Hugging Face's logo

scx-admin
/
Apex-flash

Zero-Shot Classification
Safetensors
English
gliclass
GLiClass
apex
gliclass-v4
text-classification
multi-label-classification
instruction-following
reranking
Model card Files
xet
 Community
Apex-flash
File size: 4,406 Bytes
5f295e3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
{
  "architecture_type": "uni-encoder",
  "architectures": [
    "GLiClassModel"
  ],
  "bos_token_id": 1,
  "calibrator_beta_max": 3.0,
  "calibrator_dropout": 0.1,
  "calibrator_hidden_size": 256,
  "calibrator_use_bias": true,
  "class_token_index": 128001,
  "class_token_pooling": "first",
  "contrastive_loss_coef": 0.0,
  "dropout": 0.3,
  "dtype": "bfloat16",
  "embed_class_token": true,
  "encoder_config": {
    "_name_or_path": "microsoft/deberta-v3-large",
    "architectures": null,
    "attention_probs_dropout_prob": 0.1,
    "bos_token_id": null,
    "chunk_size_feed_forward": 0,
    "dtype": null,
    "eos_token_id": null,
    "hidden_act": "gelu",
    "hidden_dropout_prob": 0.1,
    "hidden_size": 1024,
    "id2label": {
      "0": "LABEL_0",
      "1": "LABEL_1"
    },
    "initializer_range": 0.02,
    "intermediate_size": 4096,
    "is_encoder_decoder": false,
    "label2id": {
      "LABEL_0": 0,
      "LABEL_1": 1
    },
    "layer_norm_eps": 1e-07,
    "legacy": true,
    "max_position_embeddings": 512,
    "max_relative_positions": -1,
    "model_type": "deberta-v2",
    "norm_rel_ebd": "layer_norm",
    "num_attention_heads": 16,
    "num_hidden_layers": 24,
    "output_attentions": false,
    "output_hidden_states": false,
    "pad_token_id": 0,
    "pooler_dropout": 0.0,
    "pooler_hidden_act": "gelu",
    "pooler_hidden_size": 1024,
    "pos_att_type": [
      "p2c",
      "c2p"
    ],
    "position_biased_input": false,
    "position_buckets": 256,
    "problem_type": null,
    "relative_attention": true,
    "return_dict": true,
    "share_att_key": true,
    "tie_word_embeddings": true,
    "type_vocab_size": 0,
    "vocab_size": 128004
  },
  "encoder_layer_id": -1,
  "encoder_model_name": "microsoft/deberta-v3-large",
  "eos_token_id": 2,
  "example_token_index": 128003,
  "extract_text_features": false,
  "focal_loss_alpha": 0.75,
  "focal_loss_gamma": -1,
  "focal_loss_reduction": "none",
  "freeze_media_encoders": true,
  "hidden_size": 1024,
  "ignore_index": -100,
  "initializer_range": 0.03,
  "label_model_config": {
    "_name_or_path": "BAAI/bge-small-en-v1.5",
    "add_cross_attention": false,
    "architectures": [
      "BertModel"
    ],
    "attention_probs_dropout_prob": 0.1,
    "bos_token_id": null,
    "chunk_size_feed_forward": 0,
    "classifier_dropout": null,
    "dtype": "float32",
    "eos_token_id": null,
    "hidden_act": "gelu",
    "hidden_dropout_prob": 0.1,
    "hidden_size": 384,
    "id2label": {
      "0": "LABEL_0"
    },
    "initializer_range": 0.02,
    "intermediate_size": 1536,
    "is_decoder": false,
    "is_encoder_decoder": false,
    "label2id": {
      "LABEL_0": 0
    },
    "layer_norm_eps": 1e-12,
    "max_position_embeddings": 512,
    "model_type": "bert",
    "num_attention_heads": 12,
    "num_hidden_layers": 12,
    "output_attentions": false,
    "output_hidden_states": false,
    "pad_token_id": 0,
    "position_embedding_type": "absolute",
    "problem_type": null,
    "return_dict": true,
    "tie_word_embeddings": true,
    "type_vocab_size": 2,
    "use_cache": true,
    "vocab_size": 30522
  },
  "label_model_name": "BAAI/bge-small-en-v1.5",
  "layer_wise": false,
  "logit_scale_init_value": 2.6592,
  "max_labels_alloc": "dynamic",
  "max_num_classes": 25,
  "model_type": "GLiClass",
  "multimodal": false,
  "normalize_features": false,
  "pad_token_id": 0,
  "pooling_strategy": "first",
  "problem_type": "multi_label_classification",
  "projector_hidden_act": "gelu",
  "prompt_first": true,
  "recurrent_bptt_steps": null,
  "recurrent_confidence_coef": 0.0,
  "recurrent_confidence_margin": 0.0,
  "recurrent_confidence_mode": "relative",
  "recurrent_halt_threshold": 0.01,
  "recurrent_improvement_coef": 0.1,
  "recurrent_improvement_margin": 0.05,
  "recurrent_inference": true,
  "recurrent_inference_max_steps": null,
  "recurrent_min_steps": 1,
  "recurrent_read_text": false,
  "recurrent_steps": 1,
  "scorer_attn_dropout": 0.1,
  "scorer_encoder_num_layers": 2,
  "scorer_full_sequence": false,
  "scorer_mlp_hidden_size": 1024,
  "scorer_num_heads": 16,
  "scorer_type": "mlp",
  "shuffle_labels": true,
  "squeeze_layers": false,
  "text_token_index": 128002,
  "transformers_version": "5.20.0",
  "use_calibrator": true,
  "use_embedding_projection": false,
  "use_lstm": false,
  "use_segment_embeddings": false,
  "vocab_size": 128004
}