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README.md ADDED
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+ ---
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+ language:
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+ - en
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+ license: mit
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+ tags:
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+ - text-generation
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+ - lyrics
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+ - music
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+ - gpt2
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+ - fine-tuned
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+ datasets:
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+ - custom
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+ widget:
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+ - text: "Write lyrics for a pop song about summer love"
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+ ---
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+
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+ # 🎵 AI Lyrics Generator
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+
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+ This model generates song lyrics based on prompts. It's a fine-tuned version of GPT-2 trained on a diverse dataset of song lyrics.
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+
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+ ## Model Description
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+
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+ - **Base Model:** GPT-2
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+ - **Task:** Lyrics Generation
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+ - **Training Data:** Custom dataset of 10,000+ songs from various genres
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+ - **Languages:** English
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoTokenizer, AutoModelForCausalLM
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+
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+ # Load model
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+ tokenizer = AutoTokenizer.from_pretrained("bcash2233/lyrics-generator-gpt2")
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+ model = AutoModelForCausalLM.from_pretrained("bcash2233/lyrics-generator-gpt2")
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+
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+ # Generate lyrics
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+ prompt = "Write lyrics for a rock song about freedom"
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+ inputs = tokenizer(prompt, return_tensors="pt")
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+ outputs = model.generate(
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+ inputs.input_ids,
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+ max_length=300,
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+ temperature=0.8,
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+ top_p=0.9,
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+ do_sample=True
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+ )
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+
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+ lyrics = tokenizer.decode(outputs[0], skip_special_tokens=True)
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+ print(lyrics)
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+ ```
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+
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+ ## Streamlit Demo
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+
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+ Try the interactive web app:
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+ ```bash
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+ streamlit run app.py
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+ ```
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+
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+ ## Training Details
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+
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+ - **Epochs:** 3
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+ - **Batch Size:** 4
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+ - **Learning Rate:** 5e-5
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+ - **Training Time:** ~2 hours (GPU)
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+
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+ ## Example Outputs
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+
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+ **Prompt:** "Write lyrics for a sad ballad about heartbreak"
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+
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+ **Output:**
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+ ```
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+ I'm standing in the rain again
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+ Thinking 'bout the way we were
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+ Every memory cuts like glass
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+ And I can't seem to let you go...
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+ ```
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+
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+ ## Limitations
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+
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+ - May generate repetitive phrases
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+ - Best with clear, specific prompts
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+ - Quality varies by prompt complexity
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+
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+ ## Citation
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+
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+ ```
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+ @misc{lyrics-generator-gpt2,
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+ author = {Your Name},
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+ title = {AI Lyrics Generator},
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+ year = {2024},
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+ publisher = {Hugging Face},
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+ url = {https://huggingface.co/bcash2233/lyrics-generator-gpt2}
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+ }
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+ ```
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+
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+ ## License
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+
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+ MIT License
config.json ADDED
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+ {
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+ "activation_function": "gelu_new",
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+ "architectures": [
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+ "GPT2LMHeadModel"
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+ ],
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+ "attn_pdrop": 0.1,
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+ "bos_token_id": 50256,
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+ "dtype": "float32",
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+ "embd_pdrop": 0.1,
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+ "eos_token_id": 50256,
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+ "initializer_range": 0.02,
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+ "layer_norm_epsilon": 1e-05,
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+ "summary_use_proj": true,
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+ "task_specific_params": {
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+ "text-generation": {
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+ "do_sample": true,
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+ "max_length": 50
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+ }
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+ },
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+ "transformers_version": "4.57.3",
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+ "use_cache": true,
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+ "vocab_size": 50257
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+ }
generation_config.json ADDED
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merges.txt ADDED
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tokenizer.json ADDED
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tokenizer_config.json ADDED
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vocab.json ADDED
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