Upload 7 files

config.json

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+{
+  "architectures": [
+    "RobertaClass"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "bos_token_id": 0,
+  "classifier_dropout": null,
+  "eos_token_id": 2,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 768,
+  "id2label": {
+    "0": "anger_frustration",
+    "1": "interest_desire",
+    "2": "confusion_sorrow_boredom",
+    "3": "joy_hope",
+    "4": "understanding_gratitude_relief",
+    "5": "disgust_surprise_alarm_fear"
+  },
+  "initializer_range": 0.02,
+  "intermediate_size": 3072,
+  "label2id": {
+    "anger_frustration": 0,
+    "interest_desire": 1,
+    "confusion_sorrow_boredom": 2,
+    "joy_hope": 3,
+    "understanding_gratitude_relief": 4,
+    "disgust_surprise_alarm_fear": 5
+  },
+  "layer_norm_eps": 1e-05,
+  "max_position_embeddings": 514,
+  "model_type": "roberta",
+  "num_attention_heads": 12,
+  "num_hidden_layers": 12,
+  "pad_token_id": 1,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.47.1",
+  "type_vocab_size": 1,
+  "use_cache": true,
+  "vocab_size": 50265
+}

misty_emro.py

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+import torch
+from transformers import RobertaModel
+
+class RobertaClass(torch.nn.Module):
+    def __init__(self, num_classes):
+        super(RobertaClass, self).__init__()
+        self.roberta = RobertaModel.from_pretrained('roberta-base')
+        self.dropout = torch.nn.Dropout(0.3) 
+        self.classifier = torch.nn.Linear(self.roberta.config.hidden_size, num_classes)
+        self.loss_fn = torch.nn.CrossEntropyLoss(label_smoothing=0.1)
+
+    def forward(self, input_ids, attention_mask, labels=None):
+        outputs = self.roberta(
+            input_ids=input_ids,
+            attention_mask=attention_mask,
+            return_dict=True
+        )
+        pooled_output = torch.mean(outputs.last_hidden_state, dim=1)
+        pooled_output = self.dropout(pooled_output)
+        logits = self.classifier(pooled_output)
+        
+        if labels is not None:
+            loss = self.loss_fn(logits, labels)
+            return loss, logits
+        else:
+            return logits

pytorch_model.bin

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+version https://git-lfs.github.com/spec/v1
+oid sha256:00b826b22a1938059fb050d2cc76ae18c8dbe972b7bb590eafa4f99cbd3f2a42
+size 498685166

special_tokens_map.json

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+{
+  "bos_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "cls_token": {
+    "content": "<s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "eos_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "mask_token": {
+    "content": "<mask>",
+    "lstrip": true,
+    "normalized": false,
+    "rstrip": false,
+    "single_word": false
+  },
+  "pad_token": {
+    "content": "<pad>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "sep_token": {
+    "content": "</s>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  },
+  "unk_token": {
+    "content": "<unk>",
+    "lstrip": false,
+    "normalized": true,
+    "rstrip": false,
+    "single_word": false
+  }
+}

tokenizer_config.json

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+{
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "0": {
+      "content": "<s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "1": {
+      "content": "<pad>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "2": {
+      "content": "</s>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "3": {
+      "content": "<unk>",
+      "lstrip": false,
+      "normalized": true,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "50264": {
+      "content": "<mask>",
+      "lstrip": true,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "bos_token": "<s>",
+  "clean_up_tokenization_spaces": false,
+  "cls_token": "<s>",
+  "eos_token": "</s>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "mask_token": "<mask>",
+  "model_max_length": 512,
+  "pad_token": "<pad>",
+  "sep_token": "</s>",
+  "tokenizer_class": "RobertaTokenizer",
+  "unk_token": "<unk>"
+}