kanye-west-gpt2
Fine-tuned GPT-2 on Kanye West lyrics using LoRA.
Usage
from transformers import AutoModelForCausalLM, AutoTokenizer
from peft import PeftModel
# Load
base_model = AutoModelForCausalLM.from_pretrained("gpt2")
model = PeftModel.from_pretrained(base_model, "kkenna/kanye-west-gpt2")
tokenizer = AutoTokenizer.from_pretrained("kkenna/kanye-west-gpt2")
# Generate
prompt = "<|lyrics|>\n"
inputs = tokenizer(prompt, return_tensors="pt")
outputs = model.generate(**inputs, max_new_tokens=100, temperature=0.8, do_sample=True)
print(tokenizer.decode(outputs[0]))
Training
- Base: gpt2
- Method: LoRA (r=16, alpha=32)
- Epochs: 3
- Learning Rate: 0.0002
Disclaimer
For educational/research purposes. Song lyrics are copyrighted.
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