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README.md

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![ULTRA](asset/ultra_logo.png)
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PyG implementation of [ULTRA], a foundation model for KG reasoning. Authored by [Michael Galkin], [Zhaocheng Zhu], and [Xinyu Yuan](). *Logo generated by DALL·E 3.*
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PyG implementation of [ULTRA], a foundation model for KG reasoning. Authored by [Michael Galkin], [Zhaocheng Zhu], and [Xinyu Yuan]. *Logo generated by DALL·E 3.*
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[Zhaocheng Zhu]: https://kiddozhu.github.io
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[Michael Galkin]: https://migalkin.github.io/

config/inductive/inference.yaml

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output_dir: ~/git/ultra_pyg_dev/output
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output_dir: ~/git/ULTRA/output
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dataset:
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class: {{ dataset }}
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root: ~/git/ultra_pyg_dev/kg-datasets/
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root: ~/git/ULTRA/kg-datasets/
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version: {{ version }}
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model:

config/transductive/inference.yaml

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output_dir: ~/git/ultra_pyg_dev/output
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output_dir: ~/git/ULTRA/output
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dataset:
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class: {{ dataset }}
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root: ~/git/ultra_pyg_dev/kg-datasets/
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root: ~/git/ULTRA/kg-datasets/
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model:
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class: Ultra

config/transductive/pretrain_3g.yaml

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output_dir: ~/nosnap/ultra_outputs/
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output_dir: ~/git/ULTRA/output
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dataset:
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class: JointDataset
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graphs: [FB15k237, WN18RR, CoDExMedium]
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root: ~/nosnap/ultra_datasets/
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root: ~/git/ULTRA/kg-datasets/
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model:
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class: Ultra

config/transductive/pretrain_4g.yaml

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output_dir: ~/nosnap/ultra_outputs/
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output_dir: ~/git/ULTRA/output
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dataset:
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class: JointDataset
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graphs: [FB15k237, WN18RR, CoDExMedium, NELL995]
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root: ~/nosnap/ultra_datasets/
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root: ~/git/ULTRA/kg-datasets/
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model:
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class: Ultra

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