{"state_type":"pith_open_graph_state","state_version":"1.0","pith_number":"pith:2017:DKMVTLCB5BDVECLUZEVE42TMA6","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":"df450df3d686ffb73b1ae51465870e4f0c20a0471400edac0370ee8d595cd904","cross_cats_sorted":["cs.DC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2017-12-11T21:58:40Z","title_canon_sha256":"7ae135809ba11db8f4a264a31993d73439c5156ce584a6eec57865e72b2ead62"},"schema_version":"1.0","source":{"id":"1712.04786","kind":"arxiv","version":2}},"source_aliases":[{"alias_kind":"arxiv","alias_value":"1712.04786","created_at":"2026-05-17T23:59:39Z"},{"alias_kind":"arxiv_version","alias_value":"1712.04786v2","created_at":"2026-05-17T23:59:39Z"},{"alias_kind":"doi","alias_value":"10.48550/arxiv.1712.04786","created_at":"2026-05-17T23:59:39Z"},{"alias_kind":"pith_short_12","alias_value":"DKMVTLCB5BDV","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_16","alias_value":"DKMVTLCB5BDVECLU","created_at":"2026-05-18T12:31:10Z"},{"alias_kind":"pith_short_8","alias_value":"DKMVTLCB","created_at":"2026-05-18T12:31:10Z"}],"graph_snapshots":[{"event_id":"sha256:4ebed83789b24e091532a2c2eb2b2ce7596df83c2ec04aa396272f481eb1cc0a","target":"graph","created_at":"2026-05-17T23:59:39Z","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"},"paper":{"abstract_excerpt":"We present an easy-to-use, Python-based framework that allows a researcher to automate their computational simulations. In particular the framework facilitates assembling several long-running computations and producing various plots from the data produced by these computations. The framework makes it possible to reproduce every figure made for a publication with a single command. It also allows one to distribute the computations across a network of computers. The framework has been used to write research papers in numerical computing. This paper discusses the design of the framework, and the b","authors_text":"Prabhu Ramachandran","cross_cats":["cs.DC"],"headline":"","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2017-12-11T21:58:40Z","title":"automan: a simple, Python-based, automation framework for numerical computing"},"references":{"count":0,"internal_anchors":0,"resolved_work":0,"sample":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1712.04786","kind":"arxiv","version":2},"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:ae8ebf4e728b54f54f57ca3920f1fc4927f73341b0d9ca8406ae92b702f93292","target":"record","created_at":"2026-05-17T23:59:39Z","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":"df450df3d686ffb73b1ae51465870e4f0c20a0471400edac0370ee8d595cd904","cross_cats_sorted":["cs.DC"],"license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","primary_cat":"cs.OH","submitted_at":"2017-12-11T21:58:40Z","title_canon_sha256":"7ae135809ba11db8f4a264a31993d73439c5156ce584a6eec57865e72b2ead62"},"schema_version":"1.0","source":{"id":"1712.04786","kind":"arxiv","version":2}},"canonical_sha256":"1a9959ac41e847520974c92a4e6a6c07b95d06635374ff410b1efe6e223762ba","receipt":{"algorithm":"ed25519","builder_version":"pith-number-builder-2026-05-17-v1","canonical_sha256":"1a9959ac41e847520974c92a4e6a6c07b95d06635374ff410b1efe6e223762ba","first_computed_at":"2026-05-17T23:59:39.364791Z","key_id":"pith-v1-2026-05","kind":"pith_receipt","last_reissued_at":"2026-05-17T23:59:39.364791Z","public_key_fingerprint":"8d4b5ee74e4693bcd1df2446408b0d54","receipt_version":"0.3","signature_b64":"JFNc1B4RQqWtQ5MyEbINbAQs63DhsH9fVN4W8EQ4iymg31GcVtsJ01YXdyk3o70GTPH+ZGz7CNSvPBRIFE3lDQ==","signature_status":"signed_v1","signed_at":"2026-05-17T23:59:39.365451Z","signed_message":"canonical_sha256_bytes"},"source_id":"1712.04786","source_kind":"arxiv","source_version":2}}},"equivocations":[],"invalid_events":[],"applied_event_ids":["sha256:ae8ebf4e728b54f54f57ca3920f1fc4927f73341b0d9ca8406ae92b702f93292","sha256:4ebed83789b24e091532a2c2eb2b2ce7596df83c2ec04aa396272f481eb1cc0a"],"state_sha256":"5ebff006fcf5951eb25507b84e21c034ea6eb834e2236ecab10764502d45247c"}