|
--- |
|
base_model: mistralai/Mistral-7B-Instruct-v0.2 |
|
datasets: |
|
- generator |
|
library_name: peft |
|
license: apache-2.0 |
|
tags: |
|
- trl |
|
- sft |
|
- generated_from_trainer |
|
model-index: |
|
- name: mistral_mindmate |
|
results: [] |
|
--- |
|
|
|
<!-- This model card has been generated automatically according to the information the Trainer had access to. You |
|
should probably proofread and complete it, then remove this comment. --> |
|
|
|
# mistral_mindmate |
|
|
|
This model is a fine-tuned version of [mistralai/Mistral-7B-Instruct-v0.2](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2) on the generator dataset. |
|
It achieves the following results on the evaluation set: |
|
- Loss: 1.7242 |
|
|
|
## Model description |
|
|
|
Fine tuned version of Mistral-7B |
|
|
|
## Intended uses & limitations |
|
|
|
To create a mental health chatbot. Not intended to replace therapists. Just a small prototype |
|
|
|
## Training and evaluation data |
|
|
|
Amod/mental_health_counseling_conversations |
|
|
|
## Training procedure |
|
|
|
### Training hyperparameters |
|
|
|
The following hyperparameters were used during training: |
|
- learning_rate: 0.0002 |
|
- train_batch_size: 4 |
|
- eval_batch_size: 8 |
|
- seed: 42 |
|
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 |
|
- lr_scheduler_type: constant |
|
- training_steps: 100 |
|
|
|
### Training results |
|
|
|
| Training Loss | Epoch | Step | Validation Loss | |
|
|:-------------:|:------:|:----:|:---------------:| |
|
| 1.934 | 0.1754 | 20 | 1.8779 | |
|
| 1.8349 | 0.3509 | 40 | 1.7850 | |
|
| 1.8512 | 0.5263 | 60 | 1.7561 | |
|
| 1.7467 | 0.7018 | 80 | 1.7396 | |
|
| 1.7246 | 0.8772 | 100 | 1.7242 | |
|
|
|
|
|
### Framework versions |
|
|
|
- PEFT 0.12.0 |
|
- Transformers 4.44.0.dev0 |
|
- Pytorch 2.2.1+cu121 |
|
- Datasets 2.18.0 |
|
- Tokenizers 0.19.1 |
