112 lines
3.7 KiB
Markdown
112 lines
3.7 KiB
Markdown
---
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license: apache-2.0
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language:
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- en
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tags:
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- merge
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---
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<!-- header start -->
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<!-- 200823 -->
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<div style="width: auto; margin-left: auto; margin-right: auto">
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<img src="https://github.com/janhq/jan/assets/89722390/35daac7d-b895-487c-a6ac-6663daaad78e" alt="Jan banner" style="width: 100%; min-width: 400px; display: block; margin: auto;">
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</div>
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<p align="center">
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<a href="https://jan.ai/">Jan</a
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>
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- <a href="https://discord.gg/AsJ8krTT3N">Discord</a>
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</p>
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<!-- header end -->
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# Model Description
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This model uses the `Slerp` merge method from the best models on 14th Dec on the [
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OpenLLM Leaderboard](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard):
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1. [viethq188/LeoScorpius-7B-Chat-DPO](https://huggingface.co/viethq188/LeoScorpius-7B-Chat-DPO)
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2. [GreenNode/GreenNodeLM-7B-v1olet](https://huggingface.co/GreenNode/GreenNodeLM-7B-v1olet)
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- base model: [GreenNode/GreenNodeLM-7B-v1olet](https://huggingface.co/GreenNode/GreenNodeLM-7B-v1olet)
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The yaml config file for this model is here:
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```yaml
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slices:
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- sources:
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- model: viethq188/LeoScorpius-7B-Chat-DPO
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layer_range: [0, 32]
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- model: GreenNode/GreenNodeLM-7B-v1olet
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layer_range: [0, 32]
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merge_method: slerp
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base_model: GreenNode/GreenNodeLM-7B-v1olet
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parameters:
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t:
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- filter: lm_head
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value: [0.55]
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- filter: embed_tokens
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value: [0.7]
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- filter: self_attn
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value: [0.65, 0.35]
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- filter: mlp
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value: [0.35, 0.65]
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- filter: layernorm
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value: [0.4, 0.6]
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- filter: modelnorm
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value: [0.6]
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- value: 0.5 # fallback for rest of tensors
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dtype: bfloat16
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```
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Thank you [Undi95](https://huggingface.co/Undi95) for the secret sauce and [Charles Goddard](https://huggingface.co/chargoddard) for mergekit.
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# Prompt template
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Work best on:
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```
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{system_message}
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### Instruction:
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{prompt}
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### Response:
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```
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# Run this model
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You can run this model using [Jan Desktop](https://jan.ai/) on Mac, Windows, or Linux.
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Jan is an open source, ChatGPT alternative that is:
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- 💻 **100% offline on your machine**: Your conversations remain confidential, and visible only to you.
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- 🗂️ **An Open File Format**: Conversations and model settings stay on your computer and can be exported or deleted at any time.
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- 🌐 **OpenAI Compatible**: Local server on port `1337` with OpenAI compatible endpoints
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- 🌍 **Open Source & Free**: We build in public; check out our [Github](https://github.com/janhq)
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# About Jan
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Jan believes in the need for an open-source AI ecosystem and is building the infra and tooling to allow open-source AIs to compete on a level playing field with proprietary ones.
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Jan's long-term vision is to build a cognitive framework for future robots, who are practical, useful assistants for humans and businesses in everyday life.
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# Jan Model Merger
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This is a test project for merging models.
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# Open LLM Leaderboard Evaluation Results
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_jan-hq__trinity-v1).
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| Metric | Value |
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|-----------------------|---------------------------|
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| Avg. | 74.8|
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| ARC (25-shot) | 72.27 |
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| HellaSwag (10-shot) | 88.36 |
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| MMLU (5-shot) | 65.2|
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| TruthfulQA (0-shot) | 69.31 |
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| Winogrande (5-shot) | 82 |
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| GSM8K (5-shot) | 71.65 |
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# Acknowlegement
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- [mergekit](https://github.com/cg123/mergekit)
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- [DARE](https://github.com/yule-BUAA/MergeLM/blob/main/README.md)
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- [SLERP](https://github.com/Digitous/LLM-SLERP-Merge)
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- [lm-evaluation-harness](https://github.com/EleutherAI/lm-evaluation-harness) |