ClawHub

Alibabacloud Pai Quota Management

Other

End-to-end Alibaba Cloud PAI Quota lifecycle management via `aliyun paistudio` (Quota CRUD, scale, workload inspection) and `aliyun aiworkspace` (binding Quotas to Workspaces). Covers root and child quota creation, absolute scaling, metadata update, deletion, listing quota workloads / active user usages, plus attaching and detaching quotas to PAI workspaces. Use when the user asks to list / get / create / update / scale / delete PAI quotas, inspect quota workloads or active users, or attach / detach quotas to a workspace. Trigger phrases: "PAI quota", "create PAI quota", "scale PAI quota", "child quota", "quota tree", "bind quota to workspace", "list PAI quotas", "Lingjun quota", "PAI 资源配额", "Quota 扩缩容".

Install

openclaw skills install alibabacloud-pai-quota-management

PAI Quota Management

0. Observability (MUST follow for every aliyun command)

Upon loading this skill, generate a random session ID (32-char hex string) once for the entire session. Use it as {session-id} below.

Rule: Every aliyun CLI command that calls a cloud API MUST include the --user-agent flag. Local utility commands (e.g. configure, plugin, version) do not support this flag and should be excluded.

--user-agent AlibabaCloud-Agent-Skills/alibabacloud-pai-quota-management/{session-id}

Example (assuming session-id is a]1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6):

aliyun ecs describe-instances --biz-region-id cn-hangzhou --user-agent AlibabaCloud-Agent-Skills/alibabacloud-pai-quota-management/a1b2c3d4e5f6a7b8c9d0e1f2a3b4c5d6

Do not skip, alter the format, or omit --user-agent on any aliyun command invocation.

Plugin freshness (one-time per session, optional system command — NO --user-agent):

aliyun plugin update

Every command omits the --user-agent flag for readability. The agent MUST append it to every actual business API invocation following the rules above. Missing or malformed --user-agent on a business API call is a workflow violation.

1. Scenario Description

Manage the full lifecycle of Alibaba Cloud PAI Quotas via the aliyun paistudio CLI plugin (and aliyun aiworkspace for workspace binding). Quotas carve a ResourceGroup's capacity into tree-structured allocations (root -> children), are scaled in absolute terms via scale-quota, and are attached to PAI workspaces via the aiworkspace product.

Architecture: ResourceGroup(s) -> root Quota -> child Quota(s) -> Workspace binding.

2. Installation & Auth

  • Aliyun CLI >= 3.3.3 with the paistudio and aiworkspace plugins. See references/cli-installation-guide.md.
  • The agent NEVER reads / echoes / writes AK/SK. Verify only via aliyun configure list.

3. Environment Variables

EnvRequiredNotes
REGION_IDYese.g. cn-shanghai, cn-wulanchabu.
QUOTA_IDWhen operating on a specific quotaFrom list-quotas.
WORKSPACE_IDFor workspace bindingFrom aliyun aiworkspace list-workspaces.

4. RAM Policy

See references/ram-policies.md for full read-only and read-write policy JSON. On Forbidden.RAM / NoPermission, STOP, print the failing Action and Resource, and direct the user to attach the missing action. Do NOT use wildcards.

5. Parameter Confirmation

ParameterRequiredSource / ValidationDefault
RegionIdYesaliyun configure get region.None
QuotaNameCreate / rename1-63 chars.None
ResourceTypeCreateDerived — NOT user-supplied. Root: from get-resource-group. Child: from get-quota on parent. Enum: ECS, Lingjun, ACS.None
ResourceGroupIdsCreate rootSpace-separated list (repeated positional).None
ParentQuotaIdCreate childFrom list-quotas --layout-mode Tree.None
AllocateStrategyCreateEnum: ByNodeSpecs, ByMachineGroupIds.ByNodeSpecs
MinCreate / scaleJSON, e.g. {"NodeSpecs":[{"NodeSpec":"ecs.gn7i-c8g1.2xlarge","Count":4}]}.None
QuotaConfigUpdate VPC / queueJSON. See references/validation-rules.md §4 for VPC mutability.None
QueueStrategyUpdateEnum: PaiStrategyIntelligent (auto), PaiStrategyStrictFIFO (FIFO), PaiStrategyBalance (fair), PaiStrategyRoundRobin (round-robin). Case-sensitive.None
LabelsUpdateSpace-separated Key=K Value=V pairs.None
WorkspaceIdBindingFrom aliyun aiworkspace list-workspaces.None

6. Core Workflow

[MUST] Use the aliyun CLI exclusively. No raw HTTP, no SDK, no MCP tool, no console clicks, no Yuque/internal endpoints. If the CLI does not expose a capability, treat it as not implementable (references/not-implementable.md).

[MUST] Observability — per-command --user-agent: see §0. Every business API call (aliyun paistudio …, aliyun aiworkspace …), including --cli-dry-run and read-only list-* / get-*, MUST carry --user-agent "AlibabaCloud-Agent-Skills/alibabacloud-pai-quota-management/{session-id}" with the real session id substituted in. Code samples below omit the flag for readability — the agent MUST append it on every actual invocation.

Confirmation Gate — HARD STOP (Create / Update / Scale / Delete / Detach)

[CRITICAL — HIGHEST PRIORITY RULE]

The agent is ABSOLUTELY FORBIDDEN from executing create-quota, update-quota, scale-quota, delete-quota, or aiworkspace delete-workspace-resource in the same turn as the user's original request. These commands require a two-turn interaction:

Turn 1 (agent): Print the resolved plan / parameters, then print the confirmation prompt, then STOP. END THE TURN. DO NOT EXECUTE THE COMMAND. DO NOT PROCEED.

Turn 2 (user → agent): The user replies with the exact confirmation token. ONLY AFTER receiving this token in a separate user message may the agent execute the command.

If the agent executes create-quota, update-quota, scale-quota, delete-quota, or delete-workspace-resource without first receiving the confirmation token from the user in a prior turn, this is a critical workflow violation.

Mandatory dry-run before Update / Scale / Delete / Detach:

Before asking for the confirmation token, the agent MUST first execute the command with --cli-dry-run and show the output to the user. This is non-negotiable — no dry-run, no confirmation prompt, no execution. The sequence is:

  1. Run <command> ... --cli-dry-run to preview the resolved request payload.
  2. Show the dry-run output to the user.
  3. Ask for the confirmation token.
  4. STOP. END THE TURN.

Skipping the --cli-dry-run step is a critical workflow violation, equivalent to executing without confirmation.

Confirmation tokens:

  • Create (create-quota): CONFIRM-CREATE <QUOTA_NAME> — print resolved parameters (ResourceGroupIds, ResourceType, QuotaName, Min, etc.), then ask: Type "CONFIRM-CREATE <QUOTA_NAME>" to continue; any other input cancels. STOP HERE. END THE TURN. WAIT FOR USER INPUT.
  • Update / Scale (update-quota, scale-quota): CONFIRM <QUOTA_ID> — first run update-quota/scale-quota with --cli-dry-run, show the output, print the diff, then ask: Type "CONFIRM <QUOTA_ID>" to proceed; any other input cancels. STOP HERE. END THE TURN. WAIT FOR USER INPUT. (Scale-down below active usage requires CONFIRM-FORCE <QUOTA_ID> instead.)
  • Delete / Detach (delete-quota, delete-workspace-resource): CONFIRM <QUOTA_ID> — first run delete-quota with --cli-dry-run, show the output + workload check, then ask for the token. STOP HERE. END THE TURN. WAIT FOR USER INPUT. Never batch tokens across multiple quotas.

What "END THE TURN" means: The agent MUST finish its response after printing the confirmation prompt. It MUST NOT call create-quota / update-quota / scale-quota / delete-quota / delete-workspace-resource in that same response. The next action happens ONLY after the user sends a new message containing the exact token.

Read-only operations (list-*, get-*) do NOT require this gate.

Multi-Task Handling — Decompose first, then follow each task's Step 6.x workflow exactly

[CRITICAL] When the user requests multiple operations in a single message, the agent MUST:

Phase 1 — Decompose: Break the user's request into individual tasks. Map each task to its corresponding workflow step (Step 6.2 / 6.3 / 6.4 / 6.5 / 6.9 etc.).

Phase 2 — Execute one task at a time: Process each task sequentially, following the EXACT SAME workflow as if it were the only task the user requested. No step may be skipped, shortened, or combined just because the task is part of a batch.

This means every individual task MUST:

  • Follow its own Step 6.x pre-requisites in full (existence check, workload check, etc.)
  • For update / scale / delete: run --cli-dry-run and show the output to the user — this is mandatory even in multi-task mode
  • For update with queue strategy: use the exact enum value PaiStrategyStrictFIFO (case-sensitive) — not FIFO, fifo, PaiStrategyFifo, or any other alias
  • Ask for its own confirmation token (CONFIRM-CREATE / CONFIRM / CONFIRM-FORCE)
  • STOP. END THE TURN. WAIT for the user to confirm before executing
  • Only after execution, move to the next task

ONE mutating operation per turn. The agent MUST NOT execute or prepare the second task until the first one is fully confirmed and executed.

Example — user sends: "Create root quota X, scale Y to Count=1, rename Z to Z2, delete W":

TurnActorAction
1AgentDecompose into 4 tasks. Start task 1: follow Step 6.2 (resolve RGs, validate, print plan). Ask CONFIRM-CREATE X. STOP.
2UserCONFIRM-CREATE X
3AgentExecute create-quota for X. Start task 2: follow Step 6.4 (get-quota, list-quota-workloads, print diff, run scale-quota --cli-dry-run, show output). Ask CONFIRM <QUOTA_ID>. STOP.
4UserCONFIRM <QUOTA_ID>
5AgentExecute scale-quota. Start task 3: follow Step 6.5 (get-quota, print diff, run update-quota --cli-dry-run, show output). Ask CONFIRM <QUOTA_ID>. STOP.
6UserCONFIRM <QUOTA_ID>
7AgentExecute update-quota. Start task 4: follow Step 6.9 (get-quota, list-quota-workloads, run delete-quota --cli-dry-run, show output). Ask CONFIRM <QUOTA_ID>. STOP.
8UserCONFIRM <QUOTA_ID>
9AgentExecute delete-quota. All tasks complete.

Common violations in multi-task mode (ALL are critical failures):

  • Skipping --cli-dry-run for update/scale/delete because "there are more tasks to do"
  • Using FIFO or PaiStrategyFifo instead of PaiStrategyStrictFIFO
  • Executing multiple mutating commands in one turn
  • Skipping the confirmation gate because "the user already asked for all of them"
  • Printing multiple confirmation prompts in one turn

The user's multi-step request is a TODO list, not a blanket execution authorization. Each task follows its own Step 6.x workflow in full — no shortcuts.

Candidate Resolution (create-quota)

[MUST] Before create-quota, resolve every user-supplied identifier against the live API, print the resolved parameters, then ask for CONFIRM-CREATE <QUOTA_NAME>. END THE TURN AND WAIT. Do NOT call create-quota until the user replies with the exact token in a subsequent message. Full rules: references/validation-rules.md §1.

Step 6.1 — List quotas / inspect a quota

aliyun paistudio list-quotas \
  --region "${REGION_ID}" --page-number 1 --page-size 20 --verbose true

aliyun paistudio get-quota \
  --region "${REGION_ID}" --quota-id "${QUOTA_ID}" --verbose true --with-node-meta true

Filters for list: --quota-name, --resource-type ECS|Lingjun|ACS, --parent-quota-id, --quota-ids, --workspace-ids, --workspace-name, --statuses, --labels, --layout-mode Tree|List, --sort-by, --order asc|desc.

Step 6.2 — Create a root Quota from ResourceGroups

Pre-requisites (all mandatory, in order):

  1. Candidate Resolution — resolve --resource-group-ids via list-resource-groups / get-resource-group. See references/validation-rules.md §1.
  2. Homogeneity validation — Step A (ResourceType match) + Step B (per-type invariants). See references/validation-rules.md §2.
  3. NodeSpec availability — call list-node-types --resource-group-ids and validate. See references/validation-rules.md §3.
  4. CONFIRM-CREATE gate — print resolved parameters, ask for CONFIRM-CREATE <QUOTA_NAME>. STOP. END THE TURN. WAIT FOR USER INPUT. Do NOT call create-quota in this turn. Only execute create-quota after the user replies with the exact CONFIRM-CREATE <QUOTA_NAME> token in a new message.
# ONLY execute after receiving CONFIRM-CREATE token from the user
aliyun paistudio create-quota \
  --region "${REGION_ID}" \
  --quota-name "${QUOTA_NAME}" \
  --resource-type "${RESOURCE_TYPE_FROM_RG}" \
  --resource-group-ids rg-aaa rg-bbb \
  --allocate-strategy ByNodeSpecs \
  --min '{"NodeSpecs":[{"NodeSpec":"ecs.gn7i-c8g1.2xlarge","Count":2}]}'

${RESOURCE_TYPE_FROM_RG} is derived from the source ResourceGroups (all must be identical per Step A). The agent derives it — never asks the user.

Step 6.3 — Create a child Quota under a parent

Pre-requisites (all mandatory, in order):

  1. Parent existence check via get-quota — call get-quota --quota-id ${PARENT} --verbose true. If the parent returns 404 / QuotaNotFound, STOP and refuse. Do NOT issue create-quota. If the parent exists, read from the response: ResourceType, Min.NodeSpecs, and QuotaConfig.UserVpc — these are the authoritative source for deriving the child's configuration.
  2. Derive --resource-type from the parent quota's ResourceType field returned by get-quota (inherited, never user-supplied).
  3. NodeSpec validation against parent — from the parent's get-quota response, check Min.NodeSpecs. Every NodeSpec in the child's --min JSON MUST exist in the parent's Min.NodeSpecs, and the requested Count MUST NOT exceed the parent's available (unallocated) count. If validation fails, STOP and refuse.
  4. CONFIRM-CREATE gate — print the resolved parameters and ask: Type "CONFIRM-CREATE <QUOTA_NAME>" to continue; any other input cancels. STOP. END THE TURN. WAIT FOR USER INPUT. The agent MUST NOT call create-quota in this turn. Only execute after the user replies with the exact CONFIRM-CREATE <QUOTA_NAME> token in a new message.
# ONLY execute after receiving CONFIRM-CREATE token from the user
aliyun paistudio create-quota \
  --region "${REGION_ID}" \
  --quota-name "${CHILD_NAME}" \
  --resource-type "${RESOURCE_TYPE_FROM_PARENT}" \
  --parent-quota-id "${PARENT_QUOTA_ID}" \
  --allocate-strategy ByNodeSpecs \
  --min '{"NodeSpecs":[{"NodeSpec":"ecs.gn7i-c8g1.2xlarge","Count":1}]}'

Step 6.4 — Scale a Quota [REQUIRES CONFIRMATION]

Mandatory steps before execution:

  1. Existence check — get-quota --quota-id ${QUOTA_ID} --verbose true. If 404 / QuotaNotFound, inform the user and STOP — do NOT dry-run, do NOT issue scale-quota.
  2. list-quota-workloads --quota-id ${QUOTA_ID} — check in-flight workloads.
  3. Print diff: current Min vs target Min.
  4. Dry-run (MANDATORY — MUST NOT SKIP) — run scale-quota ... --cli-dry-run to preview the resolved request payload. Show the dry-run output to the user. If this step is skipped, the agent MUST NOT proceed to the CONFIRM gate or execute scale-quota.
  5. CONFIRM gate (mandatory) — ONLY after dry-run output is shown, ask for CONFIRM <QUOTA_ID> (or CONFIRM-FORCE <QUOTA_ID> if scaling down below current usage). STOP. END THE TURN. WAIT FOR USER INPUT. The agent MUST NOT call scale-quota in this turn. Only execute after the user replies with the exact token in a new message.

When --resource-group-ids changes, additionally re-run homogeneity validation (references/validation-rules.md §2) against the FINAL post-scale RG set.

# ONLY execute after receiving CONFIRM token from the user
aliyun paistudio scale-quota \
  --region "${REGION_ID}" \
  --quota-id "${QUOTA_ID}" \
  --resource-group-ids rg-aaa rg-bbb \
  --min '{"NodeSpecs":[{"NodeSpec":"ecs.gn7i-c8g1.2xlarge","Count":4}]}'

scale-quota reapplies the new Min (absolute target). Incremental ScaleInQuota / ScaleOutQuota are not exposed — see references/not-implementable.md.

Step 6.5 — Update Quota metadata [REQUIRES CONFIRMATION]

Mandatory steps before execution:

  1. Existence check — get-quota --quota-id ${QUOTA_ID} --verbose true. If 404 / QuotaNotFound, inform the user and STOP — do NOT dry-run, do NOT issue update-quota.
  2. Compute and print diff: show each field being changed (current value -> new value). Only include fields the user requested to change.
  3. Dry-run (MANDATORY — MUST NOT SKIP) — run update-quota ... --cli-dry-run to preview the resolved request payload. Show the dry-run output to the user. If this step is skipped, the agent MUST NOT proceed to the CONFIRM gate or execute update-quota.
  4. CONFIRM gate (mandatory) — ONLY after dry-run output is shown, ask for CONFIRM <QUOTA_ID>. STOP. END THE TURN. WAIT FOR USER INPUT. The agent MUST NOT call update-quota in this turn. Only execute after the user replies with the exact token in a new message.
# ONLY execute after receiving CONFIRM token from the user
aliyun paistudio update-quota \
  --region "${REGION_ID}" \
  --quota-id "${QUOTA_ID}" \
  --quota-name "${NEW_NAME}" \
  --description "Updated by skill" \
  --queue-strategy PaiStrategyIntelligent \
  --labels Key=Owner Value=team-a Key=Env Value=prod

Updatable fields: --quota-name, --description, --labels, --queue-strategy, --quota-config. VPC update constraints: see references/validation-rules.md §4.

Step 6.6 — Bind a Quota to a Workspace

aliyun aiworkspace list-workspaces --region "${REGION_ID}" --page-number 1 --page-size 20

aliyun aiworkspace create-workspace-resource \
  --region "${REGION_ID}" \
  --workspace-id "${WORKSPACE_ID}" \
  --option Attach \
  --resources '[{"ProductType":"PAI","ResourceType":"ECS","WorkspaceId":"'"${WORKSPACE_ID}"'","Quotas":[{"Id":"'"${QUOTA_ID}"'"}]}]'

Inside --resources JSON, ResourceType must be one of MaxCompute | ECS | Lingjun | ACS | FLINK.

Step 6.7 — List & inspect Quota usage

aliyun paistudio list-quota-workloads --region "${REGION_ID}" --quota-id "${QUOTA_ID}" --page-size 50
aliyun paistudio list-quota-active-user-usages --region "${REGION_ID}" --quota-id "${QUOTA_ID}" --page-size 50

Step 6.8 — Detach a Quota from a Workspace [REQUIRES CONFIRMATION]

aliyun aiworkspace delete-workspace-resource \
  --region "${REGION_ID}" \
  --workspace-id "${WORKSPACE_ID}" \
  --option Detach \
  --resource-type ECS \
  --resource-ids "${WS_RESOURCE_ID}"

WS_RESOURCE_ID is obtained from aliyun aiworkspace list-resources --workspace-id ${WORKSPACE_ID}. --option enum: Detach (disassociate only) or DetachAndDelete (default).

Step 6.9 — Delete a Quota [REQUIRES CONFIRMATION]

Mandatory steps before execution:

  1. Existence check — call get-quota --quota-id ${QUOTA_ID}. If 404 / QuotaNotFound, inform the user and STOP — do NOT dry-run, do NOT issue delete-quota.
  2. Workload check — call list-quota-workloads --quota-id ${QUOTA_ID} to surface in-flight workloads.
  3. Dry-run (MANDATORY — MUST NOT SKIP, only when quota exists) — run delete-quota ... --cli-dry-run to preview the resolved request payload. Show the dry-run output to the user. If this step is skipped, the agent MUST NOT proceed to the CONFIRM gate or execute delete-quota.
  4. CONFIRM gate (mandatory) — ONLY after dry-run output is shown, ask for CONFIRM <QUOTA_ID>. STOP. END THE TURN. WAIT FOR USER INPUT. The agent MUST NOT call delete-quota in this turn. Only execute after the user replies with the exact token in a new message.

Delete order: detach from all workspaces -> delete child quotas bottom-up -> delete root quota. Each child and the root require their own CONFIRM token — never batch. Each CONFIRM requires a separate turn (agent asks → user confirms → agent executes).

# ONLY execute after receiving CONFIRM token from the user
aliyun paistudio delete-quota --region "${REGION_ID}" --quota-id "${CHILD_QUOTA_ID}"
# Ask for CONFIRM again for the next quota — END THE TURN AND WAIT
aliyun paistudio delete-quota --region "${REGION_ID}" --quota-id "${ROOT_QUOTA_ID}"

7. Success Verification

See references/verification-method.md. Quick check: get-quota --quota-id ${ID} returns expected spec and Status=Enabled; after deletion it returns not-found.

8. Cleanup

Detach from all workspaces -> delete child quotas bottom-up -> delete root quota (each step requires a fresh confirmation token).

9. Reference Bundles

FilePurpose
references/validation-rules.mdCandidate resolution, homogeneity validation, NodeSpec availability, VPC constraints, confirmation gate details.
references/related-commands.mdFull CLI table for paistudio + aiworkspace.
references/ram-policies.mdRead-only + full RAM policy JSON.
references/verification-method.mdV1-V9 verification steps.
references/acceptance-criteria.mdCorrect / incorrect CLI command patterns.
references/not-implementable.mdAPIs that exist only in the internal Yuque spec.
references/cli-installation-guide.mdAliyun CLI install + plugin setup.

Cross-skill dependencies

Sibling skillWhen this skill calls it
pai-resource-group-managementMandatory before create-quota (root) and scale-quota whenever --resource-group-ids is supplied or changed. Used to enumerate candidate RGs and fetch ClusterId / GpuType / UserVpc for homogeneity validation.
pai-node-managementOptional. After a root Quota is created or scaled, use it to inspect the actual nodes carved out from the source RGs.

External references