{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/job-shop-scheduling-benchmark-environments","title":"Job Shop Scheduling Benchmark: Environments and Instances for Learning and Non-learning Methods","arxiv_id":"2308.12794","date":"2023-08-24","proceeding":null,"authors":["Robbert Reijnen","Kjell van Straaten","Zaharah Bukhsh","Yingqian Zhang"],"abstract":"We introduce an open-source GitHub repository containing comprehensive benchmarks for a wide range of machine scheduling problems, including Job Shop Scheduling (JSP), Flow Shop Scheduling (FSP), Flexible Job Shop Scheduling (FJSP), FJSP with Assembly constraints (FAJSP), FJSP with Sequence-Dependent Setup Times (FJSP-SDST), and the online FJSP (with online job arrivals). Our primary goal is to provide a centralized hub for researchers, practitioners, and enthusiasts interested in tackling machine scheduling challenges.","url_abs":"https://arxiv.org/abs/2308.12794v1","url_pdf":"https://arxiv.org/pdf/2308.12794v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"job-shop-scheduling-benchmark-environments","repo_url":"https://github.com/ai-for-decision-making-tue/job_shop_scheduling_benchmark","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"job-shop-scheduling","task_name":"Job Shop Scheduling"},{"task_slug":"scheduling","task_name":"Scheduling"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":"https://app.syntology.ai/?focus=2308.12794","mcp":{"get_harvested_code_for_paper":{"arxiv_id":"2308.12794"}},"developers":"https://syntology.ai/developers","read_at":"2026-09-24T18:15:14+00:00","read_at_is":"when the build read Syntology's graph, not when any sample ran","claim":"Per-sample execution status on synthesized fixtures; not a correctness claim about the paper. Samples come from repositories linked to the paper, official or community; repo_kind says which.","repos":[{"provenance":"external:paperswithcode_snapshot_2025-07-28","url":"https://github.com/ai-for-decision-making-tue/job_shop_scheduling_benchmark","reach":{"status":"ok","spdx":"MIT"}}],"summary":{"ran":2,"unverified":1},"by_repo_kind":{"official":{"samples":3,"ran":2,"repositories":1}},"repo_kind_vocabulary":{"official":"The archive marks this repository official for the paper","named_in_paper":"The archive records that the paper mentions this repository; it is not marked official","listed":"In the archive's code links for this paper, not marked official and not recorded as mentioned in the paper","found_in_text":"Syntology found this repository in the paper's own text; whether it is the authors' implementation is not asserted","community":"Not in the archive's code links for this paper; a community repository Syntology harvested"},"n_pointer_only_for_licence":0,"samples":[{"code_sha256_prefix":"6192df1f9f12bc6a","entry":"initialize_device","repo":"ai-for-decision-making-tue/job_shop_scheduling_benchmark","repo_kind":"official","path":"solution_methods/helper_functions.py","file_url":"https://github.com/ai-for-decision-making-tue/job_shop_scheduling_benchmark/blob/HEAD/solution_methods/helper_functions.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"6192df1f9f12bc6a"}},{"code_sha256_prefix":"fae222e1b201e4d7","entry":"output_dir_exp_name","repo":"ai-for-decision-making-tue/job_shop_scheduling_benchmark","repo_kind":"official","path":"solution_methods/DANIEL/utils.py","file_url":"https://github.com/ai-for-decision-making-tue/job_shop_scheduling_benchmark/blob/HEAD/solution_methods/DANIEL/utils.py","link_basis":"first_harvest_node","language":"python","status":"ran","verification_level":1,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"fae222e1b201e4d7"}},{"code_sha256_prefix":"9581f20b177306e4","entry":"select_operation","repo":"ai-for-decision-making-tue/job_shop_scheduling_benchmark","repo_kind":"official","path":"solution_methods/dispatching_rules/src/scheduling_functions.py","file_url":"https://github.com/ai-for-decision-making-tue/job_shop_scheduling_benchmark/blob/HEAD/solution_methods/dispatching_rules/src/scheduling_functions.py","link_basis":"first_harvest_node","language":"python","status":"unverified","verification_level":0,"contract_check":null,"metamorphic_tier":null,"behaviour_fingerprint":false,"licence":"MIT","inline_ok":true,"mcp_get_code":{"code_sha256":"9581f20b177306e4"}}]},"arxiv_metadata":null,"syntology_extracted_results":null}