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Browse files- app.py +97 -3
- requirements.txt +1 -0
app.py
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import gradio as gr
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demo = gr.Interface(fn=greet, inputs="text", outputs="text")
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demo.launch()
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import gradio as gr
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from transformers import AutoTokenizer
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# Tokenizer options
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TOKENIZER_PATHS = {
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"Custom Tokenizer (alakxender/flan-t5-dhivehi-tokenizer)": "alakxender/flan-t5-dhivehi-tokenizer",
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"Stock Tokenizer (google/flan-t5-base)": "google/flan-t5-base",
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"T5 Small (t5-small)": "t5-small"
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}
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def tokenize_display(text, tokenizer_path):
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tokenizer = AutoTokenizer.from_pretrained(tokenizer_path)
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encoding = tokenizer(text, return_offsets_mapping=False, add_special_tokens=True)
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tokens = tokenizer.convert_ids_to_tokens(encoding.input_ids)
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ids = encoding.input_ids
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decoded = tokenizer.decode(ids, skip_special_tokens=False)
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return tokens, ids, decoded
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def compare_side_by_side(dv_text, en_text, custom_label, stock_label):
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def format_block(title, tokenizer_path):
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# Dhivehi
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dv_tokens, dv_ids, dv_decoded = tokenize_display(dv_text, tokenizer_path)
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# English
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en_tokens, en_ids, en_decoded = tokenize_display(en_text, tokenizer_path)
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return f"""\
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### 🔤 {title}
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#### 🈁 Dhivehi Text
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`{dv_text}`
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**Tokenized:**
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{' '.join(dv_tokens)}
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**Number of tokens:** {len(dv_tokens)}
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**IDs:** {dv_ids}
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**Decoded:** `{dv_decoded}`
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---
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#### 🇬🇧 English Text
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`{en_text}`
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**Tokenized:**
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{' '.join(en_tokens)}
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**Number of tokens:** {len(en_tokens)}
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**IDs:** {en_ids}
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**Decoded:** `{en_decoded}`
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"""
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custom_path = TOKENIZER_PATHS[custom_label]
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stock_path = TOKENIZER_PATHS[stock_label]
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return (
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format_block("Custom Tokenizer", custom_path),
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format_block("Stock Tokenizer", stock_path)
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)
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# Gradio app
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with gr.Blocks(title="Tokenizer Comparison Tool") as demo:
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gr.Markdown("## 🧠 Tokenizer Comparison (Custom vs Stock)")
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gr.Markdown("Compare how different tokenizers handle Dhivehi and English input text.")
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with gr.Row():
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dhivehi_text = gr.Textbox(
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label="Dhivehi Text",
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lines=2,
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value="އީދުގެ ހަރަކާތްތައް ފެށުމަށް މިރޭ ހުޅުމާލޭގައި އީދު މަޅި ރޯކުރަނީ"
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)
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english_text = gr.Textbox(
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label="English Text",
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lines=2,
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value="The quick brown fox jumps over the lazy dog"
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)
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with gr.Row():
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tokenizer_a = gr.Dropdown(
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label="Select Custom Tokenizer",
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choices=list(TOKENIZER_PATHS.keys()),
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value="Custom Tokenizer (alakxender/flan-t5-dhivehi-tokenizer)"
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)
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tokenizer_b = gr.Dropdown(
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label="Select Stock Tokenizer",
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choices=list(TOKENIZER_PATHS.keys()),
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value="Stock Tokenizer (google/flan-t5-base)"
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)
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compare_button = gr.Button("Compare Tokenizers")
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with gr.Row():
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output_custom = gr.Markdown(label="Custom Tokenizer Output")
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output_stock = gr.Markdown(label="Stock Tokenizer Output")
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compare_button.click(
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compare_side_by_side,
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inputs=[dhivehi_text, english_text, tokenizer_a, tokenizer_b],
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outputs=[output_custom, output_stock]
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)
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demo.launch()
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requirements.txt
ADDED
@@ -0,0 +1 @@
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transformers
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