mirror of
https://github.com/semantica-agi/semantica.git
synced 2026-08-29 04:26:20 +00:00
KaifAhmad1
3b637ea140
- normalize: replace non-existent DataNormalizer with correct classes (TextNormalizer, EntityNormalizer, DateNormalizer, NumberNormalizer, DataCleaner) - deduplication: replace non-existent EntityResolver with correct API (DuplicateDetector, EntityMerger, SimilarityCalculator, ClusterBuilder) - reasoning: replace non-existent ReasoningEngine/DeductiveEngine/AbductiveEngine with correct classes (Reasoner, GraphReasoner, ReteEngine, SPARQLReasoner, DatalogReasoner, TemporalReasoningEngine, ExplanationGenerator) - export: fix ArangoExporter->ArangoAQLExporter, GraphMLExporter->GraphExporter; add ArrowExporter, DistanceExporter, ReportGenerator - conflicts: fix ResolutionStrategy enum values and add SourceTracker, ConflictAnalyzer, InvestigationGuideGenerator - change_management: add OntologyVersionManager, VersionStorage backends, compute_checksum/verify_checksum - embeddings: add TextEmbedder, GraphEmbeddingManager, VectorEmbeddingManager, all provider stores, all pooling strategies - visualization: fix broken See Also href from evals to explorer
147 lines
2.9 KiB
Markdown
147 lines
2.9 KiB
Markdown
---
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title: "Visualization Module"
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description: "Interactive and static knowledge graph, ontology, embedding, and temporal visualization."
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icon: "chart-bar"
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---
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> Comprehensive visualization suite for knowledge graphs, ontologies, embeddings, and temporal data.
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---
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## GraphVisualizer
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```python
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from semantica.visualization import GraphVisualizer
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viz = GraphVisualizer()
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# Interactive HTML (PyVis)
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viz.visualize(graph, output="graph.html")
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# Static image (Matplotlib)
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viz.visualize(graph, output="graph.png", backend="matplotlib")
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# Open directly in browser
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viz.show(graph)
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```
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---
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## Layout Options
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```python
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viz.visualize(
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graph,
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output="graph.html",
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layout="force_directed", # force_directed | hierarchical | circular | spring
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node_color_by="type", # color nodes by attribute
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edge_label="relation", # show edge labels
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max_nodes=500 # limit for large graphs
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)
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```
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---
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## Ontology Visualization
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```python
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from semantica.visualization import OntologyVisualizer
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viz = OntologyVisualizer()
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viz.visualize(ontology, output="ontology.html")
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# Hierarchy view
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viz.visualize_hierarchy(ontology, output="hierarchy.html")
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```
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---
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## Embedding Visualization
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```python
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from semantica.visualization import EmbeddingVisualizer
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viz = EmbeddingVisualizer()
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# UMAP projection
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viz.visualize(
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embeddings=embeddings,
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labels=labels,
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output="embeddings.html",
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method="umap" # umap | tsne | pca
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)
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```
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---
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## Temporal Visualization
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```python
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from semantica.visualization import TemporalVisualizer
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viz = TemporalVisualizer()
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# Timeline of graph changes
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viz.visualize_timeline(temporal_kg, output="timeline.html")
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# Animated graph evolution
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viz.animate(temporal_kg, output="evolution.html", fps=2)
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```
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---
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## Distance / Ego-Mode Visualization (v0.5.0)
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```python
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from semantica.visualization import DistanceVisualizer
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viz = DistanceVisualizer()
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# Ego-mode: neighborhood of a node colored by distance band
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viz.visualize_ego(
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graph,
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center_node="Apple Inc.",
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output="ego.html",
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radius=0.5
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)
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# Distance matrix heatmap
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viz.visualize_distance_matrix(
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matrix=distance_matrix,
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labels=node_labels,
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output="distance_heatmap.html"
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)
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```
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---
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## Graph Explorer (v0.4.0/v0.5.0)
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The full-featured browser UI — bidirectional path finding, indexed search (0.004ms on 118k nodes), workspace management.
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```python
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from semantica.explorer import start_explorer
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start_explorer(graph=kg, port=8080)
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# Opens at http://localhost:8080
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```
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---
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## See Also
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<CardGroup cols={2}>
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<Card title="Knowledge Graph" icon="diagram-project" href="kg">
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The graph being visualized.
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</Card>
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<Card title="Ontology" icon="sitemap" href="ontology">
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Visualize ontology structure.
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</Card>
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<Card title="Embeddings" icon="vector-square" href="embeddings">
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Visualize embedding space.
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</Card>
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<Card title="Explorer" icon="globe" href="explorer">
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Full Knowledge Explorer UI.
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</Card>
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</CardGroup>
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