II.
Tool JSON
Structured · livetool:triton-inference
Triton Inference Server json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "tool:triton-inference",
"_kind": "Tool",
"_file": "domain/tools/tools-testing-frontend-aiml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Triton Inference Server",
"homepageUrl": "https://github.com/triton-inference-server/server",
"kind": "other",
"description": "NVIDIA's open-source inference serving platform that hosts models from\nTensorRT, ONNX Runtime, PyTorch, TensorFlow, and vLLM backends behind a\nunified gRPC/HTTP API. Supports dynamic batching, model ensembles,\nconcurrent model execution, and Kubernetes-native deployment with Prometheus\nmetrics out of the box.\n"
},
"outgoingEdges": [
{
"from": "tool:triton-inference",
"to": "language:cpp",
"kind": "belongs_to_language"
},
{
"from": "tool:triton-inference",
"to": "skill-area:model-serving",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:triton-inference",
"to": "skill-area:llm-infrastructure",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:triton-inference",
"to": "skill-area:model-serving",
"kind": "used_for"
},
{
"from": "tool:triton-inference",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:triton-inference",
"to": "tool:vllm",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — Triton serves multiple model frameworks; vLLM is LLM-specific"
}
},
{
"from": "tool:triton-inference",
"to": "tool:tensorrt",
"kind": "alternative_to",
"attributes": {
"comparison": "NVIDIA inference — Triton serves models; TensorRT optimizes them"
}
},
{
"from": "tool:triton-inference",
"to": "tool:onnx-runtime",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — Triton is a serving platform; ONNX Runtime is an inference engine"
}
}
],
"incomingEdges": [
{
"from": "specialization:ml-inference-serving",
"to": "tool:triton-inference",
"kind": "uses_tool"
},
{
"from": "tool:vllm",
"to": "tool:triton-inference",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — vLLM is LLM-specific; Triton serves multiple model frameworks"
}
},
{
"from": "tool:tensorrt",
"to": "tool:triton-inference",
"kind": "alternative_to",
"attributes": {
"comparison": "NVIDIA inference — TensorRT optimizes models; Triton serves them"
}
},
{
"from": "tool:onnx-runtime",
"to": "tool:triton-inference",
"kind": "alternative_to",
"attributes": {
"comparison": "ML inference — ONNX Runtime is an inference engine; Triton is a serving platform"
}
}
]
}