metadata
license: apache-2.0
datasets:
- open-r1/codeforces-cots_decontaminated
language:
- en
base_model:
- Qwen/Qwen2.5-Coder-7B-Instruct
pipeline_tag: text-generation
Model Card for NormolLM-Coder-7B (Change to correct name)
NormolLM-Coder-7B is a medium sized coding model, that achieves strong performance on benchmarks such as Live Code Bench and the new International Olympiad in Informatics benchmark.
Model description
- Model type: A 7B parameter model fine-tuned on a decontaminated version of the codeforces dataset.
- Language(s) (NLP): Primarily English
- License: MIT
- Finetuned from model: Qwen/Qwen2.5-Coder-7B-Instruct
Performance
| Model | LCB | IOI |
|---|---|---|
| NormolLM-Coder-7B | 123 | 456 |
| GPT-4o | 28.43 | |
| Claude 3.7 Sonnet | 39.18 | |
| QwQ-32B | 60.98 | |
| DeepSeek-R1-Distill-Qwen-32B | 56.58 | |
| DeepSeek-R1-Distill-Qwen-7B | 37.36 | |
| Qwen2.5-Coder-32B | 28.31 | |
| Qwen2.5-Coder-7B | 15.83 | |
Here's how you can run the model using the pipeline() function from 🤗 Transformers: |
# pip install transformers
# pip install accelerate
import torch
from transformers import pipeline
pipe = pipeline("text-generation", model="open-r1/NormolLM-coder-7b-v02.12", torch_dtype=torch.bfloat16, device_map="auto")
# We use the tokenizer's chat template to format each message - see https://huggingface.co/docs/transformers/main/en/chat_templating
messages = [
{
"role": "system",
"content": "You are a friendly chatbot who always responds in the style of a pirate",
},
{"role": "user", "content": "Write a python program to calulate the 10th fibonaci number"},
]
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"])
# <|system|>
# You are a friendly chatbot who always responds in the style of a pirate.</s>
# <|user|>
# How many helicopters can a human eat in one sitting?</s>
# <|assistant|>
# Ah, me hearty matey! But yer question be a puzzler! A human cannot eat a helicopter in one sitting, as helicopters are not edible. They be made of metal, plastic, and other materials, not food!