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README.md
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---
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license: apache-2.0
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tags:
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- merge
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- mergekit
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- lazymergekit
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+
- Locutusque/Hercules-2.5-Mistral-7B
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- openchat/openchat-3.5-0106
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base_model:
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- Locutusque/Hercules-2.5-Mistral-7B
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- openchat/openchat-3.5-0106
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model-index:
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- name: ChatHercules-2.5-Mistral-7B
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results:
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- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: AI2 Reasoning Challenge (25-Shot)
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type: ai2_arc
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config: ARC-Challenge
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split: test
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args:
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num_few_shot: 25
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metrics:
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- type: acc_norm
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value: 65.1
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name: normalized accuracy
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+
source:
|
30 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=hydra-project/ChatHercules-2.5-Mistral-7B
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name: Open LLM Leaderboard
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+
- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: HellaSwag (10-Shot)
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type: hellaswag
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split: validation
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args:
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num_few_shot: 10
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metrics:
|
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- type: acc_norm
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value: 84.61
|
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name: normalized accuracy
|
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+
source:
|
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=hydra-project/ChatHercules-2.5-Mistral-7B
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name: Open LLM Leaderboard
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+
- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: MMLU (5-Shot)
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type: cais/mmlu
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config: all
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split: test
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args:
|
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num_few_shot: 5
|
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metrics:
|
59 |
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- type: acc
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60 |
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value: 65.35
|
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+
name: accuracy
|
62 |
+
source:
|
63 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=hydra-project/ChatHercules-2.5-Mistral-7B
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name: Open LLM Leaderboard
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+
- task:
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type: text-generation
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name: Text Generation
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dataset:
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name: TruthfulQA (0-shot)
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type: truthful_qa
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config: multiple_choice
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split: validation
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args:
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num_few_shot: 0
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metrics:
|
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- type: mc2
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value: 47.52
|
78 |
+
source:
|
79 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=hydra-project/ChatHercules-2.5-Mistral-7B
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name: Open LLM Leaderboard
|
81 |
+
- task:
|
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type: text-generation
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name: Text Generation
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dataset:
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name: Winogrande (5-shot)
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type: winogrande
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config: winogrande_xl
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split: validation
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args:
|
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num_few_shot: 5
|
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metrics:
|
92 |
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- type: acc
|
93 |
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value: 81.85
|
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name: accuracy
|
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+
source:
|
96 |
+
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=hydra-project/ChatHercules-2.5-Mistral-7B
|
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+
name: Open LLM Leaderboard
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+
- task:
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type: text-generation
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+
name: Text Generation
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+
dataset:
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name: GSM8k (5-shot)
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type: gsm8k
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config: main
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split: test
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args:
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107 |
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num_few_shot: 5
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metrics:
|
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- type: acc
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+
value: 64.97
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+
name: accuracy
|
112 |
+
source:
|
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url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=hydra-project/ChatHercules-2.5-Mistral-7B
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name: Open LLM Leaderboard
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+
---
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+
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# ChatHercules-2.5-Mistral-7B
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/6437292ecd93f4c9a34b0d47/VW32vrPx2giqo5Od8Tyz0.png)
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ChatHercules-2.5-Mistral-7B is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
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* [Locutusque/Hercules-2.5-Mistral-7B](https://huggingface.co/Locutusque/Hercules-2.5-Mistral-7B)
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* [openchat/openchat-3.5-0106](https://huggingface.co/openchat/openchat-3.5-0106)
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## 🧩 Configuration
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```yaml
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slices:
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- sources:
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- model: Locutusque/Hercules-2.5-Mistral-7B
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layer_range: [0, 32]
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- model: openchat/openchat-3.5-0106
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layer_range: [0, 32]
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merge_method: slerp
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base_model: Locutusque/Hercules-2.5-Mistral-7B
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parameters:
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t:
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- filter: self_attn
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value: [0, 0.5, 0.3, 0.7, 1]
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- filter: mlp
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value: [1, 0.5, 0.7, 0.3, 0]
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- value: 0.5
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dtype: bfloat16
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```
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## 💻 Usage
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```python
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!pip install -qU transformers accelerate
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from transformers import AutoTokenizer
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import transformers
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import torch
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model = "hydra-project/ChatHercules-2.5-Mistral-7B"
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messages = [{"role": "user", "content": "What is a large language model?"}]
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tokenizer = AutoTokenizer.from_pretrained(model)
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prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
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pipeline = transformers.pipeline(
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"text-generation",
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model=model,
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torch_dtype=torch.float16,
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device_map="auto",
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)
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outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
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print(outputs[0]["generated_text"])
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```
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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_hydra-project__ChatHercules-2.5-Mistral-7B)
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| Metric |Value|
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+
|---------------------------------|----:|
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|Avg. |68.24|
|
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+
|AI2 Reasoning Challenge (25-Shot)|65.10|
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|HellaSwag (10-Shot) |84.61|
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|MMLU (5-Shot) |65.35|
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|TruthfulQA (0-shot) |47.52|
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|Winogrande (5-shot) |81.85|
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|GSM8k (5-shot) |64.97|
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+
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***
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Quantization of Model [hydra-project/ChatHercules-2.5-Mistral-7B](https://huggingface.co/hydra-project/ChatHercules-2.5-Mistral-7B).
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Created using [llm-quantizer](https://github.com/Nold360/llm-quantizer) Pipeline
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