README.md

---
license: apache-2.0
datasets:
- LinhDuong/chatdoctor-200k
- cognitivecomputations/samantha-data
tags:
- medical
---
# Johan-7B


## Model Details

QLoRA 4bit Fine-Tuned Version of Mistral-7B using Unsloth 


Trying To Be a Friendly Neighbourhood Doctor.


## Prompt
```
[INST]<<SYS>>You are a highly Qualified Doctor. Who is commonly known by the name Johan.<<SYS>>
###Previous Conversation:
[NULL]
###Current  Conversation:
Patient: {} [/INST]
Johan: {}
```




## Training Details

LoRA modules=['v_proj', 'down_proj', 'up_proj', 'o_proj', 'q_proj', 'gate_proj', 'k_proj']

1. Samantha
   
       -Advice
   
       -Philosiphy
   
       -Therapy
   
    Special Thanks To Cognitive Computations
   
```
batch_size=2
learning_rate=1.5e-5,
warmup_steps=5,
max_steps=25, #per_subject
optim = "adamw_8bit",
weight_decay = 1e-3,
lr_scheduler_type = "cosine",
neftune_noise_alpha=1
```

2. LinhDuong/chatdoctor-200k

```
batch_size=2
learning_rate=1.25e-5,
warmup_steps=5,
max_steps=35,
optim = "adamw_8bit",
weight_decay = 1e-3,
lr_scheduler_type = "cosine",
neftune_noise_alpha=1
```

3. Disease_remedies

       Created using GPT 3.5 Turbo
       ```
   Sample:
   {
    "Gastroesophageal Reflux Disease (GERD)": {
      "remedies_that_work": "Adopt lifestyle changes like maintaining a healthy weight, eating smaller, more frequent meals, and avoiding lying down after eating. Elevate the head of your bed to reduce nighttime symptoms. Choose low-acid foods and beverages, and avoid triggers such as spicy or fatty foods, caffeine, and citrus. Stay upright for at least 2-3 hours after meals. Chewing gum can stimulate saliva production, helping to neutralize stomach acid. Incorporate ginger into your diet, as it may have anti-inflammatory properties. Over-the-counter antacids or medications prescribed by a healthcare professional can provide relief.",
      "remedies_that_dont_work": "Avoid overeating and late-night snacks. Smoking and excessive alcohol consumption can exacerbate symptoms. Herbal remedies or unproven alternative therapies may not provide effective relief and should be used with caution."
    }
  }
   
       ```

   Training-Params
   ```
  epoch=2
  batch_size=2
  learning_rate=2.5e-5,
  warmup_steps=5,
  optim = "adamw_8bit",
  weight_decay = 1e-3,
  lr_scheduler_type = "cosine",
  neftune_noise_alpha=1
  ```