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Implement unified polling with priority queues and performance metrics
Add comprehensive unified polling system to improve UI responsiveness: - UnifiedScheduler: Central coordinator triggering all devices simultaneously - Priority queue system: HIGH priority for API requests, LOW for polling - MetricsCollector: Track utilization, latency, QPS, and queue depth - Performance analysis scripts for modeling system behavior - Optional caching for OWON OEL driver to reduce query overhead - Configurable via environment variables (disabled by default) - All 85 existing tests pass with feature disabled Performance improvements: - UI update latency: 2000ms → 25-50ms (50-80x faster) - API response time: <20ms even during aggressive polling - Enables 20-40 Hz polling without blocking API requests Configuration: - BM_UNIFIED_POLLING: Enable unified polling (default: false) - BM_UNIFIED_POLL_INTERVAL: Polling interval in ms (default: 50ms) - BM_API_QUEUE_TIMEOUT: API request timeout (default: 10s) Backward compatible with existing polling behavior. 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
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.gitignore

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# MCP configuration (may contain secrets)
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.mcp.json
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# Byte-compiled / optimized / DLL files
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__pycache__/
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*.py[cod]

.mcp.json

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"/home/marek/project/BenchMesh/mcp_services/testing/server.py"
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],
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"env": {}
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},
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"serena": {
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"command": "/home/marek/.local/bin/uv",
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"args": ["run", "--directory", "/home/marek/project/serena", "serena", "start-mcp-server"]
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},
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"playwright": {
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"command": "npx",
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"args": [
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"@playwright/mcp@latest"
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]
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}
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}
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}

.serena/.gitignore

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/cache

.serena/project.yml

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# language of the project (csharp, python, rust, java, typescript, go, cpp, or ruby)
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# * For C, use cpp
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# * For JavaScript, use typescript
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# Special requirements:
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# * csharp: Requires the presence of a .sln file in the project folder.
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language: python
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# whether to use the project's gitignore file to ignore files
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# Added on 2025-04-07
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ignore_all_files_in_gitignore: true
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# list of additional paths to ignore
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# same syntax as gitignore, so you can use * and **
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# Was previously called `ignored_dirs`, please update your config if you are using that.
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# Added (renamed) on 2025-04-07
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ignored_paths: []
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# whether the project is in read-only mode
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# If set to true, all editing tools will be disabled and attempts to use them will result in an error
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# Added on 2025-04-18
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read_only: false
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# list of tool names to exclude. We recommend not excluding any tools, see the readme for more details.
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# Below is the complete list of tools for convenience.
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# To make sure you have the latest list of tools, and to view their descriptions,
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# execute `uv run scripts/print_tool_overview.py`.
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#
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# * `activate_project`: Activates a project by name.
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# * `check_onboarding_performed`: Checks whether project onboarding was already performed.
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# * `create_text_file`: Creates/overwrites a file in the project directory.
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# * `delete_lines`: Deletes a range of lines within a file.
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# * `delete_memory`: Deletes a memory from Serena's project-specific memory store.
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# * `execute_shell_command`: Executes a shell command.
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# * `find_referencing_code_snippets`: Finds code snippets in which the symbol at the given location is referenced.
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# * `find_referencing_symbols`: Finds symbols that reference the symbol at the given location (optionally filtered by type).
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# * `find_symbol`: Performs a global (or local) search for symbols with/containing a given name/substring (optionally filtered by type).
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# * `get_current_config`: Prints the current configuration of the agent, including the active and available projects, tools, contexts, and modes.
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# * `get_symbols_overview`: Gets an overview of the top-level symbols defined in a given file.
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# * `initial_instructions`: Gets the initial instructions for the current project.
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# Should only be used in settings where the system prompt cannot be set,
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# e.g. in clients you have no control over, like Claude Desktop.
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# * `insert_after_symbol`: Inserts content after the end of the definition of a given symbol.
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# * `insert_at_line`: Inserts content at a given line in a file.
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# * `insert_before_symbol`: Inserts content before the beginning of the definition of a given symbol.
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# * `list_dir`: Lists files and directories in the given directory (optionally with recursion).
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# * `list_memories`: Lists memories in Serena's project-specific memory store.
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# * `onboarding`: Performs onboarding (identifying the project structure and essential tasks, e.g. for testing or building).
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# * `prepare_for_new_conversation`: Provides instructions for preparing for a new conversation (in order to continue with the necessary context).
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# * `read_file`: Reads a file within the project directory.
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# * `read_memory`: Reads the memory with the given name from Serena's project-specific memory store.
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# * `remove_project`: Removes a project from the Serena configuration.
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# * `replace_lines`: Replaces a range of lines within a file with new content.
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# * `replace_symbol_body`: Replaces the full definition of a symbol.
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# * `restart_language_server`: Restarts the language server, may be necessary when edits not through Serena happen.
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# * `search_for_pattern`: Performs a search for a pattern in the project.
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# * `summarize_changes`: Provides instructions for summarizing the changes made to the codebase.
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# * `switch_modes`: Activates modes by providing a list of their names
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# * `think_about_collected_information`: Thinking tool for pondering the completeness of collected information.
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# * `think_about_task_adherence`: Thinking tool for determining whether the agent is still on track with the current task.
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# * `think_about_whether_you_are_done`: Thinking tool for determining whether the task is truly completed.
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# * `write_memory`: Writes a named memory (for future reference) to Serena's project-specific memory store.
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excluded_tools: []
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# initial prompt for the project. It will always be given to the LLM upon activating the project
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# (contrary to the memories, which are loaded on demand).
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initial_prompt: ""
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project_name: "BenchMesh"

CLAUDE.md

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Each device runs in its own worker thread with per-device RLock for thread safety. Devices reconnect automatically with ~2s backoff on failure. The registry maintains `IDN` (from *IDN? SCPI command on connect) and `status` (polled every ~2s) for each device.
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## Unified Polling & Priority Queue (Phase 1 & 2)
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**Status**: Implemented (disabled by default for backward compatibility)
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The system supports unified polling with priority queues for improved performance and responsiveness:
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### Architecture
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- **UnifiedScheduler** (`unified_scheduler.py`): Central coordinator that triggers all devices simultaneously at a configurable interval
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- **DeviceRequestQueue** (`priority_queue.py`): Per-device priority queue with HIGH priority for API requests, LOW priority for polling
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- **Priority-based execution**: API requests jump to the front of the queue, ensuring <20ms response time even during active polling
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### Benefits
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- **Synchronized updates**: All devices poll at the same time → predictable UI updates
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- **Fast API response**: API requests get HIGH priority and preempt background polling
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- **Aggressive polling**: Can run at 25-50ms intervals (20-40 Hz) without blocking API
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- **50-80x improvement**: UI update latency drops from 2000ms to 25-50ms
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### Configuration
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```bash
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# Enable unified polling (disabled by default)
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export BM_UNIFIED_POLLING=true
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# Set polling interval in milliseconds (default: 50ms = 20 Hz)
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export BM_UNIFIED_POLL_INTERVAL=50
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# API request timeout for queued requests (default: 10s)
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export BM_API_QUEUE_TIMEOUT=10.0
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```
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### Performance Characteristics
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| Mode | Polling Interval | UI Staleness | API Latency | Device Utilization |
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|------|------------------|--------------|-------------|-------------------|
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| **Legacy** | 2000ms | Up to 2.0s | 10-26ms | <1% |
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| **Unified (50ms)** | 50ms | Up to 50ms | 10-17ms | 35% |
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| **Unified (25ms)** | 25ms | Up to 25ms | 10-17ms | 70% |
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### Implementation Notes
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- **Backward compatible**: Legacy mode (self-scheduled polling) remains default
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- **Thread model unchanged**: Each device still has its own worker thread
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- **Cross-device parallelism**: Multiple devices query simultaneously (different serial ports)
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- **Priority queue**: API requests (HIGH) execute before polling (LOW)
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- **Non-preemptive** (Phase 2): API waits for current operation to complete, then runs immediately
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### Future: Phase 3 (Preemptive Scheduling)
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Phase 3 would add preemptive interruption of multi-channel polls, allowing API requests to interrupt between channel queries. This enables 90%+ utilization while maintaining <17ms API latency. Not currently implemented.
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### Testing
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All 85 existing tests pass with unified polling disabled. To test unified polling:
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```bash
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# Run tests with unified polling enabled
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BM_UNIFIED_POLLING=true pytest tests/
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# Performance analysis
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python3 scripts/performance_analysis.py
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python3 scripts/unified_polling_analysis.py
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```
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### Design Documentation
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- `ai_context/UNIFIED_POLLING_DESIGN.md`: Complete architecture and implementation details
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- `scripts/performance_analysis.py`: Analyzes current system performance
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- `scripts/unified_polling_analysis.py`: Models unified polling behavior and API blocking
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## Serial Port Utilization Metrics
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The system includes comprehensive metrics collection for monitoring serial port utilization and performance. Metrics are automatically logged every 30 seconds.
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### Tracked Metrics
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**Per-Device Metrics:**
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- **Utilization %**: Percentage of time the serial port is actively transmitting/receiving
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- **QPS (Queries Per Second)**: Total operations per second (API + polling)
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- **API Request Count**: Number of API requests processed in the window
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- **API Latency P95/P99**: 95th and 99th percentile API response times in milliseconds
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- **Average Queue Depth**: Average number of requests waiting in the priority queue
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- **Average Poll Duration**: Average time to complete a polling cycle in milliseconds
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- **Total Operations**: Combined API requests and polling cycles
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### Log Output Format
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Every 30 seconds, the system logs a metrics summary:
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```
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================================================================================
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Serial Port Utilization Metrics Summary
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================================================================================
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Device: tenmapsu-1
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Window Duration: 30.0s
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Utilization: 12.45%
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QPS: 2.83
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Total Operations: 85
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API Requests: 15
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API Latency P95: 11.23ms
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API Latency P99: 14.67ms
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Avg Queue Depth: 0.42
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Avg Poll Duration: 120.50ms
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Device: spm-1
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Window Duration: 30.0s
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Utilization: 8.20%
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QPS: 1.67
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Total Operations: 50
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API Requests: 5
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API Latency P95: 9.87ms
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API Latency P99: 12.34ms
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Avg Queue Depth: 0.15
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Avg Poll Duration: 95.30ms
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================================================================================
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```
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### Implementation
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- **MetricsCollector** (`metrics_collector.py`): Collects and aggregates metrics
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- **Automatic logging**: Background thread logs summary every 30 seconds
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- **Sliding window**: Metrics reset after each logging cycle
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- **Low overhead**: Minimal performance impact (<0.1% CPU)
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### Using Metrics to Diagnose Issues
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**High Utilization (>80%)**
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- May indicate the system is approaching capacity
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- Consider reducing polling frequency or optimizing driver queries
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- API latency may increase at very high utilization
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**High API Latency P99 (>50ms)**
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- Indicates API requests are occasionally blocked by long operations
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- Check average poll duration - may need optimization
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- Verify unified polling is enabled for better API prioritization
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**High Queue Depth (>2.0)**
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- System is overloaded and cannot keep up with request rate
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- Reduce polling frequency or API request rate
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- May indicate slow driver methods or serial communication issues
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**Low Utilization (<10%) but Slow UI**
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- Serial communication is not the bottleneck
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- Check polling intervals (2s default is too slow for responsive UI)
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- Enable unified polling with 25-50ms intervals for faster updates
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### Metrics Architecture
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The metrics system operates independently from the existing `MetricsRecorder`:
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- **MetricsRecorder**: Tracks connection events (reconnects, identifies, poll failures)
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- **MetricsCollector**: Tracks performance metrics (utilization, latency, queue depth)
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Both systems coexist without interference and provide complementary insights.
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## Common Commands
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### Starting the Full System

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