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Model: NeverSleep/Mistral-11B-SynthIAirOmniMix Source: Original Platform
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README.md
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---
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license: cc-by-nc-4.0
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---
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Replaced Zephyr by Airoboros 2.2 and OpenOrca by SynthIA in the mix, the reason why is to see if using merged Mistral models using all the same prompt format would be a better step or not.
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## Description
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This repo contains fp16 files of Mistral-11B-SynthIAirOmniMix.
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## Model used
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- [SynthIA-7B-v1.5](https://huggingface.co/migtissera/SynthIA-7B-v1.5)
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- [Mistral-7B-v0.1-Open-Platypus](https://huggingface.co/akjindal53244/Mistral-7B-v0.1-Open-Platypus)
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- [CollectiveCognition-v1.1-Mistral-7B](https://huggingface.co/teknium/CollectiveCognition-v1.1-Mistral-7B)
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- [airoboros-mistral2.2-7b](https://huggingface.co/teknium/airoboros-mistral2.2-7b)
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## Prompt template
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3 out of 4 models use the same prompting format in this merge.
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The best one should be this one, since Zephyr and OpenOrca is out of the merge:
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```
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(SYSTEM: {context}) - Not mandatory
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USER: {prompt}
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ASSISTANT:
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```
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But this one (maybe) work too:
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```
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Below is an instruction that describes a task. Write a response that appropriately completes the request.
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### Instruction:
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{prompt}
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### Response:
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```
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## The secret sauce
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Mistral-11B-SynthIAOpenPlatypus :
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```
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slices:
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- sources:
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- model: "/content/drive/MyDrive/SynthIA-7B-v1.5-bf16"
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layer_range: [0, 24]
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- sources:
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- model: akjindal53244/Mistral-7B-v0.1-Open-Platypus
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layer_range: [8, 32]
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merge_method: passthrough
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dtype: bfloat16
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```
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Mistral-11B-CC-Airo :
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```
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slices:
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- sources:
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- model: "/content/drive/MyDrive/CC-v1.1-7B-bf16"
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layer_range: [0, 24]
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- sources:
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- model: "/content/drive/MyDrive/Mistral-7B-Airoboros-2.2-bf16"
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layer_range: [8, 32]
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merge_method: passthrough
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dtype: bfloat16
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```
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Mistral-11B-SynthIAirOmniMix :
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```
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slices:
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- sources:
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- model: Mistral-11B-SynthIAOpenPlatypus
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layer_range: [0, 48]
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- model: Mistral-11B-CC-Airo
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layer_range: [0, 48]
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merge_method: slerp
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base_model: Mistral-11B-OpenOrcaPlatypus
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parameters:
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t:
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- filter: lm_head
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value: [0.75]
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- filter: embed_tokens
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value: [0.75]
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- filter: self_attn
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value: [0.75, 0.25]
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- filter: mlp
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value: [0.25, 0.75]
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- filter: layernorm
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value: [0.5, 0.5]
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- filter: modelnorm
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value: [0.75]
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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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I use [mergekit](https://github.com/cg123/mergekit) for all the manipulation told here.
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## Some scoring I done myself
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| Task |Version| Metric |Value | |Stderr|
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|-------------|------:|--------|-----:|---|-----:|
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|arc_challenge| 0|acc |0.5410|± |0.0146|
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| | |acc_norm|0.5640|± |0.0145|
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|arc_easy | 0|acc |0.8228|± |0.0078|
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| | |acc_norm|0.8068|± |0.0081|
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|hellaswag | 0|acc |0.6274|± |0.0048|
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| | |acc_norm|0.8167|± |0.0039|
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|piqa | 0|acc |0.8052|± |0.0092|
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| | |acc_norm|0.8232|± |0.0089|
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|truthfulqa_mc| 1|mc1 |0.3905|± |0.0171|
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| | |mc2 |0.5592|± |0.0155|
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|winogrande | 0|acc |0.7364|± |0.0124|
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## Others
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Special thanks to Sushi, [Henky](https://github.com/KoboldAI/KoboldAI-Client) for the machine he give me for big task, and [Charles Goddard](https://github.com/cg123) for his amazing tool.
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If you want to support me, you can [here](https://ko-fi.com/undiai).
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# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
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Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_NeverSleep__Mistral-11B-SynthIAirOmniMix)
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| Metric | Value |
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|-----------------------|---------------------------|
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| Avg. | 54.56 |
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| ARC (25-shot) | 62.46 |
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| HellaSwag (10-shot) | 83.13 |
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| MMLU (5-shot) | 63.47 |
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| TruthfulQA (0-shot) | 55.69 |
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| Winogrande (5-shot) | 76.4 |
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| GSM8K (5-shot) | 11.9 |
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| DROP (3-shot) | 28.88 |
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config.json
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{
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"_name_or_path": "/content/SynthIAOpenPlatypus-11B",
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"architectures": [
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"MistralForCausalLM"
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],
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"bos_token_id": 1,
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"eos_token_id": 2,
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"hidden_act": "silu",
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"hidden_size": 4096,
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"initializer_range": 0.02,
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"intermediate_size": 14336,
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"max_position_embeddings": 32768,
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"model_type": "mistral",
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"num_attention_heads": 32,
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"num_hidden_layers": 48,
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"num_key_value_heads": 8,
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"rms_norm_eps": 1e-05,
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"rope_theta": 10000.0,
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"sliding_window": 4096,
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"tie_word_embeddings": false,
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"torch_dtype": "bfloat16",
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"transformers_version": "4.35.0.dev0",
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"use_cache": true,
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"vocab_size": 32000
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}
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{
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"additional_special_tokens": [
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"<unk>",
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