{"categories":[{"label":"Artificial Intelligence","url":"https://skillfed.io/packages/category/scientific-engineering-artificial-intelligence/6"}],"enrichment":{"capability":"Provides Python bindings for NVIDIA TensorRT 11.2.1.2 compiled for CUDA 12, enabling deep learning inference acceleration on x86_64 Linux and Windows systems.","skillfed_tags":["gpu-inference","model-optimization","cuda-12"],"use_cases":["Optimize and deploy pre-trained deep learning models for low-latency inference on NVIDIA GPUs.","Build quantized inference engines using explicit quantization APIs to reduce model size and improve throughput.","Integrate custom CUDA kernels and operations via IPluginV3 plugin API for domain-specific inference acceleration.","Benchmark and profile inference performance across different batch sizes and precision levels.","Deploy inference services in production environments where model latency and throughput are critical."],"what_it_does":"tensorrt-cu12-bindings is a Python interface to NVIDIA's TensorRT inference engine, version 11.2.1.2, compiled for CUDA 12. It allows developers to load, optimize, and execute deep learning models on NVIDIA GPUs with minimal latency and maximum throughput. The package provides strongly-typed network APIs and explicit quantization support as part of TensorRT 11.X's redesigned architecture.\n\nThe bindings are distributed as platform-specific wheels for modern Python versions on Linux x86_64 and Windows x86_64. Installation is straightforward via pip, but requires CUDA 12 and compatible GPU drivers to be present on the system. There are no Python runtime dependencies; the package is a thin wrapper around compiled TensorRT libraries.","worth_installing":"Yes, if you have CUDA 12 and an NVIDIA GPU and need to deploy deep learning inference at scale. The package is actively maintained, has no known vulnerabilities, and is part of a mature inference platform. Verify licensing terms with NVIDIA for your use case, and confirm that CUDA 12 and compatible drivers are already installed before attempting installation."},"id":"tensorrt-cu12-bindings","links":{"html":"https://skillfed.io/packages/tensorrt-cu12-bindings","md":"https://skillfed.io/packages/tensorrt-cu12-bindings.md","pypi":"https://pypi.org/project/tensorrt-cu12-bindings/"},"maintenance":{"status":"active"},"meta":{"latest_release":"2026-07-30","license_spdx":null,"license_treatment":"unclear","name":"tensorrt-cu12-bindings","python_support":"unspecified","summary":"A high performance deep learning inference library"},"popularity":{"monthly_downloads":297245,"position":7887,"tier":"top_15000"},"security":{"n_vulnerabilities":0},"version":"11.2.1.2"}