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MachineLearningServices Preview Job API [Do Not Merge] #11073

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MachineLearningServices Preview Job API [Do Not Merge] #11073

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bcc2316
add jobs api
Oct 7, 2020
c5eff29
fix examples
Oct 7, 2020
5e217e6
prettier and spell check
Oct 7, 2020
fa6d727
command job naming
Oct 7, 2020
d94508a
avocado fix
Oct 7, 2020
a6319d7
linter
Oct 7, 2020
e7f1102
Add version
Oct 7, 2020
b17ce78
linting
Oct 8, 2020
d26f7e7
Add security def
Oct 8, 2020
4d8e83c
remove id
Oct 9, 2020
76b281a
remove linting changes so it's not breaking change
Oct 12, 2020
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101 changes: 101 additions & 0 deletions ...MachineLearningServices/preview/2020-09-01-preview/examples/createOrUpdateCommandJob.json
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{
"parameters": {
"subscriptionId": "00000000-1111-2222-3333-444444444444",
"resourceGroupName": "workspace-1234",
"workspaceName": "testworkspace",
"api-version": "2020-09-01-preview",
"id": "testId",
"body": {
"properties": {
"jobType": "Command",
"codeConfiguration": {
"codeArtifactId": "some code artifact",
"command": [
"python",
"train.py",
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@chiragg4u chiragg4u Oct 9, 2020

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train.py", [](start = 13, length = 10)

How are these scripts put in the workspace?

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@j-so j-so Oct 9, 2020

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CodeArtifactId refers to a CodeVersion: #10876

CodeVersion manages files (via blob url). You can create a CodeVersion as a blob file or blob directory. In the Job, you can reference these files.

"--arg",
"myArgument"
]
},
"environmentId": "some environment",
"dataBindings": {
"data binding 1": {
"sourceDataReference": "some data reference 1",
"localReference": "./",
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@chiragg4u chiragg4u Oct 9, 2020

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localReference [](start = 13, length = 14)

how is the data being referred?

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@j-so j-so Oct 9, 2020

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Similar to above (#11073 (comment)), sourceDataReference refers to a DataVersion. localReference is the path in the DataVersion (#11043)

"mode": "Mount"
},
"data binding 2": {
"sourceDataReference": "some data reference 2",
"localReference": "./",
"mode": "Mount"
}
},
"experimentName": "some experiment",
"properties": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"tags": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
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@chiragg4u chiragg4u Oct 9, 2020

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what are these tags? Objects already have top level tags.

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@j-so j-so Oct 9, 2020

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This is a proxy resource (which do not have top level tags/properties). Will reach out via email to discuss (we've had a similar discussion before #10421 (comment)).

"computeBinding": {
"computeId": "some compute",
"nodeCount": 2
}
}
}
},
"responses": {
"200": {
"body": {
"id": "/subscriptions/00000000-1111-2222-3333-444444444444/resourceGroups/workspace-1234/providers/Microsoft.MachineLearningServices/workspaces/testworkspace/jobs/testId",
"name": "testId",
"type": "Microsoft.MachineLearningServices/workspaces/jobs",
"properties": {
"jobType": "Command",
"status": "NotStarted",
"codeConfiguration": {
"codeArtifactId": "some code artifact",
"command": [
"python",
"train.py",
"--arg",
"myArgument"
]
},
"environmentId": "some environment",
"dataBindings": {
"data binding 1": {
"sourceDataReference": "some data reference 1",
"localReference": "./",
"mode": "Mount"
},
"data binding 2": {
"sourceDataReference": "some data reference 2",
"localReference": "./",
"mode": "Mount"
}
},
"experimentName": "some experiment",
"properties": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"tags": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"computeBinding": {
"computeId": "some compute",
"nodeCount": 2
}
}
}
}
}
}
59 changes: 59 additions & 0 deletions .../Microsoft.MachineLearningServices/preview/2020-09-01-preview/examples/getCommandJob.json
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{
"parameters": {
"subscriptionId": "00000000-1111-2222-3333-444444444444",
"resourceGroupName": "workspace-1234",
"workspaceName": "testworkspace",
"api-version": "2020-09-01-preview",
"id": "testId"
},
"responses": {
"200": {
"body": {
"id": "/subscriptions/00000000-1111-2222-3333-444444444444/resourceGroups/workspace-1234/providers/Microsoft.MachineLearningServices/workspaces/testworkspace/jobs/testId",
"name": "testId",
"type": "Microsoft.MachineLearningServices/workspaces/jobs",
"properties": {
"jobType": "Command",
"status": "Completed",
"codeConfiguration": {
"codeArtifactId": "some code artifact",
"command": [
"python",
"train.py",
"--arg",
"myArgument"
]
},
"environmentId": "some environment",
"dataBindings": {
"data binding 1": {
"sourceDataReference": "some data reference 1",
"localReference": "./",
"mode": "Mount"
},
"data binding 2": {
"sourceDataReference": "some data reference 2",
"localReference": "./",
"mode": "Mount"
}
},
"experimentName": "some experiment",
"properties": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"tags": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"computeBinding": {
"computeId": "some compute",
"nodeCount": 2
}
}
}
}
}
}
110 changes: 110 additions & 0 deletions ...nager/Microsoft.MachineLearningServices/preview/2020-09-01-preview/examples/listJobs.json
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{
"parameters": {
"subscriptionId": "00000000-1111-2222-3333-444444444444",
"resourceGroupName": "workspace-1234",
"workspaceName": "testworkspace",
"api-version": "2020-09-01-preview",
"$skipToken": "skiptoken"
},
"responses": {
"200": {
"body": {
"value": [
{
"id": "/subscriptions/00000000-1111-2222-3333-444444444444/resourceGroups/workspace-1234/providers/Microsoft.MachineLearningServices/workspaces/testworkspace/jobs/testId1",
"name": "testId1",
"type": "Microsoft.MachineLearningServices/workspaces/jobs",
"properties": {
"jobType": "Command",
"status": "Completed",
"codeConfiguration": {
"codeArtifactId": "some code artifact",
"command": [
"python",
"train.py",
"--arg",
"myArgument"
]
},
"environmentId": "some environment",
"dataBindings": {
"data binding 1": {
"sourceDataReference": "some data reference 1",
"localReference": "./",
"mode": "Mount"
},
"data binding 2": {
"sourceDataReference": "some data reference 2",
"localReference": "./",
"mode": "Mount"
}
},
"experimentName": "some experiment",
"properties": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"tags": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"computeBinding": {
"computeId": "some compute",
"nodeCount": 2
}
}
},
{
"id": "/subscriptions/00000000-1111-2222-3333-444444444444/resourceGroups/workspace-1234/providers/Microsoft.MachineLearningServices/workspaces/testworkspace/codeJobs/testId2",
"name": "testId2",
"type": "Microsoft.MachineLearningServices/workspaces/jobs",
"properties": {
"jobType": "Command",
"status": "Completed",
"codeConfiguration": {
"codeArtifactId": "some code artifact",
"command": [
"python",
"train.py",
"--arg",
"myArgument"
]
},
"environmentId": "some environment",
"dataBindings": {
"data binding 1": {
"sourceDataReference": "some data reference 1",
"localReference": "./",
"mode": "Mount"
},
"data binding 2": {
"sourceDataReference": "some data reference 2",
"localReference": "./",
"mode": "Mount"
}
},
"experimentName": "some experiment",
"properties": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"tags": {
"additionalProp1": "string",
"additionalProp2": "string",
"additionalProp3": "string"
},
"computeBinding": {
"computeId": "some compute",
"nodeCount": 2
}
}
}
],
"nextLink": "nextlink"
}
}
}
}
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