tensorflow/tensorflow

1 other commands the scanner could not classify

Commands from CI steps and task runners that look like checks but match no known tool. Some are checks, some are not.

• xargs pylint --rcfile=tensorflow/tools/ci_build/pylintrc

full scan as JSON

• Use proper typesMaintain code clarity by using appropriate type declarations and parameter passing conventions: 1. **Prefer explicit types over `auto` wh...

  tensorflow/tensorflow Code Style Other ml-systems 2025-03-19

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• Use consistent error handlingApply standardized error handling patterns across your codebase for improved reliability and debugging. For new code, use the `absl` erro...

  tensorflow/tensorflow Error Handling Other ml-systems 2024-07-11

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• Meaningful consistent namesChoose names that are both semantically precise and follow consistent conventions. Names should accurately reflect behavior and purpose w...

  tensorflow/tensorflow Naming Conventions Other ml-systems 2025-02-25

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• Choose efficient implementationsWhen implementing algorithms, prioritize both correctness and performance by selecting appropriate data structures, optimizing memory usa...

  tensorflow/tensorflow Algorithms Other ml-systems 2025-05-30

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• Validate before dereferenceAlways check that pointers, optional values, and results of type casts are valid before dereferencing or using them. This prevents null p...

  tensorflow/tensorflow Null Handling Other ml-systems 2025-02-25

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• Validate quantization parameters carefullyWhen implementing quantized operations in ML models, thoroughly validate quantization parameters to ensure correctness and prevent subtle...

  tensorflow/tensorflow AI Other ml-systems 2024-05-13

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• Optimize loop operationsMinimize expensive operations within inner loops to improve performance. Key practices include: 1. Extract loop-invariant calculations ou...

  tensorflow/tensorflow Performance Optimization Other ml-systems 2024-05-10

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• Handle dynamic shapesWhen implementing tensor-based algorithms, avoid assumptions about fixed tensor shapes by not relying on direct shape attributes (`.shape...

  tensorflow/tensorflow Algorithms Python ml-systems 2024-02-02

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• Informative error messagesError messages should be informative, actionable, and concise to help users quickly understand and fix issues. Follow these guidelines: 1...

  tensorflow/tensorflow Error Handling Python ml-systems 2023-12-04

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• Centralize configuration settingsPlace configuration settings in centralized, appropriate locations rather than duplicating them across multiple files. This improves main...

  tensorflow/tensorflow Configurations Other ml-systems 2025-02-06

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• Complete docstring structureFunction documentation should follow a consistent structure that includes all necessary components to be complete and usable. Each docstr...

  tensorflow/tensorflow Documentation Python ml-systems 2024-07-21

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• Tensor-aware control flowWhen working with TensorFlow tensors, avoid using Python comparison operators (`<`, `>=`, `==`) or conditional checks that expect Boolean...

  tensorflow/tensorflow AI Python ml-systems 2024-02-26

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• Separate test dataLarge test data should be separated from test logic to improve readability and maintainability. Move test data into separate files or def...

  tensorflow/tensorflow Testing Other ml-systems 2024-05-10

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• Validate tensor inputs safelyWhen handling tensor inputs that may contain invalid values, use transformational approaches rather than conditional checks. Conditional ...

  tensorflow/tensorflow Null Handling Python ml-systems 2023-07-17

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• Build dependency synchronizationWhen adding new imports to code files, always synchronize by updating the corresponding dependencies in BUILD files. Different build envi...

  tensorflow/tensorflow Configurations Python ml-systems 2025-03-24

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• Consistent variable namingUse ALL_CAPS for constants and environment variables in shell scripts, and reference these variables consistently throughout the script w...

  tensorflow/tensorflow Naming Conventions Shell ml-systems 2025-03-15

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• Verify platform compatibility firstWhen writing networking code that interacts with platform-specific features, always check for the existence of platform-specific function...

  tensorflow/tensorflow Networking Shell ml-systems 2025-03-15

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• Parameterize ci/cd scriptsAvoid duplicating CI/CD scripts by leveraging configuration files and parameterization instead of creating multiple similar scripts for d...

  tensorflow/tensorflow CI/CD Shell ml-systems 2024-02-24

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• Format lines and commentsEnsure all code follows formatting guidelines for readability and consistency. Keep lines under 80 characters, splitting longer lines app...

  tensorflow/tensorflow Code Style Python ml-systems 2024-02-20

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• Framework migration instructionsWhen documenting AI framework migrations (like TensorFlow/Keras version changes), provide complete instructions covering both installatio...

  tensorflow/tensorflow AI Markdown ml-systems 2024-02-06

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• Be explicit in referencesWhen writing documentation, always be specific and explicit when referring to files, tools, configurations, or other elements. Vague refe...

  tensorflow/tensorflow Documentation Markdown ml-systems 2023-12-14

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• Use modern assertionsAlways use current assertion methods in test code to ensure clarity and future compatibility. Specifically, replace deprecated methods wi...

  tensorflow/tensorflow Testing Python ml-systems 2023-08-25

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• Document non-obvious codeAdd clarifying comments to improve code readability and maintainability when code behavior isn''t immediately obvious. Two key practices ...

  tensorflow/tensorflow Documentation Other ml-systems 2023-07-19

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• Secure infrastructure maintenanceMaintain CI/CD infrastructure with security and currency as top priorities. This includes: 1. **Keep build tools updated**: Always use th...

  tensorflow/tensorflow CI/CD Dockerfile ml-systems 2023-05-31

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• Maintain package verificationAlways keep signature verification enabled in package managers, even in development environments, Docker containers, or when facing initi...

  tensorflow/tensorflow Security Other ml-systems 2023-05-31

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