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library_name: transformers |
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tags: [] |
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# Model Card for Model ID |
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This model is a fine-tuned version of the Llama 2 model ("NousResearch/Llama-2-7b-chat-hf") using a personalized dataset for a virtual therapy chatbot. The model is designed to assist users in providing mental health support through conversations that mimic real-world therapy interactions. |
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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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TThis model is a fine-tuned version of the Llama 2 base model, specifically designed for a chatbot to assist in virtual therapy and mental health counseling. It has been fine-tuned with a dataset of responses from real-world therapy interactions, focusing on providing personalized, empathetic replies. The model is trained using the Quantized Low-Rank Adaptation (QLoRA) technique for efficient fine-tuning. |
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- **Developed by:** [More Information Needed] |
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- **Model type:** LLM |
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- **Language(s) :** NLP |
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- **Finetuned from model [optional]:** NousResearch/Llama-2-7b-chat-hf |
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### Model Sources [optional] |
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<!-- Provide the basic links for the model. --> |
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- **Repository:** [More Information Needed] |
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- **Paper [optional]:** [More Information Needed] |
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- **Demo [optional]:** [More Information Needed] |
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## Uses |
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The model is intended to be used as a virtual mental health support tool. It provides personalized, context-aware responses for individuals seeking help with issues such as anxiety, stress, relationships, and personal growth. |
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### Direct Use |
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The model can be used for chatbot applications where users engage in conversations seeking therapeutic or emotional support. It is especially suited for mental health contexts where empathy and personalization are key. |
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[More Information Needed] |
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### Downstream Use [optional] |
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The model can be fine-tuned further for specific mental health tasks, such as Cognitive Behavioral Therapy (CBT) or mindfulness coaching. It could also be integrated into apps or services where mental health support is needed. |
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[More Information Needed] |
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### Out-of-Scope Use |
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The model should not be used for making medical diagnoses or providing crisis intervention support. It is not designed to replace professional therapy and is intended as a support tool, not a primary care option. |
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[More Information Needed] |
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## Bias, Risks, and Limitations |
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This model, like any AI-based therapy chatbot, has limitations. It might not always fully understand the context of user conversations, and there may be biases based on the training data. The model also has limitations in dealing with complex or crisis situations. |
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[More Information Needed] |
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### Recommendations |
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Users of the model should ensure that it is clear to end-users that the chatbot is not a substitute for professional mental health care. Monitoring for sensitive or high-risk conversations is recommended, and appropriate actions should be taken when the model encounters issues beyond its scope. |
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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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Use the code below to get started with the model. |
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[More Information Needed] |
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## Training Details |
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### Training Data |
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<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
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[More Information Needed] |
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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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[More Information Needed] |
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## Evaluation |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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### Testing Data, Factors & Metrics |
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#### Testing Data |
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<!-- This should link to a Dataset Card if possible. --> |
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[More Information Needed] |
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#### Factors |
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
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[More Information Needed] |
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#### Metrics |
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<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
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[More Information Needed] |
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### Results |
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[More Information Needed] |
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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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[More Information Needed] |
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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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- **Hours used:** [More Information Needed] |
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- **Cloud Provider:** [More Information Needed] |
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- **Compute Region:** [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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[More Information Needed] |
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### Compute Infrastructure |
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[More Information Needed] |
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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] |
