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# The Data Science Coder

Data Science coder is a group of fine tuned models designed to help with coding for data science applications. It comes in 2 variants: 1.3b and 6.7b. Models are fine tuned from DeepSeek Coder instruct versions. Fine tuning was performed on the [ed001/ds-coder-instruct-v1](https://huggingface.co/datasets/ed001/ds-coder-instruct-v1) dataset which is constructed by filtering publicly available datasets on HuggingFace.

## Usage

```python
from transformers import AutoTokenizer, AutoModelForCausalLM, pipeline

def build_instruction_prompt(instruction):
return '''
You are the Data Science Coder, a helpful AI assistant created by a man named Ed.
You help people with data science coding and you answer questions about data science in a helpful manner.
### Instruction:
{}
### Response:
'''.format(instruction.strip()).lstrip()

tokenizer = AutoTokenizer.from_pretrained("ed001/datascience-coder-6.7b", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("ed001/datascience-coder-6.7b", trust_remote_code=True).cuda()
pipe = pipeline(task="text-generation", model=model, tokenizer=tokenizer, max_length=1024, top_p=0.95)
result = pipe(build_instruction_prompt("Perform EDA on the Iris dataset"))
print(result[0]['generated_text'])

```

## Contact
GitHub: [Ea0011](https://github.com/Ea0011)

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+ ---
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+ license: mit
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+ datasets:
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+ - ed001/ds-coder-instruct-v1
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+ language:
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+ - en
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+ pipeline_tag: text-generation
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+ tags:
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+ - code
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+ - data science
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+ ---