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---
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
```json
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
``` |