Upload config
Browse files- config.json +1 -6
- model.py +14 -1
config.json
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@@ -1,10 +1,6 @@
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{
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"architectures": [
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"SententenceTransformerSentimentModel"
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],
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"auto_map": {
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"AutoConfig": "
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"AutoModelForSequenceClassification": "model.SententenceTransformerSentimentModel"
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},
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"class_map": {
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"0": "sad",
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"h1": 44,
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"h2": 46,
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"model_type": "SententenceTransformerSentimentClassifier",
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"torch_dtype": "float32",
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"transformers_version": "4.29.0"
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}
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{
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"auto_map": {
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"AutoConfig": "model.SentimentConfig"
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},
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"class_map": {
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"0": "sad",
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"h1": 44,
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"h2": 46,
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"model_type": "SententenceTransformerSentimentClassifier",
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"transformers_version": "4.29.0"
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}
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model.py
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from config import SentimentConfig
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from transformers import PreTrainedModel
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import torch.nn as nn
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import torch.nn.functional as F
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class SententenceTransformerSentimentModel(PreTrainedModel):
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config_class = SentimentConfig
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from transformers import PreTrainedModel
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import torch.nn as nn
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import torch.nn.functional as F
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from transformers import PretrainedConfig
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mp = {0:'sad',1:'joy',2:'love',3:'anger',4:'fear',5:'surprise'}
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class SentimentConfig(PretrainedConfig):
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model_type = "SententenceTransformerSentimentClassifier"
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def __init__(self, embedding_model: str="sentence-transformers/all-MiniLM-L6-v2", class_map: dict=mp, h1: int=44, h2: int=46, **kwargs):
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self.embedding_model = embedding_model
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self.class_map = class_map
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self.h1 = h1
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self.h2 = h2
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super().__init__(**kwargs)
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class SententenceTransformerSentimentModel(PreTrainedModel):
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config_class = SentimentConfig
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