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settings.json
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settings.json
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{
"experiment":{
"name": "github-actions-ai-demo",
"source_directory": "./code/training",
"entry_script": "train.py",
"script_parameters": {},
"user_managed": false,
"environment_variables": {},
"source_directory_datastore": null,
"dependencies": {
"conda_packages": [],
"pip_packages": [],
"conda_dependencies_file": null,
"pip_requirements_file": null
},
"framework": {
"name": "sklearn",
"chainer": {
"framework_version": "5.1.0",
"_enable_optimized_mode": false
},
"pytorch": {
"framework_version": "1.1",
"_enable_optimized_mode": false
},
"sklearn": {
"framework_version": "0.20.3",
"_enable_optimized_mode": false
},
"tensorflow": {
"framework_version": "1.13",
"_enable_optimized_mode": false
}
},
"distributed_training":{
"backend_config": null,
"node_count": 1,
"mpi": {
"process_count_per_node": 1
},
"parameter_server": {
"worker_count": 1,
"parameter_server_count": "1"
}
},
"docker": {
"use_docker": true,
"shm_size": "1g",
"custom_image": null,
"custom_image_registry_details": {
"address": null,
"username": null,
"password": null
}
},
"hyperparameter_sampling": {
"use_hyperparameter_sampling": false,
"method": null,
"parameters": {
"value_name": {
"distribution": "quniform",
"parameters": {
"min_value": 1.0,
"max_value": 2.0,
"q": 2
}
},
"value_name2": {
"distribution": "uniform",
"parameters": {
"min_value": 1.0,
"max_value": 2.0
}
}
},
"policy": {
"name": "bandit",
"evaluation_interval": 1,
"delay_evaluation": 0,
"bandit": {
"slack_factor": 0.15,
"slack_amount": null
},
"truncationselection": {
"truncation_percentage": 5
}
},
"primary_metric_name": "",
"primary_metric_goal": "max",
"max_total_runs": 8,
"max_concurrent_runs": 1,
"max_duration_minutes": 10080
},
"resume_state": {
"resume_from_state": false,
"data_reference_name": null,
"datapath_compute_binding": null
},
"history": {
"output_collection": true,
"snapshotProject": true,
"directoriesToWatch": ["logs"]
},
"run_tags": {
"submitted": "GitHub Actions"
},
"data_references": {},
"max_run_duration_seconds": null,
"use_custom_environment": false
},
"compute_target": {
"compute_target_to_use_for_training": "amlcompute",
"training": {
"amlcompute":{
"name": "my-aml-cluster",
"vm_size": "STANDARD_D2_V2",
"vm_priority": "dedicated",
"min_nodes": 0,
"max_nodes": 4,
"idle_seconds_before_scaledown": "300",
"vnet_resource_group_name": null,
"vnet_name": null,
"subnet_name": null,
"admin_username": null,
"admin_user_password": null,
"admin_user_ssh_key": null,
"tags": {
"Creator": "GitHub Actions"
},
"description": "AMLCompute for GitHub Actions"
},
"dsvm":{
"name": "my-vm",
"vm_size": "Standard_D2_v2",
"location": null,
"ssh_port": null
},
"remotecompute":{
"name": "my-remote-vm",
"use_ssh_auth": false,
"address": "",
"username": "",
"password": null,
"ssh_port": 22,
"private_key_file": null,
"private_key_passphrase": null
}
},
"deployment": {
"aci_dev": {},
"aks_test": {
"name": "testAKS",
"agent_count": 1,
"vm_size": "Standard_D3_v2",
"ssl_cname": null,
"ssl_cert_pem_file": null,
"ssl_key_pem_file": null,
"location": null,
"vnet_resourcegroup_name": null,
"vnet_name": null,
"subnet_name": null,
"service_cidr": null,
"dns_service_ip": null,
"docker_bridge_cidr": null
},
"aks_prod": {
"name": "prodAKS",
"agent_count": 3,
"vm_size": "Standard_D3_v2",
"ssl_cname": null,
"ssl_cert_pem_file": null,
"ssl_key_pem_file": null,
"location": null,
"vnet_resourcegroup_name": null,
"vnet_name": null,
"subnet_name": null,
"service_cidr": null,
"dns_service_ip": null,
"docker_bridge_cidr": null
}
}
},
"deployment": {
"model": {
"name": "mymodel",
"path": "outputs/mymodel.pkl",
"evaluation_parameters": {
"larger_is_better": [],
"smaller_is_better": ["mse"]
},
"tags":{
"Creator": "GitHub Actions"
},
"properties": {
"Creator": "GitHub Actions"
},
"description": "Model registered by GitHub Actions",
"model_framework": null,
"model_framework_version": null,
"datasets": null
},
"image": {
"name": "myimage",
"entry_script": "score.py",
"source_directory": "code/scoring/",
"runtime": "python",
"dependencies": {
"conda_packages": ["numpy","scikit-learn"],
"pip_packages": ["azureml-defaults", "azureml-monitoring"],
"python_version": "3.6.2",
"pin_sdk_version": true
},
"docker": {
"use_gpu": false,
"cuda_version": null,
"custom_image": null,
"custom_image_registry_details": {
"address": null,
"username": null,
"password": null
},
"extra_docker_file_steps": null
},
"tags":{
"Creator":"GitHub Actions"
},
"properties":{
"Creator":"GitHub Actions"
},
"description": "Image registered by GitHub Actions",
"use_custom_environment": false
},
"dev_deployment": {
"name": "dev-aci",
"auth_enabled": false,
"ssl_enabled": false,
"ssl_cert_pem_file": null,
"ssl_key_pem_file": null,
"ssl_cname": null,
"enable_app_insights": true,
"location": null,
"dns_name_label": null
},
"test_deployment": {
"name": "test-aks",
"autoscale_enabled": true,
"autoscale_min_replicas": 1,
"autoscale_max_replicas": 10,
"autoscale_refresh_seconds": 1,
"autoscale_target_utilization": 70,
"collect_model_data": true,
"auth_enabled": true,
"enable_app_insights": true,
"scoring_timeout_ms": null,
"replica_max_concurrent_requests": null,
"max_request_wait_time": null,
"num_replicas": null,
"gpu_cores": null,
"period_seconds": 10,
"initial_delay_seconds": null,
"timeout_seconds": 1,
"success_threshold": 1,
"failure_threshold": 3,
"namespace": null,
"token_auth_enabled": false,
"primary_key": null,
"secondary_key": null
},
"prod_deployment": {
"name": "prod-aks",
"autoscale_enabled": true,
"autoscale_min_replicas": 1,
"autoscale_max_replicas": 10,
"autoscale_refresh_seconds": 1,
"autoscale_target_utilization": 70,
"collect_model_data": true,
"auth_enabled": true,
"enable_app_insights": true,
"scoring_timeout_ms": null,
"replica_max_concurrent_requests": null,
"max_request_wait_time": null,
"num_replicas": null,
"gpu_cores": null,
"period_seconds": 10,
"initial_delay_seconds": null,
"timeout_seconds": 1,
"success_threshold": 1,
"failure_threshold": 3,
"namespace": null,
"token_auth_enabled": false,
"primary_key": null,
"secondary_key": null
}
}
}