175 lines
4.7 KiB
Markdown
175 lines
4.7 KiB
Markdown
|
|
---
|
||
|
|
license: apache-2.0
|
||
|
|
tags:
|
||
|
|
- merge
|
||
|
|
- mergekit
|
||
|
|
- lazymergekit
|
||
|
|
- eren23/ogno-monarch-jaskier-merge-7b-OH-PREF-DPO-v2
|
||
|
|
- yam-peleg/Experiment26-7B
|
||
|
|
base_model:
|
||
|
|
- eren23/ogno-monarch-jaskier-merge-7b-OH-PREF-DPO-v2
|
||
|
|
- yam-peleg/Experiment26-7B
|
||
|
|
model-index:
|
||
|
|
- name: yam-jom-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: 73.38
|
||
|
|
name: normalized accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mayacinka/yam-jom-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: 89.15
|
||
|
|
name: normalized accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mayacinka/yam-jom-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: 64.51
|
||
|
|
name: accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mayacinka/yam-jom-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: 78.04
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mayacinka/yam-jom-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: 84.93
|
||
|
|
name: accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mayacinka/yam-jom-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: 69.6
|
||
|
|
name: accuracy
|
||
|
|
source:
|
||
|
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=mayacinka/yam-jom-7B
|
||
|
|
name: Open LLM Leaderboard
|
||
|
|
---
|
||
|
|
|
||
|
|
# yam-jom-7B
|
||
|
|
|
||
|
|
yam-jom-7B is a task arithmetic merge of the following models using [LazyMergekit](https://colab.research.google.com/drive/1obulZ1ROXHjYLn6PPZJwRR6GzgQogxxb?usp=sharing):
|
||
|
|
* [eren23/ogno-monarch-jaskier-merge-7b-OH-PREF-DPO-v2](https://huggingface.co/eren23/ogno-monarch-jaskier-merge-7b-OH-PREF-DPO-v2)
|
||
|
|
* [yam-peleg/Experiment26-7B](https://huggingface.co/yam-peleg/Experiment26-7B)
|
||
|
|
|
||
|
|
## 🧩 Configuration
|
||
|
|
|
||
|
|
```yaml
|
||
|
|
models:
|
||
|
|
- model: eren23/ogno-monarch-jaskier-merge-7b-OH-PREF-DPO-v2
|
||
|
|
parameters:
|
||
|
|
weight: 0.35
|
||
|
|
- model: yam-peleg/Experiment26-7B
|
||
|
|
parameters:
|
||
|
|
weight: 0.65
|
||
|
|
base_model: yam-peleg/Experiment26-7B
|
||
|
|
merge_method: task_arithmetic
|
||
|
|
dtype: bfloat16
|
||
|
|
```
|
||
|
|
|
||
|
|
## 💻 Usage
|
||
|
|
|
||
|
|
```python
|
||
|
|
!pip install -qU transformers accelerate
|
||
|
|
|
||
|
|
from transformers import AutoTokenizer
|
||
|
|
import transformers
|
||
|
|
import torch
|
||
|
|
|
||
|
|
model = "mayacinka/yam-jom-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_mayacinka__yam-jom-7B)
|
||
|
|
|
||
|
|
| Metric |Value|
|
||
|
|
|---------------------------------|----:|
|
||
|
|
|Avg. |76.60|
|
||
|
|
|AI2 Reasoning Challenge (25-Shot)|73.38|
|
||
|
|
|HellaSwag (10-Shot) |89.15|
|
||
|
|
|MMLU (5-Shot) |64.51|
|
||
|
|
|TruthfulQA (0-shot) |78.04|
|
||
|
|
|Winogrande (5-shot) |84.93|
|
||
|
|
|GSM8k (5-shot) |69.60|
|
||
|
|
|