137d1d6c75
This commit addresses critical performance issues with vector visualization search (reducing time from 40s to ~2s) and improves result visualization through better visual encoding. ## Performance Fixes ### 1. Fix blocking sleep in retry decorator (base.py:51) - Changed `time.sleep(5)` to `await anyio.sleep(5)` in @retry_on_429 - Prevents entire event loop from freezing during rate limit retries - Impact: Reduced search time from 22s to 16s initially ### 2. Add concurrency limiting for verification (verification.py:77-93) - Added `anyio.Semaphore(20)` to limit concurrent HTTP requests - Prevents connection pool exhaustion (RequestError) from 90+ simultaneous requests - Fixes false filtering (was filtering 77/90 results incorrectly) - Note: Semaphore still in code but verification removed from viz endpoint ### 3. Remove unnecessary verification from viz endpoint (viz_routes.py:483-486) - Visualization only needs Qdrant metadata (title, excerpt), not full content - Verification only required for sampling (LLM needs full note content) - Impact: Reduced search time from 43.7s to ~2s (final fix) ### 4. Restore streaming scanner pattern (scanner.py) - Process notes one-at-a-time using async generator - Avoids loading all notes into memory ## Visualization Improvements ### 5. Result-relative score normalization (viz_routes.py:489-504) - Normalize scores within result set: best=1.0, worst=0.0 - Removes arbitrary RRF normalization (theoretical max didn't make sense) - Makes visual encoding meaningful regardless of algorithm scores ### 6. Power scaling for marker sizes (userinfo_routes.py:743) - Changed from linear `8 + (score * 12)` to power `6 + (score² * 14)` - Creates dramatic visual contrast: 0.0→6px, 0.5→9.5px, 1.0→20px - Combined with opacity (0.2-1.0) for clear visual hierarchy ### 7. Multi-channel visual encoding (userinfo_routes.py:740-745) - Size: Exponentially scaled with score² - Opacity: Linear 0.2-1.0 (keeps all points visible) - Color: Viridis gradient (blue→yellow) - Effect: Top results are large/bright/opaque, context results small/dim/transparent ## Result - Search time: 40s → ~2s (20x faster) - Visual contrast: Subtle → dramatic (clear result hierarchy) - No arbitrary cutoffs: All results visible, best naturally highlighted 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
134 lines
5.0 KiB
Python
134 lines
5.0 KiB
Python
"""Access verification for search results.
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This module provides centralized verification of Nextcloud access permissions
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for search results. Verification happens at the final output stage (MCP tool/viz endpoint)
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rather than within individual search algorithms, preventing redundant API calls.
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Key benefits:
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- Deduplication: Each document verified exactly once (even in hybrid mode)
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- Parallel execution: All verifications run concurrently via anyio task groups
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- Separation of concerns: Algorithms handle scoring, this module handles security
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"""
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import logging
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from dataclasses import replace
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from typing import Protocol
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import anyio
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from nextcloud_mcp_server.search.algorithms import SearchResult
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logger = logging.getLogger(__name__)
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class NextcloudClientProtocol(Protocol):
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"""Protocol for Nextcloud client with app-specific access."""
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@property
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def notes(self):
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"""Notes client for accessing notes API."""
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...
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async def verify_search_results(
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results: list[SearchResult],
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nextcloud_client: NextcloudClientProtocol,
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) -> list[SearchResult]:
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"""
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Verify Nextcloud access for search results.
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Deduplicates by (doc_id, doc_type), verifies in parallel using anyio task groups,
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and filters out inaccessible documents. Maintains original result ordering.
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Args:
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results: Unverified search results from Qdrant
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nextcloud_client: Nextcloud client for access checks
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Returns:
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Verified and accessible results (same order as input)
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Example:
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>>> unverified = await search_algo.search(query="test", limit=10)
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>>> verified = await verify_search_results(unverified, client)
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>>> # verified contains only documents user can access
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"""
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# Deduplicate by (doc_id, doc_type) while preserving order
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# This is critical for hybrid search where same doc may appear in multiple algorithm results
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seen = set()
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unique_results = []
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for result in results:
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key = (result.id, result.doc_type)
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if key not in seen:
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seen.add(key)
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unique_results.append(result)
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if not unique_results:
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return []
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logger.debug(
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f"Verifying access for {len(unique_results)} unique documents "
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f"(from {len(results)} total results)"
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)
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# Verify all unique documents in parallel using anyio task group
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# Use list to maintain order (index-based storage)
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verified_results = [None] * len(unique_results)
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# Limit concurrent verifications to prevent connection pool exhaustion
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# Without this, launching 90+ simultaneous HTTP requests overwhelms the
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# connection pool, causing RequestError failures
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max_concurrent = 20
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semaphore = anyio.Semaphore(max_concurrent)
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async def verify_one(index: int, result: SearchResult):
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"""
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Verify a single document and store result at index.
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Uses semaphore to limit concurrent requests and prevent connection pool exhaustion.
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Args:
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index: Position in verified_results list
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result: Search result to verify
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"""
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async with semaphore: # Limit concurrent verifications
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try:
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if result.doc_type == "note":
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# Fetch note to verify access and get fresh metadata
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note = await nextcloud_client.notes.get_note(result.id)
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# Update metadata with fresh data from Nextcloud
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updated_metadata = {**(result.metadata or {}), **note}
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verified_results[index] = replace(result, metadata=updated_metadata)
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# TODO: Add verification for other doc types (calendar, deck, file, etc.)
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else:
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# For now, assume other types are accessible
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# In production, add proper verification for each type
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logger.debug(
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f"No verification implemented for doc_type={result.doc_type}, "
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"assuming accessible"
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)
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verified_results[index] = result
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except Exception as e:
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# Document is inaccessible (403, 404, or other error)
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# Log at debug level since this is expected for filtered results
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logger.debug(
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f"Document {result.doc_type}/{result.id} not accessible: {e}"
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)
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verified_results[index] = None
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# Run all verifications in parallel using anyio task group
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# Semaphore limits concurrency to prevent overwhelming connection pool
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async with anyio.create_task_group() as tg:
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for idx, result in enumerate(unique_results):
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tg.start_soon(verify_one, idx, result)
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# Filter out None (inaccessible) and return verified results
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accessible = [r for r in verified_results if r is not None]
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logger.debug(
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f"Verification complete: {len(accessible)} accessible, "
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f"{len(unique_results) - len(accessible)} filtered out"
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)
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return accessible
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