File size: 949 Bytes
6552524 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 |
# /// script
# dependencies = ["trl", "peft", "transformers", "datasets", "accelerate", "torch"]
# ///
print("Starting...")
from datasets import load_dataset
from peft import LoraConfig
from trl import SFTTrainer, SFTConfig
print("Loading dataset...")
ds = load_dataset("trl-lib/Capybara", split="train[:100]")
print(f"Loaded {len(ds)} examples")
config = SFTConfig(
output_dir="test-output",
num_train_epochs=1,
per_device_train_batch_size=1,
logging_steps=5,
report_to="none",
push_to_hub=True,
hub_model_id="luiscosio/qwen25-minimal-test",
)
peft_config = LoraConfig(r=8, lora_alpha=16, task_type="CAUSAL_LM", target_modules=["q_proj", "v_proj"])
print("Creating trainer...")
trainer = SFTTrainer(
model="Qwen/Qwen2.5-0.5B",
train_dataset=ds,
args=config,
peft_config=peft_config,
)
print("Training...")
trainer.train()
trainer.push_to_hub()
print("Done!")
|