All models put together in the UI.

[jvachier]

Describe your changes

Provide a clear and concise description of the changes made in this pull request. Include any relevant context or background information.

• What is the purpose of this pull request?
• What problem does it solve?
• What functionality does it add or improve?

Issue ticket number and link

Type of Change

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• Bug fix (non-breaking change that fixes an issue)
• New feature (non-breaking change that adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation update
• Refactoring (code improvements without changing functionality)

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• I have performed a self-review of my code.
• I have added tests that prove my fix is effective or that my feature works.
• I have added or updated relevant documentation (if applicable).
• My changes do not introduce any new warnings or errors.
• I have checked for security vulnerabilities in the code.
• I have ensured backward compatibility (if applicable).

[Copilot]

Pull Request Overview

This pull request integrates English-to-French translation into the existing speech‐to-text and sentiment analysis UI while updating documentation.

• Updated the translation test function to return the cleaned translated sentence.
• Modified the inference model file path in the speech‐to‐text module.
• Updated the Dash app to support translation output and adjusted module import paths.

Reviewed Changes

Copilot reviewed 3 out of 3 changed files in this pull request and generated 1 comment.

File	Description
src/translation_french_english.py	Updated test_translation to return a string result with token cleanup.
src/modules/speech_to_text.py	Adjusted the model file path for the inference model loading.
app/voice_to_text_app.py	Added UI elements and callback changes to integrate translation output, and updated import paths.

Comments suppressed due to low confidence (1)

app/voice_to_text_app.py:6

• The import path for SpeechToText was changed from 'src/modules/speech_to_text' to 'modules/speech_to_text'. Please ensure that this update matches the intended project folder structure so that the module is correctly resolved at runtime.

from modules.speech_to_text import SpeechToText

[Copilot]

The test_translation function now returns a string (as indicated in the docstring) but lacks an explicit return type annotation. Consider adding '-> str' to the function signature for consistency.

Suggested change

	def test_translation(transformer, preprocessor, input_sentence="Hello"):
	"""
	def test_translation(transformer, preprocessor, input_sentence="Hello") -> str:

[Copilot]

Pull Request Overview

This PR integrates a new translation feature into the existing speech-to-text and sentiment analysis workflow. Key changes include updating the translation function to return a translated string, revising the model loading path for speech-to-text, and modifying the Dash UI and README documentation to incorporate the translation functionality.

Reviewed Changes

Copilot reviewed 4 out of 4 changed files in this pull request and generated no comments.

File	Description
src/translation_french_english.py	Updated test_translation to return a string and remove token placeholders.
src/modules/speech_to_text.py	Revised the inference model path to reflect the new project structure.
app/voice_to_text_app.py	Integrated translation in the UI and updated related imports and callback outputs.
README.md	Updated documentation to include speech-to-text translation integration.

Comments suppressed due to low confidence (3)

src/translation_french_english.py:124

• [nitpick] Consider renaming 'test_translation' to better reflect its role as a production translation function (e.g., 'perform_translation') to avoid confusion with typical test functions.

def test_translation(transformer, preprocessor, input_sentence="Hello") -> str:

src/modules/speech_to_text.py:115

• Ensure the updated relative path is correct for your deployment environment, as changing from './models/...' to 'src/models/...' may affect model loading when running from different working directories.

inference_model = tf.keras.models.load_model("src/models/inference_model.keras")

app/voice_to_text_app.py:6

• Verify that the updated import paths align with the project's directory structure so that all modules are resolved correctly at runtime.

from modules.speech_to_text import SpeechToText