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library_name: transformers |
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tags: [] |
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--- |
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# Model Card for DeepSeekCodeCodeQ&A |
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<!-- Provide a quick summary of what the model is/does. --> |
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This is a version of DeepSeek-Coder model that was fine-tuned on the grammatically corrected texts. |
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## Model Details |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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- **Model type:** LLaMa |
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- **Number of Parameters:** 6.7B |
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- **Supported Programming Language:** Python |
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- **Finetuned from model:** DeepSeek-Coder |
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### Model Sources [optional] |
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<!-- Provide the basic links for the model. --> |
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- **Repository:** [GitHub Repo](https://github.com/IU-AES-AI4Code/CodeQuestionAnswering) |
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- **Paper:** "Leveraging Large Language Models in Code Question Answering: Baselines and Issues" Georgy Andryushchenko, Vladimir V. Ivanov, Vladimir Makharev, Elizaveta Tukhtina, Aidar Valeev |
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<!-- - **Demo [optional]:** [More Information Needed] --> |
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<!-- ## Uses --> |
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<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. --> |
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<!-- ### Direct Use --> |
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<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. --> |
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<!-- [More Information Needed] --> |
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<!-- ### Downstream Use [optional] --> |
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<!-- This section is for the model use when fine-tuned for a task, or when plugged into a larger ecosystem/app --> |
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<!-- [More Information Needed] --> |
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<!-- ### Out-of-Scope Use --> |
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<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. --> |
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<!-- [More Information Needed] --> |
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<!-- ## Bias, Risks, and Limitations --> |
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<!-- This section is meant to convey both technical and sociotechnical limitations. --> |
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<!-- [More Information Needed] --> |
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<!-- ### Recommendations --> |
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<!-- This section is meant to convey recommendations with respect to the bias, risk, and technical limitations. --> |
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<!-- Users (both direct and downstream) should be made aware of the risks, biases and limitations of the model. More information needed for further recommendations. --> |
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## How to Get Started with the Model |
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```python |
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import torch |
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from transformers import AutoModelForCausalLM, AutoTokenizer |
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tokenizer = AutoTokenizer.from_pretrained('deepseek-ai/deepseek-coder-6.7b-instruct') |
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model = AutoModelForCausalLM.from_pretrained('datapaf/DeepSeekCoderCodeQnA', device_map="cuda") |
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code = ... # Your Python code snippet here |
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question = ... # Your question regarding the snippet here |
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q = f"{question}\n{code}" |
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inputs = tokenizer.encode(q, return_tensors="pt").to('cuda') |
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outputs = model.generate(inputs, max_new_tokens=512, pad_token_id=tokenizer.eos_token_id) |
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text = tokenizer.decode(outputs[0]) |
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print(text) |
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``` |
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<!-- ## Training Details --> |
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<!-- ### Training Data --> |
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<!-- ### Training Procedure --> |
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
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<!-- #### Preprocessing [optional] --> |
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<!-- [More Information Needed] --> |
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<!-- #### Training Hyperparameters --> |
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<!-- - **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> --> |
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<!-- #### Speeds, Sizes, Times [optional] --> |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
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<!-- ## Evaluation --> |
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<!-- ### Testing Data, Factors & Metrics --> |
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<!-- #### Testing Data --> |
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<!-- #### Factors --> |
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<!-- #### Metrics --> |
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<!-- ### Results --> |
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<!-- #### Summary --> |
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<!-- ## Model Examination [optional] --> |
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<!-- Relevant interpretability work for the model goes here --> |
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<!-- ## Environmental Impact --> |
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<!-- Total emissions (in grams of CO2eq) and additional considerations, such as electricity usage, go here. Edit the suggested text below accordingly --> |
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<!-- Carbon emissions can be estimated using the [Machine Learning Impact calculator](https://mlco2.github.io/impact#compute) presented in [Lacoste et al. (2019)](https://arxiv.org/abs/1910.09700). --> |
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<!-- - **Hardware Type:** [More Information Needed] --> |
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<!-- - **Carbon Emitted:** [More Information Needed] --> |
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<!-- ## Technical Specifications [optional] --> |
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<!-- ### Model Architecture and Objective --> |
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<!-- ### Compute Infrastructure --> |
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<!-- #### Hardware |
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[More Information Needed] |
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#### Software |
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[More Information Needed] |
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## Citation [optional] --> |
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<!-- If there is a paper or blog post introducing the model, the APA and Bibtex information for that should go in this section. --> |
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<!-- **BibTeX:** |
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[More Information Needed] |
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**APA:** |
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[More Information Needed] |
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## Glossary [optional] --> |
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<!-- If relevant, include terms and calculations in this section that can help readers understand the model or model card. --> |
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<!-- [More Information Needed] |
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## More Information [optional] |
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[More Information Needed] |
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## Model Card Authors [optional] |
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[More Information Needed] |
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## Model Card Contact |
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[More Information Needed] --> |