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GenAILearniverse
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Parent(s):
e15b17f
Create app.py
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app.py
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import torch
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import gradio as gr
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import json
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# Use a pipeline as a high-level helper
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from transformers import pipeline
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model_path= ("../Models/models--facebook--nllb-200-distilled-600M/snapshots"
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"/f8d333a098d19b4fd9a8b18f94170487ad3f821d")
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text_translator = pipeline("translation", model="facebook/nllb-200-distilled-600M",
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torch_dtype=torch.bfloat16)
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# text_translator = pipeline("translation", model=model_path,
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# torch_dtype=torch.bfloat16)
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# Load the JSON data from the file
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with open('language.json', 'r') as file:
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language_data = json.load(file)
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def get_FLORES_code_from_language(language):
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for entry in language_data:
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if entry['Language'].lower() == language.lower():
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return entry['FLORES-200 code']
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return None
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def translate_text(text, destination_language):
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# text = "Hello Friends, How are you?"
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dest_code= get_FLORES_code_from_language(destination_language)
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translation = text_translator(text,
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src_lang="eng_Latn",
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tgt_lang=dest_code)
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return translation[0]["translation_text"]
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gr.close_all()
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# demo = gr.Interface(fn=summary, inputs="text",outputs="text")
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demo = gr.Interface(fn=translate_text,
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inputs=[gr.Textbox(label="Input text to translate",lines=6), gr.Dropdown(["German","French", "Hindi", "Romanian "], label="Select Destination Language")],
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outputs=[gr.Textbox(label="Translated text",lines=4)],
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title="@GenAILearniverse Project 4: Multi language translator",
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description="THIS APPLICATION WILL BE USED TO TRNSLATE ANY ENGLIST TEXT TO MULTIPLE LANGUAGES.")
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demo.launch()
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