Hugging Face's logo

KlingTeam
/
TimePLE

Image-Text-to-Text
Transformers
Safetensors
English
qwen3_vl_timeple
video
video-temporal-grounding
qwen3-vl
timeple
conversational
Model card Files
xet
 Community
TimePLE
File size: 3,644 Bytes
818d3b0
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
{
  "architectures": [
    "Qwen3VLForConditionalGenerationWithTimePLECodec"
  ],
  "default_video_duration_sec": 1.0,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "freeze_language": false,
  "freeze_vision": true,
  "hidden_size": 4096,
  "image_token_id": 151655,
  "model_type": "qwen3_vl_timeple",
  "pad_token_id": 151643,
  "text_config": {
    "attention_bias": false,
    "attention_dropout": 0.0,
    "bos_token_id": 151643,
    "dtype": "bfloat16",
    "eos_token_id": 151645,
    "head_dim": 128,
    "hidden_act": "silu",
    "hidden_size": 4096,
    "initializer_range": 0.02,
    "intermediate_size": 12288,
    "max_position_embeddings": 262144,
    "model_type": "qwen3_vl_text",
    "num_attention_heads": 32,
    "num_hidden_layers": 36,
    "num_key_value_heads": 8,
    "pad_token_id": 151643,
    "rms_norm_eps": 1e-06,
    "rope_scaling": {
      "mrope_interleaved": true,
      "mrope_section": [
        24,
        20,
        20
      ],
      "rope_type": "default"
    },
    "rope_theta": 5000000,
    "use_cache": true,
    "vocab_size": 151671
  },
  "tie_word_embeddings": false,
  "timespan_token_id": 151670,
  "timestamp_token_id": 151669,
  "transformers_version": "4.57.1",
  "video_token_id": 151656,
  "vision_config": {
    "deepstack_visual_indexes": [
      8,
      16,
      24
    ],
    "depth": 27,
    "dtype": "bfloat16",
    "hidden_act": "gelu_pytorch_tanh",
    "hidden_size": 1152,
    "in_channels": 3,
    "initializer_range": 0.02,
    "intermediate_size": 4304,
    "model_type": "qwen3_vl",
    "num_heads": 16,
    "num_position_embeddings": 2304,
    "out_hidden_size": 4096,
    "pad_token_id": 151643,
    "patch_size": 16,
    "spatial_merge_size": 2,
    "temporal_patch_size": 2
  },
  "vision_end_token_id": 151653,
  "vision_start_token_id": 151652,
  "timeple_codec_config": {
    "decoder": {
      "activation": "gelu",
      "dropout": 0.0,
      "duration_adaptive_residual": {
        "activation": "gelu",
        "dropout": 0.0,
        "enabled": true,
        "hidden_dims": [
          256
        ],
        "scale": 0.02,
        "use_layer_norm": true,
        "weight_eps": 0.0001,
        "weight_max": 10.0,
        "weight_mode": "relative_sqrt_inv"
      },
      "trunk_hidden_dims": [
        2048,
        1024
      ],
      "use_layer_norm": true
    },
    "encoder": {
      "activation": "gelu",
      "dropout": 0.0,
      "hidden_dims": [
        512,
        2048
      ],
      "use_layer_norm": true
    },
    "grid": {
      "num_u_bins": 128,
      "num_v_bins": 128,
      "span_sigma_u": 0.015,
      "span_sigma_v": 0.015
    },
    "loss": {
      "absolute_long_weight": 1.0,
      "absolute_medium_threshold_sec": 30.0,
      "absolute_medium_weight": 1.5,
      "absolute_short_threshold_sec": 10.0,
      "absolute_short_weight": 3.0,
      "boundary_weight_eps": 0.0001,
      "boundary_weight_max": 10.0,
      "boundary_weight_mode": "absolute_bucket",
      "boundary_weight_normalize": true,
      "lambda_boundary": 0.5,
      "lambda_dfl": 1.0,
      "lambda_iou": 1.0
    },
    "token_dim": 4096,
    "transform": {
      "eps": 1e-06,
      "tau": 0.0
    }
  },
  "timeple_interface_adapter": {
    "adapter_type": "mlp_projector",
    "projector": {
      "input": {
        "activation": "gelu",
        "anchor_alpha_init": 0.01,
        "anchor_alpha_max": 0.02,
        "dropout": 0.0,
        "hidden_dim": 4096
      },
      "output": {
        "activation": "gelu",
        "dropout": 0.0,
        "hidden_dim": 4096
      }
    }
  },
  "use_timeple_codec": true,
  "use_timeple_interface_adapter": true
}