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Update app.py
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app.py
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@@ -30,6 +30,7 @@ def translate_text(file, text_input):
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repo_id = "mistralai/Mistral-7B-Instruct-v0.2"
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llm = HuggingFaceEndpoint(
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repo_id=repo_id,
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max_length=128,
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@@ -37,37 +38,47 @@ def translate_text(file, text_input):
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huggingfacehub_api_token=api_token,
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)
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prompt = PromptTemplate.from_template(system_prompt_1)
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llm_chain = prompt | llm
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file_translation = llm_chain.invoke({"text": file_text})
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with open(output_file_path, 'w', encoding='utf-8') as f:
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f.write(file_translation)
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iface = gr.Interface(
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fn=translate_text,
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inputs=[
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gr.File(label="Upload Text File")
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],
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outputs=[
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gr.Textbox(label="
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gr.File(label="Download Translated File
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],
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title="Text
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description="Upload a
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allow_flagging="never"
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)
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iface.launch(debug=True)
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repo_id = "mistralai/Mistral-7B-Instruct-v0.2"
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# Initialize the HuggingFace endpoint
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llm = HuggingFaceEndpoint(
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repo_id=repo_id,
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max_length=128,
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huggingfacehub_api_token=api_token,
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)
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# Read the input file based on its type
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if file.name.endswith('.txt'):
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with open(file.name, 'r', encoding='utf-8') as f:
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file_text = f.read()
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elif file.name.endswith('.rtf'):
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import pyth.plugins.rtf15.reader as rtf15_reader
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import pyth.plugins.plaintext.writer as plaintext_writer
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doc = rtf15_reader.read(f)
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file_text = plaintext_writer.write(doc).getvalue()
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else:
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raise ValueError("Unsupported file type. Please upload a .txt or .rtf file.")
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# Define the prompt template and create the LLM chain
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prompt = PromptTemplate.from_template(system_prompt_1)
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llm_chain = prompt | llm
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file_translation = llm_chain.invoke({"text": file_text})
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# Determine the output file path and type
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if file.name.endswith('.txt'):
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output_file_path = "translated_file.txt"
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elif file.name.endswith('.rtf'):
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output_file_path = "translated_file.rtf"
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# Write the translated text to the output file
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with open(output_file_path, 'w', encoding='utf-8') as f:
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f.write(file_translation)
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return file_translation, output_file_path
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# Create the Gradio interface
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iface = gr.Interface(
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fn=translate_text,
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inputs=[gr.File(label="Upload Text File")],
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outputs=[
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gr.Textbox(label="Transcribed Content"),
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gr.File(label="Download Translated File")
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],
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title="Text Transcriber",
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description="Upload a .txt or .rtf file to translate its content using LangChain and Mistral-7B-Instruct-v0.2 model with predefined system prompts.",
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allow_flagging="never"
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)
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iface.launch(debug=True)
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