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README.md

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+---
+license: apache-2.0
+datasets:
+- Sentdex/wsb_reddit_v002
+---
+
+# Model Card for WSB-GPT-7B
+
+This is a Llama 2 7B Chat model fine-tuned with QLoRA on 2017-2018ish /r/wallstreetbets subreddit comments and responses, with the hopes of learning more about QLoRA and creating models with a little more character.
+
+
+### Model Description
+
+- **Developed by:** Sentdex
+- **Shared by:** Sentdex
+- **GPU Compute provided by:** [Lambda Labs](https://lambdalabs.com/service/gpu-cloud)
+
+- **Model type:** Instruct/Chat
+- **Language(s) (NLP):** Multilingual from Llama 2, but not sure what the fine-tune did to it, or if the fine-tuned behavior translates well to other languages. Let me know!
+- **License:** Apache 2.0
+- **Finetuned from Llama 2 7B Chat**
+
+
+- **Demo [optional]:** [More Information Needed]
+
+## Uses
+
+This model's primary purpose is to be a fun chatbot and to learn more about QLoRA. It is not intended to be used for any other purpose and some people may find it abrasive/offensive.
+
+## Bias, Risks, and Limitations
+
+This model is prone to using at least 3 words that were popularly used in the WSB subreddit in that era that are much more frowned-upon. As time goes on, I may wind up pruning or find-replacing these words in the training data, or leaving it. 
+
+Just be advised this model can be offensive and is not intended for all audiences!
+
+## How to Get Started with the Model
+### Prompt Format:
+    
+```
+### Comment:
+[parent comment text]
+
+### REPLY:
+[bot's reply]
+
+### END.
+```
+
+Use the code below to get started with the model.
+
+```py
+from transformers import pipeline
+
+# Initialize the pipeline for text generation using the Sentdex/WSB-GPT-7B model
+pipe = pipeline("text-generation", model="Sentdex/WSB-GPT-7B")
+
+# Define your prompt
+prompt = """### Comment:
+How does the stock market actually work?
+
+### REPLY:
+"""
+
+# Generate text based on the prompt
+generated_text = pipe(prompt, max_length=128, num_return_sequences=1)
+
+# Extract and print the generated text
+print(generated_text[0]['generated_text'].split("### END.")[0])
+```
+
+Example continued generation from above:
+
+```
+### Comment:
+How does the stock market actually work?
+
+### REPLY:
+You sell when you are up and buy when you are down.
+```
+
+Despite `</s>` being the typical Llama stop token, I was never able to get this token to be generated in training/testing so the model would just never stop generating. I wound up testing with ### END. and that worked, but obviously isn't ideal. Will fix this in the future maybe(tm).
+
+#### Hardware
+
+This QLoRA was trained on a Lambda Labs 1x H100 80GB GPU instance.
+
+## Citation
+
+- Llama 2 (Meta AI) for the base model.
+- Farouk E / Far El: https://twitter.com/far__el for helping with all my silly questions about QLoRA
+- Lambda Labs for the compute. The model itself only took a few hours to train, but it took me days to learn how to tie everything together.
+- Tim Dettmers, Artidoro Pagnoni, Ari Holtzman, Luke Zettlemoyer for QLoRA + implementation on github: https://github.com/artidoro/qlora/
+- @eugene-yh and @jinyongyoo on Github + @ChrisHayduk for the QLoRA merge: https://gist.github.com/ChrisHayduk/1a53463331f52dca205e55982baf9930
+
+
+## Model Card Contact
+
+[email protected]
+
+***
+
+Vanilla Quantization by [nold](https://huggingface.co/nold), Model by [WSB-GPT-7B](https://huggingface.co/Sentdex/WSB-GPT-7B)

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