I 73 #2
I 73 #2
Conversation
WalkthroughThe project underwent significant restructuring, moving core implementations from Changes
Sequence Diagram(s) (Beta)sequenceDiagram
participant User
participant Engine
participant Logger
participant Util
User->>Engine: buildLoadNetwork(onnxModelPath, subVals, divVals, normalize)
Engine->>Logger: log("Building network...")
Engine->>Util: doesFileExist(onnxModelPath)
Util-->>Engine: fileExists
Engine->>Engine: build(onnxModelPath, subVals, divVals, normalize)
Engine->>Logger: log("Network built successfully")
User->>Engine: runInference(inputData)
Engine->>Logger: log("Running inference...")
Engine->>Engine: preprocess(inputData)
Engine->>Engine: executeInference(preprocessedData)
Engine->>Engine: postprocess(inferenceResults)
Engine-->>User: inferenceResults
Engine->>Logger: log("Inference completed")
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Review details
Configuration used: CodeRabbit UI
Review profile: CHILL
Files selected for processing (14)
- CMakeLists.txt (1 hunks)
- README.md (1 hunks)
- include/Int8Calibrator.h (1 hunks)
- include/engine/EngineBuildLoadNetwork.inl (1 hunks)
- include/engine/EngineRunInference.inl (1 hunks)
- include/engine/EngineUtilities.inl (1 hunks)
- include/logger.h (1 hunks)
- include/macros.h (1 hunks)
- include/util/Stopwatch.h (1 hunks)
- include/util/Util.h (1 hunks)
- include/util/Util.inl (1 hunks)
- src/engine.cpp (1 hunks)
- src/engine.h (4 hunks)
- src/logger.cpp (3 hunks)
Files not reviewed due to errors (8)
- include/util/Util.h (no review received)
- include/util/Stopwatch.h (no review received)
- include/macros.h (no review received)
- include/util/Util.inl (no review received)
- CMakeLists.txt (no review received)
- include/engine/EngineRunInference.inl (no review received)
- include/engine/EngineUtilities.inl (no review received)
- src/engine.h (no review received)
Additional context used
LanguageTool
README.md
[uncategorized] ~34-~34: If this is a compound adjective that modifies the following noun, use a hyphen.
Context: ...tes how to use the TensorRT C++ API for high performance GPU inference on image data. It covers ...
[style] ~38-~38: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ...pecify a simple optimization profile. - How to run FP32, FP16, or INT8 precision in...
[style] ~39-~39: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ..., FP16, or INT8 precision inference. - How to read / write data from / into GPU me...
[style] ~40-~40: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ... GPU memory and work with GPU images. - How to use cuda stream to run async inferen...
[style] ~41-~41: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ...ync inference and later synchronize. - How to work with models with static and dyn...
[style] ~42-~42: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ... with static and dynamic batch sizes. - How to work with models with single or mult...
[style] ~43-~43: Three successive sentences begin with the same word. Consider rewording the sentence or use a thesaurus to find a synonym.
Context: ...th single or multiple output tensors. - How to work with models with multiple input...
[uncategorized] ~52-~52: Use a comma before ‘or’ if it connects two independent clauses (unless they are closely connected and short).
Context: ...your own onnx model for this sample code or you can download the sample model (see ...
[uncategorized] ~66-~66: Use a comma before ‘and’ if it connects two independent clauses (unless they are closely connected and short).
Context: ...ts/`. - If you use the provided script and you have installed cuDNN to a non-stand...
[grammar] ~114-~114: The verb after “to” should be in the base form as part of the to-infinitive. A verb can take many forms, but the base form is always used in the to-infinitive.
Context: ...sing the YoloV8 model, it is advised to used the COCO validation dataset, which can ...
[duplication] ~121-~121: Possible typo: you repeated a word
Context: ...batch can fit in your GPU memory. ### Benchmarks Benchmarks run on RTX 3050 Ti Laptop GPU, 11th Gen...
[style] ~157-~157: The phrase ‘lots of’ might be wordy and overused. Consider using an alternative.
Context: ...ted ininclude/engine. I have written lots of comments all throughout the code which ...
[uncategorized] ~157-~157: Possible missing comma found.
Context: ...ten lots of comments all throughout the code which should make it easy to understand...
[style] ~165-~165: Consider using a different verb to strengthen your wording.
Context: ...and re-run the application. This should give you more information on where exactly t...
[grammar] ~168-~168: It appears that an object is missing here.
Context: ...his project was helpful to you, I would appreciate if you could give it a star. That will ...
[uncategorized] ~168-~168: It appears that hyphens are missing in the adjective “up-to-date”.
Context: .... That will encourage me to ensure it's up to date and solve issues quickly. I also do con...
[uncategorized] ~199-~199: Use a comma before ‘but’ if it connects two independent clauses (unless they are closely connected and short).
Context: ...if your model has been compiled for FP32 but you try running FP16 inference, it will...
[typographical] ~246-~246: It seems that a comma is missing.
Context: .../in/cyrus-behroozi/ ## Contributors ✨ Thanks goes to these wonderful people ([emoji ...
Markdownlint
README.md
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Additional comments not posted (11)
include/logger.h (4)
6-15: EnumLogLevelis well-defined and covers a comprehensive range of logging levels.
17-17: FunctiongetLogLevelFromEnvironmentprovides a dynamic way to set logging levels, which enhances configurability.
18-18: FunctionparseLogLevelcorrectly interprets string representations of log levels, which is crucial for user-configurable logging.
19-19: FunctiontoSpdlogLeveleffectively bridges the customLogLevelwithspdlog's logging levels, ensuring compatibility.include/Int8Calibrator.h (1)
4-33: TheInt8EntropyCalibrator2class is well-defined and adheres to modern C++ standards. Good use of default parameter values and consistent override of virtual functions.src/logger.cpp (1)
1-1: The logging functionality is implemented correctly and effectively using spdlog. Good handling of different log levels and appropriate warnings for unhandled cases.Also applies to: 3-3, 5-5, 7-7, 9-9, 11-11, 13-13, 15-15, 17-17, 19-19, 21-21, 23-23, 25-25, 27-27, 29-29, 31-31, 33-33, 35-35, 37-37
README.md (3)
137-154: The updated project structure is well-organized and clearly documented.
157-159: The additional resources and explanations provided in this section are helpful for understanding the codebase.
Line range hint
165-165: The debugging tips provided are practical and should help users effectively troubleshoot issues.include/engine/EngineBuildLoadNetwork.inl (2)
6-31: ThebuildLoadNetworkfunction is well-implemented with comprehensive error handling and informative logging.
33-89: TheloadNetworkfunction effectively handles file reading and engine loading with proper error checks.
Summary by CodeRabbit
New Features
Refactor
Documentation