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Enhancement: Lower Latency by Optimizing Server Infrastructure #1

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Ankur2606 opened this issue Oct 19, 2024 · 0 comments
Open

Enhancement: Lower Latency by Optimizing Server Infrastructure #1

Ankur2606 opened this issue Oct 19, 2024 · 0 comments
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enhancement New feature or request good first issue Good for newcomers hacktoberfest hacktober2024 label

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@Ankur2606
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We aim to lower the latency of our AI voice assistant system to provide a more responsive user experience. Currently, the system has room for improvement in terms of request processing time.

Steps for Improvement:

  1. Switch to Gunicorn servers:

    • Replace the current Flask development server with Gunicorn.
    • Utilize multiple workers for handling concurrent requests.
    • Fine-tune the worker threads and timeout settings to balance speed and reliability.
  2. Optimize I/O operations:

    • Ensure non-blocking and asynchronous I/O for network and database operations to reduce bottlenecks.
  3. Caching Strategy:

    • Implement an effective caching mechanism (Redis/Memcached) to store frequent model inferences and common user requests.

Action Items:

  • Integrate Gunicorn in the project.
  • Refactor the backend to make I/O operations asynchronous where possible.
  • Add a caching layer for frequent requests.
  • Utilize Up-to-date latest models potentially providing low latency and accurate response
@Ankur2606 Ankur2606 added enhancement New feature or request good first issue Good for newcomers hacktoberfest hacktober2024 label labels Oct 19, 2024
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Labels
enhancement New feature or request good first issue Good for newcomers hacktoberfest hacktober2024 label
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