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Unanswered
Hello, I Am Currently Learning How To Build Pipelines With Clearml. I'Ve Created A Pipeline That Has Five Steps, In Which Each Step Depends On The Previous One (Step 2 Depends On Step 1, Step 3 Depends On Step 2, Etc.). However, My Step 4 Depends On Step


Pipeline's configuration object:

{
"step_one": {
"base_task_id": null,
"queue": "test_pipeline",
"parents": [],
"timeout": null,
"parameters": {},
"configurations": {},
"task_overrides": {},
"executed": "85259fca41e74e888827b279f0dd80ad",
"status": "completed",
"clone_task": false,
"job_type": "custom",
"job_started": 1677573232.5546257,
"job_ended": 1677574185.0023673,
"job_code_section": null,
"skip_job": false,
"continue_on_fail": false,
"cache_executed_step": false,
"return_artifacts": [
"data",
"targets"
],
"monitor_metrics": null,
"monitor_artifacts": null,
"monitor_models": null,
"job_id": "85259fca41e74e888827b279f0dd80ad"
},
"step_two": {
"base_task_id": null,
"queue": "test_pipeline",
"parents": [
"step_one"
],
"timeout": null,
"parameters": {
"kwargs_artifacts/X": "${step_one.id}.data",
"kwargs_artifacts/y": "${step_one.id}.targets"
},
"configurations": {},
"task_overrides": {},
"executed": "9525f8ee68e146bc864d54b118fda35b",
"status": "completed",
"clone_task": false,
"job_type": "data_processing",
"job_started": 1677574184.3924935,
"job_ended": 1677574225.0869856,
"job_code_section": null,
"skip_job": false,
"continue_on_fail": false,
"cache_executed_step": false,
"return_artifacts": [
"X_train",
"X_test",
"y_train",
"y_test"
],
"monitor_metrics": null,
"monitor_artifacts": null,
"monitor_models": null,
"job_id": "9525f8ee68e146bc864d54b118fda35b"
},
"step_three": {
"base_task_id": null,
"queue": "test_pipeline",
"parents": [
"step_two"
],
"timeout": null,
"parameters": {
"kwargs/rf_hyper_params": "${pipeline.rf_params}",
"kwargs_artifacts/X_train": "${step_two.id}.X_train",
"kwargs_artifacts/y_train": "${step_two.id}.y_train"
},
"configurations": {},
"task_overrides": {},
"executed": "1024945bccf9467d8155d61060475024",
"status": "completed",
"clone_task": false,
"job_type": "training",
"job_started": 1677574224.3591328,
"job_ended": 1677574265.5506012,
"job_code_section": null,
"skip_job": false,
"continue_on_fail": false,
"cache_executed_step": false,
"return_artifacts": [
"model"
],
"monitor_metrics": null,
"monitor_artifacts": null,
"monitor_models": null,
"job_id": "1024945bccf9467d8155d61060475024"
},
"step_four": {
"base_task_id": null,
"queue": "test_pipeline",
"parents": [
"step_two",
"step_three"
],
"timeout": null,
"parameters": {
"kwargs_artifacts/model": "${step_three.id}.model",
"kwargs_artifacts/X_test": "${step_two.id}.X_test"
},
"configurations": {},
"task_overrides": {},
"executed": "23fca63d4cd540baa5f30eddc9f9c5f9",
"status": "completed",
"clone_task": false,
"job_type": "testing",
"job_started": 1677574264.5031798,
"job_ended": 1677574294.0008907,
"job_code_section": null,
"skip_job": false,
"continue_on_fail": false,
"cache_executed_step": false,
"return_artifacts": [
"prediction"
],
"monitor_metrics": null,
"monitor_artifacts": null,
"monitor_models": null,
"job_id": "23fca63d4cd540baa5f30eddc9f9c5f9"
},
"step_five": {
"base_task_id": null,
"queue": "test_pipeline",
"parents": [
"step_two",
"step_four"
],
"timeout": null,
"parameters": {
"kwargs_artifacts/y_pred": "${step_four.id}.prediction",
"kwargs_artifacts/y_true": "${step_two.id}.y_test"
},
"configurations": {},
"task_overrides": {},
"executed": "2ee0f781e09e4e1a96666a92de381f70",
"status": "completed",
"clone_task": false,
"job_type": "qc",
"job_started": 1677574292.9079442,
"job_ended": 1677574332.6114872,
"job_code_section": null,
"skip_job": false,
"continue_on_fail": false,
"cache_executed_step": false,
"return_artifacts": [
"acc_value"
],
"monitor_metrics": null,
"monitor_artifacts": null,
"monitor_models": null,
"job_id": "2ee0f781e09e4e1a96666a92de381f70"
}
}

  
  
Posted one year ago
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0 Answers
one year ago
one year ago