Spaces:
Build error
Build error
Update src/model.py
Browse files- src/model.py +18 -0
src/model.py
CHANGED
|
@@ -0,0 +1,18 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 2 |
+
from peft import get_peft_model, LoraConfig, TaskType
|
| 3 |
+
|
| 4 |
+
def get_model_and_tokenizer(config):
|
| 5 |
+
model = AutoModelForCausalLM.from_pretrained(config['model']['name'])
|
| 6 |
+
tokenizer = AutoTokenizer.from_pretrained(config['model']['name'])
|
| 7 |
+
|
| 8 |
+
# Add LoRA adapters for fine-tuning
|
| 9 |
+
peft_config = LoraConfig(
|
| 10 |
+
task_type=TaskType.CAUSAL_LM,
|
| 11 |
+
inference_mode=False,
|
| 12 |
+
r=8,
|
| 13 |
+
lora_alpha=32,
|
| 14 |
+
lora_dropout=0.1
|
| 15 |
+
)
|
| 16 |
+
model = get_peft_model(model, peft_config)
|
| 17 |
+
|
| 18 |
+
return model, tokenizer
|