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| import tiktoken | |
| import torch | |
| import gradio as gr | |
| import model | |
| from model import run_train, gen_text | |
| class GPTConfig: | |
| block_size: int = 1024 # max sequence length | |
| vocab_size: int = 50304 # number of tokens: 50,000 BPE merges + 256 bytes tokens + 1 <|endoftext|> token | |
| n_layer: int = 12 # number of layers | |
| n_head: int = 12 # number of heads | |
| n_embd: int = 768 # embedding dimension | |
| # Define generation function | |
| def generate_text(prompt, max_length=50, num_return_sequences=10): | |
| """ Generates humorous text using the GPT-2 model based on the provided prompt and user-specified parameters. | |
| Args: | |
| prompt (str): The starting text for the generation. | |
| max_length (int, optional): The maximum length of the generated text. Defaults to 100. | |
| num_return_sequences (int, optional): The number of different text sequences to generate. Defaults to 10. | |
| Returns: | |
| list: A list of generated humorous text sequences. | |
| """ | |
| start_tokens = prompt | |
| generated_texts = gen_text(model2, start_tokens, max_length, num_return_sequences) | |
| return generated_texts | |
| # Humorous prompt options | |
| prompts = [ | |
| "The automatic doors at the grocery store, tired of people holding them open for conversations, developed a mischievous sense of humor.", | |
| "The self-driving car, fed up with rush hour traffic, decided to take a scenic detour through the countryside.", | |
| "The fridge goes on a hunger strike", | |
| "A colony of ants, inspired by a motivational poster, embarked on a quest to climb the tallest tree in the garden.", | |
| "A particularly chatty parrot accidentally spilled the villain's evil plan during a casual conversation with the local mailman.", | |
| "TA squirrel declares war on the birdfeeder...", | |
| "The refrigerator, overflowing with forgotten groceries, staged a silent protest, refusing to cool anything until some order was restored.", | |
| "A fortune cookie predicts world domination" | |
| ] | |
| # Gradio interface with user inputs and dropdown for prompt selection | |
| interface = gr.Interface( | |
| fn=generate_text, | |
| inputs=[ | |
| gr.Dropdown(choices=prompts, label="Pre-defined Prompt"), | |
| gr.Slider(minimum=10, maximum=200, label="Max Text Length", value=100, step = 1), | |
| gr.Slider(minimum=1, maximum=20, label="Number of Outputs", value=10,step = 1) | |
| ], | |
| outputs="text", | |
| title="Humorous Text Generator with GPT-2", | |
| description="Get a chuckle with AI-generated funny stories! Provide a prompt (or choose one), adjust the desired text length and number of outputs, and let the AI do the rest!", | |
| ) | |
| # Launch the Gradio app | |
| interface.launch() |