Initial upload of EmoAxis model
Browse files- config.json +26 -0
- merges.txt +0 -0
- model.safetensors +3 -0
- modeling.py +22 -0
- special_tokens_map.json +15 -0
- tokenizer.json +0 -0
- tokenizer_config.json +58 -0
- vocab.json +0 -0
config.json
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{
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"architectures": [
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"EmoAxis"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"classifier_dropout": null,
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"dtype": "float32",
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"eos_token_id": 2,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-05,
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"max_position_embeddings": 514,
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"model_type": "roberta",
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"transformers_version": "4.57.1",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 50265
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}
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merges.txt
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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oid sha256:4cac932eaaba18a940960abe491764c3d1bb61ec75432e3f1d3dfdc010295ee6
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size 498606496
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modeling.py
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import torch
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import torch.nn.functional as F
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from transformers import PreTrainedModel, AutoModel, AutoConfig
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class EmoAxis(PreTrainedModel):
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config_class = AutoConfig
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def __init__(self, config):
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super().__init__(config)
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self.encoder = AutoModel.from_pretrained(config._name_or_path)
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def forward(self, input_ids=None, attention_mask=None):
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outputs = self.encoder(
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input_ids=input_ids,
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attention_mask=attention_mask,
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output_hidden_states=True
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)
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last_hidden_state = outputs.hidden_states[-1]
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mask = attention_mask.unsqueeze(-1).float()
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text_emb = (last_hidden_state * mask).sum(dim=1) / mask.sum(dim=1).clamp(min=1e-9)
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text_emb = F.normalize(text_emb, p=2, dim=1)
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return text_emb
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special_tokens_map.json
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{
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"bos_token": "<s>",
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"cls_token": "<s>",
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"eos_token": "</s>",
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"mask_token": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false
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},
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"unk_token": "<unk>"
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}
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tokenizer.json
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tokenizer_config.json
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{
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"add_prefix_space": false,
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"added_tokens_decoder": {
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"0": {
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"content": "<s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"1": {
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"content": "<pad>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"2": {
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"content": "</s>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"3": {
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"content": "<unk>",
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"lstrip": false,
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"normalized": true,
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"rstrip": false,
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"single_word": false,
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"special": true
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},
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"50264": {
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"content": "<mask>",
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"lstrip": true,
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"normalized": false,
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"rstrip": false,
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"single_word": false,
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"special": true
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}
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},
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"bos_token": "<s>",
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"clean_up_tokenization_spaces": false,
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"cls_token": "<s>",
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"eos_token": "</s>",
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"errors": "replace",
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"extra_special_tokens": {},
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"mask_token": "<mask>",
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"model_max_length": 512,
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"pad_token": "<pad>",
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"sep_token": "</s>",
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"tokenizer_class": "RobertaTokenizer",
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"trim_offsets": true,
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"unk_token": "<unk>"
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}
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vocab.json
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The diff for this file is too large to render.
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