Commit
·
acd5094
1
Parent(s):
c431a37
Upload model
Browse files- config.json +4 -1
- configuration.py +5 -7
- model.py +8 -8
config.json
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@@ -97,6 +97,10 @@
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"Supported_Platform"
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]
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},
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"event_args_list": [
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"O",
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"B-System",
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@@ -158,7 +162,6 @@
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],
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"event_nugget_model_path": "cybersecurity_knowledge_graph/nugget_model_state_dict.pth",
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"event_realis_model_path": "cybersecurity_knowledge_graph/realis_model_state_dict.pth",
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"model_type": "cybersecurity_knowledge_graph",
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"realis_list": [
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"O",
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"Generic",
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"Supported_Platform"
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]
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},
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+
"auto_map": {
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"AutoConfig": "configuration.CybersecurityKnowledgeGraphConfig",
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"AutoModelForTokenClassification": "model.CybersecurityKnowledgeGraphModel"
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},
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"event_args_list": [
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"O",
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"B-System",
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],
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"event_nugget_model_path": "cybersecurity_knowledge_graph/nugget_model_state_dict.pth",
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"event_realis_model_path": "cybersecurity_knowledge_graph/realis_model_state_dict.pth",
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"realis_list": [
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"O",
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"Generic",
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configuration.py
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@@ -1,13 +1,11 @@
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from transformers import PretrainedConfig
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import torch
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import utils
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class CybersecurityKnowledgeGraphConfig(PretrainedConfig):
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model_type = "cybersecurity_knowledge_graph"
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-
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def __init__(
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self,
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event_nugget_model_path : str = "nugget_model_state_dict.pth",
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@@ -19,9 +17,9 @@ class CybersecurityKnowledgeGraphConfig(PretrainedConfig):
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self.event_argument_model_path = event_argument_model_path
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self.event_realis_model_path = event_realis_model_path
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self.event_nugget_list = utils.event_nugget_list
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self.event_args_list = utils.event_args_list
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self.realis_list = utils.realis_list
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self.arg_2_role = utils.arg_2_role
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super().__init__(**kwargs)
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from transformers import PretrainedConfig
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import torch
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import cybersecurity_knowledge_graph.utils
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class CybersecurityKnowledgeGraphConfig(PretrainedConfig):
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def __init__(
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self,
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event_nugget_model_path : str = "nugget_model_state_dict.pth",
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self.event_argument_model_path = event_argument_model_path
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self.event_realis_model_path = event_realis_model_path
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self.event_nugget_list = cybersecurity_knowledge_graph.utils.event_nugget_list
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self.event_args_list = cybersecurity_knowledge_graph.utils.event_args_list
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self.realis_list = cybersecurity_knowledge_graph.utils.realis_list
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self.arg_2_role = cybersecurity_knowledge_graph.utils.arg_2_role
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super().__init__(**kwargs)
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model.py
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@@ -6,15 +6,15 @@ from sentence_transformers import SentenceTransformer
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from transformers import AutoTokenizer
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from nugget_model_utils import CustomRobertaWithPOS as NuggetModel
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from args_model_utils import CustomRobertaWithPOS as ArgumentModel
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from realis_model_utils import CustomRobertaWithPOS as RealisModel
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from configuration import CybersecurityKnowledgeGraphConfig
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from event_nugget_predict import create_dataloader as event_nugget_dataloader
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from event_realis_predict import create_dataloader as event_realis_dataloader
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from event_arg_predict import create_dataloader as event_argument_dataloader
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class CybersecurityKnowledgeGraphModel(PreTrainedModel):
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config_class = CybersecurityKnowledgeGraphConfig
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self.event_argument_model.load_state_dict(torch.load(self.event_argument_model_path))
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role_classifiers = {}
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folder_path = '/arg_role_models'
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for filename in os.listdir(os.getcwd() + folder_path):
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if filename.endswith('.joblib'):
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from transformers import AutoTokenizer
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from cybersecurity_knowledge_graph.nugget_model_utils import CustomRobertaWithPOS as NuggetModel
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from cybersecurity_knowledge_graph.args_model_utils import CustomRobertaWithPOS as ArgumentModel
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from cybersecurity_knowledge_graph.realis_model_utils import CustomRobertaWithPOS as RealisModel
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from .configuration import CybersecurityKnowledgeGraphConfig
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from cybersecurity_knowledge_graph.event_nugget_predict import create_dataloader as event_nugget_dataloader
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from cybersecurity_knowledge_graph.event_realis_predict import create_dataloader as event_realis_dataloader
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from cybersecurity_knowledge_graph.event_arg_predict import create_dataloader as event_argument_dataloader
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class CybersecurityKnowledgeGraphModel(PreTrainedModel):
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config_class = CybersecurityKnowledgeGraphConfig
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self.event_argument_model.load_state_dict(torch.load(self.event_argument_model_path))
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role_classifiers = {}
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folder_path = '/cybersecurity_knowledge_graph/arg_role_models'
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for filename in os.listdir(os.getcwd() + folder_path):
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if filename.endswith('.joblib'):
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