初始化项目,由ModelHub XC社区提供模型
Model: mlabonne/Darewin-7B Source: Original Platform
This commit is contained in:
203
README.md
Normal file
203
README.md
Normal file
@@ -0,0 +1,203 @@
|
||||
---
|
||||
license: apache-2.0
|
||||
tags:
|
||||
- merge
|
||||
- mergekit
|
||||
- lazymergekit
|
||||
base_model:
|
||||
- Intel/neural-chat-7b-v3-3
|
||||
- openaccess-ai-collective/DPOpenHermes-7B-v2
|
||||
- fblgit/una-cybertron-7b-v2-bf16
|
||||
- openchat/openchat-3.5-0106
|
||||
- OpenPipe/mistral-ft-optimized-1227
|
||||
- mlabonne/NeuralHermes-2.5-Mistral-7B
|
||||
model-index:
|
||||
- name: Darewin-7B
|
||||
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: 68.6
|
||||
name: normalized accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mlabonne/Darewin-7B
|
||||
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: 86.22
|
||||
name: normalized accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mlabonne/Darewin-7B
|
||||
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: 65.21
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mlabonne/Darewin-7B
|
||||
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: 60.38
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mlabonne/Darewin-7B
|
||||
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: 79.79
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mlabonne/Darewin-7B
|
||||
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: 71.04
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mlabonne/Darewin-7B
|
||||
name: Open LLM Leaderboard
|
||||
---
|
||||
|
||||
# Darewin-7B
|
||||
|
||||
Darewin-7B is a merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
|
||||
* [Intel/neural-chat-7b-v3-3](https://huggingface.co/Intel/neural-chat-7b-v3-3)
|
||||
* [openaccess-ai-collective/DPOpenHermes-7B-v2](https://huggingface.co/openaccess-ai-collective/DPOpenHermes-7B-v2)
|
||||
* [fblgit/una-cybertron-7b-v2-bf16](https://huggingface.co/fblgit/una-cybertron-7b-v2-bf16)
|
||||
* [openchat/openchat-3.5-0106](https://huggingface.co/openchat/openchat-3.5-0106)
|
||||
* [OpenPipe/mistral-ft-optimized-1227](https://huggingface.co/OpenPipe/mistral-ft-optimized-1227)
|
||||
* [mlabonne/NeuralHermes-2.5-Mistral-7B](https://huggingface.co/mlabonne/NeuralHermes-2.5-Mistral-7B)
|
||||
|
||||
## 🧩 Configuration
|
||||
|
||||
```yaml
|
||||
models:
|
||||
- model: mistralai/Mistral-7B-v0.1
|
||||
# No parameters necessary for base model
|
||||
- model: Intel/neural-chat-7b-v3-3
|
||||
parameters:
|
||||
density: 0.6
|
||||
weight: 0.2
|
||||
- model: openaccess-ai-collective/DPOpenHermes-7B-v2
|
||||
parameters:
|
||||
density: 0.6
|
||||
weight: 0.1
|
||||
- model: fblgit/una-cybertron-7b-v2-bf16
|
||||
parameters:
|
||||
density: 0.6
|
||||
weight: 0.2
|
||||
- model: openchat/openchat-3.5-0106
|
||||
parameters:
|
||||
density: 0.6
|
||||
weight: 0.15
|
||||
- model: OpenPipe/mistral-ft-optimized-1227
|
||||
parameters:
|
||||
density: 0.6
|
||||
weight: 0.25
|
||||
- model: mlabonne/NeuralHermes-2.5-Mistral-7B
|
||||
parameters:
|
||||
density: 0.6
|
||||
weight: 0.1
|
||||
merge_method: dare_ties
|
||||
base_model: mistralai/Mistral-7B-v0.1
|
||||
parameters:
|
||||
int8_mask: true
|
||||
dtype: bfloat16
|
||||
|
||||
```
|
||||
|
||||
## 💻 Usage
|
||||
|
||||
```python
|
||||
!pip install -qU transformers accelerate
|
||||
|
||||
from transformers import AutoTokenizer
|
||||
import transformers
|
||||
import torch
|
||||
|
||||
model = "mlabonne/Darewin-7B"
|
||||
messages = [{"role": "user", "content": "What is a large language model?"}]
|
||||
|
||||
tokenizer = AutoTokenizer.from_pretrained(model)
|
||||
prompt = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
|
||||
pipeline = transformers.pipeline(
|
||||
"text-generation",
|
||||
model=model,
|
||||
torch_dtype=torch.float16,
|
||||
device_map="auto",
|
||||
)
|
||||
|
||||
outputs = pipeline(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
|
||||
print(outputs[0]["generated_text"])
|
||||
```
|
||||
# [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_mlabonne__Darewin-7B)
|
||||
|
||||
| Metric |Value|
|
||||
|---------------------------------|----:|
|
||||
|Avg. |71.87|
|
||||
|AI2 Reasoning Challenge (25-Shot)|68.60|
|
||||
|HellaSwag (10-Shot) |86.22|
|
||||
|MMLU (5-Shot) |65.21|
|
||||
|TruthfulQA (0-shot) |60.38|
|
||||
|Winogrande (5-shot) |79.79|
|
||||
|GSM8k (5-shot) |71.04|
|
||||
|
||||
Reference in New Issue
Block a user