Spaces:
Build error
Build error
Add all files
Browse files- README.md +50 -13
- app.py +29 -0
- requirements.txt +3 -0
README.md
CHANGED
|
@@ -1,13 +1,50 @@
|
|
| 1 |
-
|
| 2 |
-
|
| 3 |
-
|
| 4 |
-
|
| 5 |
-
|
| 6 |
-
|
| 7 |
-
|
| 8 |
-
|
| 9 |
-
|
| 10 |
-
|
| 11 |
-
|
| 12 |
-
|
| 13 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
|
| 2 |
+
# Shakespeare-GPT Space
|
| 3 |
+
|
| 4 |
+
This space is a demonstration of a fine-tuned GPT-2 model trained on Shakespearean text, offering users the ability to generate text inspired by the Bard's style.
|
| 5 |
+
|
| 6 |
+
## Features
|
| 7 |
+
|
| 8 |
+
- **Generate Text**: Input a prompt and let the model generate Shakespearean-style text.
|
| 9 |
+
- **Customizable Settings**: Adjust parameters like maximum length, temperature, and sampling method (e.g., top-p, top-k) for fine-tuned control over the output.
|
| 10 |
+
- **Gradio Interface**: User-friendly interface powered by Gradio for seamless interaction.
|
| 11 |
+
|
| 12 |
+
## How to Use
|
| 13 |
+
|
| 14 |
+
1. Enter a prompt in the input box.
|
| 15 |
+
2. Adjust settings (optional) for generation control.
|
| 16 |
+
3. Click the "Generate" button and wait for your text to appear.
|
| 17 |
+
|
| 18 |
+
## Example Prompts
|
| 19 |
+
|
| 20 |
+
- "Oh noble knight, what hast thou seen?"
|
| 21 |
+
- "To love or not to love, that is the query."
|
| 22 |
+
- "The moon shines brightly upon the silent woods."
|
| 23 |
+
|
| 24 |
+
## Technologies
|
| 25 |
+
|
| 26 |
+
- **Model**: GPT-2 fine-tuned on Shakespearean text.
|
| 27 |
+
- **Framework**: Gradio for the web interface.
|
| 28 |
+
- **Platform**: Hosted on Hugging Face Spaces.
|
| 29 |
+
|
| 30 |
+
## Requirements
|
| 31 |
+
|
| 32 |
+
This space uses the following dependencies (also listed in `requirements.txt`):
|
| 33 |
+
|
| 34 |
+
```
|
| 35 |
+
gradio
|
| 36 |
+
transformers
|
| 37 |
+
torch
|
| 38 |
+
```
|
| 39 |
+
|
| 40 |
+
## About the Model
|
| 41 |
+
|
| 42 |
+
The model was fine-tuned using the tinyShakespeare dataset. Its outputs are influenced by the training data, generating text that resembles Shakespearean prose and verse.
|
| 43 |
+
|
| 44 |
+
## Acknowledgments
|
| 45 |
+
|
| 46 |
+
Special thanks to Hugging Face and Gradio for providing the tools to make this project possible.
|
| 47 |
+
|
| 48 |
+
## License
|
| 49 |
+
|
| 50 |
+
This project is under the apache-2.0 license.
|
app.py
ADDED
|
@@ -0,0 +1,29 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import gradio as gr
|
| 2 |
+
from transformers import AutoModelForCausalLM, AutoTokenizer
|
| 3 |
+
|
| 4 |
+
# Load the model and tokenizer
|
| 5 |
+
model_name = "mstftmk/shakespeare-gpt2" # Replace with your model's repo
|
| 6 |
+
tokenizer = AutoTokenizer.from_pretrained(model_name)
|
| 7 |
+
model = AutoModelForCausalLM.from_pretrained(model_name)
|
| 8 |
+
|
| 9 |
+
# Define the generation function
|
| 10 |
+
def generate_text(input_text, max_length, temperature):
|
| 11 |
+
inputs = tokenizer.encode(input_text, return_tensors="pt")
|
| 12 |
+
outputs = model.generate(inputs, max_length=max_length, temperature=temperature)
|
| 13 |
+
return tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 14 |
+
|
| 15 |
+
# Create the Gradio interface
|
| 16 |
+
interface = gr.Interface(
|
| 17 |
+
fn=generate_text,
|
| 18 |
+
inputs=[
|
| 19 |
+
gr.Textbox(lines=2, placeholder="Enter your prompt..."),
|
| 20 |
+
gr.Slider(50, 300, value=100, label="Max Length"),
|
| 21 |
+
gr.Slider(0.1, 1.0, value=0.7, label="Temperature"),
|
| 22 |
+
],
|
| 23 |
+
outputs=gr.Textbox(),
|
| 24 |
+
title="Shakespeare GPT-2",
|
| 25 |
+
description="Generate text inspired by Shakespeare.",
|
| 26 |
+
)
|
| 27 |
+
|
| 28 |
+
# Launch the Gradio app
|
| 29 |
+
interface.launch()
|
requirements.txt
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
transformers
|
| 2 |
+
torch
|
| 3 |
+
gradio
|