{"adoption": {"forks": 989, "observed_at": "2026-08-28T04:08:28.544619+00:00", "stars": 3901}, "canonical_url": "https://ross.abutalabs.com/products/iree", "card": {"archived": false, "artifact_type": "library", "description": "A retargetable MLIR-based machine learning compiler and runtime toolkit.", "domain": ["machine-learning", "compilers", "deep-learning", "gpu-computing", "embedded-systems", "developer-tools"], "enriched": true, "function": ["compiler", "machine-learning", "llm-inference", "gpu-computing", "interpreter", "benchmarking"], "health_score": 100, "homepage": "http://iree.dev/", "language": "C++", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["iree-org/iree"], "name": "iree-org/iree", "platform": ["windows", "cross-platform", "wasm", "cpp", "python"], "pushed_at": "2026-08-26T15:34:14+00:00", "repo": "iree-org/iree", "stars": 3901, "tags": ["mlir", "ml-model-deployment", "aot-compilation", "vulkan", "cuda", "rocm", "metal", "spirv", "edge-deployment", "hardware-abstraction-layer", "linux", "macos", "android", "ios", "gpu"], "topics": ["mlir", "vulkan", "tensorflow", "spirv", "cuda", "jax", "pytorch", "compiler", "machine-learning", "runtime", "onnx", "rocm"], "urls": [], "use_cases": ["compile pytorch models to run on gpu", "deploy machine learning models on mobile and edge devices", "run onnx models with low overhead runtime", "compile ml models for vulkan or cuda accelerators", "run ml inference on bare-metal embedded systems", "benchmark ml model inference across hardware targets", "convert tensorflow lite models to native binaries"], "what_it_is": "IREE is an MLIR-based end-to-end machine learning compiler and runtime that lowers models from frameworks like PyTorch, TensorFlow, JAX, and ONNX into a unified intermediate representation. It compiles ahead-of-time to efficient binaries for CPUs, GPUs, and accelerators, scaling from datacenter deployments down to mobile, edge, and bare-metal targets.", "when_to_avoid": ["you just need a simple inference runtime for one framework on one platform - framework-native runtimes are simpler", "you need training support - IREE focuses on inference deployment, not training", "you want a turnkey solution without understanding compilers or MLIR concepts", "your target platform is not in the support matrix and you cannot contribute support"], "when_to_choose": ["you need ahead-of-time compilation of ML models with small binary sizes (down to ~30KB) for embedded or edge targets", "you need to deploy models across diverse hardware including CUDA, ROCm/HIP, Vulkan, and Metal from a single toolchain", "you need dynamic shapes, streaming, and control flow support in compiled models", "you want profiling, debugging, and bare-metal deployment support for ML workloads"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/iree", "repo": "iree-org/iree", "role": "main", "score": 87}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:08:28.544619+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T18:25:10.501672+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "649a4ee800a58a1ca35d0726b2bc05187bf62f5726edf3630b877160038a0417", "fetched_at": "2026-08-28T04:08:28.544619+00:00", "kind": "readme", "missing": false, "url": "https://github.com/iree-org/iree"}, {"content_hash": "f226701274f7ecefecac2f657cf350250c31fe31a54b606479e0bae78b52298c", "fetched_at": "2026-08-29T09:19:24.633752+00:00", "kind": "homepage", "missing": false, "url": "http://iree.dev/"}, {"content_hash": "5aa133185cc161c83efc5c44438ff7f02bddda2fb6340d8a95a6443c1d1b332a", "fetched_at": "2026-08-29T09:19:24.636713+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/building-from-source/getting-started"}, {"content_hash": "cbc9e761fe4914e18f4e26681424bdab264fa4c3c9c6ad9493f610607c90a806", "fetched_at": "2026-08-29T09:19:24.640822+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/design-roadmap"}, {"content_hash": "636389d81b08697a455076b98002cbe57cf7ea4c944b419125c245a181f9e8b9", "fetched_at": "2026-08-29T09:19:24.643857+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/function-abi"}, {"content_hash": "a37549f42fdc8be08c8a264051c4e0aff404ab7234bb8ed45d941b0726159e73", "fetched_at": "2026-08-29T09:19:24.645623+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/invocation-execution-model"}, {"content_hash": "d855208bc5dfb6aa8355b45adec18b646f717744eef4ced04660094520330987", "fetched_at": "2026-08-29T09:19:24.647751+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/cuda-hal-driver"}, {"content_hash": "6e26ce3e837d863d6d19d058d930660ce69b61d337c428ac925d9389c10b5432", "fetched_at": "2026-08-29T09:19:24.649643+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/hip-hal-driver"}, {"content_hash": "678935ef570d712015fbd26c9876357cf0b7df76df434da91810f363063a143a", "fetched_at": "2026-08-29T09:19:24.651618+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/design-docs/metal-hal-driver"}, {"content_hash": "c1f91b718496a287f5377c6da7549a945e153c21f622d44e41f7ecc4314be85d", "fetched_at": "2026-08-29T09:19:24.638843+00:00", "kind": "site_page", "missing": false, "url": "https://iree.dev/developers/debugging/releases"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 63}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 2547, "days_push": 7, "days_rel": 167, "gap_med": 40.5, "n_releases_24m": 15}, "score": 87, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}