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Browse files- .gitattributes +35 -0
- .gitignore +1 -0
- README.md +12 -0
- app.py +115 -0
- requirements.txt +4 -0
.gitattributes
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*.7z filter=lfs diff=lfs merge=lfs -text
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.gitignore
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gradio_cached_examples
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README.md
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---
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title: Dhivehi Text Generator (GPT-2, Wiki)
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emoji: 🌍
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colorFrom: blue
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colorTo: blue
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sdk: gradio
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sdk_version: 5.6.0
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app_file: app.py
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pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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app.py
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import spaces
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import gradio as gr
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from transformers import pipeline, GPT2TokenizerFast
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mode_id = "alakxender/dv-wiki-gpt2"
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tokenizer = GPT2TokenizerFast.from_pretrained(mode_id, model_max_length=128)
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generator = pipeline("text-generation", model=mode_id, tokenizer=tokenizer, pad_token_id=tokenizer.pad_token_id, eos_token_id=tokenizer.eos_token_id)
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@spaces.GPU
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def generate_text(prompt, max_length, temperature):
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try:
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generated = generator(
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prompt,
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max_length=max_length,
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temperature=temperature,
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do_sample=True,
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repetition_penalty=1.4
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)
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return generated[0]['generated_text']
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except Exception as e:
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return f"Something went wrong, try again. Error: {str(e)}"
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styles = """
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.thaana textarea {
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font-size: 18px !important;
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font-family: 'MV_Faseyha', 'Faruma', 'A_Faruma' !important;
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line-height: 1.8 !important;
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}
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.textbox2 textarea {
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display: none;
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}
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"""
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def create_interface(css=styles):
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with gr.Blocks() as demo:
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gr.Markdown("# Dhivehi Text Generator (GPT-2, Wiki)")
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gr.Markdown(
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"This is a GPT-2 model trained from Dhivehi text data from wikipedia"
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"Enter some text and generate a new text, adjust the parameters to generate text."
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)
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gr.Markdown("""
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**Parameters:**
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- **Temperature**: Controls the creativity of the output.
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- Lower values (0.2) = More focused and predictable text
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- Higher values (0.8) = More diverse and creative text
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- **Maximum Length**: Controls the length of generated text.
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- Higher values generate longer, more detailed results
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- Note: Longer texts take more time to generate
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""")
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with gr.Row():
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input_temperature = gr.Slider(
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minimum=0.1,
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maximum=1.0,
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value=0.7,
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step=0.1,
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label="Temperature",
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)
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input_max_length = gr.Slider(
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minimum=10,
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maximum=128,
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value=60,
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step=1,
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label="Maximum Length",
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)
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with gr.Row():
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with gr.Column(scale=1):
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input_prompt = gr.Textbox(
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label="Enter dhivehi text prompt",
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placeholder="ދިވެހިން",
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lines=5,
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rtl=True,
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elem_classes="thaana"
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)
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with gr.Column(scale=1):
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output_text = gr.Textbox(
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label="Generated Text",
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lines=5,
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interactive=True,
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rtl=True,
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elem_classes="thaana"
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)
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with gr.Row():
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generate_btn = gr.Button("Generate", variant="primary")
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clear_btn = gr.ClearButton([input_prompt, output_text])
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generate_btn.click(
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fn=generate_text,
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inputs=[input_prompt, input_max_length, input_temperature],
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outputs=output_text
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)
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gr.Examples(
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examples=[
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["ދިވެހިރާއްޖެ"],
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["އެމެރިކާ އިންތިޚާބު"],
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["ސަލާމް"],
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["ދުނިޔޭގެ ސިއްޙަތު ޖަމްޢިއްޔާ"],
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["ޤަދީމީ ސަގާފަތް"],
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["ޑިމޮކްރަސީ"]
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],
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inputs=input_prompt
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)
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return demo
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if __name__ == "__main__":
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demo = create_interface()
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demo.queue().launch(show_api=False)
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requirements.txt
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transformers
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tensorflow
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accelerate
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tf-keras
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