II.
Tool JSON
Structured · livetool:tensorrt
TensorRT json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "tool:tensorrt",
"_kind": "Tool",
"_file": "domain/tools/tools-testing-frontend-aiml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "TensorRT",
"homepageUrl": "https://developer.nvidia.com/tensorrt",
"kind": "other",
"description": "NVIDIA's SDK for high-performance deep-learning inference on GPU. Optimises\ntrained models through layer fusion, precision calibration (FP16/INT8),\nand kernel auto-tuning to minimise latency and maximise throughput.\nIntegrates with PyTorch via torch-tensorrt, ONNX import, and the Triton\nInference Server backend ecosystem.\n"
},
"outgoingEdges": [
{
"from": "tool:tensorrt",
"to": "language:cpp",
"kind": "belongs_to_language"
},
{
"from": "tool:tensorrt",
"to": "skill-area:model-serving",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:tensorrt",
"to": "skill-area:model-optimisation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:tensorrt",
"to": "skill-area:model-serving",
"kind": "used_for"
},
{
"from": "tool:tensorrt",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:tensorrt",
"to": "tool:vllm",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — TensorRT is GPU model optimization; vLLM is LLM-focused with PagedAttention"
}
},
{
"from": "tool:tensorrt",
"to": "tool:triton-inference",
"kind": "alternative_to",
"attributes": {
"comparison": "NVIDIA inference — TensorRT optimizes models; Triton serves them"
}
},
{
"from": "tool:tensorrt",
"to": "tool:onnx-runtime",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — TensorRT is NVIDIA GPU-only; ONNX Runtime is cross-platform"
}
}
],
"incomingEdges": [
{
"from": "specialization:gpu-programming",
"to": "tool:tensorrt",
"kind": "uses_tool"
},
{
"from": "tool:vllm",
"to": "tool:tensorrt",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — vLLM is LLM-focused with PagedAttention; TensorRT is GPU model optimization"
}
},
{
"from": "tool:triton-inference",
"to": "tool:tensorrt",
"kind": "alternative_to",
"attributes": {
"comparison": "NVIDIA inference — Triton serves models; TensorRT optimizes them"
}
},
{
"from": "tool:onnx-runtime",
"to": "tool:tensorrt",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — ONNX Runtime is cross-platform; TensorRT is NVIDIA GPU-only"
}
}
]
}