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Update app.py
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app.py
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@@ -6,26 +6,30 @@ from transformers import MarianMTModel, MarianTokenizer
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# Fetch and parse language options from the provided URL
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url = "https://huggingface.co/Lenylvt/LanguageISO/resolve/main/iso.md"
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response = requests.get(url)
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df = pd.read_csv(url, delimiter="|", skiprows=2, header=None).dropna(axis=1, how='all')
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df.columns = ['ISO 639-1', 'ISO 639-2', 'Language Name', 'Native Name']
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df['ISO 639-1'] = df['ISO 639-1'].str.strip()
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# Prepare language options for the dropdown
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language_options = [(row['ISO 639-1'], f"{row['
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#
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# Example translate_text function placeholder
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def translate_text(text, source_language, target_language):
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return "Translation function implementation"
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# Create dropdowns for source and target languages, using only the codes for value
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source_language_dropdown = gr.Dropdown(choices=language_options, label="Source Language")
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target_language_dropdown = gr.Dropdown(choices=language_options, label="Target Language")
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# Define the interface
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iface = gr.Interface(
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fn=translate_text,
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inputs=[gr.Textbox(lines=2, placeholder="Enter text to translate..."), source_language_dropdown, target_language_dropdown],
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@@ -34,5 +38,4 @@ iface = gr.Interface(
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description="Select source and target languages to translate text."
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)
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iface.launch()
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# Fetch and parse language options from the provided URL
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url = "https://huggingface.co/Lenylvt/LanguageISO/resolve/main/iso.md"
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response = requests.get(url)
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df = pd.read_csv(response.url, delimiter="|", skiprows=2, header=None).dropna(axis=1, how='all')
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df.columns = ['ISO 639-1', 'ISO 639-2', 'Language Name', 'Native Name']
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df['ISO 639-1'] = df['ISO 639-1'].str.strip()
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# Prepare language options for the dropdown
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language_options = [(row['ISO 639-1'], f"{row['ISO 639-1']} - {row['Language Name']}") for index, row in df.iterrows()]
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def translate_text(text, source_language_code, target_language_code):
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# Construct model name using ISO 639-1 codes
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model_name = f"Helsinki-NLP/opus-mt-{source_language_code}-{target_language_code}"
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if source_language_code == target_language_code:
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return "Translation between the same languages is not supported."
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try:
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tokenizer = MarianTokenizer.from_pretrained(model_name)
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model = MarianMTModel.from_pretrained(model_name)
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except Exception as e:
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return f"Failed to load model for {source_language_code} to {target_language_code}: {str(e)}"
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translated = model.generate(**tokenizer(text, return_tensors="pt", padding=True, truncation=True, max_length=512))
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translated_text = tokenizer.decode(translated[0], skip_special_tokens=True)
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return translated_text
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source_language_dropdown = gr.Dropdown(choices=language_options, label="Source Language")
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target_language_dropdown = gr.Dropdown(choices=language_options, label="Target Language")
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iface = gr.Interface(
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fn=translate_text,
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inputs=[gr.Textbox(lines=2, placeholder="Enter text to translate..."), source_language_dropdown, target_language_dropdown],
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description="Select source and target languages to translate text."
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)
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iface.launch()
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