Commit
·
4fa0a53
1
Parent(s):
74f26df
Upload model
Browse files- config.json +3 -3
- configuration.py +1 -1
- model.py +9 -9
config.json
CHANGED
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@@ -146,7 +146,7 @@
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"B-GPE",
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"I-GPE"
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],
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"event_argument_model_path": "
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"event_nugget_list": [
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"O",
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"B-Ransom",
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@@ -160,8 +160,8 @@
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"B-Phishing",
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"I-Phishing"
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],
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"event_nugget_model_path": "
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"event_realis_model_path": "
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"model_type": "cybersecurity_knowledge_graph",
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"realis_list": [
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"O",
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"B-GPE",
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"I-GPE"
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],
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"event_argument_model_path": "argument_model_state_dict.pth",
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"event_nugget_list": [
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"O",
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"B-Ransom",
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"B-Phishing",
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"I-Phishing"
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],
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+
"event_nugget_model_path": "nugget_model_state_dict.pth",
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"event_realis_model_path": "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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configuration.py
CHANGED
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@@ -1,7 +1,7 @@
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from transformers import PretrainedConfig
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import torch
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from
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class CybersecurityKnowledgeGraphConfig(PretrainedConfig):
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from transformers import PretrainedConfig
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import torch
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from utils import event_args_list, event_nugget_list, realis_list, arg_2_role
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class CybersecurityKnowledgeGraphConfig(PretrainedConfig):
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model.py
CHANGED
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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
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from
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-
from
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from
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from
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from
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from
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class CybersecurityKnowledgeGraphModel(PreTrainedModel):
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config_class = CybersecurityKnowledgeGraphConfig
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@@ -40,7 +40,7 @@ class CybersecurityKnowledgeGraphModel(PreTrainedModel):
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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 = '/
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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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@@ -50,7 +50,7 @@ class CybersecurityKnowledgeGraphModel(PreTrainedModel):
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role_classifiers[arg] = clf
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self.role_classifiers = role_classifiers
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self.embed_model = SentenceTransformer('
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self.event_nugget_list = config.event_nugget_list
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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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role_classifiers[arg] = clf
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self.role_classifiers = role_classifiers
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self.embed_model = SentenceTransformer('all-MiniLM-L6-v2')
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self.event_nugget_list = config.event_nugget_list
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