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mcp-nextcloud/nextcloud_mcp_server/auth/templates/vector_viz.html
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Chris CoutinhoandClaude 3464b21845 fix: Relax SearchResult validation to support DBSF fusion scores > 1.0
Fix false-positive validation error where DBSF (Distribution-Based Score
Fusion) correctly produces scores > 1.0 but SearchResult validation
incorrectly rejected them.

**Root Cause**: SearchResult.__post_init__() enforced scores in [0.0, 1.0]
range, but DBSF sums normalized scores from multiple retrieval systems
(dense semantic + sparse BM25), resulting in scores like 1.55 when both
systems strongly agree a document is relevant.

**Changes**:
- Relaxed validation to allow any score ≥ 0.0 (algorithms.py:147-157)
- Updated SearchResult and SemanticSearchResult documentation to explain
  score ranges for RRF ([0.0, 1.0]) vs DBSF (unbounded)
- Added comprehensive test coverage for both fusion methods
- Added DBSF fusion option to vector visualization UI
- Updated viz routes and vizApp() to support fusion parameter selection

**Testing**: All 157 unit tests pass, type checking passes, ruff passes

Fixes error: "Configuration error: Score must be between 0.0 and 1.0, got 1.1528953"

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude <noreply@anthropic.com>
2025-11-17 06:32:30 +01:00

324 lines
12 KiB
HTML

<style>
.viz-card {
background: white;
border-radius: 8px;
padding: 20px;
margin-bottom: 20px;
box-shadow: 0 2px 4px rgba(0,0,0,0.1);
}
.viz-controls {
margin-bottom: 20px;
}
.viz-control-row {
display: grid;
grid-template-columns: 2fr 1fr auto;
gap: 12px;
margin-bottom: 12px;
align-items: end;
}
.viz-control-group {
margin-bottom: 15px;
}
.viz-control-group label {
display: block;
margin-bottom: 5px;
font-weight: 500;
color: #333;
}
.viz-control-group input[type="text"],
.viz-control-group input[type="number"],
.viz-control-group select {
width: 100%;
padding: 8px 12px;
border: 1px solid #ddd;
border-radius: 4px;
font-size: 14px;
}
.viz-control-group input[type="range"] {
width: 100%;
}
.viz-control-group select[multiple] {
min-height: 100px;
}
.viz-weight-display {
display: inline-block;
min-width: 40px;
text-align: right;
color: #666;
}
.viz-btn {
background: #0066cc;
color: white;
border: none;
padding: 10px 20px;
border-radius: 4px;
cursor: pointer;
font-size: 14px;
font-weight: 500;
}
.viz-btn:hover {
background: #0052a3;
}
.viz-btn-secondary {
background: #6c757d;
color: white;
border: none;
padding: 6px 12px;
border-radius: 4px;
cursor: pointer;
font-size: 13px;
margin-bottom: 12px;
}
.viz-btn-secondary:hover {
background: #5a6268;
}
#viz-plot-container {
width: 100%;
height: 600px;
position: relative;
}
#viz-plot {
width: 100%;
height: 100%;
}
.viz-loading {
text-align: center;
padding: 40px;
color: #666;
}
.viz-loading-overlay {
position: absolute;
inset: 0;
display: flex;
align-items: center;
justify-content: center;
background: white;
color: #666;
}
.viz-no-results {
text-align: center;
padding: 40px;
color: #666;
font-style: italic;
}
.viz-advanced-section {
margin-top: 16px;
padding: 16px;
background: #f8f9fa;
border-radius: 4px;
border: 1px solid #dee2e6;
}
.viz-advanced-grid {
display: grid;
grid-template-columns: 1fr 1fr;
gap: 20px;
}
.viz-info-box {
background: #e3f2fd;
border-left: 4px solid #2196f3;
padding: 12px;
margin-bottom: 20px;
font-size: 14px;
}
.chunk-toggle-btn {
background: #6c757d;
color: white;
border: none;
padding: 4px 10px;
border-radius: 3px;
cursor: pointer;
font-size: 12px;
margin-top: 6px;
}
.chunk-toggle-btn:hover {
background: #5a6268;
}
.chunk-context {
background: #f8f9fa;
border: 1px solid #dee2e6;
border-radius: 4px;
padding: 12px;
margin-top: 8px;
font-family: monospace;
font-size: 13px;
line-height: 1.6;
white-space: pre-wrap;
word-wrap: break-word;
}
.chunk-text {
color: #666;
}
.chunk-matched {
background: #fff3cd;
border: 1px solid #ffc107;
padding: 2px 4px;
border-radius: 2px;
font-weight: 500;
color: #333;
}
.chunk-ellipsis {
color: #999;
font-style: italic;
}
</style>
<div x-data="vizApp()">
<div class="viz-card">
<h2>Vector Visualization</h2>
<div class="viz-info-box">
Testing search algorithms on your indexed documents. User: <strong>{{ username }}</strong>
</div>
<form @submit.prevent="executeSearch">
<div class="viz-controls">
<!-- Main Controls -->
<div class="viz-control-group">
<label>Search Query</label>
<input type="text" x-model="query" placeholder="Enter search query..." required />
</div>
<div class="viz-control-row">
<div class="viz-control-group" style="margin-bottom: 0;">
<label>Algorithm</label>
<select x-model="algorithm">
<option value="semantic">Semantic (Dense Vectors)</option>
<option value="bm25_hybrid" selected>BM25 Hybrid (Dense + Sparse)</option>
</select>
</div>
<div class="viz-control-group" style="margin-bottom: 0;" x-show="algorithm === 'bm25_hybrid'">
<label>Fusion Method</label>
<select x-model="fusion">
<option value="rrf" selected>RRF (Reciprocal Rank Fusion)</option>
<option value="dbsf">DBSF (Distribution-Based Score Fusion)</option>
</select>
</div>
<div style="display: flex; align-items: flex-end;">
<button type="submit" class="viz-btn" style="width: 100%;">Search & Visualize</button>
</div>
<div style="display: flex; align-items: flex-end;">
<button type="button" class="viz-btn-secondary" @click="showAdvanced = !showAdvanced" style="white-space: nowrap;">
<span x-text="showAdvanced ? 'Hide Advanced' : 'Advanced'"></span>
</button>
</div>
</div>
<!-- Advanced Options (Collapsible) -->
<div class="viz-advanced-section" x-show="showAdvanced" x-transition.opacity.duration.200ms>
<h3 style="margin-top: 0; margin-bottom: 16px; font-size: 16px;">Advanced Options</h3>
<div class="viz-advanced-grid">
<div class="viz-control-group">
<label>Document Types</label>
<select x-model="docTypes" multiple>
<option value="">All Types (cross-app search)</option>
<option value="note">Notes</option>
<option value="file">Files</option>
<option value="calendar">Calendar Events</option>
<option value="contact">Contacts</option>
<option value="deck">Deck Cards</option>
</select>
<small style="color: #666; display: block; margin-top: 4px;">
Hold Ctrl/Cmd to select multiple
</small>
</div>
<div>
<div class="viz-control-group">
<label>Score Threshold (Semantic/Hybrid)</label>
<input type="number" x-model.number="scoreThreshold" min="0" max="1" step="0.1" />
</div>
<div class="viz-control-group">
<label>Result Limit</label>
<input type="number" x-model.number="limit" min="1" max="100" />
</div>
</div>
</div>
<!-- Info: BM25 Hybrid fusion methods -->
<div x-show="algorithm === 'bm25_hybrid'" style="margin-top: 16px; padding: 12px; background: #e9ecef; border-radius: 4px;">
<p style="margin: 0; font-size: 14px; color: #666;">
<strong>BM25 Hybrid Search:</strong> Combines dense semantic vectors with sparse BM25 keyword vectors.
</p>
<p style="margin: 8px 0 0 0; font-size: 13px; color: #666;">
<strong>RRF:</strong> Reciprocal Rank Fusion - Rank-based fusion producing scores in [0.0, 1.0]
</p>
<p style="margin: 4px 0 0 0; font-size: 13px; color: #666;">
<strong>DBSF:</strong> Distribution-Based Score Fusion - Sums normalized scores (can exceed 1.0)
</p>
</div>
</div>
</div>
</form>
</div>
<div class="viz-card">
<div id="viz-plot-container">
<div x-show="loading" class="viz-loading-overlay" x-transition.opacity.duration.200ms>
Executing search and computing PCA projection...
</div>
<div id="viz-plot" x-show="!loading" x-transition.opacity.duration.200ms></div>
</div>
</div>
<div class="viz-card">
<h3>Search Results (<span x-text="loading ? '...' : results.length"></span>)</h3>
<div x-show="loading" class="viz-loading" x-transition.opacity.duration.200ms>
Loading results...
</div>
<div x-show="!loading && results.length === 0" class="viz-no-results" x-transition.opacity.duration.200ms>
No results found. Try a different query or adjust your search parameters.
</div>
<template x-if="!loading && results.length > 0">
<div x-transition.opacity.duration.200ms>
<template x-for="result in results" :key="result.id">
<div style="padding: 12px; border-bottom: 1px solid #eee;">
<a :href="getNextcloudUrl(result)" target="_blank" style="font-weight: 500; color: #0066cc; text-decoration: none;">
<span x-text="result.title"></span>
</a>
<div style="font-size: 14px; color: #666; margin-top: 4px;" x-text="result.excerpt"></div>
<div style="font-size: 12px; color: #999; margin-top: 4px;">
Score: <span x-text="result.score.toFixed(3)"></span> |
Type: <span x-text="result.doc_type"></span>
</div>
<!-- Show Chunk button (only if chunk position is available) -->
<template x-if="hasChunkPosition(result)">
<button
class="chunk-toggle-btn"
@click="toggleChunk(result)"
x-text="isChunkExpanded(`${result.doc_type}_${result.id}`) ? 'Hide Chunk' : 'Show Chunk'"
></button>
</template>
<!-- Chunk context (expanded inline) -->
<template x-if="isChunkExpanded(`${result.doc_type}_${result.id}`)">
<div class="chunk-context" x-transition.opacity.duration.200ms>
<template x-if="chunkLoading[`${result.doc_type}_${result.id}`]">
<div style="color: #666; font-style: italic;">Loading chunk...</div>
</template>
<template x-if="!chunkLoading[`${result.doc_type}_${result.id}`]">
<div>
<template x-if="expandedChunks[`${result.doc_type}_${result.id}`]?.has_more_before">
<span class="chunk-ellipsis">...</span>
</template>
<span class="chunk-text" x-text="expandedChunks[`${result.doc_type}_${result.id}`]?.before_context"></span><span class="chunk-matched" x-text="expandedChunks[`${result.doc_type}_${result.id}`]?.chunk_text"></span><span class="chunk-text" x-text="expandedChunks[`${result.doc_type}_${result.id}`]?.after_context"></span><template x-if="expandedChunks[`${result.doc_type}_${result.id}`]?.has_more_after">
<span class="chunk-ellipsis">...</span>
</template>
</div>
</template>
</div>
</template>
</div>
</template>
</div>
</template>
</div>
</div>