Full Code of migalkin/NodePiece for AI

Repository: migalkin/NodePiece
Branch: main
Commit: 9adc57efe302
Files: 150
Total size: 37.4 MB

Directory structure:
gitextract_vejh5or5/

├── .gitignore
├── LICENSE
├── download_data.sh
├── inductive_lp/
│   ├── README.md
│   ├── data/
│   │   ├── WN18RR_v1/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v1_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v2/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v2_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v3/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v3_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v4/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── WN18RR_v4_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v1/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v1_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v2/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v2_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v3/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v3_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v4/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── fb237_v4_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v1/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v1_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v2/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v2_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v3/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v3_ind/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   ├── nell_v4/
│   │   │   ├── test.txt
│   │   │   ├── train.txt
│   │   │   └── valid.txt
│   │   └── nell_v4_ind/
│   │       ├── test.txt
│   │       ├── train.txt
│   │       └── valid.txt
│   ├── datasets/
│   │   └── ind_dataset.py
│   ├── loops/
│   │   ├── ilp_evaluator.py
│   │   ├── inductive_slcwa.py
│   │   └── relation_rank_evaluator.py
│   ├── model/
│   │   ├── comp_gcn.py
│   │   ├── gnn_layer.py
│   │   ├── lrga_model.py
│   │   └── nodepiece_rotate.py
│   ├── nodepiece_tokenizer.py
│   ├── run_ilp.py
│   └── utils/
│       ├── sample_negatives.py
│       └── utils_gcn.py
├── lp_rp/
│   ├── datasets/
│   │   └── codex.py
│   ├── loops/
│   │   └── filtered_sampling_loop.py
│   ├── nodepiece_tokenizer.py
│   ├── patch/
│   │   ├── early_stopping.py
│   │   └── evaluator.py
│   ├── pykeen105/
│   │   ├── negative_sampler.py
│   │   ├── nodepiece_rotate.py
│   │   └── relation_rank_evaluator.py
│   └── run_lp.py
├── nc/
│   ├── data/
│   │   └── clean/
│   │       └── wd50k/
│   │           ├── statements/
│   │           │   └── wd50k_entity_index.txt
│   │           └── triples/
│   │               ├── nc_class_labels.json
│   │               ├── nc_edges.txt
│   │               ├── nc_entities.txt
│   │               ├── nc_rels.txt
│   │               ├── nc_test_so_labels.json
│   │               ├── nc_train_so_labels.json
│   │               ├── nc_val_so_labels.json
│   │               ├── test.txt
│   │               ├── train.txt
│   │               └── valid.txt
│   ├── data_loaders/
│   │   ├── __init__.py
│   │   └── clean_datasets.py
│   ├── loops/
│   │   ├── __init__.py
│   │   ├── evaluation.py
│   │   ├── loops.py
│   │   └── sampler.py
│   ├── models/
│   │   ├── __init__.py
│   │   ├── gnn_encoder.py
│   │   ├── gnn_layer.py
│   │   ├── lrga_model.py
│   │   └── nc_baselines.py
│   ├── models_nc.py
│   ├── run_nc.py
│   └── utils/
│       ├── __init__.py
│       ├── nodepiece_encoder.py
│       ├── nodepiece_tokenizer.py
│       ├── utils.py
│       ├── utils_gcn.py
│       └── utils_mytorch.py
├── ogb/
│   ├── download.sh
│   ├── ogb_tokenizer.py
│   ├── ogb_wikikg2/
│   │   ├── dataloader.py
│   │   ├── dummy_factory.py
│   │   └── model.py
│   ├── readme.md
│   ├── requirements.txt
│   ├── run_ogb.py
│   └── run_ogb.sh
├── oos_lp/
│   └── src/
│       ├── common/
│       │   ├── dataset.py
│       │   └── measure.py
│       ├── main.py
│       ├── model/
│       │   ├── BaseOutKG.py
│       │   ├── DisMultOutKG.py
│       │   └── dm_tokenized.py
│       ├── preprocess/
│       │   └── dataset_prep.py
│       ├── tester.py
│       ├── trainer.py
│       ├── utils.py
│       └── vocab/
│           ├── nodepiece_encoder.py
│           └── nodepiece_tokenizer.py
├── readme.md
└── requirements.txt

================================================
FILE CONTENTS
================================================

================================================
FILE: .gitignore
================================================
.DS_Store


================================================
FILE: LICENSE
================================================
MIT License

Copyright (c) 2021 Michael Galkin

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.


================================================
FILE: download_data.sh
================================================
wget -P ./lp_rp/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/lp/fb15k237_1000_anchors_1000_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl
wget -P ./lp_rp/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/lp/wn18rr_500_anchors_500_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl
wget -P ./lp_rp/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/lp/yago_10000_anchors_10000_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl
wget -P ./lp_rp/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/lp/codex_l_7000_anchors_7000_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl

wget -P ./nc/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/nc/wd50k_50_anchors_50_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl
wget -P ./nc/data/clean/wd50k/statements/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/nc/wd50k_embs.pkl

wget -P ./oos_lp/src/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos-lp/FB15k-237_1000_anchors_1000_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl
wget -P ./oos_lp/src/data/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos-lp/YAGO3-10_10000_anchors_10000_paths_d0.4_b0.0_p0.4_r0.2_pykeen_100sp.pkl

wget -P ./oos_lp/datasets/FB15k-237/processed/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos_datasets/ofb15k237/train.txt
wget -P ./oos_lp/datasets/FB15k-237/processed/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos_datasets/ofb15k237/valid.json
wget -P ./oos_lp/datasets/FB15k-237/processed/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos_datasets/ofb15k237/test.json

wget -P ./oos_lp/datasets/YAGO3-10/processed/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos_datasets/oyago/train.txt
wget -P ./oos_lp/datasets/YAGO3-10/processed/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos_datasets/oyago/valid.json
wget -P ./oos_lp/datasets/YAGO3-10/processed/ https://nodepiece-data.s3.ca-central-1.amazonaws.com/oos_datasets/oyago/test.json

================================================
FILE: inductive_lp/README.md
================================================
# Inductive Link Prediction with NodePiece

The task is coined in the paper by Teru et al [Inductive relation prediction by subgraph reasoning](https://arxiv.org/abs/1911.06962).
Training is executed on one graph, but inference link prediction is executed on a completely new graph
with unseen entities (but known relations).

For each KG dump (FB15k-237, WN18RR, NELL995) there exist 4 versions of the datasets 
varying in the size of transductive training and inductive inference graphs.

The NodePiece setup here does not use any anchors as inference graphs are disconnected from training graphs.
That is, we only use unique relations for node tokenization.

### Results

<table>
    <tr>
        <th rowspan="2">Dataset</th>
        <th colspan="4">HITS@10 (50 samples)</th>
    </tr>
    <tr>
        <th>v1</th>
        <th>v2</th>
        <th>v3</th>
        <th>v4</th>
    </tr>
    <tr>
        <th>FB15k-237</th>
        <td>0.873</td>
        <td>0.939</td>
        <td>0.944</td>
        <td>0.949</td>
    </tr>
    <tr>
        <th>WN18RR</th>
        <td>0.830</td>
        <td>0.886</td>
        <td>0.785</td>
        <td>0.807</td>
    </tr>
    <tr>
        <th>NELL</th>
        <td>0.890</td>
        <td>0.901</td>
        <td>0.936</td>
        <td>0.893</td>
    </tr>
</table>

Reproduce the reported experiments with the following commands. Add `-wandb True` if you want to log the results to WANDB.

### FB15k-237
* Version 1
```
python run_ilp.py -loss nssal -margin 25 -epochs 2503 -lr 0.0001 -data fb15k237 -sample_rels 12 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3
```
* Version 2
```
python run_ilp.py -loss nssal -margin 15 -epochs 2000 -lr 0.0001 -data fb15k237 -sample_rels 12 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -pna False -residual False -jk False -ind_v 2 -eval_bs 2048
```
* Version 3
```
python run_ilp.py -loss nssal -margin 15 -epochs 2000 -lr 0.0001 -data fb15k237 -sample_rels 12 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -pna False -residual False -jk False -ind_v 3 -eval_bs 2048
```
* Version 4
```
python run_ilp.py -loss nssal -margin 25 -epochs 2000 -lr 0.0001 -data fb15k237 -sample_rels 12 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -pna False -residual False -jk False -ind_v 4 -eval_bs 2048
```

### WN18RR
* Version 1
```
python run_ilp.py -loss nssal -margin 15 -epochs 589 -lr 0.0001 -data wn18rr -sample_rels 4 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -pna True -residual True
```
* Version 2
```
python run_ilp.py -loss nssal -margin 15 -epochs 2000 -lr 0.0001 -data wn18rr -sample_rels 4 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 6 -pna False -residual True -jk True -ind_v 2
```
* Version 3
```
python run_ilp.py -loss nssal -margin 5 -epochs 211 -lr 0.0001 -data wn18rr -sample_rels 4 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 6 -pna False -residual True -jk True -ind_v 3 -eval_bs 2048
```
* Version 4
```
python run_ilp.py -loss nssal -margin 20 -epochs 2000 -lr 0.0001 -data wn18rr -sample_rels 3 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 10 -pna False -residual True -jk True -ind_v 4 -eval_bs 2048
```

### NELL 995
* Version 1
```
python run_ilp.py -loss nssal -margin 15 -epochs 451 -lr 0.0001 -data nell -sample_rels 4 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -ind_v 1 -eval_bs 2048
```
* Version 2
```
python run_ilp.py -loss nssal -margin 20 -epochs 2000 -lr 0.0001 -data nell -sample_rels 6 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 4 -ind_v 2 -eval_bs 2048
```
* Version 3
```
python run_ilp.py -loss nssal -margin 30 -epochs 2000 -lr 0.0001 -data nell -sample_rels 4 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -ind_v 3 -eval_bs 2048
```
* Version 4
```
python run_ilp.py -loss nssal -margin 20 -epochs 2000 -lr 0.0001 -data nell -sample_rels 30 -negs 32 -gnn True -rp False -gnn_att True -gnn_layers 3 -ind_v 4 -eval_bs 2048 -pool trf
```

### More
More CLI arguments can be found in `run_ilp.py`, eg, you can start the relation prediction task with the `-rp True` flag.


================================================
FILE: inductive_lp/data/WN18RR_v1/test.txt
================================================
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================================================
FILE: inductive_lp/data/WN18RR_v1/train.txt
================================================
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01767949	_verb_group	02108791
01621555	_derivationally_related_form	00923995
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00325110	_derivationally_related_form	01921964
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02558172	_also_see	02537812
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05577190	_has_part	05576194
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14481080	_derivationally_related_form	00442267
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07177924	_derivationally_related_form	00698855
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02530167	_also_see	02531625
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00345761	_verb_group	01070777
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14422179	_derivationally_related_form	00205046
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00842989	_derivationally_related_form	07234230
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00806502	_derivationally_related_form	06687178
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05891783	_derivationally_related_form	00633443
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07357388	_derivationally_related_form	00205046
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02505141	_similar_to	02504131
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01217043	_derivationally_related_form	01017320
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05511618	_has_part	05388805
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02513740	_also_see	02035337
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00953559	_synset_domain_topic_of	08199025
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01323449	_derivationally_related_form	00829107
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02339413	_derivationally_related_form	10387712
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00713167	_derivationally_related_form	14419164
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01653442	_hypernym	01653873
10510339	_derivationally_related_form	00633265
01448100	_also_see	01449053
05563266	_has_part	05576950
05546040	_has_part	05310351
03005920	_derivationally_related_form	00109660
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01769843	_derivationally_related_form	00766418
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10045713	_hypernym	10480253
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05504532	_has_part	05505679
00634472	_derivationally_related_form	00550282
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05845140	_derivationally_related_form	01621555
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00704690	_derivationally_related_form	05898568
01079480	_verb_group	01079873
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01835496	_also_see	01970646
02163746	_derivationally_related_form	05654362
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06671637	_derivationally_related_form	00882948
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10794014	_derivationally_related_form	00929718
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02554922	_derivationally_related_form	07357388
01941093	_derivationally_related_form	00815801
00670261	_derivationally_related_form	05789432
13904843	_derivationally_related_form	01440801
01221790	_derivationally_related_form	01820901
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04530283	_hypernym	02688443
00770437	_derivationally_related_form	00007347
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02156063	_hypernym	02154508
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00571609	_derivationally_related_form	02087745
01313923	_derivationally_related_form	00941974
03335030	_synset_domain_topic_of	08199025
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13413493	_hypernym	00033615
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00805034	_derivationally_related_form	00701040
00818466	_derivationally_related_form	02202928
00037457	_derivationally_related_form	14006945
05577190	_hypernym	05221895
01634142	_derivationally_related_form	05634219
01079172	_derivationally_related_form	03398467
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02472293	_has_part	05256085
01261974	_derivationally_related_form	00770437
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02190166	_derivationally_related_form	01940403
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00829107	_derivationally_related_form	00883297
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00126264	_derivationally_related_form	00191142
00156390	_derivationally_related_form	00539546
00770437	_derivationally_related_form	00322457
00261029	_derivationally_related_form	00205046
07149836	_derivationally_related_form	02259829
01120069	_derivationally_related_form	09821253
10401829	_derivationally_related_form	01082606
00173338	_derivationally_related_form	15003969
00727573	_derivationally_related_form	05217688
10786033	_derivationally_related_form	00831651
02432530	_derivationally_related_form	00237078
06687178	_derivationally_related_form	00806502
05566504	_derivationally_related_form	01209678
04728786	_derivationally_related_form	02673965
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00699815	_derivationally_related_form	05838176
00673983	_derivationally_related_form	06687178
00156625	_derivationally_related_form	00771961
07445480	_derivationally_related_form	02644050
01552519	_also_see	01549719
01353169	_derivationally_related_form	04153751
05216365	_has_part	05546540
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02517202	_derivationally_related_form	00732746
06619428	_derivationally_related_form	00968211
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02729023	_verb_group	01999423
05511618	_has_part	05421414
05703429	_derivationally_related_form	02154508
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08310389	_derivationally_related_form	02428924
02045043	_also_see	02676496
00701040	_derivationally_related_form	13555446
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01782519	_also_see	02513740
01970826	_derivationally_related_form	07363346
14406573	_derivationally_related_form	01791535
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14006945	_derivationally_related_form	00042457
05703429	_derivationally_related_form	02455407
01130169	_derivationally_related_form	09614684
05986948	_derivationally_related_form	01131473
02418686	_derivationally_related_form	00041188
09626589	_derivationally_related_form	02455407
02702120	_derivationally_related_form	06210363
09839167	_derivationally_related_form	02259829
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01651293	_derivationally_related_form	00795720
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00775156	_derivationally_related_form	01170813
13486270	_derivationally_related_form	00442267
00367976	_derivationally_related_form	02060141
00334935	_derivationally_related_form	01230555
00503164	_derivationally_related_form	05827684
01410223	_derivationally_related_form	10178216
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00030358	_derivationally_related_form	01643657
13910384	_derivationally_related_form	01988080
01883716	_derivationally_related_form	00511817
14841267	_hypernym	14877585
00377169	_derivationally_related_form	02469274
02428924	_hypernym	02376958
01072949	_verb_group	01079480
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01871979	_verb_group	01872645
05546540	_has_part	05588551
00001740	_derivationally_related_form	04080833
02504562	_derivationally_related_form	00156812
10435988	_synset_domain_topic_of	00471613
00334509	_derivationally_related_form	00992041
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13968547	_derivationally_related_form	02511551
00770437	_derivationally_related_form	05827684
02556126	_derivationally_related_form	10407954
03429288	_hypernym	03733925
07245125	_derivationally_related_form	00766418
13980845	_derivationally_related_form	02567147
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14298815	_hypernym	14285662
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05432948	_has_part	05433496
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00968211	_derivationally_related_form	06253140
10737431	_derivationally_related_form	01346003
10484526	_derivationally_related_form	00014549
01014066	_derivationally_related_form	02304982
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00339464	_hypernym	00339934
07214432	_derivationally_related_form	02128066
00735936	_hypernym	00732746
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10209082	_derivationally_related_form	00771961
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00306426	_derivationally_related_form	01845720
05785067	_derivationally_related_form	00813044
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02510879	_derivationally_related_form	05037813
09184975	_derivationally_related_form	01646866
05303402	_synset_domain_topic_of	06057539
00076341	_derivationally_related_form	00796976
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03181293	_derivationally_related_form	02154508
01996377	_derivationally_related_form	04669247
01843055	_derivationally_related_form	09629752
07205573	_derivationally_related_form	02212825
05766247	_derivationally_related_form	00938247
00383390	_hypernym	00376063
05635188	_derivationally_related_form	09826204
03964744	_derivationally_related_form	00013328
01967104	_derivationally_related_form	00511817
02058994	_hypernym	01835496
07209305	_derivationally_related_form	00804802
00814850	_derivationally_related_form	05826469
10418101	_derivationally_related_form	02698944
07357388	_derivationally_related_form	02554922
03110322	_derivationally_related_form	00002325
02877704	_derivationally_related_form	05600637
09870208	_derivationally_related_form	01420765
04836683	_derivationally_related_form	00765977
05432948	_hypernym	05432736
01419982	_derivationally_related_form	09870208
09451517	_has_part	09379111
00205349	_hypernym	00203342
02073714	_hypernym	02075462
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01848465	_hypernym	01831531
00138956	_derivationally_related_form	01439190
01635176	_hypernym	01619354
07325190	_derivationally_related_form	00348746
00958896	_derivationally_related_form	01090335
02766534	_hypernym	04576211
09184975	_derivationally_related_form	01759326
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05329215	_has_part	05532944
05996646	_derivationally_related_form	00599992
02428924	_derivationally_related_form	01230965
06253518	_hypernym	06253140
00815801	_derivationally_related_form	02909006
10434725	_derivationally_related_form	01642437
00270215	_derivationally_related_form	01230283
02492198	_derivationally_related_form	00429048
00121366	_derivationally_related_form	01435380
02408965	_derivationally_related_form	00044150
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05551318	_hypernym	05221895
00237869	_derivationally_related_form	01753788
00550282	_also_see	00684480
01074694	_hypernym	01074498
02453889	_derivationally_related_form	10677713
10090498	_derivationally_related_form	02248465
01787955	_derivationally_related_form	01221790
00082241	_also_see	01244410
04687333	_derivationally_related_form	02376277
10695555	_derivationally_related_form	00850501
05565696	_derivationally_related_form	01210737
09963914	_derivationally_related_form	00404642
01932973	_derivationally_related_form	02603699
05194578	_derivationally_related_form	02504562
00037396	_hypernym	00030358
05726345	_hypernym	00023271
00805034	_hypernym	00803617
00805376	_derivationally_related_form	07175241
00879356	_derivationally_related_form	10484526
11410625	_derivationally_related_form	02560767
00882948	_derivationally_related_form	06694540
14379829	_hypernym	14379501
05217168	_derivationally_related_form	09792237
01628449	_derivationally_related_form	00235435
01173965	_derivationally_related_form	01231652
00654625	_derivationally_related_form	04261116
01941093	_synset_domain_topic_of	00300441
01040707	_derivationally_related_form	06721949
02339413	_derivationally_related_form	03619396
02679415	_hypernym	03081021
02796623	_hypernym	03839993
10383505	_derivationally_related_form	00710005
05772215	_derivationally_related_form	02983097
05823054	_derivationally_related_form	00894738
04576211	_has_part	04574999
02502916	_derivationally_related_form	07205573
00968211	_derivationally_related_form	00367976
05578251	_hypernym	05543177
01767949	_derivationally_related_form	02364448
09792237	_hypernym	09617867
05540513	_has_part	05544906
07251619	_derivationally_related_form	00771961
05539595	_hypernym	08663354
00947128	_derivationally_related_form	01158872
01967104	_hypernym	01963942
01090335	_derivationally_related_form	00953559
07372779	_hypernym	07445265
00633265	_derivationally_related_form	05793210
05930736	_derivationally_related_form	00142191
01787955	_derivationally_related_form	05830059
00829107	_derivationally_related_form	01323449
01073995	_hypernym	00030358
05790572	_hypernym	05788149
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00404642	_derivationally_related_form	00237078
00701040	_derivationally_related_form	00805034
00028565	_derivationally_related_form	05601357
09833997	_derivationally_related_form	02583545
10461747	_derivationally_related_form	00776523
01753788	_derivationally_related_form	00237869
01840238	_derivationally_related_form	10096217
00003316	_hypernym	00005041
02154508	_derivationally_related_form	07214432
02154508	_derivationally_related_form	00043195
01478002	_derivationally_related_form	02853218
02581073	_derivationally_related_form	05195362
01038666	_hypernym	00964694
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00205885	_derivationally_related_form	14422179
14507951	_derivationally_related_form	02557199
00805376	_derivationally_related_form	07180183
02419073	_derivationally_related_form	14006945
00959376	_derivationally_related_form	01123765
02983097	_derivationally_related_form	05772215
03079741	_hypernym	04105893
00905852	_derivationally_related_form	06741305
01079873	_verb_group	01149470
07238102	_derivationally_related_form	02636921
00690614	_derivationally_related_form	05945642
03180969	_derivationally_related_form	02106006
01097960	_derivationally_related_form	01230283
00806502	_hypernym	00803325
05434557	_hypernym	05517578
09855630	_hypernym	10560637
01302019	_verb_group	02450505
00723056	_derivationally_related_form	05786372
05785067	_derivationally_related_form	00812580
01843055	_derivationally_related_form	10596689
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10695555	_derivationally_related_form	01787955
05142180	_hypernym	04723816
11414411	_derivationally_related_form	00137313
05535484	_hypernym	05534333
00902424	_hypernym	00903385
02400760	_derivationally_related_form	00181781
07162680	_derivationally_related_form	02297142
00190999	_derivationally_related_form	13426376
05555917	_derivationally_related_form	00257535
10018021	_derivationally_related_form	00804802
01440801	_derivationally_related_form	13904843
00804802	_derivationally_related_form	07209305
02693319	_derivationally_related_form	08626080
01448100	_derivationally_related_form	00115667
05271383	_hypernym	05269901
02598143	_derivationally_related_form	01229938
01806505	_derivationally_related_form	14407899
05600637	_has_part	05367341
05480794	_has_part	05503705
01835496	_also_see	02051694
00368592	_hypernym	00367976
09632518	_hypernym	00007846
10605985	_hypernym	09632518
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00662589	_verb_group	00663353
00598954	_derivationally_related_form	07214432
01091427	_derivationally_related_form	01169744
03110322	_derivationally_related_form	00001740
00794079	_derivationally_related_form	01896478
06634239	_hypernym	06634095
03520811	_derivationally_related_form	02451370
01027668	_derivationally_related_form	06782019
06650070	_derivationally_related_form	01012073
00022686	_derivationally_related_form	01046984
01336635	_derivationally_related_form	04187233
01990281	_derivationally_related_form	09451517
00404642	_derivationally_related_form	09963914
05250659	_derivationally_related_form	01435380
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03746574	_derivationally_related_form	02348568
02577061	_also_see	02056880
06694796	_derivationally_related_form	00956687
02670186	_derivationally_related_form	00439343
14451349	_derivationally_related_form	02722782
15055633	_derivationally_related_form	00366858
06740402	_derivationally_related_form	01645601
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05435477	_hypernym	05225602
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00765977	_derivationally_related_form	00282485
00960851	_derivationally_related_form	01115916
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10435988	_hypernym	10709529
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07939638	_derivationally_related_form	00654625
06628861	_derivationally_related_form	00892467
05930736	_derivationally_related_form	00701040
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01835496	_derivationally_related_form	00283127
07440979	_derivationally_related_form	02045043
02634265	_derivationally_related_form	11410625
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02387034	_verb_group	00603298
02691156	_has_part	04590553
04726938	_derivationally_related_form	02743261
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05528854	_hypernym	05303402
00300441	_hypernym	00295701
02897524	_derivationally_related_form	07151892
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02796412	_derivationally_related_form	01127075
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01230710	_derivationally_related_form	10209246
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14061462	_hypernym	14034177
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14037011	_derivationally_related_form	01772960
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10334957	_derivationally_related_form	01921964
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13760316	_hypernym	13576355
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07445265	_derivationally_related_form	01992503
05195362	_derivationally_related_form	02581073
00367685	_derivationally_related_form	05869857
10046527	_derivationally_related_form	02560767
00511817	_derivationally_related_form	01967104
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02339413	_hypernym	02327200
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06253518	_derivationally_related_form	00968211
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06324475	_derivationally_related_form	00947077
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05600637	_has_part	05602548
07214432	_derivationally_related_form	00721437
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02367363	_also_see	02376429
01350449	_hypernym	02367363
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02636921	_derivationally_related_form	00766234
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02339413	_derivationally_related_form	03859958
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01847845	_verb_group	01941093
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01350449	_derivationally_related_form	10461424
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14407899	_derivationally_related_form	01806505
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10524973	_derivationally_related_form	00779601
11412727	_hypernym	11410625
05272110	_hypernym	05248181
00676450	_derivationally_related_form	05790242
08478482	_derivationally_related_form	01850315
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13982357	_derivationally_related_form	00804802
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01552519	_also_see	01255967
09773245	_derivationally_related_form	00776059
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05578442	_derivationally_related_form	02713097
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01789270	_derivationally_related_form	01628302
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00044150	_derivationally_related_form	01642924
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02684924	_derivationally_related_form	01017987
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07296428	_derivationally_related_form	00109660
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09773245	_derivationally_related_form	02378623
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02747709	_verb_group	02684924
05786372	_derivationally_related_form	01637166
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02395782	_derivationally_related_form	00239910
00667747	_derivationally_related_form	05826469
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07139316	_derivationally_related_form	00941990
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07237758	_derivationally_related_form	02636921
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00634472	_derivationally_related_form	10510339
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01378556	_derivationally_related_form	05088324
00667747	_derivationally_related_form	00155298
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15265518	_derivationally_related_form	02379528
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10162991	_derivationally_related_form	02440244
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00786195	_derivationally_related_form	02530167
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00685638	_derivationally_related_form	04863969
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02713372	_derivationally_related_form	00407090
05785508	_derivationally_related_form	00630380
07247071	_derivationally_related_form	00976653
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10695555	_derivationally_related_form	00852506
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02425462	_derivationally_related_form	07452699
00923995	_derivationally_related_form	01658188
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02583545	_derivationally_related_form	10349243
01818835	_derivationally_related_form	07252378
00772640	_derivationally_related_form	06648724
01933900	_derivationally_related_form	06260121
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10737431	_hypernym	00007846
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11410625	_derivationally_related_form	02634265
07252378	_derivationally_related_form	01230710
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02569130	_also_see	01898129
00628491	_derivationally_related_form	05770926
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10404672	_derivationally_related_form	02051694
04473432	_derivationally_related_form	01853696
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01639714	_derivationally_related_form	05633385
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13980845	_derivationally_related_form	02667228
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07528470	_derivationally_related_form	01762528
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10280674	_derivationally_related_form	01629958
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02387486	_derivationally_related_form	08132637
00628491	_derivationally_related_form	10708292
01635176	_derivationally_related_form	06367107
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01940403	_derivationally_related_form	02151625
02495922	_also_see	01870889
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05836275	_derivationally_related_form	01633343
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02419773	_derivationally_related_form	10700105
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