cloud-ru/mlspace

Call a deployed model (sync predict) on Cloud.ru MLSpace. Run a live prediction against a deployed inference service. Uses the mlspace_contexts, mlspace_inference tools.

Deploy a model image as an inference service on Cloud.ru MLSpace. Deploy an already-built registry image as a new inference service. Write action. Uses the mlspace_docker_registry, mlspace_inference, mlspace_resources tools.

Diagnose a failed / partial data transfer on Cloud.ru MLSpace. Did my data transfer actually fail / land incompletely, and why. Uses the mlspace_data_transfer tools.

Diagnose a failed / stuck training job on Cloud.ru MLSpace. Why did my training job fail or why is it stuck Pending; or roll up recent failures. Uses the mlspace_jobs, mlspace_jobs_overview tools.

Diagnose a rejected job launch on Cloud.ru MLSpace. Why was my job submit refused (no job created): no quota vs no queue vs PAYG vs wrong name. Uses the mlspace_allocations, mlspace_queue_inspect, mlspace_resources, mlspace_workspaces tools.

Diagnose an unhealthy inference service on Cloud.ru MLSpace. Why is my deployed model returning 5xx / unhealthy (status-level only). Uses the mlspace_inference tools.

Discover what you can launch on Cloud.ru MLSpace. Valid instance types, base images and free GPUs in a region before launching. Uses the mlspace_allocations, mlspace_docker_registry, mlspace_queue_inspect, mlspace_resources, mlspace_workspaces tools.

Export data from PostgreSQL, MySQL, MS SQL, Oracle DB or ClickHouse into an allowed storage destination through Cloud.ru MLSpace. Uses mlspace_data_transfer; resolves the extraction query and format without promising database replication or database-to-database support.

Export datasets, model checkpoints or job results from NFS to S3 on Cloud.ru MLSpace, including Evolution, Advanced and compatible external buckets. Uses mlspace_data_transfer; preserves source files and verifies the destination connector and prefix.

Prepare and launch a Cloud.ru MLSpace training or binary job. Resolve workspace, allocation, queue, available instance type and compatible image before confirming submission.

List running / pending jobs on Cloud.ru MLSpace. What's the status of my jobs / what's running or pending. Uses the mlspace_jobs, mlspace_jobs_overview tools.

Copy or sync between S3 buckets through Cloud.ru MLSpace Data Transfer, including external S3 to Evolution/Advanced and cross-project buckets. Uses mlspace_data_transfer; checks endpoint/bucket identity and destination-specific prerequisites.

Resume a notebook + set autoshutdown on Cloud.ru MLSpace. Wake a paused Jupyter notebook and set idle autoshutdown to control cost. Write action. Uses the mlspace_notebooks, mlspace_notebooks_overview tools.

Configure an installed MLSpace plugin, connect Cloud.ru credentials, choose workspaces, or recover an incomplete installation. Use for setup requests or missing credentials, not ordinary workload operations.

Stage S3 data to NFS (one-off or nightly) on Cloud.ru MLSpace. Copy/sync S3 -> NFS for a GPU job, optionally on a schedule. Write action. Uses the mlspace_data_transfer tools.

Inspect and transfer a compute node between queues on Cloud.ru MLSpace. Check shared workload before recommending or moving a compute node. Write only on request. Uses the mlspace_contexts, mlspace_notebooks, mlspace_queue_inspect, mlspace_queues tools.

Plan Cloud.ru MLSpace data movement when the route is not yet chosen, or apply the shared create/update/schedule/verification procedure for mlspace_data_transfer. Route-specific skills cover NFS to NFS, NFS to S3, S3 to NFS, S3 to S3 and database exports.

Copy or sync NFS data on Cloud.ru MLSpace between regions, storage variants or workspaces, including Personal Directory and shared NFS. Uses mlspace_data_transfer; verifies both locations and the directed route before writing.