{"adoption": {"forks": 383, "observed_at": "2026-08-28T04:05:28.274818+00:00", "stars": 1727}, "canonical_url": "https://ross.abutalabs.com/products/hbox", "card": {"archived": false, "artifact_type": "application", "description": "AI on Hadoop", "domain": ["machine-learning", "deep-learning", "big-data", "microservices", "artificial-intelligence"], "enriched": true, "function": ["scheduling", "machine-learning", "deep-learning", "workflow-automation", "gpu-computing"], "health_score": 51, "homepage": null, "language": "Java", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["Qihoo360/hbox"], "name": "Qihoo360/hbox", "platform": ["jvm", "self-hosted"], "pushed_at": "2025-07-01T08:13:28+00:00", "repo": "Qihoo360/hbox", "stars": 1727, "tags": ["hadoop-yarn", "tensorflow", "mxnet", "caffe", "pytorch", "gpu-scheduling", "hdfs", "distributed-training", "resource-management", "linux", "docker"], "topics": ["hadoop", "tensorflow", "caffe", "mxnet", "ai", "deeplearning", "machinelearning", "yarn"], "urls": [], "use_cases": ["run distributed TensorFlow training on a Hadoop YARN cluster", "schedule GPU resources for deep learning jobs alongside big data workloads", "train models using HDFS-stored data with multiple input strategies", "run PyTorch or MXNet training jobs in Docker containers on YARN", "manage deep learning training jobs via a RESTful API", "share a cluster between Spark/MapReduce and deep learning workloads"], "what_it_is": "Hbox (formerly XLearning) is a scheduling platform that runs machine learning and deep learning frameworks like TensorFlow, MXNet, Caffe, and PyTorch on Hadoop YARN clusters. It provides GPU resource scheduling, HDFS-based unified data management, Docker container support, and a RESTful API management interface.", "when_to_avoid": ["you run a Kubernetes-based ML platform (use Kubeflow or similar instead)", "you need a modern cloud-native scheduler without Hadoop dependencies", "your training is single-node and needs no cluster scheduling"], "when_to_choose": ["you already operate a Hadoop YARN cluster and want to run deep learning training on it", "you need GPU-aware scheduling mixed with big data jobs", "you want unified HDFS-based data management for training data and model outputs"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/hbox", "repo": "Qihoo360/hbox", "role": "main", "score": 47}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:28.274818+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:32:15.152960+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "a1c4079ff4a6a3fd16ccd3f2b13229691e436f81ad22e8ba138f7c194b3a6537", "fetched_at": "2026-08-28T04:05:28.274818+00:00", "kind": "readme", "missing": false, "url": "https://github.com/Qihoo360/hbox"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 29, "longevity": 100, "rhythm": 40}, "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": 3197, "days_push": 428, "days_rel": 428, "gap_med": 5, "n_releases_24m": 6}, "score": 47, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}