初始化项目，由ModelHub XC社区提供模型
Model: kevin009/lamatama Source: Original Platform
This commit is contained in:
ModelHub XC
175
README.md
Normal file
175
README.md
Normal file
@@ -0,0 +1,175 @@
|
||||
---
|
||||
language:
|
||||
- en
|
||||
license: apache-2.0
|
||||
model-index:
|
||||
- name: lamatama
|
||||
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: 36.35
|
||||
name: normalized accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kevin009/lamatama
|
||||
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: 61.12
|
||||
name: normalized accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kevin009/lamatama
|
||||
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: 24.72
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kevin009/lamatama
|
||||
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: 37.67
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kevin009/lamatama
|
||||
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: 60.77
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kevin009/lamatama
|
||||
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: 2.27
|
||||
name: accuracy
|
||||
source:
|
||||
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=kevin009/lamatama
|
||||
name: Open LLM Leaderboard
|
||||
---
|
||||
|
||||
# Model Card: kevin009/lamatama
|
||||
|
||||
## Model Description
|
||||
The `kevin009/lamatama` model is a groundbreaking achievement in the field of language modeling, showcasing the power of leveraging a substantial dataset and state-of-the-art training techniques. This model is designed to push the boundaries of what's possible in natural language understanding and generation.
|
||||
|
||||
### Training Details
|
||||
- **Model Architecture**: The `kevin009/lamatama` model is built upon the architecture and tokenizer of Llama 2, ensuring compatibility and easy integration with various open-source projects.
|
||||
- **Dataset**: It was pretrained on an impressive 3 trillion tokens, a scale that allows for a deep and nuanced understanding of language.
|
||||
- **Training Period**: The training process was carried out over 90 days, utilizing 16 A100-40G GPUs, a testament to the model's efficiency and the team's optimization skills.
|
||||
|
||||
### Fine-tuning
|
||||
This specific version of the model has been fine-tuned to excel in chat-based applications. It builds upon the `TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T` model, incorporating learnings and optimizations from HF's Zephyr's training recipe.
|
||||
|
||||
- **Initial Phase**: The model was first fine-tuned on a variant of the UltraChat dataset, which is rich in synthetic dialogues generated by ChatGPT.
|
||||
- **Further Alignment**: Subsequent alignment was achieved using 🤗 TRL's DPOTrainer with the openbmb/UltraFeedback dataset, comprising 64k prompts and model completions ranked by GPT-4.
|
||||
|
||||
## How to Use
|
||||
Ensure you have `transformers>=4.34`. For detailed instructions and updates, check out the GitHub page for `kevin009/lamatama`.
|
||||
|
||||
### Installation (for versions <= v4.34)
|
||||
```bash
|
||||
pip install git+https://github.com/huggingface/transformers.git
|
||||
pip install accelerate
|
||||
```
|
||||
|
||||
### Example Usage
|
||||
Here's a quick guide on using `kevin009/lamatama` for generating text:
|
||||
|
||||
```python
|
||||
import torch
|
||||
from transformers import pipeline
|
||||
|
||||
# Initialize the pipeline
|
||||
pipe = pipeline("text-generation", model="kevin009/lamatama", torch_dtype=torch.bfloat16, device_map="auto")
|
||||
|
||||
# Sample dialogue with templating
|
||||
messages = [
|
||||
{"role": "system", "content": "You are a friendly chatbot who always responds in the style of a pirate"},
|
||||
{"role": "user", "content": "How many helicopters can a human eat in one sitting?"}
|
||||
]
|
||||
|
||||
# Generate prompt and outputs
|
||||
prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)
|
||||
outputs = pipe(prompt, max_new_tokens=256, do_sample=True, temperature=0.7, top_k=50, top_p=0.95)
|
||||
print(outputs[0]["generated_text"])
|
||||
```
|
||||
|
||||
## Acknowledgements
|
||||
This model is a product of collaboration and innovative approaches to language modeling. We extend our thanks to all contributors, as well as the creators of the datasets and training methodologies that made `kevin009/lamatama` a reality.
|
||||
|
||||
---
|
||||
|
||||
This model card introduces `kevin009/lamatama`, a versatile and powerful language model fine-tuned for chat applications, demonstrating exceptional understanding and generation capabilities.
|
||||
# [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_kevin009__lamatama)
|
||||
|
||||
| Metric |Value|
|
||||
|---------------------------------|----:|
|
||||
|Avg. |37.15|
|
||||
|AI2 Reasoning Challenge (25-Shot)|36.35|
|
||||
|HellaSwag (10-Shot) |61.12|
|
||||
|MMLU (5-Shot) |24.72|
|
||||
|TruthfulQA (0-shot) |37.67|
|
||||
|Winogrande (5-shot) |60.77|
|
||||
|GSM8k (5-shot) | 2.27|
|
||||
|
||||
Reference in New Issue
Block a user