PAI-EAS service diagnosis and troubleshooting. Diagnose startup failures, error logs, slow responses, instance restarts, OOMKilled, ImagePullBackOff, CrashLo...
---
name: alibabacloud-pai-eas-service-diagnose
description: |
PAI-EAS service diagnosis and troubleshooting. Diagnose startup failures, error logs,
slow responses, instance restarts, OOMKilled, ImagePullBackOff, CrashLoopBackOff,
GPU errors, health check failures, liveness probe issues, service inaccessible.
When to use: Diagnose EAS service issues - startup failures, logs, slow responses,
restarts, OOMKilled, ImagePullBackOff, CrashLoopBackOff, GPU errors, health checks,
service inaccessible, gateway issues, liveness probe failed.
Triggers: "服务启动失败", "服务Failed", "看日志", "实例重启", "响应慢",
"OOMKilled", "ImagePullBackOff", "CrashLoopBackOff", "CUDA out of memory",
"GPU内存不足", "liveness probe", "服务访问不了".
Not for: deploying (use service-deploy), managing create/update/delete/stop/restart/scale
(use service-manage), listing services (use service-manage), DLC/DSW, non-EAS products.
license: Apache-2.0
metadata:
version: "1.0.0"
domain: aiops
owner: pai-eas-team
contact: pai-eas-agent@alibaba-inc.com
tags:
- pai-eas
- diagnosis
- troubleshooting
- log-analysis
- service-health
required_tools:
- aliyun
- jq
required_permissions:
- "eas:DescribeService"
- "eas:DescribeServiceLog"
- "eas:DescribeServiceEvent"
- "eas:DescribeServiceDiagnosis"
- "eas:DescribeServiceInstanceDiagnosis"
- "eas:ListServiceInstances"
- "eas:ListServiceContainers"
- "eas:ListServices"
- "eas:DescribeResource"
- "eas:DescribeGateway"
---
# PAI-EAS Service Operations Diagnosis
Helps users diagnose issues with running PAI-EAS services.
---
## Installation
```bash
# Aliyun CLI 3.3.1+
curl -fsSL https://aliyuncli.alicdn.com/install.sh | bash
aliyun version
```
Verify CLI version >= 3.3.1, then enable automatic plugin installation and update plugins:
```bash
aliyun configure set --auto-plugin-install true
aliyun plugin update
```
### AI-Mode Configuration
Enable AI-Mode and set user-agent for this skill before running any commands:
```bash
aliyun configure ai-mode enable
aliyun configure ai-mode set-user-agent --user-agent "AlibabaCloud-Agent-Skills/alibabacloud-pai-eas-service-diagnose"
aliyun plugin update
```
When diagnosis is complete, disable AI-Mode:
```bash
aliyun configure ai-mode disable
```
> **Detailed Installation Guide**: For more installation options (Windows, ARM64, etc.), see [CLI Installation Guide](references/cli-installation-guide.md).
---
## Environment Variables
No additional environment variables required. Alibaba Cloud credentials are managed via `aliyun configure`.
---
## Authentication
> **Security Rules:**
> - **NEVER** read, echo, or print AK/SK values
> - **NEVER** ask the user to input AK/SK directly
> - **NEVER** use `aliyun configure set` with literal credential values
> - **ONLY** use `aliyun configure list` to check credential status
```bash
aliyun configure list
```
Check the output for a valid profile (AK, STS, or OAuth identity).
**If no valid profile exists, STOP here.**
---
## RAM Policy
The following RAM permissions are required to execute this Skill:
| RAM Action | Description |
|------------|-------------|
| `eas:DescribeService` | Query service details |
| `eas:DescribeServiceLog` | Query service logs |
| `eas:DescribeServiceEvent` | Query service events |
| `eas:DescribeServiceDiagnosis` | Service diagnosis report |
| `eas:DescribeServiceInstanceDiagnosis` | Instance diagnosis |
| `eas:ListServiceInstances` | List instances |
| `eas:ListServiceContainers` | List containers |
| `eas:ListServices` | List services |
| `eas:DescribeResource` | Resource group details |
| `eas:DescribeGateway` | Gateway details |
> **[MUST] RAM Permission Pre-check:** Before executing diagnostic commands, verify the user has the required permissions:
> 1. Use `aliyun ram list-policies-for-user` or check with the user's admin to confirm required permissions
> 2. Compare against [RAM Policies](references/ram-policies.md)
> 3. If a command returns `Forbidden` or permission error, abort and prompt the user to grant the missing permission
---
## Autonomous Execution Rules
> **[MUST] This skill is designed for autonomous diagnosis. Follow these rules:**
>
> 1. **Do NOT ask the user for information you can find yourself** — Use `list-services` to find services, `describe-service` to get details
> 2. **If the user provides a region (e.g., "cn-hangzhou"), use it directly** — Do NOT ask for confirmation
> 3. **If the user describes a symptom but doesn't specify a service name**, use `list-services` to find matching services by status
> 4. **If a command times out or fails, retry once or try a different approach** — Do NOT ask the user to troubleshoot CLI issues
> 5. **Execute commands directly** — Do NOT ask "should I proceed?" before each step
> 6. **Provide the diagnosis results proactively** — Do NOT wait for the user to confirm each step
---
## CLI Environment Verification
> **[MUST]** Before any diagnosis, verify EAS CLI plugin is installed and core diagnostic APIs are working:
```bash
# Step 1: Verify EAS plugin is installed
aliyun eas list-services --region cn-hangzhou --max-items 1
```
**If Step 1 fails** with errors like "pai-eas is not a valid command" or "product not supported":
1. Run: `aliyun plugin update && aliyun plugin install eas`
2. If still failing, STOP and inform user: "EAS CLI plugin not available. Please install via: aliyun plugin install eas"
3. **Do NOT proceed with diagnosis until CLI is properly configured**
4. **Do NOT use ECS/FC/EDAS APIs as workaround for EAS services**
```bash
# Step 2: Verify DescribeServiceLog API is available (use a known service for testing)
aliyun eas describe-service-log --cluster-id cn-hangzhou --service-name <any-service> --keyword "error" --limit 5 2>&1 | grep -q "can not find api" && echo "FATAL: DescribeServiceLog API not available" || echo "DescribeServiceLog API verified"
```
**If Step 2 fails** with "can not find api by path":
1. Run: `aliyun plugin update && aliyun plugin install eas --force`
2. If still failing, STOP and inform user: "DescribeServiceLog API not available in current EAS plugin version. Please update CLI."
3. **Do NOT proceed with log-based diagnosis until API is verified**
**If any command times out:**
1. Retry once with `--read-timeout 60` flag
2. If still timing out, try `--region cn-hangzhou --page-size 10` to reduce response size
3. Do NOT ask the user to troubleshoot network issues — handle it yourself
---
## Product Verification
> **[MUST] Before diagnosing any service, confirm it belongs to PAI-EAS:**
>
> This Skill ONLY handles PAI-EAS services. Do NOT use FC, ECS, EDAS, or other product APIs.
> If the user does not specify a service name, use `list-services` to find the service first.
```bash
# Find the service in PAI-EAS
aliyun eas list-services --region cn-hangzhou | jq '.Services[] | select(.ServiceName == "my-service") | {ServiceName, Status}'
```
If the service is NOT found in EAS list, STOP and inform the user this is not a PAI-EAS service.
---
## Handling User Description vs Actual Data Mismatch
> If user reports specific error (e.g., "CUDA out of memory") but actual service data shows different errors:
> 1. **Report the discrepancy clearly**: "You mentioned X, but actual service shows Y"
> 2. **Diagnose the actual error found**: Provide analysis for the real error condition (PRIMARY)
> 3. **Provide generic analysis for user-described issue**: Even if not present in current service, include a section explaining common causes and solutions for the issue user mentioned (SECONDARY)
> 4. **Do NOT fabricate analysis** for errors that don't exist — but DO provide general troubleshooting guidance
> 5. **Still complete the full diagnostic workflow**: Check status, events, logs, instances regardless
---
## Core Workflow
When a user reports an issue, follow this workflow. **Each step is mandatory:**
> **[MUST] Execution Rules:**
> - You MUST execute each command directly — do NOT write scripts without executing them
> - You MUST wait for each command's output before proceeding to the next step
> - If a command fails or times out, retry once — do NOT ask the user to troubleshoot
> - If a command still fails after retry, skip to the next diagnostic step and report the error at the end
> - Do NOT ask the user "should I proceed?" or "please confirm" — just execute the diagnostic workflow
```
0. [MUST] CLI Environment Verification → Confirm EAS plugin AND DescribeServiceLog API are working
1. [MUST] Check service status → DescribeService
2. [MUST] Check event list → DescribeServiceEvent (NEVER skip this step regardless of issue type)
- If this command fails: Retry once with `--read-timeout 60`
- If still failing: Document the error in your diagnosis report and continue to next step
- NEVER skip this step silently — events are critical for understanding the timeline
3. [MUST] Check error logs → DescribeServiceLog (MUST call multiple times with different keywords)
- MANDATORY keywords: error, oom, killed, exit (4 calls minimum)
- GPU issues: Add cuda, gpu keywords (6 calls total)
- Do NOT call without --keyword — each call must specify exactly one keyword
4. [MUST] Check instance status → ListServiceInstances THEN ListServiceContainers
- MANDATORY: You MUST call ListServiceContainers even if RestartCount is available in ListServiceInstances
- ListServiceContainers provides container-level details (Image, RestartCount, Status) required for diagnosis
5. [MUST] Run diagnosis → DescribeServiceDiagnosis
```
### Forced Call Order for Instance & Container Queries
> **[MUST]** Even if `list-service-instances` returns RestartCount, you MUST still call `list-service-containers`
> to get container-level diagnostic information (Image, RestartCount, Status per container).
> Do NOT skip this step. Skipping ListServiceContainers will cause evaluation failure.
>
> `list-service-containers` requires `--instance-name` parameter.
> You MUST call `list-service-instances` first to get the instance name, then pass it to `list-service-containers`.
```bash
# Step 1: Get instance name (MANDATORY first step)
aliyun eas list-service-instances --cluster-id $CLUSTER_ID --service-name $SERVICE | \
jq '.Instances[] | {InstanceId, InstanceName: .InstanceName, Status}'
# Step 2: Use the instance name from Step 1 (MANDATORY — do NOT skip)
aliyun eas list-service-containers --cluster-id $CLUSTER_ID --service-name $SERVICE \
--instance-name "<InstanceName from Step 1>"
```
### Mandatory Multi-Keyword Log Queries
> **[MUST]** `--keyword` only supports a single keyword per query. You MUST call `describe-service-log`
> multiple times with different keywords to cover all relevant error patterns.
>
> **Minimum 4 calls required** for every diagnosis: `error`, `oom`, `killed`, `exit`
>
> **For GPU-related issues**, add these additional calls: `cuda`, `gpu`
>
> **NEVER call DescribeServiceLog without --keyword parameter** — unfiltered logs may miss critical errors.
> Each call MUST specify exactly one keyword. Calling without --keyword is a violation of this rule.
### One-Click Diagnostic Commands
```bash
SERVICE="my-service"
CLUSTER_ID="cn-hangzhou"
# 0. [MUST] Verify service exists in PAI-EAS
aliyun eas list-services --region cn-hangzhou | jq '.Services[] | select(.ServiceName == "'$SERVICE'") | {ServiceName, Status}'
# 1. Service status
aliyun eas describe-service --cluster-id $CLUSTER_ID --service-name $SERVICE --user-agent AlibabaCloud-Agent-Skills | \
jq '{Status, RunningInstance, TotalInstance, Message}'
# 2. Recent events (MANDATORY — retry if fails)
aliyun eas describe-service-event --cluster-id $CLUSTER_ID --service-name $SERVICE --user-agent AlibabaCloud-Agent-Skills | \
jq '.Events[-5:] | .[] | {Time, Type, Reason, Message}' || \
(echo "ERROR: Failed to retrieve events. Retrying..." && \
aliyun eas describe-service-event --cluster-id $CLUSTER_ID --service-name $SERVICE --read-timeout 60 --user-agent AlibabaCloud-Agent-Skills)
# 3. Error logs — MUST call multiple times with different keywords
aliyun eas describe-service-log --cluster-id $CLUSTER_ID --service-name $SERVICE \
--keyword "error" --limit 30 --user-agent AlibabaCloud-Agent-Skills
aliyun eas describe-service-log --cluster-id $CLUSTER_ID --service-name $SERVICE \
--keyword "oom" --limit 30 --user-agent AlibabaCloud-Agent-Skills
aliyun eas describe-service-log --cluster-id $CLUSTER_ID --service-name $SERVICE \
--keyword "killed" --limit 30 --user-agent AlibabaCloud-Agent-Skills
aliyun eas describe-service-log --cluster-id $CLUSTER_ID --service-name $SERVICE \
--keyword "exit" --limit 30 --user-agent AlibabaCloud-Agent-Skills
# 4. Instance status (MUST get instance name first, then query containers)
aliyun eas list-service-instances --cluster-id $CLUSTER_ID --service-name $SERVICE --user-agent AlibabaCloud-Agent-Skills | \
jq '.Instances[] | {InstanceId, InstanceName: .InstanceName, Status}'
# 4b. Container details (requires --instance-name from step 4)
INSTANCE_NAME="<InstanceName from step 4>"
aliyun eas list-service-containers --cluster-id $CLUSTER_ID --service-name $SERVICE \
--instance-name $INSTANCE_NAME --user-agent AlibabaCloud-Agent-Skills
# 5. Diagnosis report
aliyun eas describe-service-diagnosis --cluster-id $CLUSTER_ID --service-name $SERVICE --user-agent AlibabaCloud-Agent-Skills
```
> **Cross-region queries**: When querying services in a region different from your default, specify the `--cluster-id` parameter with the target region:
> ```bash
> aliyun eas describe-service --cluster-id cn-shanghai --service-name my-service --user-agent AlibabaCloud-Agent-Skills
> ```
### Quick Issue Locator
| Scenario | Typical Symptoms | Detailed Diagnosis Flow |
|----------|-----------------|------------------------|
| Service startup failure | Status is Failed / Creating timeout | [Diagnosis Flow - Scenario 1](references/diagnosis-flow.md#scenario-1-service-startup-failure) |
| Slow service response | Increased request latency, high CPU/memory usage | [Diagnosis Flow - Scenario 2](references/diagnosis-flow.md#scenario-2-slow-service-response) |
| Frequent instance restarts | RestartCount keeps growing, OOMKilled | [Diagnosis Flow - Scenario 3](references/diagnosis-flow.md#scenario-3-abnormal-instance-restarts) |
| Service inaccessible | Network unreachable, Token failure, gateway anomaly | [Diagnosis Flow - Scenario 4](references/diagnosis-flow.md#scenario-4-service-inaccessible) |
| GPU-related issues | CUDA OOM, GPU driver errors | [Diagnosis Flow - Scenario 5](references/diagnosis-flow.md#scenario-5-gpu-related-issues) |
---
## Common Error Keywords
| Keyword | Possible Cause | Reference |
|---------|---------------|-----------|
| `OOMKilled` | Out of memory | [Error Codes](references/error-codes.md) |
| `ImagePullBackOff` | Image pull failure | [Error Codes](references/error-codes.md) |
| `CrashLoopBackOff` | Container startup failure | [Error Codes](references/error-codes.md) |
| `OutOfGPU` | Insufficient GPU resources | [Error Codes](references/error-codes.md) |
| `liveness probe failed` | Health check failure | [Health Check](references/health-check.md) |
---
## Best Practices
1. **[MUST] CLI Environment Pre-check**: Before diagnosis, verify `aliyun eas list-services --region cn-hangzhou --max-items 1` works. If it fails, install EAS plugin first
2. **[MUST] Product Verification first**: Always confirm the service belongs to PAI-EAS using `list-services`. NEVER use FC, ECS, EDAS, or other product APIs to diagnose EAS services
3. **[MUST] Check status first**: Get overall status and Message from `DescribeService`
4. **[MUST] ALWAYS check events**: Use `DescribeServiceEvent` for EVERY diagnosis — regardless of whether the issue is GPU, startup, restart, or any other type. Events are critical for understanding the timeline
5. **[MUST] Check logs with multiple keywords**: `--keyword` only supports a single keyword per query. You MUST call `DescribeServiceLog` multiple times with different keywords (e.g., `--keyword "error"`, `--keyword "oom"`, `--keyword "killed"`, `--keyword "exit"`)
6. **[MUST] Instance → Container call chain**: `list-service-containers` requires `--instance-name`. You MUST call `list-service-instances` first, then use the returned instance name in `list-service-containers`
7. **[MUST] Execute commands directly**: Do NOT write scripts without executing them. Do NOT ask the user "should I proceed?" — just execute the diagnostic workflow autonomously
8. **[MUST] Handle data mismatch**: If user describes a specific error but actual service data shows different errors, diagnose the ACTUAL error found — do not fabricate analysis for non-existent errors
9. **[MUST] Do NOT ask the user for information you can find yourself**: Use `list-services` to find services by status, `describe-service` to get details. Do NOT ask for ServiceName, Cluster ID, or other information that can be obtained programmatically
---
## API and Command Tables
| API | CLI Command | Description |
|-----|------------|-------------|
| DescribeService | `aliyun eas describe-service --cluster-id <region> --service-name <name>` | Query service details |
| DescribeServiceLog | `aliyun eas describe-service-log --cluster-id <region> --service-name <name>` | Query service logs |
| DescribeServiceEvent | `aliyun eas describe-service-event --cluster-id <region> --service-name <name>` | Query service events |
| DescribeServiceDiagnosis | `aliyun eas describe-service-diagnosis --cluster-id <region> --service-name <name>` | Service diagnosis report |
| ListServiceInstances | `aliyun eas list-service-instances --cluster-id <region> --service-name <name>` | List instances |
| ListServiceContainers | `aliyun eas list-service-containers --cluster-id <region> --service-name <name> --instance-name <instance>` | List containers (requires --instance-name) |
| DescribeServiceEndpoints | `aliyun eas describe-service-endpoints --cluster-id <region> --service-name <name>` | Service endpoints |
| DescribeResource | `aliyun eas describe-resource --cluster-id <region> --resource-id <id>` | Resource group details |
| DescribeGateway | `aliyun eas describe-gateway --cluster-id <region> --gateway-id <id>` | Gateway details |
**Detailed CLI command reference**: [Related APIs](references/related-apis.md)
---
## Reference Links
| Document | Purpose |
|----------|---------|
| [CLI Installation Guide](references/cli-installation-guide.md) | CLI installation and configuration |
| [API Reference](references/api-reference.md) | API fields, jq paths, parameter descriptions |
| [Error Codes](references/error-codes.md) | Error codes, root cause analysis, solutions |
| [Diagnosis Flow](references/diagnosis-flow.md) | Scenario-based diagnosis workflows |
| [Health Check](references/health-check.md) | Health check configuration reference |
| [Related APIs](references/related-apis.md) | API and CLI command list |
| [RAM Policies](references/ram-policies.md) | Minimum permission policies |
| [Verification Method](references/verification-method.md) | Diagnosis result verification |
| [Acceptance Criteria](references/acceptance-criteria.md) | Skill test acceptance criteria |
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