"SweepJob({'type': 'sweep', 'status': 'Running', 'log_files': None, 'name': 'gray_guitar_cxxs13bz7s', 'description': 'Run a hyperparameter sweep job.', 'tags': {'_aml_system_max_concurrent_jobs': '10', '_aml_system_max_total_jobs': '20', '_aml_system_max_duration_minutes': '120', '_aml_system_policy_config': '{\"name\":\"MedianStopping\",\"properties\":{\"evaluation_interval\":2,\"delay_evaluation\":5}}', '_aml_system_generator_config': '{\"name\":\"RANDOM\",\"parameter_space\":{\"learning_rate\":[\"uniform\",[0.01,0.9]]},\"properties\":{\"rule\":\"Random\",\"logbase\":null,\"seed\":null}}', '_aml_system_primary_metric_config': '{\"name\":\"accuracy\",\"goal\":\"maximize\"}', '_aml_system_platform_config': '{\"ServiceAddress\":\"https://eastus.api.azureml.ms\",\"SubscriptionId\":\"781b03e7-6eb7-4506-bab8-cf3a0d89b1d4\",\"ResourceGroupName\":\"SandboxML\",\"WorkspaceName\":\"quick-start-tutorial\",\"ExperimentName\":\"credit-card-sweep-example\",\"Definition\":{\"Configuration\":null,\"Attribution\":null,\"TelemetryValues\":null,\"Overrides\":{\"Script\":null,\"Command\":\"python main.py --data ${{inputs.data}} --test_train_ratio ${{inputs.test_train_ratio}} --learning_rate ${{search_space.learning_rate}} --registered_model_name ${{inputs.registered_model_name}}\",\"UseAbsolutePath\":true,\"Arguments\":[],\"SourceDirectoryDataStore\":null,\"Framework\":0,\"Target\":\"cpu-cluster\",\"DataReferences\":{},\"Data\":{\"data\":{\"DataLocation\":{\"Dataset\":null,\"DataPath\":null,\"Uri\":{\"Path\":\"/subscriptions/781b03e7-6eb7-4506-bab8-cf3a0d89b1d4/resourceGroups/SandboxML/providers/Microsoft.MachineLearningServices/workspaces/quick-start-tutorial/data/credit_cards/versions/3\",\"IsFile\":true},\"Type\":\"UriFile\"},\"Mechanism\":\"Mount\",\"EnvironmentVariableName\":\"AZURE_ML_INPUT_data\",\"PathOnCompute\":null,\"Overwrite\":false,\"Options\":{\"IsEvalMode\":\"False\",\"ReadWrite\":\"False\",\"ForceFolder\":\"False\"}}},\"InputAssets\":{\"data\":{\"Asset\":{\"AssetId\":\"azureml://locations/eastus/workspaces/228a5faf-b108-49f1-aca6-2709336183e6/data/credit_cards/versions/3\",\"Type\":\"UriFile\"},\"Mechanism\":\"Mount\",\"EnvironmentVariableName\":\"AZURE_ML_INPUT_data\",\"PathOnCompute\":null,\"Overwrite\":false,\"Options\":{\"IsEvalMode\":\"False\",\"ReadWrite\":\"False\",\"ForceFolder\":\"False\"}}},\"OutputData\":{},\"Datacaches\":[],\"JobName\":null,\"MaxRunDurationSeconds\":null,\"NodeCount\":1,\"InstanceTypes\":[],\"Priority\":null,\"CredentialPassthrough\":false,\"Identity\":null,\"Environment\":{\"Name\":\"credit-card-scikit-38\",\"Version\":\"12\",\"AssetId\":\"azureml://locations/eastus/workspaces/228a5faf-b108-49f1-aca6-2709336183e6/environments/credit-card-scikit-38/versions/12\",\"AutoRebuild\":false,\"Python\":{\"InterpreterPath\":null,\"UserManagedDependencies\":false,\"CondaDependencies\":{\"channels\":[\"conda-forge\"],\"dependencies\":[\"python=3.8\",\"numpy=1.21.2\",\"pip=21.2.4\",\"scikit-learn=0.24.2\",\"scipy=1.7.1\",\"pandas>=1.1,<1.2\",{\"pip\":[\"inference-schema[numpy-support]==1.3.0\",\"azureml-mlflow==1.42.0\",\"psutil>=5.8,<5.9\",\"tqdm>=4.59,<4.60\",\"ipykernel~=6.0\",\"matplotlib\",\"pyarrow\",\"python-dotenv\"]}],\"name\":\"model-env\"},\"BaseCondaEnvironment\":null},\"EnvironmentVariables\":{},\"Docker\":{\"BaseImage\":\"mcr.microsoft.com/azureml/openmpi3.1.2-ubuntu18.04:latest\",\"Platform\":{\"Os\":\"Linux\",\"Architecture\":\"amd64\"},\"BaseDockerfile\":null,\"BaseImageRegistry\":null},\"Spark\":{\"Repositories\":[],\"Packages\":[],\"PrecachePackages\":true},\"InferencingStackVersion\":null},\"History\":{\"OutputCollection\":true,\"DirectoriesToWatch\":[\"logs\"],\"EnableMLflowTracking\":true},\"Spark\":{\"Configuration\":{}},\"ParallelTask\":{\"MaxRetriesPerWorker\":0,\"WorkerCountPerNode\":1,\"TerminalExitCodes\":null,\"Configuration\":{}},\"BatchAi\":{\"NodeCount\":0},\"AmlCompute\":{\"Name\":null,\"VmSize\":null,\"RetainCluster\":false,\"ClusterMaxNodeCount\":null},\"AISuperComputer\":{\"InstanceType\":\"D2\",\"FrameworkImage\":null,\"ImageVersion\":null,\"Location\":null,\"AISuperComputerStorageData\":null,\"Interactive\":false,\"ScalePolicy\":null,\"VirtualClusterArmId\":null,\"TensorboardLogDirectory\":null,\"SSHPublicKey\":null,\"SSHPublicKeys\":null,\"EnableAzmlInt\":true,\"Priority\":\"Medium\",\"SLATier\":\"Standard\",\"UserAlias\":null},\"KubernetesCompute\":{\"InstanceType\":null},\"Tensorflow\":{\"WorkerCount\":0,\"ParameterServerCount\":0},\"Mpi\":{\"ProcessCountPerNode\":0},\"PyTorch\":{\"CommunicationBackend\":null,\"ProcessCount\":null},\"Hdi\":{\"YarnDeployMode\":0},\"ContainerInstance\":{\"Region\":null,\"CpuCores\":2.0,\"MemoryGb\":3.5},\"ExposedPorts\":null,\"Docker\":{\"UseDocker\":true,\"SharedVolumes\":null,\"ShmSize\":\"2g\",\"Arguments\":null},\"Cmk8sCompute\":{\"Configuration\":{}},\"CommandReturnCodeConfig\":{\"ReturnCode\":0,\"SuccessfulReturnCodes\":[]},\"EnvironmentVariables\":{},\"ApplicationEndpoints\":{},\"Parameters\":[{\"Name\":\"test_train_ratio\",\"Type\":null,\"Value\":\"0.2\",\"IsOptional\":false},{\"Name\":\"registered_model_name\",\"Type\":null,\"Value\":\"credit_defaults_model\",\"IsOptional\":false}]},\"SnapshotId\":\"3383d961-165d-4440-99d7-f77f64779245\",\"Snapshots\":[],\"SourceCodeDataReference\":null,\"ParentRunId\":null,\"DataContainerId\":null,\"RunType\":null,\"DisplayName\":\"credit-card-sweep-example\",\"EnvironmentAssetId\":null,\"Properties\":{\"mlflow.source.git.repoURL\":\"https://github.com/azeltov/aigbb-aml-bootcamp.git\",\"mlflow.source.git.branch\":\"main\",\"mlflow.source.git.commit\":\"37e5d8c2305fac10d2cedfb47167a37add22e738\",\"azureml.git.dirty\":\"True\"},\"Tags\":{},\"AggregatedArtifactPath\":null},\"ParentRunId\":\"gray_guitar_cxxs13bz7s\"}', '_aml_system_resume_child_runs': 'null', '_aml_system_all_jobs_generated': 'false', '_aml_system_cancellation_requested': 'false', '_aml_system_samples_generated_count': '0'}, 'properties': {'primary_metric_config': '{\"name\":\"accuracy\",\"goal\":\"maximize\"}', 'resume_from': 'null', 'runTemplate': 'HyperDrive', 'azureml.runsource': 'hyperdrive', 'platform': 'AML', 'ContentSnapshotId': '3383d961-165d-4440-99d7-f77f64779245', 'user_agent': 'managementfrontend/85c5bac80fc63ba7817c57f2e198a31909e33e83', 'mlflow.source.git.repoURL': 'https://github.com/azeltov/aigbb-aml-bootcamp.git', 'mlflow.source.git.branch': 'main', 'mlflow.source.git.commit': '37e5d8c2305fac10d2cedfb47167a37add22e738', 'azureml.git.dirty': 'True'}, 'print_as_yaml': True, 'id': '/subscriptions/781b03e7-6eb7-4506-bab8-cf3a0d89b1d4/resourceGroups/SandboxML/providers/Microsoft.MachineLearningServices/workspaces/quick-start-tutorial/jobs/gray_guitar_cxxs13bz7s', 'Resource__source_path': None, 'base_path': 'c:\\\\Users\\\\antonslutsky\\\\Dev2\\\\aigbb-aml-bootcamp', 'creation_context': , 'serialize': , 'sampling_algorithm': , 'early_termination': , 'limits': , 'search_space': {'learning_rate': }, 'queue_settings': None, 'objective': , 'display_name': 'credit-card-sweep-example', 'experiment_name': 'credit-card-sweep-example', 'compute': 'cpu-cluster', 'services': {'Studio': }, 'inputs': {'data': {'type': 'uri_file', 'path': 'azureml://locations/eastus/workspaces/228a5faf-b108-49f1-aca6-2709336183e6/data/credit_cards/versions/3', 'mode': 'ro_mount'}, 'test_train_ratio': '0.2', 'registered_model_name': 'credit_defaults_model'}, 'outputs': {'default': {'type': 'uri_folder', 'path': 'azureml://datastores/workspaceartifactstore/ExperimentRun/dcid.gray_guitar_cxxs13bz7s', 'mode': 'rw_mount'}}, 'trial': , 'identity': None})"

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