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sample. Every phase ends in a stable, externally comprehensible state — a checkpoint that the workflow engine can recover from.",[756,764,765,766,770],{},"You define a phase as a Python function decorated with ",[767,768,769],"code",{},"@phase",". Inside it, you call steps to issue device commands. The workflow engine sequences steps, manages device locking, and surfaces errors to the phase level for user-defined recovery.",[772,773,775],"callout",{"icon":774},"i-heroicons-information-circle",[756,776,777,778,781,782,785,786,789,790,792,793,795],{},"For ",[767,779,780],{},"unitelabs-sdk\u003C 0.10.0",", import ",[767,783,784],{},"flow"," and ",[767,787,788],{},"task"," from Prefect instead. Use ",[767,791,784],{}," in place of both workflow and phase decorators, and ",[767,794,788],{}," as step decorators.",[797,798,800],"h2",{"id":799},"example","Example",[802,803,809],"pre",{"className":804,"code":805,"filename":806,"language":807,"meta":808,"style":808},"language-python shiki shiki-themes material-theme-lighter material-theme material-theme-palenight","from unitelabs.sdk.automate import phase\n\n@phase()\nasync def agitation(target: Plate):\n    await mix(target)\n    await shake(target, rpm=300, duration=60)\n","workflows\u002Felisa.py","python","",[767,810,811,842,849,861,890,906],{"__ignoreMap":808},[812,813,816,820,824,828,831,833,836,839],"span",{"class":814,"line":815},"line",1,[812,817,819],{"class":818},"s7zQu","from",[812,821,823],{"class":822},"sTEyZ"," unitelabs",[812,825,827],{"class":826},"sMK4o",".",[812,829,830],{"class":822},"sdk",[812,832,827],{"class":826},[812,834,835],{"class":822},"automate ",[812,837,838],{"class":818},"import",[812,840,841],{"class":822}," phase\n",[812,843,845],{"class":814,"line":844},2,[812,846,848],{"emptyLinePlaceholder":847},true,"\n",[812,850,852,855,858],{"class":814,"line":851},3,[812,853,854],{"class":826},"@",[812,856,448],{"class":857},"s2Zo4",[812,859,860],{"class":826},"()\n",[812,862,864,868,871,874,877,881,884,887],{"class":814,"line":863},4,[812,865,867],{"class":866},"spNyl","async",[812,869,870],{"class":866}," def",[812,872,873],{"class":857}," agitation",[812,875,876],{"class":826},"(",[812,878,880],{"class":879},"sHdIc","target",[812,882,883],{"class":826},":",[812,885,886],{"class":822}," Plate",[812,888,889],{"class":826},"):\n",[812,891,893,896,899,901,903],{"class":814,"line":892},5,[812,894,895],{"class":818},"    await",[812,897,898],{"class":857}," mix",[812,900,876],{"class":826},[812,902,880],{"class":857},[812,904,905],{"class":826},")\n",[812,907,909,911,914,916,918,921,924,927,931,933,936,938,941],{"class":814,"line":908},6,[812,910,895],{"class":818},[812,912,913],{"class":857}," shake",[812,915,876],{"class":826},[812,917,880],{"class":857},[812,919,920],{"class":826},",",[812,922,923],{"class":879}," rpm",[812,925,926],{"class":826},"=",[812,928,930],{"class":929},"sbssI","300",[812,932,920],{"class":826},[812,934,935],{"class":879}," duration",[812,937,926],{"class":826},[812,939,940],{"class":929},"60",[812,942,905],{"class":826},[797,944,946],{"id":945},"key-properties","Key properties",[948,949,950,957,968,974],"ul",{},[951,952,953,956],"li",{},[760,954,955],{},"Checkpoint-driven",": always ends in a state that is stable and externally comprehensible; if a run is interrupted, recovery starts at the last completed phase",[951,958,959,962,963,967],{},[760,960,961],{},"Recoverable",": errors within a phase are surfaced to the user for manual or automated recovery; see ",[964,965,183],"a",{"href":966},"\u002Fautomate\u002Fconcepts\u002Ferror-handling\u002F"," for how to define recovery behavior",[951,969,970,973],{},[760,971,972],{},"Resource-scoped",": implicitly defines which devices are locked while it runs; the workflow engine acquires locks before the phase starts and releases them when it completes",[951,975,976,979],{},[760,977,978],{},"Composable",": phases are regular Python functions that can be reused across different workflows",[797,981,983],{"id":982},"parallel-phases","Parallel phases",[756,985,986],{},"The workflow engine runs independent phases in parallel. If two phases share no data dependency, they execute concurrently — the workflow author does not need to do anything special:",[802,988,991],{"className":804,"code":989,"filename":990,"language":807,"meta":808,"style":808},"@workflow(name=\"Parallel Prep\")\nasync def main():\n    # No dependency between these — runs in parallel\n    reagent_a = await prepare_reagent_a()\n    reagent_b = await prepare_reagent_b()\n\n    await combine(reagent_a, reagent_b)  # waits for both\n","workflows\u002Fparallel.py",[767,992,993,1017,1029,1035,1050,1064,1068],{"__ignoreMap":808},[812,994,995,997,999,1001,1004,1006,1009,1013,1015],{"class":814,"line":815},[812,996,854],{"class":826},[812,998,447],{"class":857},[812,1000,876],{"class":826},[812,1002,1003],{"class":879},"name",[812,1005,926],{"class":826},[812,1007,1008],{"class":826},"\"",[812,1010,1012],{"class":1011},"sfazB","Parallel Prep",[812,1014,1008],{"class":826},[812,1016,905],{"class":826},[812,1018,1019,1021,1023,1026],{"class":814,"line":844},[812,1020,867],{"class":866},[812,1022,870],{"class":866},[812,1024,1025],{"class":857}," main",[812,1027,1028],{"class":826},"():\n",[812,1030,1031],{"class":814,"line":851},[812,1032,1034],{"class":1033},"sHwdD","    # No dependency between these — runs in parallel\n",[812,1036,1037,1040,1042,1045,1048],{"class":814,"line":863},[812,1038,1039],{"class":822},"    reagent_a ",[812,1041,926],{"class":826},[812,1043,1044],{"class":818}," await",[812,1046,1047],{"class":857}," prepare_reagent_a",[812,1049,860],{"class":826},[812,1051,1052,1055,1057,1059,1062],{"class":814,"line":892},[812,1053,1054],{"class":822},"    reagent_b ",[812,1056,926],{"class":826},[812,1058,1044],{"class":818},[812,1060,1061],{"class":857}," prepare_reagent_b",[812,1063,860],{"class":826},[812,1065,1066],{"class":814,"line":908},[812,1067,848],{"emptyLinePlaceholder":847},[812,1069,1071,1073,1076,1078,1081,1083,1086,1089],{"class":814,"line":1070},7,[812,1072,895],{"class":818},[812,1074,1075],{"class":857}," combine",[812,1077,876],{"class":826},[812,1079,1080],{"class":857},"reagent_a",[812,1082,920],{"class":826},[812,1084,1085],{"class":857}," reagent_b",[812,1087,1088],{"class":826},")",[812,1090,1091],{"class":1033},"  # waits for both\n",[797,1093,1095],{"id":1094},"error-handling-in-phases","Error handling in phases",[756,1097,1098,1099,827],{},"Steps within a phase are retried automatically on technical failure. 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