text
stringlengths
1
93.6k
"lipo": partial(Chembl, name="lipo"),
"cyp450": partial(Chembl, name="cyp450"),
"tox21": partial(Chembl, name="tox21"),
"muv": partial(Chembl, name="muv"),
"chemblpre": partial(Chembl, name="chemblpre"),
"molproperties": partial(Chembl, name="molproperties"),
"products": Products,
"ml1m": ML1M,
"ml1m_cls": ML1M_CLS,
"expla_graph": ExplaGraph,
"scene_graph": SceneGraph,
"wiki_graph": WikiGraph,
"mag240m": MAG240M,
"ultrachat200k": UltraChat200k,
"wikikg90m": WikiKG90M,
"webqsp": WebQSP,
"protein_hs": ProteinHS,
}
DATASET_INFOR_DICT = {
"cora": {"dataset": "cora"},
"pubmed": {"dataset": "pubmed"},
"cora_node": {"dataset": "cora",
"task": {"default": DefaultNPTask,
"subgraph": SubgraphNPTask,
"default_text": DefaultTextNPTask,
"subgraph_text": SubgraphTextNPTask,
"QA": NQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 7}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy"})},
},
"cora_link": {"dataset": "cora",
"task": {"default": DefaultLPTask,
"subgraph": SubgraphLPTask,
"default_text": DefaultTextLPTask,
"subgraph_text": SubgraphTextLPTask,
"QA": LQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 2}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy", "mode": "re",
"regular_patterns": r"\b(Yes|yes|No|no)\b"})},
},
"protein_hs": {"dataset": "protein_hs",
"task": {"default": DefaultLPTask,
"subgraph": SubgraphLPTask,
"default_text": DefaultTextLPTask,
"subgraph_text": SubgraphTextLPTask,
"QA": LQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 2}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy", "mode": "re",
"regular_patterns": r"\b(Yes|yes|No|no)\b"})},
},
"pubmed_node": {"dataset": "pubmed",
"task": {"default": DefaultNPTask,
"subgraph": SubgraphNPTask,
"default_text": DefaultTextNPTask,
"subgraph_text": SubgraphTextNPTask,
"QA": NQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 3}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy"})},
},
"pubmed_link": {"dataset": "pubmed",
"task": {"default": DefaultLPTask,
"subgraph": SubgraphLPTask,
"default_text": DefaultTextLPTask,
"subgraph_text": SubgraphTextLPTask,
"QA": LQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 2}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy", "mode": "re",
"regular_patterns": r"\b(Yes|yes|No|no)\b"})},
},
"wikics": {"dataset": "wikics",
"task": {"default": DefaultNPTask,
"subgraph": SubgraphNPTask,
"default_text": DefaultTextNPTask,
"subgraph_text": SubgraphTextNPTask,
"QA": NQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 10}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy"})},
},
"arxiv": {"dataset": "arxiv",
"task": {"default": DefaultNPTask,
"subgraph": SubgraphNPTask,
"default_text": DefaultTextNPTask,
"subgraph_text": SubgraphTextNPTask,
"QA": NQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 40}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy"})},
},
"arxiv_link": {"dataset": "arxiv",
"task": {"default": DefaultLPTask,
"subgraph": SubgraphLPTask,
"default_text": DefaultTextLPTask,
"subgraph_text": SubgraphTextLPTask,
"QA": LQATask},
"evaluation": {"default": ("accuracy", {"metric_name": "accuracy", "num_classes": 2}),
"QA": ("text_accuracy", {"metric_name": "text_accuracy", "mode": "re",
"regular_patterns": r"\b(Yes|yes|No|no)\b"})},
},
"fb15k237": {"dataset": "fb15k237",
"task": {"default": DefaultLPTask,