{"bundle_type":"pith_open_graph_bundle","bundle_version":"1.0","pith_number":"pith:2022:QS4WK3OFTSI3PTHPT3TC6X3YQU","short_pith_number":"pith:QS4WK3OF","canonical_record":{"source":{"id":"2206.00699","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2022-06-01T18:13:30Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ea9e8772233991592785e3d1eb0ce323d1ec7833da209c0eed562cf93bf782b2","abstract_canon_sha256":"779c1ac91a1dda6ae2f7f18eae425c184a492970010392320d12e2926eea7b5a"},"schema_version":"1.0"},"canonical_sha256":"84b9656dc59c91b7ccef9ee62f5f7885223ec32c35fd6dd3d848ba18e43b0b82","source":{"kind":"arxiv","id":"2206.00699","version":1},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.00699","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"arxiv_version","alias_value":"2206.00699v1","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.00699","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"pith_short_12","alias_value":"QS4WK3OFTSI3","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"pith_short_16","alias_value":"QS4WK3OFTSI3PTHP","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"pith_short_8","alias_value":"QS4WK3OF","created_at":"2026-07-05T04:28:32Z"}],"events":[{"event_type":"record_created","subject_pith_number":"pith:2022:QS4WK3OFTSI3PTHPT3TC6X3YQU","target":"record","payload":{"canonical_record":{"source":{"id":"2206.00699","kind":"arxiv","version":1},"metadata":{"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2022-06-01T18:13:30Z","cross_cats_sorted":["cs.AI"],"title_canon_sha256":"ea9e8772233991592785e3d1eb0ce323d1ec7833da209c0eed562cf93bf782b2","abstract_canon_sha256":"779c1ac91a1dda6ae2f7f18eae425c184a492970010392320d12e2926eea7b5a"},"schema_version":"1.0"},"canonical_sha256":"84b9656dc59c91b7ccef9ee62f5f7885223ec32c35fd6dd3d848ba18e43b0b82","receipt":{"kind":"pith_receipt","key_id":"pith-v1-2026-05","algorithm":"ed25519","signed_at":"2026-07-05T04:28:32.751787Z","signature_b64":"SJWMmji7bgsWm2Jp+CeuMJuNSHNxgFvLgLHJtBqeQfw4KZftmfcnug6q58jlBQCF7q9eJLbfzYNetNvPL/tbCw==","signed_message":"canonical_sha256_bytes","builder_version":"pith-number-builder-2026-05-17-v1","receipt_version":"0.3","canonical_sha256":"84b9656dc59c91b7ccef9ee62f5f7885223ec32c35fd6dd3d848ba18e43b0b82","last_reissued_at":"2026-07-05T04:28:32.751278Z","signature_status":"signed_v1","first_computed_at":"2026-07-05T04:28:32.751278Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"source_kind":"arxiv","source_id":"2206.00699","source_version":1,"attestation_state":"computed"},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T04:28:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"1J2mD/114AngWzadYNin9zlrgABFTp7g3e8Ksy9FXrFE31aaSZNmAWI58sFUP0ddFleZU5ZFTBB4LnG/S4ZCBQ==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T11:55:10.582420Z"},"content_sha256":"f8a42121f0396d85f56efdb115a2974e53afec4bc85ecea9e5307a36ce0eb1b5","schema_version":"1.0","event_id":"sha256:f8a42121f0396d85f56efdb115a2974e53afec4bc85ecea9e5307a36ce0eb1b5"},{"event_type":"graph_snapshot","subject_pith_number":"pith:2022:QS4WK3OFTSI3PTHPT3TC6X3YQU","target":"graph","payload":{"graph_snapshot":{"paper":{"title":"Studying the Practices of Deploying Machine Learning Projects on Docker","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.AI"],"primary_cat":"cs.SE","authors_text":"Bhagya Chembakottu, Forough Majidi, Foutse Khomh, Heng Li, Moses Openja","submitted_at":"2022-06-01T18:13:30Z","abstract_excerpt":"Docker is a containerization service that allows for convenient deployment of websites, databases, applications' APIs, and machine learning (ML) models with a few lines of code. Studies have recently explored the use of Docker for deploying general software projects with no specific focus on how Docker is used to deploy ML-based projects.\n  In this study, we conducted an exploratory study to understand how Docker is being used to deploy ML-based projects. As the initial step, we examined the categories of ML-based projects that use Docker. We then examined why and how these projects use Docker"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.00699","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"integrity":{"clean":true,"summary":{"advisory":0,"critical":0,"by_detector":{},"informational":0},"endpoint":"/pith/2206.00699/integrity.json","findings":[],"available":true,"detectors_run":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938"},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"},"verdict_id":null},"signer":{"signer_id":"pith.science","signer_type":"pith_registry","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54"},"created_at":"2026-07-05T04:28:32Z","supersedes":[],"prev_event":null,"signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"XdLyH2D6hM2iNOm/OD4F4ffN/0csMAHd6lPHTnvIujWEr9Gb3KNUth5yaIARjzraXsbBIi9yjob3GYm2k46PCA==","signed_message":"open_graph_event_sha256_bytes","signed_at":"2026-07-07T11:55:10.582795Z"},"content_sha256":"d3c1aebd79a2c9edc02668e831afa2c3bf4a89cd1b18662d47b3198759aa0010","schema_version":"1.0","event_id":"sha256:d3c1aebd79a2c9edc02668e831afa2c3bf4a89cd1b18662d47b3198759aa0010"}],"timestamp_proofs":[],"mirror_hints":[{"mirror_type":"https","name":"Pith Resolver","base_url":"https://pith.science","bundle_url":"https://pith.science/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU/bundle.json","state_url":"https://pith.science/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU/state.json","well_known_bundle_url":"https://pith.science/.well-known/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU/bundle.json","status":"primary"}],"public_keys":[{"key_id":"pith-v1-2026-05","algorithm":"ed25519","format":"raw","public_key_b64":"stVStoiQhXFxp4s2pdzPNoqVNBMojDU/fJ2db5S3CbM=","public_key_hex":"b2d552b68890857171a78b36a5dccf368a953413288c353f7c9d9d6f94b709b3","fingerprint_sha256_b32_first128bits":"RVFV5Z2OI2J3ZUO7ERDEBCYNKS","fingerprint_sha256_hex":"8d4b5ee74e4693bcd1df2446408b0d54","rotates_at":null,"url":"https://pith.science/pith-signing-key.json","notes":"Pith uses this Ed25519 key to sign canonical record SHA-256 digests. Verify with: ed25519_verify(public_key, message=canonical_sha256_bytes, signature=base64decode(signature_b64))."}],"merge_version":"pith-open-graph-merge-v1","built_at":"2026-07-07T11:55:10Z","links":{"resolver":"https://pith.science/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU","bundle":"https://pith.science/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU/bundle.json","state":"https://pith.science/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU/state.json","well_known_bundle":"https://pith.science/.well-known/pith/QS4WK3OFTSI3PTHPT3TC6X3YQU/bundle.json"},"state":{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2022:QS4WK3OFTSI3PTHPT3TC6X3YQU","merge_version":"pith-open-graph-merge-v1","event_count":2,"valid_event_count":2,"invalid_event_count":0,"equivocation_count":0,"current":{"canonical_record":{"metadata":{"abstract_canon_sha256":"779c1ac91a1dda6ae2f7f18eae425c184a492970010392320d12e2926eea7b5a","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2022-06-01T18:13:30Z","title_canon_sha256":"ea9e8772233991592785e3d1eb0ce323d1ec7833da209c0eed562cf93bf782b2"},"schema_version":"1.0","source":{"id":"2206.00699","kind":"arxiv","version":1}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"2206.00699","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"arxiv_version","alias_value":"2206.00699v1","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.2206.00699","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"pith_short_12","alias_value":"QS4WK3OFTSI3","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"pith_short_16","alias_value":"QS4WK3OFTSI3PTHP","created_at":"2026-07-05T04:28:32Z"},{"alias_kind":"pith_short_8","alias_value":"QS4WK3OF","created_at":"2026-07-05T04:28:32Z"}],"graph_snapshots":[{"event_id":"sha256:d3c1aebd79a2c9edc02668e831afa2c3bf4a89cd1b18662d47b3198759aa0010","target":"graph","created_at":"2026-07-05T04:28:32Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"graph_snapshot":{"author_claims":{"count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","strong_count":0},"builder_version":"pith-number-builder-2026-05-17-v1","claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"integrity":{"available":true,"clean":true,"detectors_run":[],"endpoint":"/pith/2206.00699/integrity.json","findings":[],"snapshot_sha256":"c28c3603d3b5d939e8dc4c7e95fa8dfce3d595e45f758748cecf8e644a296938","summary":{"advisory":0,"by_detector":{},"critical":0,"informational":0}},"paper":{"abstract_excerpt":"Docker is a containerization service that allows for convenient deployment of websites, databases, applications' APIs, and machine learning (ML) models with a few lines of code. Studies have recently explored the use of Docker for deploying general software projects with no specific focus on how Docker is used to deploy ML-based projects.\n  In this study, we conducted an exploratory study to understand how Docker is being used to deploy ML-based projects. As the initial step, we examined the categories of ML-based projects that use Docker. We then examined why and how these projects use Docker","authors_text":"Bhagya Chembakottu, Forough Majidi, Foutse Khomh, Heng Li, Moses Openja","cross_cats":["cs.AI"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2022-06-01T18:13:30Z","title":"Studying the Practices of Deploying Machine Learning Projects on Docker"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"2206.00699","kind":"arxiv","version":1},"verdict":{"created_at":null,"id":null,"model_set":{},"one_line_summary":"","pipeline_version":null,"pith_extraction_headline":"","strongest_claim":"","weakest_assumption":""}},"verdict_id":null}}],"author_attestations":[],"timestamp_anchors":[],"storage_attestations":[],"citation_signatures":[],"replication_records":[],"corrections":[],"mirror_hints":[],"record_created":{"event_id":"sha256:f8a42121f0396d85f56efdb115a2974e53afec4bc85ecea9e5307a36ce0eb1b5","target":"record","created_at":"2026-07-05T04:28:32Z","signer":{"key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signer_id":"pith.science","signer_type":"pith_registry"},"payload":{"attestation_state":"computed","canonical_record":{"metadata":{"abstract_canon_sha256":"779c1ac91a1dda6ae2f7f18eae425c184a492970010392320d12e2926eea7b5a","cross_cats_sorted":["cs.AI"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.SE","submitted_at":"2022-06-01T18:13:30Z","title_canon_sha256":"ea9e8772233991592785e3d1eb0ce323d1ec7833da209c0eed562cf93bf782b2"},"schema_version":"1.0","source":{"id":"2206.00699","kind":"arxiv","version":1}},"canonical_sha256":"84b9656dc59c91b7ccef9ee62f5f7885223ec32c35fd6dd3d848ba18e43b0b82","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"84b9656dc59c91b7ccef9ee62f5f7885223ec32c35fd6dd3d848ba18e43b0b82","first_computed_at":"2026-07-05T04:28:32.751278Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-07-05T04:28:32.751278Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"SJWMmji7bgsWm2Jp+CeuMJuNSHNxgFvLgLHJtBqeQfw4KZftmfcnug6q58jlBQCF7q9eJLbfzYNetNvPL/tbCw==","signature_status":"signed_v1","signed_at":"2026-07-05T04:28:32.751787Z","signed_message":"canonical_sha256_bytes"},"source_id":"2206.00699","source_kind":"arxiv","source_version":1}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:f8a42121f0396d85f56efdb115a2974e53afec4bc85ecea9e5307a36ce0eb1b5","sha256:d3c1aebd79a2c9edc02668e831afa2c3bf4a89cd1b18662d47b3198759aa0010"],"state_sha256":"c112bcc74f548debbae70acc873af2057deedce405994fddbd5f0ea608d2591d"},"bundle_signature":{"signature_status":"signed_v1","algorithm":"ed25519","key_id":"pith-v1-2026-05","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","signature_b64":"LttRLGUatLh3H/Sn1/Tvl0zvNO1oT4zhw0NNQiKbiSZiEORbJEPTVOj8J7mamyucs+i4adDZFoZguqi3K50cDA==","signed_message":"bundle_sha256_bytes","signed_at":"2026-07-07T11:55:10.584640Z","bundle_sha256":"a9ca419af46eb65f03c6d46dcb99bfe84aa6137bb53e24c08859b3b4d2703b5e"}}