Graph Machine Learning
Transformers
Safetensors
English
unicosys_hypergraph
knowledge-graph
hypergraph
legal-evidence
graph-neural-network
unicosys
Instructions to use drzo/unicosys-hypergraph with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use drzo/unicosys-hypergraph with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("drzo/unicosys-hypergraph", device_map="auto") - Notebooks
- Google Colab
- Kaggle
chore: update unicosys hypergraph model from CI pipeline
Browse files- README.md +6 -6
- config.json +3 -3
- graph_data.safetensors +2 -2
- model.safetensors +2 -2
- model_summary.json +7 -7
- node_id_mapping.json +0 -0
- tokenizer.json +69 -71
README.md
CHANGED
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@@ -32,17 +32,17 @@ single trainable knowledge representation.
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| Text Encoder | 2-layer Transformer, 4 heads |
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| Graph Attention | 2-layer GAT, 4 heads |
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| Link Predictor | 2-layer MLP with margin ranking loss |
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-
| Total Parameters | **34,
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### Knowledge Graph Statistics
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| Metric | Count |
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|---|---|
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| Total Nodes | 198,
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| Total Edges | 13,
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-
| Cross-Links | 3,
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| Entities | 16 |
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-
| Emails | 197,
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| Financial Documents | 0 |
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| Timeline Events | 10 |
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| LEX Schemes | 0 |
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@@ -54,7 +54,7 @@ single trainable knowledge representation.
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|---|---|
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| Core (Entities) | 16 |
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| Fincosys (Financial) | 0 |
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-
| Comcosys (Communications) | 197,
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| RevStream1 (Evidence) | 0 |
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| Ad-Res-J7 (Legal) | 10 |
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| Text Encoder | 2-layer Transformer, 4 heads |
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| Graph Attention | 2-layer GAT, 4 heads |
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| Link Predictor | 2-layer MLP with margin ranking loss |
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+
| Total Parameters | **34,766,593** |
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### Knowledge Graph Statistics
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| Metric | Count |
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|---|---|
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| Total Nodes | 198,002 |
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| Total Edges | 13,494 |
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| Cross-Links | 3,616 |
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| 44 |
| Entities | 16 |
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| 45 |
+
| Emails | 197,976 |
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| 46 |
| Financial Documents | 0 |
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| 47 |
| Timeline Events | 10 |
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| 48 |
| LEX Schemes | 0 |
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|
|
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| 54 |
|---|---|
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| 55 |
| Core (Entities) | 16 |
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| 56 |
| Fincosys (Financial) | 0 |
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| 57 |
+
| Comcosys (Communications) | 197,976 |
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| 58 |
| RevStream1 (Evidence) | 0 |
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| Ad-Res-J7 (Legal) | 10 |
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| 60 |
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config.json
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@@ -26,10 +26,10 @@
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"entity": 3,
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},
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"num_cross_links":
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"num_edge_types": 4,
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"num_entities": 16,
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"num_evidence":
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"num_node_types": 5,
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"subsystem_vocab": {
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"text_max_length": 128,
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"text_num_heads": 4,
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"text_vocab_size": 253,
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"transformers_version": "5.13.0"
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}
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graph_data.safetensors
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model.safetensors
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model_summary.json
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node_id_mapping.json
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tokenizer.json
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