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	---
	license: other
	tags:
	- yi
	- moe
	license_name: yi-license
	license_link: https://huggingface.co/01-ai/Yi-34B-200K/blob/main/LICENSE
	model-index:
	- name: Bagel-Hermes-2x34b
	results:
	- task:
	type: text-generation
	name: Text Generation
	dataset:
	name: AI2 Reasoning Challenge (25-Shot)
	type: ai2_arc
	config: ARC-Challenge
	split: test
	args:
	num_few_shot: 25
	metrics:
	- type: acc_norm
	value: 69.8
	name: normalized accuracy
	source:
	url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b
	name: Open LLM Leaderboard
	- task:
	type: text-generation
	name: Text Generation
	dataset:
	name: HellaSwag (10-Shot)
	type: hellaswag
	split: validation
	args:
	num_few_shot: 10
	metrics:
	- type: acc_norm
	value: 85.26
	name: normalized accuracy
	source:
	url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b
	name: Open LLM Leaderboard
	- task:
	type: text-generation
	name: Text Generation
	dataset:
	name: MMLU (5-Shot)
	type: cais/mmlu
	config: all
	split: test
	args:
	num_few_shot: 5
	metrics:
	- type: acc
	value: 77.24
	name: accuracy
	source:
	url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b
	name: Open LLM Leaderboard
	- task:
	type: text-generation
	name: Text Generation
	dataset:
	name: TruthfulQA (0-shot)
	type: truthful_qa
	config: multiple_choice
	split: validation
	args:
	num_few_shot: 0
	metrics:
	- type: mc2
	value: 64.82
	source:
	url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b
	name: Open LLM Leaderboard
	- task:
	type: text-generation
	name: Text Generation
	dataset:
	name: Winogrande (5-shot)
	type: winogrande
	config: winogrande_xl
	split: validation
	args:
	num_few_shot: 5
	metrics:
	- type: acc
	value: 84.77
	name: accuracy
	source:
	url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b
	name: Open LLM Leaderboard
	- task:
	type: text-generation
	name: Text Generation
	dataset:
	name: GSM8k (5-shot)
	type: gsm8k
	config: main
	split: test
	args:
	num_few_shot: 5
	metrics:
	- type: acc
	value: 68.69
	name: accuracy
	source:
	url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=Weyaxi/Bagel-Hermes-2x34b
	name: Open LLM Leaderboard
	---
	![image/jpeg](https://cdn-uploads.huggingface.co/production/uploads/6468ce47e134d050a58aa89c/mLH2E0dk9On_LcFX9yhuS.jpeg)

	# Bagel-Hermes-2x34B

	This is the model for Bagel-Hermes-2x34B. I used [this repo](https://bit.ly/weyaxi-moe-repo) to make this MOE model.

	# Prompt Template(s):

	Since [bagel-dpo-34b-v0.2](https://huggingface.co/jondurbin/bagel-dpo-34b-v0.2) uses many prompt templates, and [Nous-Hermes-2-Yi-34B](https://huggingface.co/NousResearch/Nous-Hermes-2-Yi-34B) uses ChatML, you can utilize ChatML and other prompt templates provided by bagel.

	Note: I currently do not know which prompt template is best.

	### ChatML:

	```
	<\|im_start\|>system
	{system}<\|im_end\|>
	<\|im_start\|>user
	{user}<\|im_end\|>
	<\|im_start\|>assistant
	{asistant}<\|im_end\|>
	```

	### Alpaca (sort of)

	```
	Below is an instruction that describes a task. Write a response that appropriately completes the request.

	### Instruction:
	{system}
	{instruction}

	### Response:
	```
	### Vicuna

	```
	{system}
	USER: {instruction}
	ASSISTANT:
	```

	Visit [bagel-dpo-34b-v0.2](https://huggingface.co/jondurbin/bagel-dpo-34b-v0.2) to try more prompt templates.

	# Yaml Config to reproduce

	```yaml
	base_model: nontoxic-bagel-34b-v0.2
	gate_mode: hidden
	dtype: bfloat16

	experts:
	- source_model: bagel-dpo-34b-v0.2
	positive_prompts: ["question answering", "Q:", science", "biology", "chemistry", "physics"]

	- source_model: Nous-Hermes-2-Yi-34B
	positive_prompts: ["chat", "math", "reason", "mathematics", "solve", "count", "python", "javascript", "programming", "algorithm", "tell me", "assistant"]
	```

	# Quantizationed versions

	Quantizationed versions of this model is available thanks to [TheBloke](https://hf.co/TheBloke).

	##### GPTQ

	- [TheBloke/Bagel-Hermes-2x34B-GPTQ](https://huggingface.co/TheBloke/Bagel-Hermes-2x34B-GPTQ)

	##### GGUF

	- [TheBloke/Bagel-Hermes-2x34B-GGUF](https://huggingface.co/TheBloke/Bagel-Hermes-2x34B-GGUF)

	##### AWQ

	- [TheBloke/Bagel-Hermes-2x34B-AWQ](https://huggingface.co/TheBloke/Bagel-Hermes-2x34B-AWQ)


	# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
	Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_Weyaxi__Bagel-Hermes-2x34b)

	\| Metric \|Value\|
	\|---------------------------------\|----:\|
	\|Avg. \|75.10\|
	\|AI2 Reasoning Challenge (25-Shot)\|69.80\|
	\|HellaSwag (10-Shot) \|85.26\|
	\|MMLU (5-Shot) \|77.24\|
	\|TruthfulQA (0-shot) \|64.82\|
	\|Winogrande (5-shot) \|84.77\|
	\|GSM8k (5-shot) \|68.69\|

	If you would like to support me:

	[☕ Buy Me a Coffee](https://www.buymeacoffee.com/weyaxi)