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- Add YAML frontmatter to aitbc-ai-operations.md - Add YAML frontmatter to aitbc-basic-operations.md - Add YAML frontmatter to aitbc-blockchain-troubleshooting.md - Add YAML frontmatter to aitbc-marketplace.md - Add YAML frontmatter to aitbc-multi-node-operations.md - Add YAML frontmatter to aitbc-node-coordination.md - aitbc-cli.md and aitbc.md already had YAML frontmatter - All 8 skill files now have proper YAML frontmatter for Hermes agents to load
100 lines
3.1 KiB
Markdown
100 lines
3.1 KiB
Markdown
---
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name: aitbc-ai-operations
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description: AI job operations for AITBC including job submission, monitoring, results retrieval, resource allocation testing, and AI job monitoring
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category: mlops
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---
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# AITBC AI Operations Skill
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## Trigger Conditions
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Activate when user requests AI operations: job submission, status monitoring, results retrieval, resource allocation testing, or AI job monitoring.
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## Purpose
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Submit, monitor, and optimize AITBC AI jobs with deterministic performance tracking and resource management.
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## Prerequisites
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- AITBC CLI accessible at `/opt/aitbc/aitbc-cli`
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- AI services operational (Ollama, coordinator, exchange)
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- Wallet with sufficient balance for job payments
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- Default test wallet: "genesis" (password from `/var/lib/aitbc/keystore/.genesis_password`)
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- Resource allocation system functional
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## Operations
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### Submit AI Job
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```bash
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./aitbc-cli ai-ops submit \
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--wallet <wallet_name> \
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--type <job_type> \
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--prompt <prompt> \
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--payment <payment> \
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--password <password> \
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--rpc-url http://localhost:8006
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```
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### Check AI Job Status
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```bash
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./aitbc-cli ai-ops status --job-id <job_id> --rpc-url http://localhost:8006
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```
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### Job Types
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- `inference` - AI model inference
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- `training` - AI model training
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- `multimodal` - Multi-modal AI processing
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- `ollama` - Ollama-based operations
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- `streaming` - Streaming AI responses
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- `monitoring` - AI system monitoring
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### Resource Allocation
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```bash
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# Allocate resources for AI job
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./aitbc-cli resource allocate \
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--agent-id <agent_id> \
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--gpu <gpu_count> \
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--memory <memory_mb> \
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--duration <seconds>
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```
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### Check Resource Status
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```bash
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./aitbc-cli resource status
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```
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### List Available Resources
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```bash
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./aitbc-cli resource list
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```
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## Common Pitfalls
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1. **Insufficient Wallet Balance:** Check wallet balance before job submission
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2. **Invalid Job Type:** Ensure job type is valid (inference, training, multimodal, ollama, streaming, monitoring)
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3. **Service Unavailability:** Verify Ollama, coordinator, and exchange services are running
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4. **Resource Allocation Failures:** Check GPU and memory availability
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5. **Job Timeout:** Monitor job progress and adjust timeout if needed
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6. **Payment Issues:** Ensure payment amount covers job costs
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7. **Invalid Job ID:** Verify job ID when checking status
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## Verification Checklist
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- [ ] Job submission returns valid job ID
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- [ ] Job status shows correct state (submitted, processing, completed, failed)
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- [ ] Resource allocation succeeds
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- [ ] Job completes within expected timeframe
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- [ ] Results retrieved successfully
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- [ ] Payment processed correctly
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## GPU Provider Testing
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```bash
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# Test GPU inference
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python3 cli/unified_cli.py ollama gpu-test \
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--wallet genesis \
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--model llama2 \
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--prompt "test prompt" \
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--marketplace-url http://aitbc1:8102
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```
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## CLI Tool Preference
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- **Primary CLI:** `/opt/aitbc/aitbc-cli` is the single CLI entry point
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- **Module:** `cli/unified_cli.py` is a module within the CLI tool for marketplace and GPU operations
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- **Note:** For GPU provider operations, prefer `python3 cli/unified_cli.py` (verified working with 7 bugs fixed)
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