Skip to content
View keyprocedure's full-sized avatar

Highlights

  • Pro

Block or report keyprocedure

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Please don't include any personal information such as legal names or email addresses. Maximum 250 characters, markdown supported. This note will be visible to only you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
keyprocedure/README.md

PyTorch/ExecuTorch Contributions

Core Features

  • Memory-Layout Preserving Clone Operator
    Built a new clone operator with a portable kernel and integrated across ARM, Apple’s Core ML, and Qualcomm backends; preventing optimization-induced output errors in production [PR #12974]

  • BatchNorm–Linear Graph Fusion Pass
    Developed a graph transformation that fuses BatchNorm into Linear layers, reducing computational overhead and improving CPU model efficiency [PR #11805]

  • Dynamic Quantization for 2D Convolutions
    Enabled quantization support for conv2d operators, reducing memory footprint and improving edge device performance [PR #10347]

  • Android API via JNI
    Created an API enabling developers to query supported operators and backends directly from native C++ runtime [PR #11042]

  • Memory-Mapped File Loading
    Implemented direct memory reads into caller buffers, reducing model load times [PR #11654]

Reliability & Safety

  • Logging Safety Tests
    Added safeguards against uninitialized outputs, improving runtime reliability [PR #9762]

  • Mixed Precision Inference Guardrails
    Added checks to prevent model failures under mixed dtypes [PR #9612]

  • Input Validation for Model Execution
    Strengthened runtime safety by preventing silent memory corruptions [PR #10701]

Tooling & CI

  • Platform Detection and Updated Build Instructions
    Improved source-built PyTorch integration and documentation [PR #10652]

  • Formatter and Lint Workflow Expansion
    Expanded CI coverage and quality [PR #12256]

Pinned Loading

  1. pytorch/executorch pytorch/executorch Public

    On-device AI across mobile, embedded and edge for PyTorch

    Python 3.2k 668

  2. real-time-uno real-time-uno Public

    Online multiplayer UNO

    TypeScript

  3. social-playlist-network social-playlist-network Public

    Social platform with AI-powered playlist sharing and Spotify integration

    JavaScript

  4. linux-file-system linux-file-system Public

    Custom Linux file system

    C

  5. princeton-algorithms princeton-algorithms Public

    Projects from Princeton's Coursera algorithms courses

    Java