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|
{
"tables": {
"JobRunsTable": {
"columns": {
"ID": "string",
"SerialNumber": "string",
"MachineType": "string",
"Environment": "string",
"Organization": "string",
"Site": "string",
"CreatedTime": "datetime",
"UploadTime": "datetime",
"JobName": "string",
"Kind": "string",
"Thread": "string",
"NumberOfUnits": "int",
"InterSegmentLength": "int",
"LubricationEnabled": "bool",
"SpoolTypeDistribution": "int",
"NumberOfSpools": "int",
"LogicalLength": "real",
"ActualLength": "real",
"TotalLength": "real",
"StartPosition": "real",
"EndPosition": "real",
"Distance": "real",
"StartTime": "datetime",
"EndTime": "datetime",
"Duration": "timespan",
"HeatingDuration": "timespan",
"Status": "string",
"OutputCyan": "long",
"OutputMagenta": "long",
"OutputYellow": "long",
"OutputBlack": "long",
"OutputLightCyan": "long",
"OutputLightMagenta": "long",
"OutputLightYellow": "long",
"OutputBlue": "long",
"OutputLightBlue": "long",
"OutputOrange": "long",
"OutputLightOrange": "long",
"OutputRubine": "long",
"OutputLightRubine": "long",
"OutputNavy": "long",
"OutputViolet": "long",
"OutputTransparent": "long",
"OutputLubricant": "long",
"FailureReason": "string",
"ApplicationVersion": "string",
"FirmwareVersion": "string",
"Segments": "dynamic",
"FineTuning": "dynamic",
"ProcessParameters": "dynamic"
},
"primaryTimeColumn": "StartTime",
"fallbackTimeColumns": [ "CreatedTime", "EndTime" ],
"defaultTimeWindowDays": 30,
"keys": {
"primaryKey": [ "ID" ],
"machineKey": [ "SerialNumber" ],
"orgKeys": [ "Organization", "Site" ]
},
"enums": {
"Status": [ "Completed", "Failed", "Aborted" ],
"Kind": [ "Default", "FineTuning" ],
"Environment": [ "DEV", "TEST", "BETA", "PROD" ]
},
"units": {
"Distance": "meters",
"LogicalLength": "meters",
"ActualLength": "meters",
"TotalLength": "meters",
"StartPosition": "meters",
"EndPosition": "meters",
"Duration": "timespan",
"HeatingDuration": "timespan",
"Output*": "nanoliters"
},
"display": {
"rename": {
"Thread": "ThreadType"
},
"preferPercentBreakdowns": [ "Status" ]
},
"joinHints": [
{
"table": "MachinesTable",
"on": [ "SerialNumber" ],
"why": "Bring Organization/Site or versions from machine master data."
}
],
"notes": [
"Each row is a single job run.",
"Use StartTime for most time filters. if not found use CreatedTime",
"Thread is the thread profile/type used for the job.",
"Ink outputs (Output*) are in nanoliters.",
"Distance = EndPosition - StartPosition.",
"FineTuning is only populated when Kind == 'FineTuning'.",
"FailureReason is only meaningful when Status == 'Failed'."
],
"guardrails": {
"requireTimeFilter": false,
"maxRowsSuggested": 200,
"encourageSummarizeOrTop": true
},
"fewShot": [
{
"user": "What are the most used thread types by jobs in the last 7 days?",
"kql": "JobRunsTable\n| where EndTime between (from .. to)\n| summarize Jobs=count() by Thread\n| top 5 by Jobs desc"
},
{
"user": "Failure rate per site last 30 days",
"kql": "JobRunsTable\n| where EndTime between (from .. to)\n| summarize Total=count(), Failed=countif(Status == 'Failed') by Site\n| extend FailureRate = 100.0 * todouble(Failed) / todouble(Total)\n| order by FailureRate desc"
},
{
"user": "Total ink usage by color for Organization X this week",
"kql": "JobRunsTable\n| where EndTime between (from .. to) and Organization == 'Twine'\n| summarize Cyan=sum(OutputCyan), Magenta=sum(OutputMagenta), Yellow=sum(OutputYellow), Black=sum(OutputBlack), Transparent=sum(OutputTransparent), Lubricant=sum(OutputLubricant)"
},
{
"user": "Average job duration by machine type yesterday",
"kql": "JobRunsTable\n| where EndTime between (from .. to)\n| summarize AvgDuration=avg(Duration) by MachineType\n| order by AvgDuration desc"
},
{
"user": "Top failure reasons in the past 14 days",
"kql": "JobRunsTable\n| where EndTime between (from .. to) and Status == 'Failed' and isnotempty(FailureReason)\n| summarize Failures=count() by FailureReason\n| top 10 by Failures desc"
}
]
},
"MachineStatusesTable": {
"columns": {
"SerialNumber": "string",
"MachineType": "string",
"Environment": "string",
"Organization": "string",
"Site": "string",
"CreatedTime": "datetime",
"UploadTime": "datetime",
"State": "string",
"OverallTemperature": "real",
"Status": "dynamic"
},
"primaryTimeColumn": "CreatedTime",
"fallbackTimeColumns": [ "UploadTime" ],
"defaultTimeWindowDays": 1,
"keys": {
"machineKey": [ "SerialNumber" ]
},
"enums": {
"State": [
"PowerUp",
"Ready",
"Sleep",
"Error",
"ShuttingDown",
"PreparingJob",
"RunningJob",
"PowerDown"
]
},
"notes": [
"One row per machine status snapshot. Use CreatedTime for analysis; UploadTime is the ingestion/upload timestamp.",
"Status is a dynamic JSON object mirroring the on-device status payload (e.g., State, OverallTemperature, SpoolState, IDSPacksLevels[], error flags).",
"OverallTemperature is also duplicated at the top level for quick filtering/aggregation; the authoritative nested copy is Status.OverallTemperature.",
"Common expansions: Status.State (string), Status.SpoolState (string), Status.IDSPacksLevels (array of per-pack objects with MidTankLevel, DispenserLevel, etc.).",
"Example: latest state per machine (last 24h): MachineStatusesTable | where CreatedTime > ago(1d) | summarize arg_max(CreatedTime, *) by SerialNumber | project SerialNumber, Time=CreatedTime, State, OverallTemperature",
"Example: detect low MidTankLevel on any pack: MachineStatusesTable | where CreatedTime > ago(1d) | mv-expand pack=Status.IDSPacksLevels | project SerialNumber, CreatedTime, Index=todouble(pack.Index), MidTankLevel=toreal(pack.MidTankLevel) | where MidTankLevel < 2 | summarize min(MidTankLevel), any(CreatedTime) by SerialNumber, Index",
"Example: error intervals: MachineStatusesTable | where CreatedTime > ago(7d) | summarize Start=min(CreatedTime), End=max(CreatedTime), Count=count() by SerialNumber, State | where State == \"Error\" | order by Count desc",
"Example: Get the overall temperature during the last job for machine 30001: let LastJob = JobRunsTable | where SerialNumber == \"30001\" | summarize arg_max(EndTime, StartTime, EndTime) by SerialNumber; MachineStatusesTable | where SerialNumber == \"30001\" | join kind=inner (LastJob) on SerialNumber | where CreatedTime between (StartTime .. EndTime)"
],
"guardrails": {
"requireTimeFilter": true,
"maxRowsSuggested": 500,
"encourageSummarizeOrTop": true
},
"joinHints": [
{
"table": "JobRunsTable",
"on": [ "SerialNumber" ],
"why": "Correlate state transitions (PreparingJob/RunningJob/Error) with job windows."
},
{
"table": "MachinesTable",
"on": [ "SerialNumber" ],
"why": "Enrich with machine metadata (organization/site/version)."
},
{
"table": "LogsTable",
"on": [ "SerialNumber" ],
"why": "Investigate logs around status changes using a time window."
}
],
"display": {
"rename": {
"CreatedTime": "Time"
},
"suggestedProjections": [
"SerialNumber",
"Time",
"State",
"OverallTemperature",
"Status.SpoolState",
"Status.IDSPacksLevels"
]
}
},
"MachinesTable": {
"columns": {
"ID": "int",
"GUID": "string",
"LAST_UPDATED": "datetime",
"SERIAL_NUMBER": "string",
"NAME": "string",
"PRODUCTION_DATE": "datetime",
"ORGANIZATION_GUID": "string",
"SITE_GUID": "string",
"MACHINE_VERSION_GUID": "string",
"CONFIGURATION_GUID": "string",
"DEFAULT_RML_GUID": "string",
"LOADED_RML_GUID": "string",
"TARGET_JOB_TYPES": "string",
"TARGET_COLOR_SPACE_CODES": "string",
"DEFAULT_COLOR_SPACE_GUID": "string",
"DEFAULT_SEGMENT_LENGTH": "real",
"DEFAULT_SPOOL_TYPE_GUID": "string",
"OS_KEY": "string",
"AUTO_LOGIN": "bool",
"AUTO_CHECK_FOR_UPDATES": "bool",
"SETUP_ACTIVATION": "bool",
"SETUP_REMOTE_ASSISTANCE": "bool",
"SETUP_UWF": "bool",
"SETUP_FIRMWARE": "bool",
"SETUP_FPGA": "bool",
"IS_DEMO": "bool",
"SUSPEND_VERSION_UPDATE": "bool",
"FORCE_VERSION_UPDATE": "bool",
"PERFORM_SCHEMA_UPDATE_ON_DATA_UPDATE": "bool",
"DEVICE_COM_PORT": "string",
"IS_DEVICE_REGISTERED": "bool",
"DEVICE_ID": "string",
"DEVICE_NAME": "string",
"HEAD_TYPE": "int",
"ACTIVATION_KEY": "string",
"LIGHT_INKS_INSTALLED": "bool",
"BTSR_INSTALLED": "bool",
"VERSION_TAG": "string",
"MACHINE_TYPE": "int",
"ALLOW_SMS_NOTIFICATIONS": "bool",
"ENVIRONMENT": "string"
},
"keys": {
"primaryKey": [ "GUID" ],
"machineKey": [ "SERIAL_NUMBER" ]
},
"display": {
"rename": {
"SERIAL_NUMBER": "SerialNumber",
"LAST_UPDATED": "LastUpdated",
"MACHINE_TYPE": "MachineType",
"ENVIRONMENT": "Environment"
}
},
"joinHints": [
{
"table": "JobRunsTable",
"on": [ "SerialNumber == MachinesTable.SERIAL_NUMBER" ],
"why": "Enrich job runs with machine metadata (organization/site/version). Note: column casing differs."
},
{
"table": "OrganizationsTable",
"on": [ "GUID == MachinesTable.ORGANIZATION_GUID" ],
"why": "Get the machine's organization name'."
},
{
"table": "SitesTable",
"on": [ "GUID == MachinesTable.SITE_GUID" ],
"why": "Get the machine's site name'. If no site than the machine does not belong to any site."
}
],
"notes": [
"Column names here are UPPER_SNAKE_CASE and are case-sensitive in Kusto.",
"Use GUID as the stable machine identifier; SERIAL_NUMBER is the human-facing ID used in JobRunsTable.",
"Map JobRunsTable.SerialNumber to MachinesTable.SERIAL_NUMBER for joins.",
"If duplicate rows arrive, use arg_max(LAST_UPDATED, *) by GUID to keep the latest."
]
},
"LogsTable": {
"columns": {
"SerialNumber": "string",
"MachineType": "string",
"Environment": "string",
"Organization": "string",
"Site": "string",
"CreatedTime": "datetime",
"UploadTime": "datetime",
"Source": "string",
"Category": "string",
"Class": "string",
"Method": "string",
"Line": "int",
"Message": "string"
},
"primaryTimeColumn": "CreatedTime",
"fallbackTimeColumns": [ "UploadTime" ],
"defaultTimeWindowDays": 7,
"keys": {
"machineKey": [ "SerialNumber" ]
},
"enums": {
"Category": [ "Info", "Warning", "Error", "Critical", "Debug" ],
"Source": [ "Application", "Firmware" ]
},
"notes": [
"Application logs emitted by services/apps running on or about the machines.",
"Use CreatedTime for time filters; UploadTime is the ingestion/upload timestamp.",
"Category is limited to Info, Warning, Error, Critical, Debug.",
"Source can be either Application or Firmware where Firmware represents logs generated by the embedded device and Application is everything else.",
"Example to get error logs associated with a specific job: let LastJob = JobRunsTable | where SerialNumber == \"30001\" | summarize arg_max(EndTime, StartTime, EndTime) by SerialNumber; LogsTable | join kind=inner (LastJob) on SerialNumber | where Category == \"Error\" | where CreatedTime between (StartTime .. EndTime) | order by CreatedTime asc | project Time = format_datetime(CreatedTime, 'HH:mm:ss.fff'), Message"
],
"guardrails": {
"requireTimeFilter": false,
"maxRowsSuggested": 200,
"encourageSummarizeOrTop": false
},
"joinHints": [
{
"table": "JobRunsTable",
"on": [ "SerialNumber" ],
"why": "Correlate logs to jobs on the same machine in a time window."
}
],
"display": {
"rename": {
"CreatedTime": "Time"
}
}
},
"EventTypesTable": {
"columns": {
"ID": "int",
"GUID": "string",
"LAST_UPDATED": "datetime",
"CODE": "int",
"NAME": "string",
"TITLE": "string",
"DESCRIPTION": "string",
"TECHNICAL_DESCRIPTION": "string",
"COMPONENT_INDEX": "int",
"EVENT_CATEGORY": "int",
"EVENT_GROUP": "int",
"EVENT_NOTIFICATION_TIME": "int",
"EVENT_ACTIONS": "string",
"REQUIRES_USER_INTERVENTION": "bool",
"GUIDANCE": "string",
"PERSISTENT": "bool"
},
"keys": {
"primaryKey": [ "GUID" ],
"codeKey": [ "CODE" ]
},
"display": {
"rename": {
"LAST_UPDATED": "LastUpdated",
"EVENT_CATEGORY": "EventCategory",
"EVENT_GROUP": "EventGroup",
"EVENT_NOTIFICATION_TIME": "NotificationTimeSec",
"REQUIRES_USER_INTERVENTION": "RequiresUserIntervention"
}
},
"notes": [
"Lookup/dimension table describing event types.",
"Join to EventsTable on EventsTable.EventTypeGuid == EventTypesTable.GUID.",
"EVENT_CATEGORY/GROUP are numeric buckets; TITLE/NAME are human-friendly.",
"If duplicate rows arrive, use arg_max(LAST_UPDATED, *) by GUID to keep the latest."
]
},
"EventsTable": {
"columns": {
"SerialNumber": "string",
"MachineType": "string",
"Environment": "string",
"Organization": "string",
"Site": "string",
"CreatedTime": "datetime",
"UploadTime": "datetime",
"ID": "string",
"HostName": "string",
"EventTypeGuid": "string",
"Description": "string"
},
"primaryTimeColumn": "CreatedTime",
"fallbackTimeColumns": [ "UploadTime" ],
"defaultTimeWindowDays": 7,
"keys": {
"eventKey": [ "ID" ],
"machineKey": [ "SerialNumber" ]
},
"joinHints": [
{
"table": "EventTypesTable",
"on": [ "EventTypeGuid == EventTypesTable.GUID" ],
"why": "Bring title/category/code/technical description and flags like RequiresUserIntervention/Persistent."
},
{
"table": "MachinesTable",
"on": [ "SerialNumber == MachinesTable.SERIAL_NUMBER" ],
"why": "Enrich events with machine master data (org/site/version)."
}
],
"guardrails": {
"requireTimeFilter": true,
"maxRowsSuggested": 200,
"encourageSummarizeOrTop": true
},
"notes": [
"Each row is a concrete event occurrence on a machine.",
"Use CreatedTime for time range filters; UploadTime indicates ingestion.",
"EventTypeGuid maps to EventTypesTable.GUID for metadata (title, category, etc.)."
]
},
"OrganizationsTable": {
"columns": {
"ID": "int",
"GUID": "string",
"LAST_UPDATED": "datetime",
"NAME": "string",
"CONTACT_GUID": "string",
"ADDRESS_GUID": "string",
"ENVIRONMENT": "string"
},
"keys": {
"primaryKey": [ "GUID" ],
"identityKey": [ "ID" ]
},
"display": {
"rename": {
"NAME": "Name",
"LAST_UPDATED": "LastUpdated",
"ENVIRONMENT": "Environment"
}
},
"joinHints": [
{
"table": "SitesTable",
"on": [ "SitesTable.ORGANIZATION_GUID == OrganizationsTable.GUID" ],
"why": "Attach sites to their parent organization."
},
{
"table": "MachinesTable",
"on": [ "MachinesTable.ORGANIZATION_GUID == OrganizationsTable.GUID" ],
"why": "Filter or aggregate machines by organization."
}
],
"notes": [
"Column names are UPPER_SNAKE_CASE and case-sensitive in Kusto.",
"ENVIRONMENT is populated by ADF at sink time (not present in source SQL).",
"Prefer joining by GUID; ID is a SQL identity surrogate and may differ across environments.",
"If duplicate rows arrive, use arg_max(LAST_UPDATED, *) by GUID to keep the latest."
]
},
"SitesTable": {
"columns": {
"ID": "int",
"GUID": "string",
"LAST_UPDATED": "datetime",
"ORGANIZATION_GUID": "string",
"NAME": "string",
"DESCRIPTION": "string",
"ENVIRONMENT": "string"
},
"keys": {
"primaryKey": [ "GUID" ],
"identityKey": [ "ID" ]
},
"display": {
"rename": {
"LAST_UPDATED": "LastUpdated",
"ORGANIZATION_GUID": "OrganizationGuid",
"ENVIRONMENT": "Environment"
}
},
"joinHints": [
{
"table": "OrganizationsTable",
"on": [ "SitesTable | join kind=inner (OrganizationsTable) on $left.ORGANIZATION_GUID == $right.GUID and $left.ENVIRONMENT == $right.ENVIRONMENT)" ],
"why": "Attach each site to its parent organization."
},
{
"table": "MachinesTable",
"on": [ "MachinesTable.SITE_GUID == SitesTable.GUID" ],
"why": "List or aggregate machines that belong to a site."
}
],
"notes": [
"DESCRIPTION is nullable in SQL; ADX string accepts null/empty.",
"ENVIRONMENT is injected by ADF at sink time (not present in source SQL).",
"Prefer GUID-based joins; ID is a SQL identity and may vary across environments.",
"To de-duplicate mirrored rows, use arg_max(LAST_UPDATED, *) by GUID."
]
}
}
}
|
