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Browse files- .gitignore +163 -0
- README.md +2 -8
- app.py +21 -0
- llm.py +25 -0
- requirements.txt +0 -0
- tts.py +42 -0
.gitignore
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# Byte-compiled / optimized / DLL files
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__pycache__/
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+
*.py[cod]
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*$py.class
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# C extensions
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*.so
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# Distribution / packaging
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.Python
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build/
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develop-eggs/
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dist/
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downloads/
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eggs/
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.eggs/
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lib/
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lib64/
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parts/
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sdist/
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var/
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wheels/
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share/python-wheels/
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*.egg-info/
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.installed.cfg
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*.egg
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MANIFEST
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# PyInstaller
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# Usually these files are written by a python script from a template
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# before PyInstaller builds the exe, so as to inject date/other infos into it.
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*.manifest
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*.spec
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# Installer logs
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pip-log.txt
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pip-delete-this-directory.txt
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# Unit test / coverage reports
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htmlcov/
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.tox/
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.nox/
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.coverage
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.coverage.*
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.cache
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nosetests.xml
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coverage.xml
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*.cover
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*.py,cover
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.hypothesis/
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.pytest_cache/
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cover/
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# Translations
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*.mo
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*.pot
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# Django stuff:
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*.log
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local_settings.py
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db.sqlite3
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db.sqlite3-journal
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# Flask stuff:
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instance/
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.webassets-cache
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# Scrapy stuff:
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.scrapy
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# Sphinx documentation
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docs/_build/
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# PyBuilder
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.pybuilder/
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target/
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# Jupyter Notebook
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.ipynb_checkpoints
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# IPython
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profile_default/
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ipython_config.py
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# pyenv
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# For a library or package, you might want to ignore these files since the code is
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# intended to run in multiple environments; otherwise, check them in:
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# .python-version
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# pipenv
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# According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
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# However, in case of collaboration, if having platform-specific dependencies or dependencies
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# having no cross-platform support, pipenv may install dependencies that don't work, or not
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# install all needed dependencies.
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#Pipfile.lock
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# poetry
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# Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
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# This is especially recommended for binary packages to ensure reproducibility, and is more
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# commonly ignored for libraries.
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# https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
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#poetry.lock
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# pdm
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# Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
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#pdm.lock
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# pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
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# in version control.
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# https://pdm.fming.dev/#use-with-ide
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.pdm.toml
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# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
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__pypackages__/
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# Celery stuff
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celerybeat-schedule
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celerybeat.pid
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# SageMath parsed files
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*.sage.py
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# Environments
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.env
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.venv
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env/
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venv/
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ENV/
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env.bak/
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venv.bak/
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# Spyder project settings
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.spyderproject
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.spyproject
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# Rope project settings
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.ropeproject
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# mkdocs documentation
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/site
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# mypy
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.mypy_cache/
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.dmypy.json
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dmypy.json
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# Pyre type checker
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.pyre/
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# pytype static type analyzer
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.pytype/
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# Cython debug symbols
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cython_debug/
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# PyCharm
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# JetBrains specific template is maintained in a separate JetBrains.gitignore that can
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# be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
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# and can be added to the global gitignore or merged into this file. For a more nuclear
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# option (not recommended) you can uncomment the following to ignore the entire idea folder.
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#.idea/
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*.wav
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*.mp3
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README.md
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---
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title:
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colorFrom: indigo
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colorTo: pink
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sdk: gradio
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sdk_version: 4.31.5
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app_file: app.py
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pinned: false
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---
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Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
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---
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title: sports-analyzer
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app_file: app.py
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sdk: gradio
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sdk_version: 4.31.5
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---
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app.py
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import gradio as gr
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from tts import transcribe_audio
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from llm import analyze_snippet
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def pipeline(audio_path):
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"""Pipeline to comunicate tts and kg modules"""
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transcription = transcribe_audio(audio_path)
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bullet_points = analyze_snippet(str(transcription))
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return f"Game Analysis:\n {bullet_points}"
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iface = gr.Interface(
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fn=pipeline,
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inputs=gr.Audio(sources="microphone", type="filepath", format="wav"),
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outputs="text",
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title="Sports-Analyzer",
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)
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if __name__ == "__main__":
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iface.launch()
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llm.py
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from openai import OpenAI
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import os
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from dotenv import load_dotenv
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load_dotenv()
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client = OpenAI(api_key=os.getenv("OPENAI_API_KEY"))
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syst_prompt = """
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You are an expert sports analyzer with more than 10 years of experience in Australian rugby. Your current task is to help me to understand\
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a live game based on poor radio transcriptions snippets. I only want to know important events, actions, player names, team matchup in bullet points,\
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with just a few words, as short and concise as possible, that MUST be your answer and nothing else.\
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"""
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def analyze_snippet(transcription_chunk:str):
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completion = client.chat.completions.create(
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model="gpt-4o",
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messages=[
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{"role": "system", "content": syst_prompt},
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{"role": "user", "content": f"Here is the transcription snippet:{transcription_chunk}"}
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]
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)
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return completion.choices[0].message.content
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requirements.txt
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Binary file (92 Bytes). View file
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tts.py
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import os
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import shutil
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from datetime import datetime
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from dotenv import load_dotenv
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from deepgram import DeepgramClient, PrerecordedOptions
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load_dotenv()
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API_KEY = os.getenv('DEEPGRAM_API_KEY')
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deepgram = DeepgramClient(API_KEY)
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def ensure_dir(directory):
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"""Ensure the specified directory exists; if not, create it."""
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if not os.path.exists(directory):
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os.makedirs(directory)
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def transcribe_audio(audio_path):
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"""Transcribes audio using Deepgram's API and saves the audio file with a unique timestamp."""
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try:
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audio_storage_dir = "permanent_audio_files"
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ensure_dir(audio_storage_dir)
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# Generate a unique filename with a timestamp
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timestamp = datetime.now().strftime("%Y%m%d%H%M%S")
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filename = f"audio_{timestamp}.wav"
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permanent_audio_path = os.path.join(audio_storage_dir, filename)
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shutil.copy(audio_path, permanent_audio_path)
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print(f"Saved audio file to: {permanent_audio_path}") # Debug: Confirm file save
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options = PrerecordedOptions(model="nova-2", smart_format=True, language="en-AU")
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# Open the permanently stored audio file for transcription
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with open(permanent_audio_path, 'rb') as audio:
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source = {'buffer': audio}
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response = deepgram.listen.prerecorded.v("1").transcribe_file(source, options)
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transcript = response['results']['channels'][0]['alternatives'][0]['transcript']
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return transcript
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except Exception as e:
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print("Error during transcription:", e)
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raise e
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return str(e)
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