ti-edgeai-import-model
Get a trained neural network that exports to a static-shape ONNX (a classifier, a segmentation model, or a detector with a TIDL meta-architecture such as YOLOX/SSD/YOLOv5-style) running on a TI Edge AI board's C7x/MMA accelerator (TDA4VM, AM68A, AM69A, AM67A, AM62A): preflight the ONNX, fold input normalisation, compile and int8-calibrate with edgeai-tidl-tools in Docker (tools tag matched to the board SDK), verify offload and accuracy in host emulation, check board-vs-host outputs, package model/ artifacts/ param.yaml dataset.yaml, deploy to /opt/model_zoo and smoke-test with edgeai-gst-apps. Use this skill whenever the user wants to deploy, convert, compile, quantize, port or "put my model on" a TI Jacinto/AM6xA board, mentions TIDL compilation, artifacts, tidl_net.bin, meta_arch_type, a prototxt, calibration images, int8 accuracy loss on the TI device, or asks why a compiled model fails on the board - for any architecture within those contracts, and even if they only say "deploy to the TI device".
- Version
- 0.1.0
- License
- MIT
Pinned to revision a8e4c792de4f, so it is the text this page describes rather than whatever the author pushed since.
Files
- skills/ti-edgeai-import-model/SKILL.md
- skills/ti-edgeai-import-model/agents/openai.yaml
- skills/ti-edgeai-import-model/evals/evals.json
- skills/ti-edgeai-import-model/references/compile-tidl.md
- skills/ti-edgeai-import-model/references/export-onnx-for-tidl.md
- skills/ti-edgeai-import-model/references/export-yolox-det.md
- skills/ti-edgeai-import-model/references/model-manifest.md
- skills/ti-edgeai-import-model/references/other-model-families.md
- skills/ti-edgeai-import-model/references/package-and-deploy.md
- skills/ti-edgeai-import-model/references/quantization-accuracy.md
- skills/ti-edgeai-import-model/scripts/Dockerfile.tidl-tools
- skills/ti-edgeai-import-model/scripts/add_input_preprocessing.py
- skills/ti-edgeai-import-model/scripts/board_host_check.py
- skills/ti-edgeai-import-model/scripts/check_artifacts_version.py
- skills/ti-edgeai-import-model/scripts/check_onnx_for_tidl.py
- skills/ti-edgeai-import-model/scripts/compile_tidl.py
- skills/ti-edgeai-import-model/scripts/deploy_to_board.sh
- skills/ti-edgeai-import-model/scripts/eval_classification.py
- skills/ti-edgeai-import-model/scripts/eval_onnx_det.py
- skills/ti-edgeai-import-model/scripts/export_yolox_tidl_det.py
- skills/ti-edgeai-import-model/scripts/model_manifest.py
- skills/ti-edgeai-import-model/scripts/package_model.py
- skills/ti-edgeai-import-model/scripts/run_in_container.sh
- skills/ti-edgeai-import-model/scripts/staged_output.py
- skills/ti-edgeai-import-model/scripts/tidl_preprocess.py
- skills/ti-edgeai-import-model/tests/test_artifacts_version.py
- skills/ti-edgeai-import-model/tests/test_board_host_check.py
- skills/ti-edgeai-import-model/tests/test_calibration_sampling.py
- skills/ti-edgeai-import-model/tests/test_deploy_to_board.py
- skills/ti-edgeai-import-model/tests/test_model_manifest.py
- skills/ti-edgeai-import-model/tests/test_package_model.py
- skills/ti-edgeai-import-model/tests/test_staged_output.py
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