **Warning: PPO_Pygway-6b may generate NSFW or inappropriate content due to the base models (Mainly [Pygmalion/Pygmalion-6b](https://huggingface.co/Pygmalion/Pygmalion-6b)) being trained on general user logs, and internet archives.**
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+
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+ ### Intended Use:
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+
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+ Research purposes only, intended for responsible use.
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+ Express a conversation in natural language, and PPO_Pygmalion will pick up on the conversational format.
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+ Try starting a two line prompt such as:
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+ ```
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+ Bot: "Hello, how are you?"
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+ You: "I am doing just fine, thank you."
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+ ```
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+ Or any other topic, and the model will carry on in this back and forth style.
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+
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+ ## Information:
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+ For more details, check out the related source models, especially [Pygmalion/Pygmalion-6b](https://huggingface.co/Pygmalion/Pygmalion-6b) for more information on how to utilize the chat bot formatting expected.
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+
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+ In a similar manner to fine-tuning, merging weights does not add information but transforms it, therefore it is important to consider trade-offs.
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+ PPO_Pygway combines `ppo_hh_gpt-j`, `Janeway-6b` and `Pygmalion-6b`; all three models were blended in a two step process using a simple weighted parameter method
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+ ```
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+ (X*A + Y*B)
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+ ```
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+ With X & Y being the model weighs, and A/B being how strongly they are represented within the final value.
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+ The intent of this is to elevate the end-model by borrowing the strongly represented aspects out of each base model,
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+ but may also weaken other faces of each model, which can be desirable if the base models have problematic traits that need to be worked on.
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+
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+ Blend was done in FP32 and output saved in FP16 for reduced storage needs.
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+
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+
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+ ## Limitations and biases
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+ Based on known problems with NLP technology, potential relevant factors include bias (gender, profession, race and religion).
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+
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+ <ins>Warning: This model has a moderate NSFW bias.</ins>
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+
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+ ### License
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+ GPT-J-6b is licensed by EleutherAI under the apache-2.0 license. All Rights Reserved.
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+
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+ ### BibTeX entry and citation info
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+ ```
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+ @misc{gpt-j,
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+ author = {Wang, Ben and Komatsuzaki, Aran},
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+ title = {{GPT-J-6B: A 6 Billion Parameter Autoregressive Language Model}},
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+ howpublished = {\url{https://github.com/kingoflolz/mesh-transformer-jax}},
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+ year = 2021,
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+ month = May
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+ }
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+ ```
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+
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+ ### Credits To:
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+
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+ Models involved:
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+ - https://huggingface.co/EleutherAI/gpt-j-6B
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+ - https://huggingface.co/Pygmalion/Pygmalion-6b
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+ - https://huggingface.co/reciprocate/ppo_hh_gpt-j
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+ - https://huggingface.co/KoboldAI/GPT-J-6B-Janeway
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+
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+ Average weights merging Script credit to Concedo:
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+ - https://huggingface.co/concedo
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+
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+ ### Related datasets and articles:
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+
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+ PPO_HH-GPT-J-6b's Dataset is a variant of the Helpful Harmless assistant themed
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+ dataset and Proximal Policy Optimization, specific datasets
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+ used are unknown; listed repo datasets include:
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+ - https://huggingface.co/datasets/reciprocate/summarize_eval_ilql
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+ - https://huggingface.co/datasets/reciprocate/hh_eval_ilql
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+
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+ PPO explained:
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+ - https://paperswithcode.com/method/ppo
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+
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+ Potential HH-type datasets utilized:
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+ - https://huggingface.co/HuggingFaceH4
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+ - https://huggingface.co/datasets/Anthropic/hh-rlhf
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+
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+ No formal evaluation is available for this model at this time.
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+
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+ It is recommend to use this model with the KoboldAI software. All feedback and comments can be directed to TeH_Venom on the KoboldAI discord.
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+
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+ "welcome": "You are currently running ((ppo_hh-GPT-J[20%] + Janeway[20%]) + Pygmalion-6b [60%]), \na mix of the models reciprocate/ppo_hh_gpt-j, KoboldAI/GPT-J-6B-Janeway, and PygmalionAI/pygmalion-6b at a ratio of 20:20:50"
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