/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
  import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-13 03:28:15] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-13 03:28:15,468 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:15,470 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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  "max_position_embeddings": 40960,
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  "model_type": "qwen3",
  "num_attention_heads": 16,
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  "num_key_value_heads": 8,
  "pad_token_id": 151643,
  "rms_norm_eps": 1e-06,
  "rope_parameters": {
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    "rope_type": "default"
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  "sliding_window": null,
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  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-13 03:28:16,137 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:16,138 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
  "eos_token_id": 151645,
  "head_dim": 128,
  "hidden_act": "silu",
  "hidden_size": 1024,
  "initializer_range": 0.02,
  "intermediate_size": 3072,
  "layer_types": [
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}

[INFO|configuration_utils.py:769] 2026-07-13 03:28:16,138 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:16,139 >> Model config Qwen3Config {
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  ],
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  "attention_dropout": 0.0,
  "bos_token_id": null,
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}

[INFO|2026-07-13 03:28:16] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v29_balanced_r3_draft.jsonl...
Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.

Generating train split: 0 examples [00:00, ? examples/s]
Generating train split: 13175 examples [00:00, 117873.57 examples/s]
Generating train split: 15942 examples [00:00, 117511.33 examples/s]

Converting format of dataset (num_proc=16):   0%|          | 0/15942 [00:00<?, ? examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 15942/15942 [00:00<00:00, 32154.06 examples/s]

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Running tokenizer on dataset (num_proc=16):  81%|████████▏ | 12954/15942 [00:17<00:03, 803.81 examples/s]
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Running tokenizer on dataset (num_proc=16):  94%|█████████▍| 14946/15942 [00:19<00:01, 955.87 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 15942/15942 [00:20<00:00, 1000.81 examples/s]
Running tokenizer on dataset (num_proc=16): 100%|██████████| 15942/15942 [00:20<00:00, 788.96 examples/s] 
training example:
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166095, 176095, 11, 220, 176251, 157667, 166095, 173904, 11, 220, 176251, 157342, 166095, 171528, 11, 220, 176251, 157532, 166095, 169805, 11, 220, 176251, 153020, 160574, 175724, 11, 220, 176251, 154738, 166095, 171123, 11, 220, 176251, 152943, 166095, 170545, 11, 220, 176251, 155582, 166095, 173848, 11, 220, 176251, 152788, 166095, 173240, 11, 220, 176251, 152494, 166380, 170010, 11, 220, 176251, 155708, 166095, 170809, 11, 220, 176251, 156854, 165372, 170315, 11, 220, 176251, 156854, 165372, 170315, 11, 220, 176251, 157532, 166095, 173868, 11, 220, 176251, 154738, 166095, 173935, 11, 220, 176251, 156484, 166296, 170545, 11, 220, 176251, 159561, 163474, 173616, 11, 220, 176251, 159548, 160427, 169201, 11, 220, 176251, 158625, 160442, 174443, 11, 220, 176251, 159280, 166095, 170137, 11, 220, 176251, 155247, 166095, 169712, 11, 220, 176251, 156854, 161073, 175601, 11, 220, 176251, 153062, 166095, 175198, 41479, 234, 12857, 38182, 102217, 101548, 3837, 72651, 38182, 101927, 220, 176251, 152943, 166095, 172639, 11, 220, 176251, 155733, 166643, 169988, 11, 220, 176251, 152943, 166095, 175007, 11, 220, 176251, 156186, 164156, 171041, 11, 220, 176251, 157629, 166095, 172652, 11, 220, 176251, 159516, 164156, 173699, 11, 220, 176251, 151746, 163333, 174366, 11, 220, 176251, 157342, 166095, 171416, 11, 220, 176251, 157342, 166095, 170480, 11, 220, 176251, 159043, 162465, 175772, 11, 220, 176251, 157532, 165984, 172976, 11, 220, 176251, 155318, 160481, 173551, 11, 220, 176251, 152324, 164740, 170010, 11, 220, 176251, 154848, 165151, 168533, 11, 220, 176251, 153062, 166380, 173616, 11, 220, 176251, 153020, 166880, 175321, 11, 220, 176251, 151886, 166689, 171087, 11, 220, 176251, 155582, 166095, 171041, 11, 220, 176251, 159561, 166095, 168960, 11, 220, 176251, 152476, 164594, 169181, 11, 220, 176251, 157944, 163734, 171244, 11, 220, 176251, 151746, 163333, 174366, 11, 220, 176251, 153377, 167739, 173616, 11, 220, 176251, 153377, 166095, 169123, 11, 220, 176251, 153052, 164352, 170905, 11, 220, 176251, 156611, 166393, 170368, 11, 220, 176251, 157342, 166095, 176095, 11, 220, 176251, 155054, 160481, 172939, 11, 220, 176251, 153052, 165210, 171800, 11, 220, 176251, 157667, 166095, 173904, 11, 220, 176251, 157342, 166095, 171528, 11, 220, 176251, 157532, 166095, 169805, 11, 220, 176251, 153020, 160574, 175724, 11, 220, 176251, 158625, 166095, 168708, 11, 220, 176251, 154738, 166095, 171123, 11, 220, 176251, 152943, 166095, 170545, 11, 220, 176251, 155582, 166095, 173848, 11, 220, 176251, 152788, 166095, 173240, 11, 220, 176251, 153020, 164793, 168990, 11, 220, 176251, 152494, 166380, 170010, 11, 220, 176251, 154738, 166095, 171393, 11, 220, 176251, 155708, 166095, 170809, 11, 220, 176251, 156854, 165372, 170315, 11, 220, 176251, 156854, 165372, 170315, 11, 220, 176251, 151843, 160839, 175804, 11, 220, 176251, 157532, 166095, 173868, 11, 220, 176251, 156020, 167079, 172836, 11, 220, 176251, 154738, 166095, 173935, 11, 220, 176251, 156020, 167079, 172836, 11, 220, 176251, 156484, 166296, 170545, 11, 220, 176251, 155693, 161149, 171391, 11, 220, 176251, 159782, 163141, 172305, 11, 220, 176251, 159561, 163474, 173616, 11, 220, 176251, 154738, 166095, 171930, 11, 220, 176251, 159548, 160427, 169201, 11, 220, 176251, 153780, 160807, 174443, 11, 220, 176251, 152228, 160442, 171966, 11, 220, 176251, 158625, 160442, 174443, 11, 220, 176251, 159782, 162905, 169308, 11, 220, 176251, 159782, 162905, 169308, 11, 220, 176251, 158799, 167617, 172458, 11, 220, 176251, 159782, 163793, 169133, 11, 220, 176251, 159280, 166095, 170137, 11, 220, 176251, 155247, 166095, 169712, 11, 220, 176251, 159782, 163793, 169133, 11, 220, 176251, 154738, 166095, 171416, 11, 220, 176251, 159782, 163793, 169133, 11, 220, 176251, 156854, 161073, 175601, 11, 220, 176251, 155708, 166380, 168194, 11, 220, 176251, 153062, 166095, 175198, 3407, 14880, 104210, 100001, 105814, 102050, 75882, 20002, 18493, 99200, 102122, 101047, 100160, 43815, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 75882, 20002, 104044, 112429, 101927, 18830, 25, 220, 176251, 157629, 166095, 169712, 151645, 198, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2025-01-03】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5627><s_c_5244>
【2025-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_469><s_b_5892><s_c_4631>
【2025-02-15】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3524>
【2025-03-14】
  --:-- [直播-关注] <|living_begin|><s_a_2073><s_b_1557><s_c_5244>
【2025-04-22】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1053><s_c_3503>
【2025-04-23】
  --:-- [商品-购买] <|prod_begin|><s_a_820><s_b_1632><s_c_297>
【2025-04-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3331><s_b_5106><s_c_2973>
【2025-05-04】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3058><s_b_3790><s_c_2403>
【2025-05-23】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_7869><s_c_5650>
【2025-05-25】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4464><s_c_1570>
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_8002><s_c_3890>
【2025-05-27】
  --:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
【2025-06-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4680><s_b_1808><s_c_5491>
  --:-- [商品-购买] <|prod_begin|><s_a_8191><s_b_5487><s_c_2175>
  --:-- [商品-购买] <|prod_begin|><s_a_1193><s_b_5934><s_c_7783>
【2025-06-14】
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>
  --:-- [商品-购买] <|prod_begin|><s_a_631><s_b_1834><s_c_81>
【2025-06-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7541><s_b_7043><s_c_1045>
【2025-06-29】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3970>
【2025-07-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6609>
【2025-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7765><s_b_5509><s_c_2332>
【2025-07-31】
  --:-- [商品-购买] <|prod_begin|><s_a_2204><s_b_4768><s_c_3253>
【2025-08-06】
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_2808><s_c_1322>
【2025-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2064><s_c_7536>
  --:-- [商品-购买] <|prod_begin|><s_a_4968><s_b_2087><s_c_6291>
【2025-08-17】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
【2025-08-31】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_4980>
【2025-09-01】
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
【2025-09-04】
  --:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
【2025-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6695><s_b_6652><s_c_4929>
  --:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_4106><s_c_5153>
【2025-09-15】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_2793>
【2025-09-16】
  --:-- [直播-打赏] <|living_begin|><s_a_933><s_b_3898><s_c_2556>
【2025-09-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_8142>
【2025-09-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_1777><s_c_6256>
  --:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_6180>
  --:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_5719><s_c_3345>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_989><s_c_2639>
【2025-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_990><s_b_63><s_c_7804>
【2025-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_3257>
【2025-10-20】
  --:-- [商品-购买] <|prod_begin|><s_a_1992><s_b_5549><s_c_6631>
  --:-- [商品-购买] <|prod_begin|><s_a_1798><s_b_2085><s_c_3434>
【2025-10-27】
  --:-- [商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>
【2025-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-03】
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_2390><s_c_131>
【2025-11-05】
  --:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5244>
  --:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_5340><s_c_2589>
【2025-11-07】
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6545><s_c_6653>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1838><s_c_1125>
【2025-11-08】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7047><s_c_3676>
  --:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_2069><s_c_6202>
【2025-11-17】
  --:-- [直播-关注] <|living_begin|><s_a_4566><s_b_7342><s_c_6202>
【2025-11-19】
  --:-- [商品-点击] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
  --:-- [商品-购买] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
【2025-11-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5956>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5237><s_c_4518>
【2025-11-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_6256>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
  --:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_3894><s_c_366>
  --:-- [商品-点击] <|prod_begin|><s_a_5888><s_b_664><s_c_2998>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_2114><s_c_3568>
  --:-- [商品-点击] <|prod_begin|><s_a_651><s_b_7218><s_c_4920>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_7971><s_c_574>
  --:-- [商品-点击] <|prod_begin|><s_a_820><s_b_5398><s_c_4368>
  --:-- [商品-点击] <|prod_begin|><s_a_1604><s_b_6641><s_c_1291>
  --:-- [商品-点击] <|prod_begin|><s_a_996><s_b_3645><s_c_7703>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-23】
  --:-- [商品-点击] <|prod_begin|><s_a_4368><s_b_2958><s_c_3335>
  --:-- [商品-点击] <|prod_begin|><s_a_5578><s_b_5487><s_c_7405>
  --:-- [商品-点击] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
  --:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
  --:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_1808><s_c_297>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_132><s_c_1561>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
  --:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
  --:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-25】
  --:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
  --:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
【2025-11-30】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_4459>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1275><s_b_4410><s_c_6278>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_602>
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4722>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7548>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6240>
【2025-12-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-12-15】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3442>
【2025-12-16】
  --:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_7047><s_c_2309>
【2025-12-17】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_7342><s_c_3026>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
【2025-12-20】
  --:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_6039><s_c_909>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_451><s_c_5244>
【2025-12-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1306>
  --:-- [商品-点击] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
  --:-- [商品-购买] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
【2025-12-28】
  --:-- [商品-点击] <|prod_begin|><s_a_6695><s_b_2390><s_c_5215>
【2025-12-31】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4323><s_c_6202>
【2026-01-01】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_7342><s_c_4771>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6202>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2026-01-04】
  06:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_6857>
  09:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
  18:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_558><s_c_5563>
【2026-01-05】
  03:43 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1659>
  04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1335>
  05:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  13:13 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7638>
  15:30 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_7548>
  17:25 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_4636>
  17:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1178>
【2026-01-06】
  04:53 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6782><s_c_6240>
  23:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4208>
  10:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5687>
  17:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1246>
  17:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_5776>
【2026-01-08】
  03:27 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_2919><s_c_7188>
  16:22 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4595>
  16:32 [广告-点击] <|ad_begin|><s_a_2692><s_b_5511><s_c_1170>
  16:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
  16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
  19:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
  19:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_7052><s_c_2784>
  02:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
  02:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
  09:06 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
  09:06 [广告-点击] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
  --:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_7727><s_c_7742>
【2026-01-10】
  03:02 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
  03:02 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
  03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3775>
  05:07 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_3026>
  05:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  05:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
  08:07 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
  08:07 [广告-点击] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
  08:15 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
  08:15 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
  08:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  08:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
  09:01 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  09:01 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
  16:06 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
  16:06 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
  17:42 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
  17:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
  17:52 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2194>
  18:04 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  18:04 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
【2026-01-11】
  04:38 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
  04:38 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
【2026-01-12】
  --:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_2803>
  06:35 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
  06:35 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
  15:36 [广告-点击] <|ad_begin|><s_a_1474><s_b_5511><s_c_4724>
【2026-01-13】
  03:09 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  03:09 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
  04:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
  04:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
  08:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  08:28 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
  09:54 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
  09:54 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
  11:11 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  11:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
  13:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
  13:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
【2026-01-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
  04:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
  04:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
  10:23 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
  10:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
  17:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
  17:10 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
  20:10 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
  20:10 [广告-点击] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
【2026-01-16】
  03:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
  03:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3676>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>
【2026-01-18】
  03:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_2485><s_c_3958>
  04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
  04:23 [广告-点击] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
  18:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
  18:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
【2026-01-19】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
  --:-- [商品-点击] <|prod_begin|><s_a_4228><s_b_1392><s_c_724>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_1561><s_b_4358><s_c_2653>
  --:-- [直播-关注] <|living_begin|><s_a_511><s_b_1277><s_c_5563>
  04:13 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_6390>
  18:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
  18:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
【2026-01-21】
  03:26 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
  03:26 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
  03:41 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  03:41 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
  05:41 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
  05:47 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
  05:47 [广告-点击] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
  09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
  09:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
  09:29 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
  09:29 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
  09:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
  09:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
  17:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
  17:29 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
【2026-01-22】
  11:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_6358><s_c_7552>
  --:-- [商品-点击] <|prod_begin|><s_a_8051><s_b_6384><s_c_3345>
  --:-- [商品-点击] <|prod_begin|><s_a_731><s_b_2095><s_c_1247>
  14:08 [视频-点赞/长播] <|video_begin|><s_a_4505><s_b_3586><s_c_2401>
  18:03 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
  18:10 [视频-点赞/长播] <|video_begin|><s_a_7715><s_b_4120><s_c_6341>
【2026-01-23】
  04:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1916><s_c_728>
  07:08 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  07:08 [广告-点击] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7047><s_c_3026>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6848><s_c_4318>
  11:17 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_1707>
  11:35 [广告-深度转化] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
  11:35 [广告-点击] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
  14:48 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
  15:48 [视频-点赞/长播] <|video_begin|><s_a_1585><s_b_5237><s_c_6390>
【2026-01-24】
  03:05 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
  03:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_338><s_c_5353>
  --:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  --:-- [商品-购买] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7342><s_c_6940>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_1651><s_b_697><s_c_7037>
【2026-01-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_6757>
  06:42 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_6737>
  09:07 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_480>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
  --:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
  15:37 [视频-浏览] <|video_begin|><s_a_6904><s_b_7870><s_c_6805>
  17:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
  17:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
  21:19 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6185>
【2026-01-26】
  07:11 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_3878>
  10:08 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
  10:08 [广告-点击] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
  15:55 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_1025><s_c_6805>
  18:08 [视频-点赞/长播] <|video_begin|><s_a_1607><s_b_8008><s_c_3589>
  18:10 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_8179><s_c_7548>
  18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7771><s_b_7756><s_c_6185>
  19:26 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  19:26 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_3395>
  03:35 [视频-浏览] <|video_begin|><s_a_3396><s_b_915><s_c_7635>
  09:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
  15:10 [视频-点赞/长播] <|video_begin|><s_a_2853><s_b_4059><s_c_237>
  15:10 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_7877><s_c_1457>
  16:20 [视频-点赞/长播] <|video_begin|><s_a_8187><s_b_850><s_c_7172>
【2026-01-28】
  03:29 [视频-浏览] <|video_begin|><s_a_116><s_b_7493><s_c_1009>
  03:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  03:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
  04:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
  04:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
  07:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
  07:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_5916>
  14:19 [视频-点赞/长播] <|video_begin|><s_a_6132><s_b_3068><s_c_3352>
【2026-01-29】
  03:06 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_6123><s_c_4636>
  03:24 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_5647><s_c_1128>
  10:36 [视频-关注/长播] <|video_begin|><s_a_3667><s_b_4087><s_c_1476>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_759><s_c_7127>
  10:47 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3006><s_c_2049>
  --:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
  13:23 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_6358><s_c_5988>
  15:52 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_6519><s_c_4726>
  17:53 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_7>
  20:59 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
  21:13 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4949><s_c_7970>
  22:48 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
  23:03 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_325><s_c_8057>
  23:17 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_7571><s_c_2224>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
  04:00 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7047><s_c_2925>
  04:11 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_434><s_c_5988>
  04:26 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7879>
  10:51 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5890>
  10:55 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3898><s_c_4345>
  --:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_6652><s_c_6073>
  17:48 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_4949><s_c_2551>
  17:58 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
  17:58 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
【2026-01-31】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_6039><s_c_1662>
  03:37 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6057>
  03:52 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  03:52 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
  12:35 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6848><s_c_7548>
  12:35 [视频-点赞/长播] <|video_begin|><s_a_5470><s_b_6358><s_c_516>
  18:20 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  18:20 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
  18:39 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_3348><s_c_1471>
  18:50 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
  18:50 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
  19:31 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_5511><s_c_607>
  19:40 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_4746><s_c_6848>
【2026-02-01】
  06:11 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
  06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
  15:14 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
  15:14 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
  15:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3775>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7554><s_c_4699>
  16:27 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_5237><s_c_1039>
  18:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7756><s_c_943>
  18:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  18:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
  21:04 [广告-点击] <|ad_begin|><s_a_786><s_b_2854><s_c_3003>
【2026-02-02】
  18:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_8179><s_c_1707>
  19:11 [视频-点赞/长播] <|video_begin|><s_a_7159><s_b_7109><s_c_4467>
【2026-02-03】
  02:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
  02:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
  03:17 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_8134><s_c_5673>
  03:20 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_5647><s_c_40>
  08:46 [视频-长播] <|video_begin|><s_a_7830><s_b_423><s_c_6154>
  08:46 [视频-长播] <|video_begin|><s_a_5843><s_b_6091><s_c_499>
  09:27 [视频-长播] <|video_begin|><s_a_148><s_b_6973><s_c_967>
  12:34 [视频-长播] <|video_begin|><s_a_532><s_b_6848><s_c_6767>
  13:31 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_6973>
  13:31 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_7951>
  13:31 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_294>
  13:36 [视频-长播] <|video_begin|><s_a_5910><s_b_8024><s_c_4277>
  13:36 [视频-长播] <|video_begin|><s_a_2080><s_b_5511><s_c_6848>
  13:36 [视频-长播] <|video_begin|><s_a_1640><s_b_2906><s_c_2530>
  13:39 [视频-长播] <|video_begin|><s_a_1469><s_b_6844><s_c_7605>
  13:39 [视频-长播] <|video_begin|><s_a_3510><s_b_4746><s_c_3670>
  14:58 [视频-长播] <|video_begin|><s_a_1106><s_b_1994><s_c_4512>
  14:58 [视频-长播] <|video_begin|><s_a_5144><s_b_7047><s_c_2661>
  15:12 [视频-点赞/长播] <|video_begin|><s_a_7133><s_b_3059><s_c_2807>
【2026-02-04】
  --:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7047><s_c_2298>
  01:56 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_6833>
  04:09 [视频-长播] <|video_begin|><s_a_1335><s_b_4350><s_c_7588>
  10:50 [视频-长播] <|video_begin|><s_a_2828><s_b_2221><s_c_5654>
  10:50 [视频-长播] <|video_begin|><s_a_1640><s_b_8049><s_c_7106>
  20:36 [视频-长播] <|video_begin|><s_a_3528><s_b_6234><s_c_5851>
  20:38 [视频-长播] <|video_begin|><s_a_5673><s_b_6435><s_c_4548>
  20:38 [视频-长播] <|video_begin|><s_a_3510><s_b_4509><s_c_7566>
  22:20 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_4932>
  22:28 [视频-长播] <|video_begin|><s_a_457><s_b_6848><s_c_7243>
  22:29 [视频-长播] <|video_begin|><s_a_2134><s_b_6435><s_c_3534>
  22:29 [视频-长播] <|video_begin|><s_a_2562><s_b_6848><s_c_2530>
  22:29 [视频-长播] <|video_begin|><s_a_7879><s_b_7348><s_c_8042>
  22:38 [视频-长播] <|video_begin|><s_a_3532><s_b_6782><s_c_3184>
  22:45 [视频-长播] <|video_begin|><s_a_3091><s_b_7505><s_c_2407>
  23:03 [视频-长播] <|video_begin|><s_a_4024><s_b_7608><s_c_1935>
  23:09 [视频-长播] <|video_begin|><s_a_2194><s_b_7549><s_c_5874>
  23:09 [视频-长播] <|video_begin|><s_a_5863><s_b_2246><s_c_2758>
  23:09 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7741>
  23:17 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_5452>
  23:22 [视频-长播] <|video_begin|><s_a_1207><s_b_5419><s_c_853>
  23:22 [视频-长播] <|video_begin|><s_a_575><s_b_5200><s_c_6222>
  23:28 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_5749>
  23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_1451>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_7124>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_3777>
  23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_7261><s_c_1148>
【2026-02-05】
  04:48 [视频-长播] <|video_begin|><s_a_1274><s_b_5511><s_c_2057>
  05:02 [视频-长播] <|video_begin|><s_a_3430><s_b_4508><s_c_8091>
  11:21 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_2123>
  13:00 [视频-长播] <|video_begin|><s_a_4036><s_b_697><s_c_7970>
  13:00 [视频-长播] <|video_begin|><s_a_3510><s_b_5647><s_c_7378>
  14:23 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_4932>
  14:24 [视频-长播] <|video_begin|><s_a_732><s_b_697><s_c_7548>
  14:24 [视频-长播] <|video_begin|><s_a_410><s_b_5241><s_c_1377>
  14:24 [视频-长播] <|video_begin|><s_a_7738><s_b_4275><s_c_6978>
  14:25 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_6531>
  15:48 [视频-长播] <|video_begin|><s_a_5144><s_b_5336><s_c_5713>
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
请面向以下主题提取行为逻辑链：
主题：从泛化个人形象提升到具体化社交工具探索

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化个人形象提升到具体化社交工具探索",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从泛化个人形象提升到具体化社交工具探索","events":[{"date":"2025-06-14","action":"[商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>","logic":"初始触发：开始关注带有“香氛”属性的个人护理产品，初步探索通过气味提升个人形象。"},{"date":"2025-09-01","action":"[商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>","logic":"需求强化：复购同类产品，但商品描述从“深层清洁”升级为“洗出伪体香”、“激发魅力”，表明用户对气味社交功能的认知加深，并追求更强的效果。"},{"date":"2025-09-04","action":"[商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>","logic":"认知跃迁与行为升级：意识到沐浴露的留香效果有限，首次转向更专业、持久的香氛产品——香水。从被动、短暂的“洗护留香”升级为主动、专业的“穿戴香气”，完成了从基础个护到专业社交工具的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-02-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4468><s_b_3193><s_c_1978>
【2025-07-16】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3304><s_b_7342><s_c_6278>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3845><s_c_6456>
【2025-09-14】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_5384><s_c_2548>
【2025-10-09】
  --:-- [商品-购买] <|prod_begin|><s_a_1390><s_b_5496><s_c_6247>
  --:-- [商品-购买] <|prod_begin|><s_a_7054><s_b_1120><s_c_166>
  --:-- [商品-购买] <|prod_begin|><s_a_4608><s_b_6880><s_c_6945>
【2025-10-10】
  --:-- [商品-购买] <|prod_begin|><s_a_1182><s_b_1182><s_c_6669>
【2025-10-13】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
【2025-10-14】
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
【2025-10-15】
  --:-- [商品-购买] <|prod_begin|><s_a_879><s_b_452><s_c_4078>
  --:-- [商品-购买] <|prod_begin|><s_a_879><s_b_1978><s_c_879>
【2025-10-21】
  --:-- [商品-购买] <|prod_begin|><s_a_331><s_b_2479><s_c_7178>
【2025-10-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5543><s_c_7036>
【2025-10-24】
  --:-- [直播-关注] <|living_begin|><s_a_6727><s_b_6458><s_c_617>
【2025-10-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3201><s_b_222><s_c_1858>
【2025-10-27】
  --:-- [直播-关注] <|living_begin|><s_a_1898><s_b_4169><s_c_2616>
  --:-- [商品-购买] <|prod_begin|><s_a_1896><s_b_7881><s_c_3280>
  --:-- [商品-购买] <|prod_begin|><s_a_2543><s_b_4242><s_c_1978>
  --:-- [商品-购买] <|prod_begin|><s_a_387><s_b_4865><s_c_745>
  --:-- [商品-购买] <|prod_begin|><s_a_6579><s_b_2069><s_c_235>
【2025-10-31】
  --:-- [商品-购买] <|prod_begin|><s_a_2160><s_b_1858><s_c_4520>
  --:-- [商品-购买] <|prod_begin|><s_a_1221><s_b_1137><s_c_4426>
  --:-- [商品-购买] <|prod_begin|><s_a_6418><s_b_2498><s_c_6609>
【2025-11-12】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_4404><s_c_2856>
  --:-- [商品-购买] <|prod_begin|><s_a_2766><s_b_1695><s_c_1004>
【2025-11-13】
  --:-- [直播-关注] <|living_begin|><s_a_231><s_b_8049><s_c_6278>
【2025-11-18】
  --:-- [直播-关注] <|living_begin|><s_a_4147><s_b_2539><s_c_7124>
【2025-11-21】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7548>
【2025-11-22】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6727><s_c_7518>
【2025-11-26】
  --:-- [商品-购买] <|prod_begin|><s_a_7689><s_b_1572><s_c_2590>
  --:-- [商品-购买] <|prod_begin|><s_a_2813><s_b_2682><s_c_335>
【2025-11-28】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_3338>
【2025-12-02】
  --:-- [商品-购买] <|prod_begin|><s_a_2230><s_b_7408><s_c_6361>
【2025-12-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_2074><s_c_3011>
【2025-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_5924><s_b_6622><s_c_2144>
  --:-- [商品-购买] <|prod_begin|><s_a_5066><s_b_2638><s_c_1745>
  --:-- [商品-购买] <|prod_begin|><s_a_6114><s_b_5891><s_c_1775>
  --:-- [商品-购买] <|prod_begin|><s_a_3726><s_b_5610><s_c_269>
  --:-- [商品-购买] <|prod_begin|><s_a_8014><s_b_4363><s_c_7648>
  --:-- [商品-购买] <|prod_begin|><s_a_879><s_b_1978><s_c_6816>
【2025-12-13】
  14:45 [广告-点击] <|ad_begin|><s_a_7931><s_b_7762><s_c_2215>
【2025-12-14】
  21:20 [广告-点击] <|ad_begin|><s_a_2578><s_b_558><s_c_5300>
【2025-12-15】
  19:59 [广告-点击] <|ad_begin|><s_a_5368><s_b_1471><s_c_2038>
  20:17 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_57><s_c_7566>
  20:17 [广告-点击] <|ad_begin|><s_a_4745><s_b_57><s_c_7566>
  21:26 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3785><s_c_1485>
  21:26 [广告-点击] <|ad_begin|><s_a_5115><s_b_3785><s_c_1485>
【2025-12-16】
  08:05 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2941><s_c_5186>
  08:05 [广告-点击] <|ad_begin|><s_a_2817><s_b_2941><s_c_5186>
  08:45 [广告-点击] <|ad_begin|><s_a_7042><s_b_1119><s_c_1140>
  19:05 [广告-深度转化] <|ad_begin|><s_a_7150><s_b_5373><s_c_3034>
  19:05 [广告-点击] <|ad_begin|><s_a_7150><s_b_5373><s_c_3034>
  19:48 [广告-点击] <|ad_begin|><s_a_3062><s_b_6047><s_c_3501>
【2025-12-18】
  10:46 [广告-点击] <|ad_begin|><s_a_4035><s_b_3551><s_c_2211>
  15:27 [广告-点击] <|ad_begin|><s_a_1351><s_b_581><s_c_4683>
  --:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_6498><s_c_2655>
  --:-- [商品-购买] <|prod_begin|><s_a_3789><s_b_1032><s_c_7614>
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_1717><s_c_7614>
  --:-- [商品-购买] <|prod_begin|><s_a_3789><s_b_7589><s_c_5193>
  --:-- [商品-购买] <|prod_begin|><s_a_3789><s_b_4363><s_c_5064>
  --:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_2999><s_c_303>
  --:-- [商品-购买] <|prod_begin|><s_a_4613><s_b_1526><s_c_6005>
  --:-- [商品-购买] <|prod_begin|><s_a_2852><s_b_4771><s_c_3798>
  --:-- [商品-购买] <|prod_begin|><s_a_6778><s_b_2539><s_c_6020>
  --:-- [商品-购买] <|prod_begin|><s_a_1908><s_b_2365><s_c_7704>
  --:-- [商品-购买] <|prod_begin|><s_a_1609><s_b_1264><s_c_4506>
【2025-12-19】
  22:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1503><s_c_7754>
  22:07 [广告-点击] <|ad_begin|><s_a_5115><s_b_1503><s_c_7754>
【2025-12-20】
  21:46 [广告-点击] <|ad_begin|><s_a_1726><s_b_5727><s_c_1914>
【2025-12-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6733><s_b_7619><s_c_2782>
  --:-- [商品-购买] <|prod_begin|><s_a_7689><s_b_7829><s_c_7614>
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_3538><s_c_7674>
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_1717><s_c_7614>
  --:-- [商品-购买] <|prod_begin|><s_a_2852><s_b_910><s_c_2490>
  21:07 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7333><s_c_1148>
  21:07 [广告-点击] <|ad_begin|><s_a_1210><s_b_7333><s_c_1148>
【2025-12-30】
  02:15 [广告-点击] <|ad_begin|><s_a_7586><s_b_1206><s_c_853>
  --:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>
【2025-12-31】
  20:18 [广告-点击] <|ad_begin|><s_a_5368><s_b_1119><s_c_5732>
【2026-01-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2026-01-03】
  15:48 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_4932><s_c_7812>
  15:48 [广告-点击] <|ad_begin|><s_a_6577><s_b_4932><s_c_7812>
【2026-01-04】
  --:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_3755>
  02:42 [广告-点击] <|ad_begin|><s_a_1726><s_b_3417><s_c_7616>
【2026-01-06】
  02:43 [广告-点击] <|ad_begin|><s_a_174><s_b_2221><s_c_6355>
【2026-01-09】
  --:-- [商品-点击] <|prod_begin|><s_a_2572><s_b_5260><s_c_4349>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_1493><s_c_7704>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_665><s_c_1269>
  --:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_566><s_c_7994>
  --:-- [商品-点击] <|prod_begin|><s_a_2663><s_b_8125><s_c_6215>
  --:-- [商品-点击] <|prod_begin|><s_a_3201><s_b_5431><s_c_6751>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2092><s_c_7716>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_1493><s_c_7704>
  --:-- [商品-购买] <|prod_begin|><s_a_3201><s_b_5431><s_c_6751>
【2026-01-13】
  --:-- [商品-点击] <|prod_begin|><s_a_879><s_b_6852><s_c_6918>
  --:-- [商品-点击] <|prod_begin|><s_a_3726><s_b_1978><s_c_50>
  --:-- [商品-点击] <|prod_begin|><s_a_1587><s_b_1330><s_c_1303>
  --:-- [商品-点击] <|prod_begin|><s_a_3726><s_b_6816><s_c_5049>
  --:-- [商品-点击] <|prod_begin|><s_a_6061><s_b_3898><s_c_1129>
  --:-- [商品-点击] <|prod_begin|><s_a_3252><s_b_3827><s_c_7741>
【2026-01-16】
  --:-- [商品-点击] <|prod_begin|><s_a_7397><s_b_3735><s_c_5126>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3295><s_c_5085>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_1587><s_b_5757><s_c_1089>
  --:-- [商品-点击] <|prod_begin|><s_a_3726><s_b_1892><s_c_468>
【2026-01-18】
  09:24 [广告-点击] <|ad_begin|><s_a_7261><s_b_6234><s_c_3766>
  13:18 [广告-点击] <|ad_begin|><s_a_5485><s_b_7260><s_c_179>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_3314><s_c_1297>
  --:-- [商品-点击] <|prod_begin|><s_a_1183><s_b_3155><s_c_5709>
  --:-- [商品-点击] <|prod_begin|><s_a_1183><s_b_1507><s_c_7506>
  --:-- [商品-点击] <|prod_begin|><s_a_1669><s_b_4338><s_c_6977>
  --:-- [商品-点击] <|prod_begin|><s_a_5666><s_b_7936><s_c_2017>
  --:-- [商品-点击] <|prod_begin|><s_a_3921><s_b_4865><s_c_2895>
  --:-- [商品-点击] <|prod_begin|><s_a_3921><s_b_6914><s_c_2895>
  --:-- [商品-点击] <|prod_begin|><s_a_4938><s_b_8022><s_c_5049>
  --:-- [商品-点击] <|prod_begin|><s_a_7397><s_b_6440><s_c_7375>
【2026-01-20】
  17:55 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_5807>
  --:-- [商品-点击] <|prod_begin|><s_a_5682><s_b_7827><s_c_5924>
【2026-01-21】
  17:02 [视频-关注/点赞/长播] <|video_begin|><s_a_7158><s_b_2569><s_c_3931>
  17:14 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4669><s_b_5112><s_c_535>
  17:21 [视频-收藏/长播] <|video_begin|><s_a_5720><s_b_6973><s_c_616>
  --:-- [商品-点击] <|prod_begin|><s_a_686><s_b_2451><s_c_932>
  --:-- [商品-点击] <|prod_begin|><s_a_1587><s_b_5757><s_c_1089>
  --:-- [商品-点击] <|prod_begin|><s_a_686><s_b_4197><s_c_3950>
  --:-- [商品-点击] <|prod_begin|><s_a_4138><s_b_5022><s_c_7222>
【2026-01-22】
  05:57 [视频-关注/点赞/长播] <|video_begin|><s_a_7832><s_b_1546><s_c_2440>
  06:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_6966><s_c_3454>
  06:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_6727><s_c_6227>
  07:17 [视频-评论/长播] <|video_begin|><s_a_7679><s_b_6006><s_c_6941>
  07:53 [广告-点击] <|ad_begin|><s_a_7586><s_b_3636><s_c_3464>
  13:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_5023><s_b_6400><s_c_3777>
  13:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1146><s_c_5793>
  14:41 [视频-收藏/点赞/长播] <|video_begin|><s_a_7841><s_b_4959><s_c_2789>
  21:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_1687><s_b_3854><s_c_2190>
  22:15 [视频-关注/点赞/长播] <|video_begin|><s_a_6168><s_b_3338><s_c_2912>
【2026-01-23】
  18:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_7603><s_c_535>
  19:29 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5295><s_b_2980><s_c_1611>
  --:-- [商品-点击] <|prod_begin|><s_a_1978><s_b_4219><s_c_6200>
  --:-- [商品-点击] <|prod_begin|><s_a_5102><s_b_5658><s_c_2440>
  21:11 [视频-评论/点赞/长播] <|video_begin|><s_a_2625><s_b_1188><s_c_8028>
【2026-01-24】
  08:46 [视频-关注/点赞/长播] <|video_begin|><s_a_5793><s_b_6530><s_c_5294>
  18:16 [视频-转发/长播] <|video_begin|><s_a_2408><s_b_1494><s_c_4809>
  --:-- [商品-点击] <|prod_begin|><s_a_3726><s_b_7881><s_c_3577>
【2026-01-25】
  15:08 [视频-收藏/长播] <|video_begin|><s_a_2554><s_b_668><s_c_2341>
  --:-- [商品-点击] <|prod_begin|><s_a_5978><s_b_4641><s_c_3233>
【2026-01-26】
  04:50 [视频-收藏/点赞/长播] <|video_begin|><s_a_6345><s_b_1597><s_c_6278>
  08:02 [广告-点击] <|ad_begin|><s_a_4085><s_b_3795><s_c_3984>
  08:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2762><s_b_4041><s_c_4783>
  09:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_2578><s_b_7608><s_c_4595>
  17:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_2146><s_b_5754><s_c_51>
  17:52 [视频-收藏/长播] <|video_begin|><s_a_8161><s_b_6551><s_c_7125>
  --:-- [商品-点击] <|prod_begin|><s_a_7184><s_b_3480><s_c_2679>
  --:-- [商品-点击] <|prod_begin|><s_a_3726><s_b_3438><s_c_834>
【2026-01-27】
  00:06 [视频-收藏/长播] <|video_begin|><s_a_7130><s_b_6006><s_c_2513>
  18:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_440><s_b_1188><s_c_5737>
  18:50 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_3338><s_c_1389>
  19:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_6228><s_b_7946><s_c_7583>
【2026-01-28】
  03:07 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_7289>
  05:30 [视频-收藏/长播] <|video_begin|><s_a_7679><s_b_6006><s_c_141>
  15:49 [视频-关注/点赞/长播] <|video_begin|><s_a_7213><s_b_3590><s_c_2357>
  15:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_1411><s_c_2248>
  15:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_4025><s_b_827><s_c_4892>
  15:53 [视频-评论/长播] <|video_begin|><s_a_6027><s_b_3727><s_c_1>
  19:44 [视频-关注/点赞/长播] <|video_begin|><s_a_4540><s_b_798><s_c_4196>
  19:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_2015><s_b_6532><s_c_7548>
  --:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_1424><s_c_7304>
  --:-- [商品-点击] <|prod_begin|><s_a_1712><s_b_5743><s_c_16>
  21:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_665><s_c_4580>
【2026-01-29】
  04:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_4963><s_b_697><s_c_4193>
  04:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_287><s_b_6727><s_c_1457>
  10:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_4625><s_b_4996><s_c_7754>
  10:38 [广告-点击] <|ad_begin|><s_a_4320><s_b_4550><s_c_6059>
  12:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_4366><s_b_1230><s_c_1425>
  12:01 [视频-评论/长播] <|video_begin|><s_a_7679><s_b_6006><s_c_5462>
  14:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_3496><s_c_2704>
  14:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_1527><s_c_74>
  --:-- [商品-点击] <|prod_begin|><s_a_1587><s_b_1398><s_c_1451>
  22:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_4963><s_b_697><s_c_4193>
【2026-01-30】
  05:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_2384><s_b_4041><s_c_5199>
  05:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_4401><s_b_5707><s_c_4892>
  05:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_6548><s_b_5145><s_c_4194>
  05:40 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_7866><s_b_4583><s_c_4200>
  05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_4410><s_c_6674>
  11:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_4963><s_b_697><s_c_7797>
  12:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_7866><s_b_7655><s_c_320>
  12:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_6234><s_c_677>
  12:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_6727><s_c_2211>
  20:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_267><s_b_2539><s_c_7970>
  23:45 [广告-点击] <|ad_begin|><s_a_520><s_b_1343><s_c_1935>
【2026-01-31】
  02:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_5102><s_c_2973>
  03:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_1943><s_b_2221><s_c_7719>
  03:18 [视频-收藏/点赞/长播] <|video_begin|><s_a_4963><s_b_4213><s_c_285>
  05:28 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_5373><s_c_6557>
  06:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_6503><s_b_326><s_c_6380>
  07:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_6665><s_b_8008><s_c_439>
  09:11 [视频-收藏/点赞/长播] <|video_begin|><s_a_6802><s_b_3999><s_c_6008>
  10:17 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_6592><s_c_1423>
  10:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_4540><s_b_7571><s_c_5555>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_8024><s_c_698>
  20:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_4060><s_b_5641><s_c_4832>
  20:49 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_590><s_b_5715><s_c_7244>
  23:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_2207><s_b_6442><s_c_3973>
  23:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_3655><s_b_6334><s_c_1455>
【2026-02-01】
  00:10 [视频-评论/点赞/长播] <|video_begin|><s_a_4060><s_b_3999><s_c_2025>
  11:25 [广告-点击] <|ad_begin|><s_a_3062><s_b_3589><s_c_3207>
  11:57 [视频-关注/点赞/长播] <|video_begin|><s_a_4741><s_b_5876><s_c_1179>
  12:57 [视频-评论/点赞/长播] <|video_begin|><s_a_4569><s_b_56><s_c_4541>
  13:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_7249><s_b_6540><s_c_236>
【2026-02-03】
  04:26 [视频-收藏/点赞/长播] <|video_begin|><s_a_8037><s_b_25><s_c_641>
  04:26 [视频-收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_7129><s_c_1752>
  09:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_3268><s_b_1534><s_c_998>
  14:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_7424><s_b_4010><s_c_3026>
  16:07 [视频-点赞/长播] <|video_begin|><s_a_7324><s_b_3845><s_c_1535>
  16:07 [视频-点赞/长播] <|video_begin|><s_a_7324><s_b_3898><s_c_1740>
  17:27 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3826><s_c_6222>
  --:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_1369><s_c_968>
  23:41 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_759><s_c_6881>
  23:43 [视频-点赞/长播] <|video_begin|><s_a_7074><s_b_697><s_c_535>
  23:43 [视频-点赞/长播] <|video_begin|><s_a_8048><s_b_5200><s_c_535>
【2026-02-04】
  02:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2402><s_b_6334><s_c_2957>
  04:05 [视频-长播] <|video_begin|><s_a_1981><s_b_6084><s_c_5625>
  04:05 [视频-长播] <|video_begin|><s_a_7696><s_b_6582><s_c_4859>
  05:17 [视频-长播] <|video_begin|><s_a_7424><s_b_7878><s_c_1471>
  05:21 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_265><s_b_5672><s_c_354>
  05:25 [视频-长播] <|video_begin|><s_a_1726><s_b_5631><s_c_1255>
  05:25 [视频-长播] <|video_begin|><s_a_4088><s_b_4996><s_c_216>
  05:39 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_7381><s_c_1246>
  05:53 [视频-点赞/长播] <|video_begin|><s_a_7075><s_b_6127><s_c_5928>
  06:25 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_3380><s_c_25>
  06:33 [视频-点赞/长播] <|video_begin|><s_a_6548><s_b_1510><s_c_2337>
  06:33 [视频-点赞/长播] <|video_begin|><s_a_8037><s_b_766><s_c_3221>
  06:33 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6891><s_c_7096>
  07:43 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5715><s_c_1085>
  08:13 [视频-长播] <|video_begin|><s_a_3766><s_b_5646><s_c_4636>
  08:13 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5876><s_c_1119>
  08:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_5792><s_b_7162><s_c_3552>
  08:21 [视频-长播] <|video_begin|><s_a_2578><s_b_7762><s_c_3987>
  08:21 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1002><s_c_1178>
  08:21 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_2799><s_c_7566>
  08:28 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3999><s_c_7343>
  09:01 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_1542>
  09:10 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3999><s_c_2>
  09:10 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6261><s_c_2568>
  09:12 [视频-点赞/长播] <|video_begin|><s_a_1131><s_b_6797><s_c_1803>
  09:12 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7546><s_c_47>
  09:13 [视频-点赞/长播] <|video_begin|><s_a_7615><s_b_7024><s_c_3973>
  09:13 [视频-点赞/长播] <|video_begin|><s_a_1688><s_b_6726><s_c_1588>
  09:13 [视频-点赞/长播] <|video_begin|><s_a_3555><s_b_8179><s_c_4649>
  10:09 [视频-长播] <|video_begin|><s_a_2280><s_b_5394><s_c_1614>
  10:09 [视频-长播] <|video_begin|><s_a_3766><s_b_6006><s_c_4654>
  10:09 [视频-点赞/长播] <|video_begin|><s_a_1076><s_b_3417><s_c_5768>
  10:21 [视频-长播] <|video_begin|><s_a_1726><s_b_2737><s_c_989>
  10:21 [视频-长播] <|video_begin|><s_a_8113><s_b_5714><s_c_2212>
  10:21 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_7342><s_c_4724>
  10:38 [视频-长播] <|video_begin|><s_a_4032><s_b_7261><s_c_7751>
  12:22 [视频-点赞/长播] <|video_begin|><s_a_5713><s_b_1410><s_c_6154>
  12:28 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7043><s_c_2057>
  12:30 [视频-长播] <|video_begin|><s_a_7774><s_b_7952><s_c_686>
  12:32 [视频-长播] <|video_begin|><s_a_5720><s_b_4996><s_c_5944>
  12:32 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_353><s_c_5807>
  15:08 [视频-长播] <|video_begin|><s_a_5019><s_b_7342><s_c_88>
  15:08 [视频-点赞/长播] <|video_begin|><s_a_817><s_b_775><s_c_3026>
  15:08 [视频-点赞/长播] <|video_begin|><s_a_930><s_b_3832><s_c_7807>
  15:13 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_1624><s_c_1935>
  15:14 [视频-长播] <|video_begin|><s_a_3766><s_b_7342><s_c_3589>
  15:17 [视频-长播] <|video_begin|><s_a_1351><s_b_7024><s_c_2070>
  15:17 [视频-长播] <|video_begin|><s_a_1716><s_b_796><s_c_7235>
  15:29 [视频-长播] <|video_begin|><s_a_7324><s_b_2427><s_c_5284>
  15:29 [视频-长播] <|video_begin|><s_a_7460><s_b_6567><s_c_143>
  15:32 [视频-长播] <|video_begin|><s_a_4032><s_b_7888><s_c_3016>
  15:32 [视频-长播] <|video_begin|><s_a_8113><s_b_8150><s_c_6557>
  15:32 [视频-点赞/长播] <|video_begin|><s_a_2772><s_b_558><s_c_2820>
  15:35 [视频-长播] <|video_begin|><s_a_5295><s_b_2826><s_c_5452>
  15:35 [视频-长播] <|video_begin|><s_a_1527><s_b_7881><s_c_2344>
  15:35 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_7181><s_c_7806>
  15:42 [视频-长播] <|video_begin|><s_a_7328><s_b_1002><s_c_2032>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_5676><s_c_1245>
【2026-02-05】
  01:47 [视频-点赞/长播] <|video_begin|><s_a_7866><s_b_6973><s_c_5252>
  01:58 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_2369>
  02:40 [视频-长播] <|video_begin|><s_a_2015><s_b_5454><s_c_6223>
  03:23 [视频-长播] <|video_begin|><s_a_7598><s_b_2924><s_c_1935>
  03:23 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1282><s_c_2438>
  03:27 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5668><s_c_1148>
  03:27 [视频-点赞/长播] <|video_begin|><s_a_6548><s_b_7024><s_c_4892>
  03:33 [视频-长播] <|video_begin|><s_a_8113><s_b_6532><s_c_47>
  03:33 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_631><s_c_3288>
  03:36 [视频-长播] <|video_begin|><s_a_4675><s_b_4324><s_c_3847>
  03:37 [视频-长播] <|video_begin|><s_a_1726><s_b_7180><s_c_1935>
  03:39 [视频-点赞/长播] <|video_begin|><s_a_4741><s_b_7497><s_c_875>
  03:39 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3999><s_c_1161>
  03:39 [视频-评论/长播] <|video_begin|><s_a_4788><s_b_7897><s_c_6125>
  03:46 [视频-点赞/长播] <|video_begin|><s_a_6474><s_b_6464><s_c_853>
  03:46 [视频-点赞/长播] <|video_begin|><s_a_1131><s_b_5707><s_c_4454>
  03:48 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_1366><s_c_3264>
  03:52 [视频-长播] <|video_begin|><s_a_8113><s_b_6924><s_c_47>
  07:40 [视频-长播] <|video_begin|><s_a_7460><s_b_6379><s_c_1767>
  07:40 [视频-点赞/长播] <|video_begin|><s_a_899><s_b_7342><s_c_5387>
  07:41 [视频-长播] <|video_begin|><s_a_8113><s_b_6532><s_c_853>
  07:41 [视频-长播] <|video_begin|><s_a_6321><s_b_4746><s_c_2699>
  07:44 [视频-点赞/长播] <|video_begin|><s_a_7679><s_b_6234><s_c_7658>
  08:00 [视频-长播] <|video_begin|><s_a_801><s_b_7891><s_c_6583>
  08:07 [视频-点赞/长播] <|video_begin|><s_a_7516><s_b_2476><s_c_118>
  08:08 [视频-长播] <|video_begin|><s_a_1726><s_b_5876><s_c_5100>
  08:32 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_8061>
  08:32 [视频-长播] <|video_begin|><s_a_3510><s_b_4932><s_c_8090>
  08:32 [视频-长播] <|video_begin|><s_a_1981><s_b_6084><s_c_5687>
  08:32 [视频-长播] <|video_begin|><s_a_4403><s_b_6234><s_c_4654>
  08:48 [视频-点赞/长播] <|video_begin|><s_a_1881><s_b_2641><s_c_2530>
  09:49 [视频-长播] <|video_begin|><s_a_4823><s_b_6467><s_c_6065>
  09:57 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_4916><s_c_594>
  09:57 [视频-评论/点赞/长播] <|video_begin|><s_a_3657><s_b_4203><s_c_973>
  10:24 [视频-长播] <|video_begin|><s_a_8113><s_b_6924><s_c_5452>
  10:24 [视频-长播] <|video_begin|><s_a_646><s_b_3417><s_c_471>
  10:24 [视频-长播] <|video_begin|><s_a_4032><s_b_2865><s_c_1571>
  10:24 [视频-长播] <|video_begin|><s_a_4284><s_b_2357><s_c_4994>
  10:28 [视频-长播] <|video_begin|><s_a_7679><s_b_2701><s_c_853>
  11:19 [视频-长播] <|video_begin|><s_a_3555><s_b_6234><s_c_2522>
  11:35 [视频-长播] <|video_begin|><s_a_6329><s_b_56><s_c_6557>
  14:09 [视频-长播] <|video_begin|><s_a_4751><s_b_3790><s_c_146>
  14:09 [视频-长播] <|video_begin|><s_a_3766><s_b_6243><s_c_2370>
  15:32 [广告-点击] <|ad_begin|><s_a_3062><s_b_4491><s_c_4595>
  15:41 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_326><s_c_6463>
  --:-- [商品-点击] <|prod_begin|><s_a_5386><s_b_3335><s_c_7544>
  --:-- [商品-点击] <|prod_begin|><s_a_331><s_b_1834><s_c_3252>
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心逻辑要求（递进性准则）：
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请针对下列主题提取行为逻辑链：
主题：从被动接收悬疑信息到主动探索神秘主义工具的兴趣演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收悬疑信息到主动探索神秘主义工具的兴趣演化",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从被动接收悬疑信息到主动探索神秘主义工具的兴趣演化","events":[{"date":"2025-12-13","action":"[广告-点击] <|ad_begin|><s_a_7931><s_b_7762><s_c_2215>","logic":"初始兴趣触发：用户被动点击悬疑、阴谋主题的广告，表现出对该类内容的初步兴趣。"},{"date":"2025-12-15","action":"[广告-深度转化] <|ad_begin|><s_a_4745><s_b_57><s_c_7566>","logic":"兴趣强化与窄化：从观看影视剧的被动接收，转向对“解密”、“身份验证”类互动游戏的深度转化，兴趣点从“悬疑故事”聚焦到“解密互动”。"},{"date":"2026-01-03","action":"[广告-深度转化] <|ad_begin|><s_a_6577><s_b_4932><s_c_7812>","logic":"认知跃迁与行为转变：在持续接触悬疑解密信息后，用户兴趣发生质变，从对虚构故事的兴趣转向对现实中具有“探索未知”、“心理暗示”属性的神秘主义工具——塔罗牌产生深度兴趣，体现了从娱乐消费到寻求解释性工具的演化。"},{"date":"2026-02-03","action":"[商品-点击] <|prod_begin|><s_a_5431><s_b_1369><s_c_968>","logic":"行为闭环与实践意图：在对塔罗牌广告产生深度兴趣后，用户开始主动点击实体塔罗牌商品，关键词“初学入门”表明其意图从线上了解转向线下实践，完成了从被动了解到主动探索的完整闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-06-13】
  --:-- [直播-首次打赏] <|living_begin|><s_a_7728><s_b_7808><s_c_3948>
【2025-06-14】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
【2025-07-02】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6484><s_c_6278>
【2025-07-15】
  --:-- [直播-关注] <|living_begin|><s_a_5782><s_b_5727><s_c_4120>
【2025-08-13】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_6423><s_c_4291>
【2025-11-16】
  --:-- [商品-购买] <|prod_begin|><s_a_53><s_b_6845><s_c_7510>
【2025-11-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4048><s_b_3206><s_c_5404>
  --:-- [商品-购买] <|prod_begin|><s_a_7983><s_b_3335><s_c_1099>
  --:-- [商品-购买] <|prod_begin|><s_a_276><s_b_5663><s_c_534>
  --:-- [商品-购买] <|prod_begin|><s_a_276><s_b_5663><s_c_534>
【2025-11-30】
  --:-- [商品-购买] <|prod_begin|><s_a_6422><s_b_1913><s_c_4314>
【2025-12-01】
  --:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_6065><s_c_6223>
【2025-12-05】
  --:-- [商品-购买] <|prod_begin|><s_a_2877><s_b_6739><s_c_1278>
【2025-12-06】
  --:-- [商品-购买] <|prod_begin|><s_a_5213><s_b_7019><s_c_1329>
【2025-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_4903><s_c_5044>
  --:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_3138><s_c_2887>
  --:-- [商品-购买] <|prod_begin|><s_a_276><s_b_7619><s_c_8160>
  --:-- [商品-购买] <|prod_begin|><s_a_7707><s_b_2074><s_c_5669>
【2025-12-10】
  --:-- [商品-购买] <|prod_begin|><s_a_7689><s_b_419><s_c_7065>
【2025-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_2372><s_b_4121><s_c_5191>
【2025-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_93><s_c_7420>
  23:45 [广告-点击] <|ad_begin|><s_a_6275><s_b_2221><s_c_853>
【2025-12-16】
  --:-- [商品-购买] <|prod_begin|><s_a_4028><s_b_8058><s_c_4367>
【2025-12-18】
  04:41 [广告-点击] <|ad_begin|><s_a_7989><s_b_4477><s_c_3668>
【2025-12-19】
  --:-- [商品-购买] <|prod_begin|><s_a_7987><s_b_8043><s_c_4180>
【2025-12-27】
  03:24 [广告-点击] <|ad_begin|><s_a_6302><s_b_1952><s_c_3955>
  14:32 [广告-点击] <|ad_begin|><s_a_1351><s_b_4134><s_c_4654>
【2026-01-01】
  01:13 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2482>
  04:24 [广告-点击] <|ad_begin|><s_a_1076><s_b_7181><s_c_1485>
【2026-01-03】
  01:14 [广告-深度转化] <|ad_begin|><s_a_7128><s_b_876><s_c_6379>
  01:14 [广告-点击] <|ad_begin|><s_a_7128><s_b_876><s_c_6379>
  01:34 [广告-点击] <|ad_begin|><s_a_3829><s_b_6451><s_c_7706>
【2026-01-04】
  --:-- [商品-购买] <|prod_begin|><s_a_5047><s_b_83><s_c_5190>
【2026-01-05】
  --:-- [商品-购买] <|prod_begin|><s_a_462><s_b_3733><s_c_2730>
  --:-- [商品-购买] <|prod_begin|><s_a_7809><s_b_7581><s_c_2730>
  --:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_5660><s_c_1900>
  --:-- [商品-购买] <|prod_begin|><s_a_6225><s_b_988><s_c_4926>
【2026-01-06】
  --:-- [商品-购买] <|prod_begin|><s_a_8165><s_b_5302><s_c_3637>
【2026-01-10】
  --:-- [商品-购买] <|prod_begin|><s_a_4028><s_b_8058><s_c_4367>
【2026-01-11】
  02:11 [广告-点击] <|ad_begin|><s_a_77><s_b_7342><s_c_4397>
  04:14 [广告-点击] <|ad_begin|><s_a_7989><s_b_827><s_c_1170>
【2026-01-12】
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_3679><s_c_4829>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6084><s_c_5971>
  15:00 [广告-点击] <|ad_begin|><s_a_1351><s_b_2799><s_c_6900>
【2026-01-14】
  --:-- [商品-购买] <|prod_begin|><s_a_2986><s_b_4216><s_c_1787>
  --:-- [商品-购买] <|prod_begin|><s_a_416><s_b_301><s_c_8120>
  --:-- [商品-购买] <|prod_begin|><s_a_4641><s_b_1032><s_c_8039>
  --:-- [商品-购买] <|prod_begin|><s_a_5047><s_b_83><s_c_5190>
【2026-01-15】
  16:13 [广告-点击] <|ad_begin|><s_a_2238><s_b_4134><s_c_1740>
【2026-01-18】
  06:40 [广告-深度转化] <|ad_begin|><s_a_6474><s_b_59><s_c_4978>
  06:40 [广告-点击] <|ad_begin|><s_a_6474><s_b_59><s_c_4978>
【2026-01-22】
  05:05 [视频-收藏/长播] <|video_begin|><s_a_5988><s_b_8179><s_c_5518>
  05:25 [视频-评论/长播] <|video_begin|><s_a_6791><s_b_2667><s_c_1471>
  21:57 [视频-评论/长播] <|video_begin|><s_a_5932><s_b_2575><s_c_7145>
【2026-01-23】
  02:05 [视频-评论/长播] <|video_begin|><s_a_2578><s_b_6234><s_c_1614>
  13:48 [视频-转发/点赞/长播] <|video_begin|><s_a_1123><s_b_3189><s_c_4600>
  15:14 [视频-收藏/长播] <|video_begin|><s_a_4088><s_b_6234><s_c_3761>
【2026-01-24】
  02:24 [视频-转发/评论/长播] <|video_begin|><s_a_7038><s_b_5385><s_c_3517>
  02:37 [视频-转发/收藏/长播] <|video_begin|><s_a_6329><s_b_2902><s_c_7754>
  03:43 [视频-转发/评论/长播] <|video_begin|><s_a_2317><s_b_3765><s_c_7884>
  06:21 [视频-评论/长播] <|video_begin|><s_a_231><s_b_5893><s_c_6940>
  07:13 [视频-收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_7518>
  14:36 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_4751><s_b_2029><s_c_6915>
  16:30 [视频-转发/点赞/长播] <|video_begin|><s_a_511><s_b_3999><s_c_7754>
  16:41 [视频-转发/点赞/长播] <|video_begin|><s_a_1943><s_b_3826><s_c_6278>
  16:48 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_3302><s_c_4952>
  16:50 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6006><s_c_5563>
  17:02 [视频-评论/点赞/长播] <|video_begin|><s_a_1255><s_b_4502><s_c_937>
【2026-01-25】
  02:51 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_7671>
  07:59 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_5647><s_c_5882>
  15:12 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_581><s_c_6357>
  16:22 [视频-收藏/长播] <|video_begin|><s_a_2238><s_b_2075><s_c_664>
  16:56 [视频-评论/点赞/长播] <|video_begin|><s_a_4569><s_b_3043><s_c_428>
【2026-01-26】
  04:34 [视频-评论/长播] <|video_begin|><s_a_4580><s_b_6084><s_c_6976>
  04:35 [视频-转发/评论/长播] <|video_begin|><s_a_2955><s_b_800><s_c_7375>
  05:52 [视频-收藏/长播] <|video_begin|><s_a_7158><s_b_2390><s_c_6413>
  05:52 [视频-转发/点赞/长播] <|video_begin|><s_a_2772><s_b_1350><s_c_2781>
  14:30 [视频-评论/收藏/长播] <|video_begin|><s_a_5935><s_b_1574><s_c_5687>
【2026-01-27】
  13:51 [视频-评论/长播] <|video_begin|><s_a_6322><s_b_800><s_c_3763>
  13:59 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_4569><s_b_3043><s_c_428>
  13:59 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_829><s_b_3586><s_c_7548>
  14:33 [视频-收藏/长播] <|video_begin|><s_a_4615><s_b_6006><s_c_4939>
  14:57 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_3826><s_c_1957>
  15:03 [视频-转发/收藏/长播] <|video_begin|><s_a_287><s_b_6519><s_c_3495>
【2026-01-28】
  04:37 [视频-评论/点赞/长播] <|video_begin|><s_a_4060><s_b_8013><s_c_1962>
  05:06 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4555><s_c_6583>
  05:06 [视频-点赞/长播] <|video_begin|><s_a_7839><s_b_1350><s_c_655>
  05:32 [视频-点赞/长播] <|video_begin|><s_a_2989><s_b_4010><s_c_1588>
  08:23 [视频-评论/长播] <|video_begin|><s_a_2505><s_b_581><s_c_6275>
  09:21 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_3044><s_c_7900>
  17:35 [视频-点赞/长播] <|video_begin|><s_a_2067><s_b_952><s_c_3948>
  17:59 [视频-收藏/长播] <|video_begin|><s_a_6510><s_b_5646><s_c_3346>
  18:08 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_3506><s_c_8127>
【2026-01-29】
  02:50 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_3587><s_c_3725>
  03:17 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_6234><s_c_3442>
  03:27 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_7184><s_c_1161>
  04:05 [视频-评论/长播] <|video_begin|><s_a_4060><s_b_4477><s_c_3184>
  04:05 [视频-转发/收藏/长播] <|video_begin|><s_a_7176><s_b_5336><s_c_5737>
  04:10 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_654><s_b_4041><s_c_3847>
  04:26 [视频-转发/长播] <|video_begin|><s_a_5739><s_b_7976><s_c_6390>
  04:43 [视频-转发/长播] <|video_begin|><s_a_1726><s_b_6234><s_c_6185>
  04:43 [视频-转发/长播] <|video_begin|><s_a_356><s_b_6170><s_c_1935>
  06:03 [视频-转发/长播] <|video_begin|><s_a_7839><s_b_1350><s_c_655>
  06:53 [视频-点赞/长播] <|video_begin|><s_a_5452><s_b_5647><s_c_1020>
  06:53 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_4641><s_c_1764>
  07:08 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_6127><s_c_3475>
  07:13 [广告-点击] <|ad_begin|><s_a_7989><s_b_6973><s_c_5092>
  07:19 [视频-转发/点赞/长播] <|video_begin|><s_a_7385><s_b_5454><s_c_5467>
  10:34 [视频-转发/点赞/长播] <|video_begin|><s_a_2402><s_b_7390><s_c_1469>
  10:37 [视频-评论/点赞/长播] <|video_begin|><s_a_2988><s_b_6261><s_c_4166>
  10:59 [视频-点赞/长播] <|video_begin|><s_a_1478><s_b_4879><s_c_1764>
  11:01 [视频-点赞/长播] <|video_begin|><s_a_3017><s_b_4010><s_c_5518>
  12:57 [视频-点赞/长播] <|video_begin|><s_a_7354><s_b_7952><s_c_2055>
  13:51 [视频-转发/长播] <|video_begin|><s_a_4328><s_b_6442><s_c_51>
  15:55 [视频-转发/长播] <|video_begin|><s_a_2402><s_b_1069><s_c_3308>
  17:54 [视频-收藏/长播] <|video_begin|><s_a_5991><s_b_4571><s_c_2438>
  17:55 [视频-点赞/长播] <|video_begin|><s_a_677><s_b_184><s_c_184>
  18:22 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_2999><s_c_7267>
  18:25 [视频-点赞/长播] <|video_begin|><s_a_2964><s_b_3043><s_c_2030>
  18:25 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_3009><s_c_993>
【2026-01-30】
  04:59 [视频-评论/长播] <|video_begin|><s_a_2793><s_b_6652><s_c_2395>
  07:53 [视频-点赞/长播] <|video_begin|><s_a_2146><s_b_4059><s_c_4878>
  07:53 [视频-转发/点赞/长播] <|video_begin|><s_a_4807><s_b_5454><s_c_6416>
  12:08 [视频-评论/长播] <|video_begin|><s_a_7158><s_b_4851><s_c_2768>
  12:20 [视频-评论/收藏/长播] <|video_begin|><s_a_6791><s_b_1366><s_c_1383>
  12:23 [视频-转发/长播] <|video_begin|><s_a_5739><s_b_7877><s_c_5737>
  12:35 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_6358><s_c_6805>
  14:21 [视频-转发/长播] <|video_begin|><s_a_3370><s_b_697><s_c_7792>
  14:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_3664><s_b_1828><s_c_4487>
  14:47 [视频-转发/长播] <|video_begin|><s_a_1255><s_b_3826><s_c_6762>
  15:08 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_5961><s_c_308>
  15:11 [视频-转发/点赞/长播] <|video_begin|><s_a_2067><s_b_2128><s_c_47>
  15:15 [视频-评论/长播] <|video_begin|><s_a_6090><s_b_4000><s_c_4487>
  16:20 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_876><s_c_3261>
  16:33 [视频-转发/收藏/长播] <|video_begin|><s_a_6372><s_b_3292><s_c_4057>
  16:40 [视频-点赞/长播] <|video_begin|><s_a_842><s_b_4021><s_c_4595>
  17:11 [视频-转发/收藏/长播] <|video_begin|><s_a_998><s_b_1529><s_c_2531>
  17:21 [视频-点赞/长播] <|video_begin|><s_a_4320><s_b_6512><s_c_1962>
【2026-01-31】
  01:21 [视频-收藏/长播] <|video_begin|><s_a_6845><s_b_6946><s_c_8129>
  01:21 [视频-点赞/长播] <|video_begin|><s_a_6594><s_b_4666><s_c_5901>
  --:-- [商品-购买] <|prod_begin|><s_a_63><s_b_6117><s_c_8151>
  --:-- [商品-购买] <|prod_begin|><s_a_811><s_b_676><s_c_1955>
  --:-- [商品-购买] <|prod_begin|><s_a_6225><s_b_988><s_c_4926>
  --:-- [商品-购买] <|prod_begin|><s_a_63><s_b_3981><s_c_7403>
  --:-- [商品-购买] <|prod_begin|><s_a_8005><s_b_7043><s_c_4783>
  03:19 [视频-转发/长播] <|video_begin|><s_a_7460><s_b_5647><s_c_7267>
  03:22 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4033><s_c_4913>
  03:22 [广告-点击] <|ad_begin|><s_a_1584><s_b_4033><s_c_4913>
  03:36 [视频-转发/长播] <|video_begin|><s_a_4741><s_b_8151><s_c_3958>
  03:44 [视频-转发/长播] <|video_begin|><s_a_3612><s_b_6914><s_c_5518>
  04:19 [视频-点赞/长播] <|video_begin|><s_a_5197><s_b_4293><s_c_5015>
  05:27 [视频-评论/长播] <|video_begin|><s_a_7466><s_b_713><s_c_7902>
  06:03 [视频-点赞/长播] <|video_begin|><s_a_3660><s_b_1503><s_c_1127>
  06:14 [视频-点赞/长播] <|video_begin|><s_a_4718><s_b_7181><s_c_5845>
  06:16 [视频-转发/长播] <|video_begin|><s_a_5295><s_b_2700><s_c_1707>
  06:30 [视频-收藏/长播] <|video_begin|><s_a_7774><s_b_2549><s_c_6390>
  07:07 [视频-转发/长播] <|video_begin|><s_a_2013><s_b_6188><s_c_5049>
  09:43 [视频-转发/长播] <|video_begin|><s_a_4432><s_b_2906><s_c_2309>
  09:46 [视频-评论/长播] <|video_begin|><s_a_5019><s_b_980><s_c_6227>
  15:13 [视频-转发/点赞/长播] <|video_begin|><s_a_7812><s_b_205><s_c_2772>
【2026-02-01】
  01:48 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_3952><s_c_6557>
  01:48 [视频-点赞/长播] <|video_begin|><s_a_2146><s_b_6045><s_c_4939>
  01:54 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_6924><s_c_1119>
  01:58 [视频-评论/点赞/长播] <|video_begin|><s_a_2647><s_b_6276><s_c_7719>
  02:10 [视频-点赞/长播] <|video_begin|><s_a_717><s_b_7888><s_c_5100>
  --:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_93><s_c_7420>
  --:-- [商品-购买] <|prod_begin|><s_a_508><s_b_7186><s_c_5924>
  --:-- [商品-购买] <|prod_begin|><s_a_5363><s_b_3072><s_c_8011>
  --:-- [商品-购买] <|prod_begin|><s_a_7782><s_b_6489><s_c_4705>
  --:-- [商品-购买] <|prod_begin|><s_a_2986><s_b_1617><s_c_1763>
  --:-- [商品-购买] <|prod_begin|><s_a_2204><s_b_5660><s_c_6250>
  --:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_5487><s_c_6046>
  --:-- [商品-购买] <|prod_begin|><s_a_2928><s_b_1668><s_c_642>
  --:-- [商品-购买] <|prod_begin|><s_a_2928><s_b_6220><s_c_2730>
  --:-- [商品-购买] <|prod_begin|><s_a_609><s_b_5339><s_c_7274>
  --:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_255><s_c_4226>
  04:35 [视频-点赞/长播] <|video_begin|><s_a_3958><s_b_4878><s_c_4629>
  05:02 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6761><s_c_7343>
  05:19 [视频-评论/点赞/长播] <|video_begin|><s_a_7158><s_b_3417><s_c_6390>
  08:19 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_1170>
  08:23 [视频-点赞/长播] <|video_begin|><s_a_3762><s_b_3043><s_c_3970>
  08:39 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7571><s_c_5061>
  11:59 [视频-转发/长播] <|video_begin|><s_a_5295><s_b_4404><s_c_2465>
  12:02 [视频-收藏/长播] <|video_begin|><s_a_3626><s_b_2799><s_c_3098>
  12:02 [视频-评论/点赞/长播] <|video_begin|><s_a_6219><s_b_7175><s_c_6915>
  12:06 [视频-转发/长播] <|video_begin|><s_a_4178><s_b_6358><s_c_3501>
  12:06 [视频-收藏/长播] <|video_begin|><s_a_1056><s_b_7333><s_c_5879>
  12:25 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_2902><s_c_1935>
【2026-02-02】
  03:07 [视频-收藏/长播] <|video_begin|><s_a_6507><s_b_3731><s_c_5126>
  03:14 [视频-评论/长播] <|video_begin|><s_a_1056><s_b_7342><s_c_5115>
  03:23 [视频-转发/长播] <|video_begin|><s_a_7866><s_b_6234><s_c_998>
  03:52 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_5511><s_c_5314>
  04:10 [视频-收藏/长播] <|video_begin|><s_a_3555><s_b_6234><s_c_8064>
  07:12 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_4003><s_c_7951>
  07:16 [视频-点赞/长播] <|video_begin|><s_a_2052><s_b_6061><s_c_627>
  07:23 [视频-转发/长播] <|video_begin|><s_a_1088><s_b_6519><s_c_6659>
  07:36 [视频-点赞/长播] <|video_begin|><s_a_431><s_b_4410><s_c_1389>
  09:20 [视频-点赞/长播] <|video_begin|><s_a_5979><s_b_2357><s_c_5252>
  09:20 [视频-点赞/长播] <|video_begin|><s_a_3111><s_b_6105><s_c_1444>
  14:40 [视频-转发/长播] <|video_begin|><s_a_6705><s_b_581><s_c_153>
  14:43 [视频-收藏/长播] <|video_begin|><s_a_3626><s_b_4733><s_c_7806>
  14:53 [视频-转发/长播] <|video_begin|><s_a_638><s_b_7776><s_c_4030>
  14:59 [广告-点击] <|ad_begin|><s_a_2317><s_b_2701><s_c_2872>
  14:59 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_3338><s_c_346>
  15:01 [视频-转发/长播] <|video_begin|><s_a_1726><s_b_1334><s_c_1659>
  15:55 [视频-点赞/长播] <|video_begin|><s_a_7774><s_b_2737><s_c_4647>
  16:10 [视频-点赞/长播] <|video_begin|><s_a_6578><s_b_3456><s_c_4405>
  17:45 [视频-转发/长播] <|video_begin|><s_a_3555><s_b_2963><s_c_2584>
  18:00 [视频-转发/长播] <|video_begin|><s_a_3657><s_b_6442><s_c_5924>
【2026-02-03】
  08:23 [视频-点赞/长播] <|video_begin|><s_a_7158><s_b_612><s_c_241>
  08:57 [视频-转发/长播] <|video_begin|><s_a_4751><s_b_4746><s_c_2699>
  09:02 [视频-转发/长播] <|video_begin|><s_a_7774><s_b_4463><s_c_3899>
  09:17 [视频-收藏/长播] <|video_begin|><s_a_2358><s_b_5840><s_c_6327>
  09:40 [视频-转发/长播] <|video_begin|><s_a_2407><s_b_697><s_c_6777>
  10:12 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_3688><s_c_4365>
  10:15 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_5631><s_c_5662>
  10:34 [视频-评论/点赞/长播] <|video_begin|><s_a_3958><s_b_6186><s_c_6871>
  10:39 [视频-评论/长播] <|video_begin|><s_a_2014><s_b_820><s_c_516>
  10:52 [视频-转发/长播] <|video_begin|><s_a_16><s_b_876><s_c_6900>
  11:00 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_2221><s_c_6557>
  12:09 [视频-评论/点赞/长播] <|video_begin|><s_a_3626><s_b_6379><s_c_6442>
  13:29 [视频-点赞/长播] <|video_begin|><s_a_8048><s_b_3148><s_c_7945>
  14:00 [视频-转发/长播] <|video_begin|><s_a_1981><s_b_2419><s_c_6065>
  15:33 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_3338><s_c_5416>
  15:57 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_6567><s_c_5061>
  17:39 [视频-转发/点赞/长播] <|video_begin|><s_a_532><s_b_2789><s_c_2530>
  17:41 [视频-转发/长播] <|video_begin|><s_a_5295><s_b_6435><s_c_5416>
  17:51 [视频-转发/长播] <|video_begin|><s_a_4760><s_b_4477><s_c_4454>
  17:51 [视频-转发/长播] <|video_begin|><s_a_7502><s_b_8179><s_c_3346>
  19:00 [视频-评论/长播] <|video_begin|><s_a_7300><s_b_7505><s_c_1047>
  19:27 [视频-点赞/长播] <|video_begin|><s_a_5446><s_b_5145><s_c_7754>
  20:06 [视频-转发/收藏/长播] <|video_begin|><s_a_6027><s_b_7024><s_c_891>
【2026-02-04】
  02:35 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_57><s_c_711>
  02:36 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_3006><s_c_141>
  02:36 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_876><s_c_2568>
  --:-- [商品-购买] <|prod_begin|><s_a_1830><s_b_1171><s_c_4865>
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
  03:41 [视频-评论/长播] <|video_begin|><s_a_6372><s_b_1572><s_c_6313>
  03:41 [视频-点赞/长播] <|video_begin|><s_a_6542><s_b_4903><s_c_5159>
  03:46 [视频-收藏/长播] <|video_begin|><s_a_2356><s_b_205><s_c_7550>
  04:28 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7214><s_c_47>
  11:56 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_7888><s_c_6616>
  12:38 [视频-转发/长播] <|video_begin|><s_a_5295><s_b_6051><s_c_3402>
  12:56 [视频-收藏/长播] <|video_begin|><s_a_2655><s_b_2021><s_c_3360>
  13:03 [视频-转发/点赞/长播] <|video_begin|><s_a_6474><s_b_6123><s_c_7676>
  13:23 [视频-转发/长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1339>
  15:55 [视频-点赞/长播] <|video_begin|><s_a_4822><s_b_4541><s_c_2963>
  16:02 [视频-点赞/长播] <|video_begin|><s_a_4760><s_b_1410><s_c_3108>
  16:35 [视频-长播] <|video_begin|><s_a_6132><s_b_5961><s_c_6218>
  16:35 [视频-长播] <|video_begin|><s_a_8037><s_b_2789><s_c_3685>
【2026-02-05】
  03:01 [视频-长播] <|video_begin|><s_a_5452><s_b_4916><s_c_6831>
  03:01 [视频-长播] <|video_begin|><s_a_1985><s_b_6379><s_c_1935>
  03:01 [视频-长播] <|video_begin|><s_a_3510><s_b_8008><s_c_6275>
  03:02 [视频-长播] <|video_begin|><s_a_3482><s_b_5961><s_c_1767>
  03:02 [视频-长播] <|video_begin|><s_a_6321><s_b_5646><s_c_8129>
  03:02 [视频-长播] <|video_begin|><s_a_8159><s_b_7762><s_c_677>
  --:-- [商品-点击] <|prod_begin|><s_a_6260><s_b_5951><s_c_5156>
  --:-- [商品-点击] <|prod_begin|><s_a_2204><s_b_5660><s_c_6250>
  --:-- [商品-点击] <|prod_begin|><s_a_5363><s_b_3072><s_c_8011>
  --:-- [商品-点击] <|prod_begin|><s_a_609><s_b_5339><s_c_7274>
  --:-- [商品-点击] <|prod_begin|><s_a_276><s_b_989><s_c_1640>
  --:-- [商品-点击] <|prod_begin|><s_a_2986><s_b_3335><s_c_7420>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_1493><s_c_5550>
  --:-- [商品-点击] <|prod_begin|><s_a_4739><s_b_7874><s_c_1841>
  --:-- [商品-点击] <|prod_begin|><s_a_5682><s_b_879><s_c_7404>
  --:-- [商品-点击] <|prod_begin|><s_a_3013><s_b_647><s_c_3888>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1103><s_c_8172>
  --:-- [商品-点击] <|prod_begin|><s_a_6406><s_b_3206><s_c_3367>
  03:13 [视频-长播] <|video_begin|><s_a_4088><s_b_7246><s_c_1471>
  03:29 [广告-点击] <|ad_begin|><s_a_7939><s_b_1330><s_c_6278>
  05:53 [视频-长播] <|video_begin|><s_a_7158><s_b_4641><s_c_7377>
  05:54 [视频-长播] <|video_begin|><s_a_2505><s_b_1119><s_c_2082>
  05:59 [视频-长播] <|video_begin|><s_a_2015><s_b_1224><s_c_5673>
  05:59 [视频-长播] <|video_begin|><s_a_3510><s_b_4323><s_c_1707>
  05:59 [视频-长播] <|video_begin|><s_a_2146><s_b_3268><s_c_4724>
  05:59 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_2799><s_c_7257>
  06:02 [视频-长播] <|video_begin|><s_a_2253><s_b_2980><s_c_607>
  06:02 [视频-长播] <|video_begin|><s_a_3766><s_b_1411><s_c_8171>
  06:10 [视频-长播] <|video_begin|><s_a_4032><s_b_7608><s_c_7718>
  06:10 [视频-长播] <|video_begin|><s_a_1985><s_b_6973><s_c_4595>
  06:10 [视频-长播] <|video_begin|><s_a_5417><s_b_754><s_c_3215>
  06:10 [视频-长播] <|video_begin|><s_a_5632><s_b_7381><s_c_7951>
  06:12 [视频-长播] <|video_begin|><s_a_955><s_b_1493><s_c_1708>
  06:12 [视频-长播] <|video_begin|><s_a_5903><s_b_4550><s_c_6185>
  06:54 [视频-长播] <|video_begin|><s_a_1981><s_b_4134><s_c_4469>
  06:54 [视频-长播] <|video_begin|><s_a_2378><s_b_4541><s_c_4267>
  07:10 [视频-长播] <|video_begin|><s_a_7774><s_b_6442><s_c_2568>
  08:52 [视频-长播] <|video_begin|><s_a_5295><s_b_1069><s_c_1339>
  09:02 [视频-长播] <|video_begin|><s_a_5295><s_b_6891><s_c_7548>
  09:02 [视频-长播] <|video_begin|><s_a_7424><s_b_5511><s_c_6557>
  09:05 [视频-长播] <|video_begin|><s_a_4615><s_b_1717><s_c_2693>
  09:05 [视频-转发/长播] <|video_begin|><s_a_5295><s_b_581><s_c_6915>
  09:09 [视频-长播] <|video_begin|><s_a_1726><s_b_2575><s_c_8085>
  09:09 [视频-长播] <|video_begin|><s_a_532><s_b_7554><s_c_47>
  09:09 [视频-转发/长播] <|video_begin|><s_a_1481><s_b_3854><s_c_1051>
  09:09 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_401>
  09:09 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7571><s_c_237>
  10:56 [视频-长播] <|video_begin|><s_a_1726><s_b_6690><s_c_259>
  10:56 [视频-长播] <|video_begin|><s_a_3836><s_b_5169><s_c_2679>
  12:58 [视频-长播] <|video_begin|><s_a_4178><s_b_2667><s_c_5740>
  14:08 [视频-长播] <|video_begin|><s_a_2733><s_b_6021><s_c_7268>
  14:08 [视频-长播] <|video_begin|><s_a_3958><s_b_5467><s_c_8109>
  14:08 [视频-长播] <|video_begin|><s_a_501><s_b_697><s_c_1962>
  14:12 [视频-长播] <|video_begin|><s_a_16><s_b_4305><s_c_4654>
  14:12 [视频-转发/长播] <|video_begin|><s_a_6123><s_b_581><s_c_1026>
  14:17 [视频-长播] <|video_begin|><s_a_1726><s_b_5454><s_c_2530>
  14:17 [视频-长播] <|video_begin|><s_a_335><s_b_414><s_c_2401>
  14:19 [视频-长播] <|video_begin|><s_a_4030><s_b_7246><s_c_2568>
  14:19 [视频-长播] <|video_begin|><s_a_3510><s_b_3189><s_c_2766>
  14:22 [视频-长播] <|video_begin|><s_a_4401><s_b_3063><s_c_6122>
  14:25 [视频-长播] <|video_begin|><s_a_6542><s_b_5849><s_c_5563>
  14:25 [视频-转发/点赞/长播] <|video_begin|><s_a_5295><s_b_5634><s_c_7616>
  14:45 [视频-长播] <|video_begin|><s_a_1335><s_b_2461><s_c_7753>
  14:45 [视频-转发/点赞/长播] <|video_begin|><s_a_1880><s_b_3417><s_c_3429>
  14:52 [视频-长播] <|video_begin|><s_a_116><s_b_4916><s_c_4508>
  14:52 [视频-长播] <|video_begin|><s_a_3689><s_b_2640><s_c_6583>
  14:52 [视频-长播] <|video_begin|><s_a_506><s_b_4033><s_c_4003>
  14:52 [视频-长播] <|video_begin|><s_a_3687><s_b_1002><s_c_2424>
  14:52 [视频-长播] <|video_begin|><s_a_1990><s_b_6006><s_c_7836>
  14:52 [视频-收藏/长播] <|video_begin|><s_a_3548><s_b_765><s_c_367>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7523><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_2986><s_b_2657><s_c_4181>
  --:-- [商品-点击] <|prod_begin|><s_a_8158><s_b_3131><s_c_5197>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6084><s_c_8129>
  --:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_222><s_c_3928>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_7001><s_c_3571>
  --:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_5488><s_c_1218>
  --:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_7687><s_c_1051>
  --:-- [商品-点击] <|prod_begin|><s_a_5138><s_b_2381><s_c_469>
  --:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_5926><s_c_3439>
  --:-- [商品-点击] <|prod_begin|><s_a_4739><s_b_8188><s_c_3886>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5719><s_c_6388>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5719><s_c_4820>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_1966><s_c_7638>
  --:-- [商品-点击] <|prod_begin|><s_a_2986><s_b_2965><s_c_4388>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_1966><s_c_8063>
  --:-- [商品-点击] <|prod_begin|><s_a_609><s_b_5339><s_c_7274>
  --:-- [商品-点击] <|prod_begin|><s_a_7782><s_b_6489><s_c_4705>
  --:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_5050><s_c_1051>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_6374><s_c_6712>
  --:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_5543><s_c_2956>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_6088><s_c_2895>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_1002><s_c_3364>
  --:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_864><s_c_5235>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_2352><s_c_5404>
  --:-- [商品-点击] <|prod_begin|><s_a_5682><s_b_8065><s_c_7377>
  --:-- [商品-点击] <|prod_begin|><s_a_2079><s_b_5660><s_c_5347>
  --:-- [商品-点击] <|prod_begin|><s_a_2928><s_b_6662><s_c_2825>
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>

角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题，严格提取出所有相关的历史交互条目。

主题：从被动接收健康信息到主动探索特定美体方案的演化

输出格式要求：输出必须且仅为包含 SID 的 JSON 数组，绝对不要输出任何额外的解释、提示或格式化外的文字。

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|prod_begin|><s_a_53><s_b_6845><s_c_7510>","<|prod_begin|><s_a_4048><s_b_3206><s_c_5404>","<|prod_begin|><s_a_5085><s_b_6065><s_c_6223>","<|prod_begin|><s_a_5085><s_b_3138><s_c_2887>","<|prod_begin|><s_a_7707><s_b_2074><s_c_5669>","<|ad_begin|><s_a_7989><s_b_4477><s_c_3668>","<|ad_begin|><s_a_1351><s_b_4134><s_c_4654>","<|ad_begin|><s_a_7989><s_b_827><s_c_1170>","<|ad_begin|><s_a_1351><s_b_2799><s_c_6900>","<|ad_begin|><s_a_2238><s_b_4134><s_c_1740>","<|ad_begin|><s_a_6474><s_b_59><s_c_4978>","<|video_begin|><s_a_2238><s_b_2075><s_c_664>","<|ad_begin|><s_a_7989><s_b_6973><s_c_5092>","<|video_begin|><s_a_3958><s_b_4878><s_c_4629>","<|video_begin|><s_a_1056><s_b_7333><s_c_5879>","<|video_begin|><s_a_2655><s_b_2021><s_c_3360>","<|video_begin|><s_a_5452><s_b_4916><s_c_6831>","<|video_begin|><s_a_1981><s_b_4134><s_c_4469>","<|video_begin|><s_a_3958><s_b_5467><s_c_8109>","<|video_begin|><s_a_6542><s_b_5849><s_c_5563>","<|prod_begin|><s_a_4739><s_b_7874><s_c_1841>","<|prod_begin|><s_a_4739><s_b_8188><s_c_3886>","<|prod_begin|><s_a_2083><s_b_1966><s_c_7638>","<|prod_begin|><s_a_2083><s_b_1966><s_c_8063>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-10-22】
  --:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_2469><s_c_6971>
【2023-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1572><s_c_2758>
【2023-11-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_19><s_c_5082>
【2024-06-08】
  --:-- [商品-购买] <|prod_begin|><s_a_1815><s_b_4026><s_c_1832>
【2024-10-04】
  --:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_2668><s_c_1346>
【2025-01-16】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_1227><s_c_1957>
【2025-01-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_5384><s_c_3297>
【2025-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_2734><s_b_2789><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_6278>
【2025-02-01】
  --:-- [商品-购买] <|prod_begin|><s_a_307><s_b_3594><s_c_1882>
【2025-02-05】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6484><s_c_6278>
【2025-02-13】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1790><s_b_988><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5946><s_b_7279><s_c_1353>
【2025-03-02】
  --:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_7951>
【2025-04-04】
  --:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_3982><s_c_6768>
  --:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_5449><s_c_6173>
  --:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_6694><s_c_3267>
【2025-04-06】
  --:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_5436><s_c_3021>
【2025-04-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_4305><s_c_869>
  --:-- [商品-购买] <|prod_begin|><s_a_7415><s_b_3982><s_c_2447>
【2025-05-11】
  --:-- [直播-关注] <|living_begin|><s_a_3064><s_b_1410><s_c_5054>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_677>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_6278>
【2025-05-15】
  --:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7232><s_c_6278>
【2025-05-25】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_6278>
【2025-06-02】
  --:-- [直播-关注] <|living_begin|><s_a_4818><s_b_5727><s_c_4208>
【2025-06-15】
  --:-- [直播-关注] <|living_begin|><s_a_7185><s_b_7342><s_c_7289>
  --:-- [商品-购买] <|prod_begin|><s_a_1309><s_b_3678><s_c_7448>
【2025-06-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7305><s_b_1227><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_870>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_7894><s_c_2856>
  --:-- [商品-购买] <|prod_begin|><s_a_1309><s_b_3440><s_c_1061>
【2025-06-22】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_2789><s_c_7347>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_7297>
【2025-06-29】
  --:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
  --:-- [直播-首次打赏] <|living_begin|><s_a_3713><s_b_451><s_c_6153>
【2025-07-01】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_4885><s_c_7588>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_7754>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_713><s_c_1321>
【2025-07-04】
  --:-- [直播-打赏] <|living_begin|><s_a_7146><s_b_4410><s_c_6278>
【2025-07-05】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_4512>
【2025-07-06】
  --:-- [直播-关注] <|living_begin|><s_a_5782><s_b_3569><s_c_236>
【2025-07-10】
  --:-- [直播-打赏] <|living_begin|><s_a_7728><s_b_7808><s_c_3948>
【2025-07-11】
  --:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_6234><s_c_2513>
【2025-07-18】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_1227><s_c_290>
【2025-07-20】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6039><s_c_6278>
【2025-07-22】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_5757><s_c_3191>
【2025-07-23】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_7096><s_c_536>
【2025-07-24】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_765><s_c_1111>
【2025-07-28】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_7342><s_c_7951>
【2025-07-29】
  --:-- [直播-关注] <|living_begin|><s_a_3304><s_b_7342><s_c_6278>
【2025-07-31】
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_7264>
【2025-08-14】
  --:-- [商品-购买] <|prod_begin|><s_a_513><s_b_2013><s_c_1726>
【2025-08-17】
  --:-- [直播-关注] <|living_begin|><s_a_7403><s_b_7535><s_c_4467>
【2025-08-22】
  --:-- [直播-关注] <|living_begin|><s_a_5907><s_b_4753><s_c_2403>
【2025-08-23】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_2789><s_c_3038>
【2025-08-29】
  --:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_3676>
【2025-09-07】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6973><s_c_6278>
【2025-09-10】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_3840><s_c_2094>
【2025-09-18】
  --:-- [直播-关注] <|living_begin|><s_a_3781><s_b_765><s_c_6278>
【2025-09-21】
  --:-- [商品-购买] <|prod_begin|><s_a_1309><s_b_7498><s_c_779>
【2025-10-02】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2087><s_c_4626>
【2025-10-03】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6973><s_c_5104>
【2025-10-14】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_2298>
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3145>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_7878><s_c_2009>
【2025-10-22】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_1227><s_c_1034>
【2025-10-26】
  --:-- [商品-点击] <|prod_begin|><s_a_5756><s_b_1938><s_c_1159>
【2025-10-27】
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1519><s_c_2960>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1713><s_c_1638>
  --:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_4613><s_c_2408>
【2025-11-02】
  --:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_2752><s_c_1295>
【2025-11-03】
  --:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_6387><s_c_5146>
【2025-11-04】
  --:-- [商品-点击] <|prod_begin|><s_a_7938><s_b_4023><s_c_7791>
【2025-11-06】
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1713><s_c_1638>
【2025-11-09】
  --:-- [商品-点击] <|prod_begin|><s_a_1309><s_b_3678><s_c_7448>
【2025-11-10】
  --:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_1959><s_c_2204>
【2025-11-11】
  --:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3323><s_c_1644>
【2025-11-15】
  --:-- [直播-关注] <|living_begin|><s_a_5946><s_b_5757><s_c_4467>
【2025-11-23】
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_668><s_c_5924>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_7413><s_b_7523><s_c_956>
【2025-11-30】
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7882><s_c_4881>
【2025-12-10】
  --:-- [商品-点击] <|prod_begin|><s_a_6422><s_b_4516><s_c_2932>
  --:-- [商品-点击] <|prod_begin|><s_a_2183><s_b_3357><s_c_724>
【2025-12-11】
  11:37 [广告-点击] <|ad_begin|><s_a_7879><s_b_7214><s_c_113>
  23:08 [广告-点击] <|ad_begin|><s_a_3062><s_b_1350><s_c_6390>
【2025-12-13】
  01:21 [广告-点击] <|ad_begin|><s_a_4258><s_b_1201><s_c_4939>
【2025-12-14】
  00:20 [广告-点击] <|ad_begin|><s_a_7112><s_b_6949><s_c_907>
  10:41 [广告-点击] <|ad_begin|><s_a_5632><s_b_6220><s_c_7295>
  10:42 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_6220><s_c_7295>
  10:42 [广告-点击] <|ad_begin|><s_a_5632><s_b_6220><s_c_7295>
  --:-- [商品-点击] <|prod_begin|><s_a_307><s_b_5375><s_c_6500>
【2025-12-16】
  01:08 [广告-点击] <|ad_begin|><s_a_6567><s_b_4733><s_c_4412>
  13:06 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_5675>
【2025-12-18】
  --:-- [商品-点击] <|prod_begin|><s_a_3813><s_b_3594><s_c_4333>
  --:-- [商品-点击] <|prod_begin|><s_a_4839><s_b_2198><s_c_1640>
【2025-12-19】
  10:38 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7671>
  17:10 [广告-点击] <|ad_begin|><s_a_3711><s_b_1413><s_c_3725>
  23:51 [广告-点击] <|ad_begin|><s_a_726><s_b_6006><s_c_7137>
【2025-12-20】
  02:46 [广告-点击] <|ad_begin|><s_a_3766><s_b_5892><s_c_5673>
  11:38 [广告-点击] <|ad_begin|><s_a_4632><s_b_2997><s_c_3016>
【2025-12-21】
  00:59 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1184><s_c_1072>
  00:59 [广告-点击] <|ad_begin|><s_a_5687><s_b_1184><s_c_1072>
  09:01 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_5061>
【2025-12-22】
  --:-- [商品-点击] <|prod_begin|><s_a_7938><s_b_7938><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_206><s_b_668><s_c_5924>
  --:-- [商品-点击] <|prod_begin|><s_a_7938><s_b_7938><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_3938><s_c_5470>
【2025-12-23】
  11:24 [广告-点击] <|ad_begin|><s_a_6548><s_b_1206><s_c_2298>
  12:39 [广告-点击] <|ad_begin|><s_a_4340><s_b_5625><s_c_640>
  12:44 [广告-点击] <|ad_begin|><s_a_5903><s_b_7498><s_c_6067>
  12:45 [广告-点击] <|ad_begin|><s_a_3062><s_b_7391><s_c_853>
  --:-- [商品-点击] <|prod_begin|><s_a_1305><s_b_1891><s_c_3283>
【2025-12-24】
  03:23 [广告-点击] <|ad_begin|><s_a_5229><s_b_4491><s_c_294>
  13:09 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_3191>
【2025-12-25】
  13:29 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_6047><s_c_4421>
  13:29 [广告-点击] <|ad_begin|><s_a_5632><s_b_6047><s_c_4421>
【2025-12-27】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_8049><s_c_5956>
  07:53 [广告-点击] <|ad_begin|><s_a_3766><s_b_7342><s_c_3338>
【2025-12-28】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5782><s_b_5727><s_c_4120>
  08:26 [广告-点击] <|ad_begin|><s_a_3062><s_b_7381><s_c_5675>
  --:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5653><s_c_8063>
【2025-12-30】
  23:23 [广告-点击] <|ad_begin|><s_a_4632><s_b_2997><s_c_3016>
【2025-12-31】
  20:44 [广告-点击] <|ad_begin|><s_a_5229><s_b_6379><s_c_4944>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_5100>
  --:-- [直播-关注] <|living_begin|><s_a_4409><s_b_7342><s_c_3026>
  07:10 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7671>
【2026-01-02】
  --:-- [商品-点击] <|prod_begin|><s_a_2575><s_b_8002><s_c_3477>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1103><s_c_5226>
【2026-01-03】
  01:04 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_5162>
  --:-- [商品-点击] <|prod_begin|><s_a_53><s_b_6387><s_c_1735>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_5090><s_c_2758>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3721><s_c_6387>
【2026-01-05】
  14:59 [广告-点击] <|ad_begin|><s_a_7182><s_b_4932><s_c_929>
  14:59 [广告-点击] <|ad_begin|><s_a_7182><s_b_4733><s_c_4508>
  14:59 [广告-点击] <|ad_begin|><s_a_7182><s_b_3845><s_c_3766>
  14:59 [广告-点击] <|ad_begin|><s_a_4522><s_b_5290><s_c_4671>
  14:59 [广告-点击] <|ad_begin|><s_a_7182><s_b_2799><s_c_3726>
  14:59 [广告-点击] <|ad_begin|><s_a_99><s_b_7218><s_c_929>
  15:00 [广告-点击] <|ad_begin|><s_a_7182><s_b_4932><s_c_929>
  15:00 [广告-点击] <|ad_begin|><s_a_7182><s_b_1411><s_c_5882>
  17:11 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7671>
【2026-01-06】
  02:27 [广告-点击] <|ad_begin|><s_a_7112><s_b_5961><s_c_5416>
  11:22 [广告-点击] <|ad_begin|><s_a_5632><s_b_6726><s_c_4506>
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3209><s_c_7048>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_5090><s_c_4309>
  --:-- [商品-点击] <|prod_begin|><s_a_4390><s_b_3728><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_6209><s_c_4301>
  19:09 [广告-点击] <|ad_begin|><s_a_2709><s_b_4692><s_c_6162>
【2026-01-07】
  11:17 [广告-点击] <|ad_begin|><s_a_1790><s_b_6311><s_c_513>
【2026-01-09】
  08:01 [广告-点击] <|ad_begin|><s_a_7182><s_b_4932><s_c_929>
  08:02 [广告-点击] <|ad_begin|><s_a_7182><s_b_4932><s_c_929>
【2026-01-10】
  03:31 [广告-点击] <|ad_begin|><s_a_5687><s_b_5551><s_c_6486>
  10:26 [广告-点击] <|ad_begin|><s_a_4625><s_b_3636><s_c_7323>
  11:01 [广告-点击] <|ad_begin|><s_a_655><s_b_2799><s_c_1322>
  --:-- [商品-点击] <|prod_begin|><s_a_5161><s_b_7170><s_c_6643>
  --:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_2289><s_c_3861>
【2026-01-11】
  04:51 [广告-点击] <|ad_begin|><s_a_3300><s_b_1929><s_c_4158>
  --:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_2231><s_c_7323>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_4037><s_c_4393>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_6467><s_c_7404>
【2026-01-12】
  --:-- [直播-关注] <|living_begin|><s_a_4468><s_b_7390><s_c_6805>
【2026-01-13】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3338><s_c_5654>
【2026-01-15】
  --:-- [直播-打赏] <|living_begin|><s_a_1659><s_b_4050><s_c_6278>
  23:08 [广告-点击] <|ad_begin|><s_a_5254><s_b_266><s_c_2344>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2182><s_c_8129>
  05:31 [广告-点击] <|ad_begin|><s_a_7989><s_b_5672><s_c_6322>
【2026-01-18】
  03:03 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_6597>
  04:14 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_1317>
  04:14 [广告-点击] <|ad_begin|><s_a_1584><s_b_7342><s_c_1317>
  13:19 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7671>
  13:21 [广告-点击] <|ad_begin|><s_a_6710><s_b_5090><s_c_7261>
  --:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_4400><s_c_5404>
【2026-01-19】
  --:-- [商品-点击] <|prod_begin|><s_a_2575><s_b_8002><s_c_3477>
  --:-- [商品-点击] <|prod_begin|><s_a_6830><s_b_3297><s_c_2575>
【2026-01-20】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_1738>
【2026-01-21】
  02:14 [广告-点击] <|ad_begin|><s_a_7989><s_b_5169><s_c_6322>
  02:14 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_5352>
  04:17 [广告-点击] <|ad_begin|><s_a_2817><s_b_5454><s_c_5798>
  04:40 [广告-深度转化] <|ad_begin|><s_a_7324><s_b_7225><s_c_5193>
  04:40 [广告-点击] <|ad_begin|><s_a_7324><s_b_7225><s_c_5193>
  11:26 [广告-点击] <|ad_begin|><s_a_1726><s_b_2865><s_c_3464>
  --:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_4613><s_c_2408>
【2026-01-22】
  09:53 [广告-点击] <|ad_begin|><s_a_1985><s_b_4932><s_c_6919>
  15:20 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_2575><s_c_7716>
  23:10 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_3555>
【2026-01-23】
  07:04 [视频-评论/长播] <|video_begin|><s_a_3555><s_b_7184><s_c_3026>
  08:16 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_2555><s_c_2568>
  11:12 [视频-转发/长播] <|video_begin|><s_a_4178><s_b_7261><s_c_1285>
  13:42 [视频-收藏/长播] <|video_begin|><s_a_3608><s_b_3832><s_c_2437>
  15:59 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_4181><s_c_47>
【2026-01-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_1000>
  11:54 [视频-评论/长播] <|video_begin|><s_a_1173><s_b_6782><s_c_4724>
  12:00 [视频-评论/长播] <|video_begin|><s_a_7004><s_b_5647><s_c_88>
【2026-01-25】
  08:17 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_25><s_c_7616>
  08:25 [广告-点击] <|ad_begin|><s_a_3766><s_b_2865><s_c_6173>
  08:26 [广告-点击] <|ad_begin|><s_a_5254><s_b_266><s_c_2344>
  08:33 [视频-收藏/长播] <|video_begin|><s_a_2505><s_b_427><s_c_5186>
  08:48 [广告-点击] <|ad_begin|><s_a_1883><s_b_2701><s_c_1817>
  08:50 [广告-点击] <|ad_begin|><s_a_1726><s_b_4552><s_c_7945>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7756><s_c_7706>
【2026-01-26】
  08:31 [视频-关注/长播] <|video_begin|><s_a_5179><s_b_1583><s_c_6737>
  --:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_6319><s_c_6619>
【2026-01-27】
  04:45 [视频-收藏/长播] <|video_begin|><s_a_5134><s_b_7333><s_c_698>
  06:07 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_6690><s_c_2319>
  06:14 [视频-收藏/长播] <|video_begin|><s_a_4963><s_b_4041><s_c_4832>
  07:00 [广告-点击] <|ad_begin|><s_a_4064><s_b_7342><s_c_1858>
  16:42 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_5061><s_c_2530>
【2026-01-28】
  16:32 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_4868>
  16:50 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7214><s_c_4810>
  17:11 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_7458><s_c_7211>
  18:27 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_4041><s_c_6254>
【2026-01-29】
  06:20 [视频-评论/长播] <|video_begin|><s_a_116><s_b_3417><s_c_4467>
  07:25 [广告-点击] <|ad_begin|><s_a_4071><s_b_908><s_c_4141>
  07:53 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4033><s_c_4807>
  07:53 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_6973><s_c_7410>
  08:03 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_7878><s_c_6416>
  16:11 [广告-点击] <|ad_begin|><s_a_7939><s_b_1230><s_c_3026>
  16:24 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_7342><s_c_4512>
  16:37 [广告-点击] <|ad_begin|><s_a_6073><s_b_6123><s_c_2341>
【2026-01-30】
  06:46 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_978><s_c_1741>
  07:01 [广告-点击] <|ad_begin|><s_a_5687><s_b_3472><s_c_308>
  07:07 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_7609>
  07:58 [视频-评论/长播] <|video_begin|><s_a_2419><s_b_6592><s_c_7675>
  07:58 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_2575><s_c_831>
  11:45 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_7261><s_c_5498>
  15:16 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_876><s_c_3026>
【2026-01-31】
  04:01 [视频-收藏/长播] <|video_begin|><s_a_6321><s_b_5298><s_c_607>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_677>
  14:49 [广告-点击] <|ad_begin|><s_a_8113><s_b_177><s_c_2409>
【2026-02-02】
  06:35 [视频-长播] <|video_begin|><s_a_2899><s_b_6234><s_c_143>
  06:47 [视频-长播] <|video_begin|><s_a_7751><s_b_4497><s_c_3026>
  06:49 [视频-长播] <|video_begin|><s_a_5146><s_b_2485><s_c_3115>
  06:49 [视频-长播] <|video_begin|><s_a_4393><s_b_1471><s_c_5944>
  07:06 [视频-长播] <|video_begin|><s_a_3338><s_b_781><s_c_1537>
  07:06 [视频-长播] <|video_begin|><s_a_3555><s_b_4666><s_c_6557>
  07:06 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_7129><s_c_7951>
  07:13 [视频-长播] <|video_begin|><s_a_2317><s_b_3981><s_c_4586>
  07:14 [视频-长播] <|video_begin|><s_a_4858><s_b_800><s_c_274>
  07:14 [视频-长播] <|video_begin|><s_a_3510><s_b_3827><s_c_1935>
  07:14 [视频-长播] <|video_begin|><s_a_1272><s_b_404><s_c_987>
  07:20 [视频-长播] <|video_begin|><s_a_3062><s_b_6379><s_c_7295>
  07:29 [视频-长播] <|video_begin|><s_a_578><s_b_5653><s_c_7616>
  07:35 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3958>
  07:53 [视频-长播] <|video_begin|><s_a_5134><s_b_7936><s_c_907>
  07:53 [视频-长播] <|video_begin|><s_a_4632><s_b_3044><s_c_2395>
  14:04 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_3958>
  14:51 [视频-长播] <|video_begin|><s_a_1985><s_b_7608><s_c_7211>
  14:51 [视频-长播] <|video_begin|><s_a_1659><s_b_6727><s_c_4200>
  14:51 [视频-长播] <|video_begin|><s_a_7774><s_b_988><s_c_2513>
  15:16 [视频-长播] <|video_begin|><s_a_16><s_b_6902><s_c_6468>
  16:59 [视频-长播] <|video_begin|><s_a_7751><s_b_5892><s_c_2309>
  16:59 [视频-长播] <|video_begin|><s_a_7460><s_b_2789><s_c_6982>
  17:04 [视频-长播] <|video_begin|><s_a_4401><s_b_3561><s_c_2480>
  17:05 [视频-长播] <|video_begin|><s_a_231><s_b_7808><s_c_4868>
【2026-02-03】
  09:08 [视频-长播] <|video_begin|><s_a_1326><s_b_1595><s_c_7456>
  09:10 [视频-评论/长播] <|video_begin|><s_a_6930><s_b_4878><s_c_2309>
  10:12 [视频-收藏/长播] <|video_begin|><s_a_7460><s_b_2960><s_c_3770>
  10:19 [视频-长播] <|video_begin|><s_a_5452><s_b_6525><s_c_607>
  10:19 [视频-长播] <|video_begin|><s_a_6207><s_b_5626><s_c_4318>
  10:19 [视频-长播] <|video_begin|><s_a_590><s_b_5429><s_c_7350>
  10:27 [视频-长播] <|video_begin|><s_a_1985><s_b_4939><s_c_925>
  10:30 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_6583>
  10:46 [视频-转发/长播] <|video_begin|><s_a_1985><s_b_2904><s_c_5186>
  17:45 [视频-长播] <|video_begin|><s_a_1985><s_b_7813><s_c_2482>
  17:45 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_4041><s_c_4454>
  17:51 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_7381><s_c_2530>
  17:56 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_908><s_c_6227>
  18:01 [视频-长播] <|video_begin|><s_a_4540><s_b_3417><s_c_6275>
  18:08 [视频-长播] <|video_begin|><s_a_7774><s_b_3417><s_c_3363>
  18:19 [视频-长播] <|video_begin|><s_a_7866><s_b_4344><s_c_2791>
  18:19 [视频-评论/长播] <|video_begin|><s_a_4625><s_b_7211><s_c_1869>
  18:22 [视频-长播] <|video_begin|><s_a_3062><s_b_6379><s_c_6919>
  18:26 [视频-长播] <|video_begin|><s_a_16><s_b_2575><s_c_447>
  18:26 [视频-长播] <|video_begin|><s_a_7295><s_b_6244><s_c_5944>
【2026-02-04】
  17:28 [视频-长播] <|video_begin|><s_a_6125><s_b_1583><s_c_6108>
  17:28 [视频-长播] <|video_begin|><s_a_4147><s_b_6084><s_c_2883>
  17:28 [视频-长播] <|video_begin|><s_a_2253><s_b_3422><s_c_7267>
  17:30 [视频-长播] <|video_begin|><s_a_1985><s_b_3589><s_c_7211>
  17:44 [视频-长播] <|video_begin|><s_a_5417><s_b_2906><s_c_7211>
  17:49 [视频-长播] <|video_begin|><s_a_1761><s_b_1968><s_c_987>
  17:49 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_3182><s_c_7211>
  17:53 [视频-长播] <|video_begin|><s_a_1985><s_b_2963><s_c_4599>
  18:30 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_8063>
【2026-02-05】
  05:21 [视频-长播] <|video_begin|><s_a_1985><s_b_3727><s_c_7840>
  05:21 [视频-评论/长播] <|video_begin|><s_a_3169><s_b_6202><s_c_6419>
  05:21 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_2904><s_c_6156>
  05:29 [视频-长播] <|video_begin|><s_a_1985><s_b_5511><s_c_7211>
  05:35 [视频-长播] <|video_begin|><s_a_1985><s_b_6234><s_c_2070>
  12:27 [视频-长播] <|video_begin|><s_a_1985><s_b_4915><s_c_1935>
  12:27 [视频-长播] <|video_begin|><s_a_5134><s_b_6726><s_c_2309>
  12:27 [视频-长播] <|video_begin|><s_a_2828><s_b_4010><s_c_1423>
  12:27 [视频-长播] <|video_begin|><s_a_1527><s_b_2789><s_c_607>
  12:27 [视频-评论/长播] <|video_begin|><s_a_3571><s_b_6039><s_c_1869>
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
核心逻辑要求（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请针对下列主题提取行为逻辑链：
主题：从泛化游戏兴趣到特定玩法（三角洲行动）的深度探索与技能学习

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从泛化游戏兴趣到特定玩法（三角洲行动）的深度探索与技能学习",
    "events": [
      {
        "date": "YYYY-MM-DD",
        "action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
        "logic": "逻辑说明"
      }
    ]
  }
}

强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从泛化游戏兴趣到特定玩法（三角洲行动）的深度探索与技能学习","events":[{"date":"2025-12-21","action":"[广告-点击] <|ad_begin|><s_a_5687><s_b_1184><s_c_1072>","logic":"兴趣萌芽：用户处于游戏兴趣的广泛探索期，被动点击各类游戏广告，对角色、升级等玩法有泛化兴趣。"},{"date":"2026-01-22","action":"[视频-转发/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_3555>","logic":"兴趣聚焦：首次出现对特定游戏《三角洲行动》的主动深度互动（转发），关注点从泛化的游戏概念转向具体的“装备策略”和“操作技巧”。"},{"date":"2026-01-28","action":"[视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7214><s_c_4810>","logic":"认知深化：兴趣点进一步收敛到游戏内的具体装备（M14步枪）和核心玩法（个性化改装），开始主动学习如何通过“配件调整”来“提升精度稳定性”，体现了从玩家到研究者的认知跃迁。"},{"date":"2026-01-30","action":"[视频-评论/长播] <|video_begin|><s_a_1985><s_b_978><s_c_1741>","logic":"技能精通与闭环：用户已不满足于通用攻略，开始研究更具体的“成本控制”、“配件平衡”等高阶改装策略，并进行评论互动，标志着其在该游戏领域的知识体系已趋于完善和闭环。"}]}}<|im_end|>
<|im_start|>user
你是推荐理解助手。你需要根据用户多域历史行为，输出该用户在各推荐场景中的目标内容。
下面给出用户历史行为线索：
用户购物行为: 浏览了商品 <|prod_begin|><s_a_3939><s_b_1917><s_c_418>, <|prod_begin|><s_a_676><s_b_1870><s_c_6402>, <|prod_begin|><s_a_676><s_b_5527><s_c_1955>, <|prod_begin|><s_a_676><s_b_6272><s_c_131>, <|prod_begin|><s_a_3236><s_b_3894><s_c_992>, <|prod_begin|><s_a_676><s_b_643><s_c_131>, <|prod_begin|><s_a_4636><s_b_1557><s_c_4333>, <|prod_begin|><s_a_2777><s_b_7304><s_c_7726>, <|prod_begin|><s_a_676><s_b_3068><s_c_5395>, <|prod_begin|><s_a_6523><s_b_4463><s_c_1508>, <|prod_begin|><s_a_3939><s_b_1917><s_c_418>, <|prod_begin|><s_a_676><s_b_1637><s_c_3459>, <|prod_begin|><s_a_2680><s_b_3823><s_c_994>, <|prod_begin|><s_a_5332><s_b_1887><s_c_4051>, <|prod_begin|><s_a_6523><s_b_4463><s_c_1508>, <|prod_begin|><s_a_4261><s_b_1917><s_c_2777>, <|prod_begin|><s_a_7278><s_b_914><s_c_126>, <|prod_begin|><s_a_3205><s_b_1992><s_c_7261>, <|prod_begin|><s_a_3939><s_b_1917><s_c_418>, <|prod_begin|><s_a_676><s_b_2372><s_c_2685>, <|prod_begin|><s_a_623><s_b_8126><s_c_3103>, <|prod_begin|><s_a_623><s_b_1171><s_c_732>, <|prod_begin|><s_a_6488><s_b_3230><s_c_3379>, <|prod_begin|><s_a_4681><s_b_1323><s_c_4519>, <|prod_begin|><s_a_3264><s_b_3919><s_c_2039>, <|prod_begin|><s_a_7731><s_b_7581><s_c_7775>, <|prod_begin|><s_a_7858><s_b_7095><s_c_1912>, <|prod_begin|><s_a_7858><s_b_2871><s_c_3416>, <|prod_begin|><s_a_1371><s_b_8013><s_c_131>, <|prod_begin|><s_a_167><s_b_3617><s_c_1183>, <|prod_begin|><s_a_7407><s_b_5456><s_c_5304>, <|prod_begin|><s_a_1052><s_b_6119><s_c_4431>, <|prod_begin|><s_a_502><s_b_5934><s_c_303>, <|prod_begin|><s_a_7858><s_b_221><s_c_4341>, <|prod_begin|><s_a_4739><s_b_4975><s_c_2717>, <|prod_begin|><s_a_7109><s_b_101><s_c_5945>, <|prod_begin|><s_a_4545><s_b_7789><s_c_5401>, <|prod_begin|><s_a_936><s_b_7084><s_c_7667>, <|prod_begin|><s_a_2048><s_b_5951><s_c_5063>, <|prod_begin|><s_a_5432><s_b_5052><s_c_6271>, <|prod_begin|><s_a_6360><s_b_6128><s_c_6571>，购买了 <|prod_begin|><s_a_605><s_b_5515><s_c_7791>, <|prod_begin|><s_a_7433><s_b_4488><s_c_7261>, <|prod_begin|><s_a_887><s_b_4516><s_c_1449>, <|prod_begin|><s_a_6324><s_b_7662><s_c_4635>, <|prod_begin|><s_a_4809><s_b_4399><s_c_5294>, <|prod_begin|><s_a_4289><s_b_7136><s_c_6918>, <|prod_begin|><s_a_6486><s_b_2963><s_c_2686>, <|prod_begin|><s_a_6488><s_b_4421><s_c_1344>, <|prod_begin|><s_a_5051><s_b_5492><s_c_4348>, <|prod_begin|><s_a_3205><s_b_2312><s_c_7261>, <|prod_begin|><s_a_2950><s_b_1713><s_c_2953>, <|prod_begin|><s_a_5064><s_b_4743><s_c_3470>, <|prod_begin|><s_a_2950><s_b_7270><s_c_133>, <|prod_begin|><s_a_5064><s_b_4743><s_c_3470>, <|prod_begin|><s_a_2388><s_b_1468><s_c_1159>, <|prod_begin|><s_a_2926><s_b_1473><s_c_3401>, <|prod_begin|><s_a_6488><s_b_3899><s_c_7251>, <|prod_begin|><s_a_6714><s_b_4023><s_c_3267>, <|prod_begin|><s_a_2950><s_b_7986><s_c_7517>, <|prod_begin|><s_a_2601><s_b_3152><s_c_7711>, <|prod_begin|><s_a_5332><s_b_6739><s_c_662>, <|prod_begin|><s_a_7109><s_b_101><s_c_5945>, <|prod_begin|><s_a_681><s_b_4516><s_c_198>, <|prod_begin|><s_a_8174><s_b_7878><s_c_4393>, <|prod_begin|><s_a_7534><s_b_4091><s_c_6316>, <|prod_begin|><s_a_7534><s_b_2479><s_c_789>, <|prod_begin|><s_a_3205><s_b_462><s_c_5658>, <|prod_begin|><s_a_4636><s_b_4136><s_c_4024>, <|prod_begin|><s_a_2777><s_b_7304><s_c_7726>。
广告行为: 对广告 <|ad_begin|><s_a_3578><s_b_6006><s_c_5563>, <|ad_begin|><s_a_6958><s_b_6234><s_c_2636>, <|ad_begin|><s_a_1393><s_b_7214><s_c_6857>, <|ad_begin|><s_a_491><s_b_2497><s_c_5563>, <|ad_begin|><s_a_7879><s_b_6234><s_c_1179>, <|ad_begin|><s_a_497><s_b_6234><s_c_495>, <|ad_begin|><s_a_1274><s_b_6234><s_c_4527>, <|ad_begin|><s_a_1274><s_b_6234><s_c_4586>, <|ad_begin|><s_a_4064><s_b_6782><s_c_1935>, <|ad_begin|><s_a_1274><s_b_6234><s_c_6954>, <|ad_begin|><s_a_5960><s_b_6234><s_c_4599>, <|ad_begin|><s_a_5863><s_b_6123><s_c_4923>, <|ad_begin|><s_a_1393><s_b_6519><s_c_5563>, <|ad_begin|><s_a_3913><s_b_6234><s_c_2988>, <|ad_begin|><s_a_7892><s_b_6234><s_c_907>, <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>, <|ad_begin|><s_a_1708><s_b_6234><s_c_1070>, <|ad_begin|><s_a_5673><s_b_6234><s_c_8042>, <|ad_begin|><s_a_5998><s_b_6234><s_c_5851>, <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>, <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>, <|ad_begin|><s_a_1351><s_b_713><s_c_7671>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>, <|ad_begin|><s_a_1274><s_b_6234><s_c_2492>, <|ad_begin|><s_a_3913><s_b_6234><s_c_5795>, <|ad_begin|><s_a_1119><s_b_6234><s_c_5187>, <|ad_begin|><s_a_825><s_b_6519><s_c_1957>, <|ad_begin|><s_a_4039><s_b_6234><s_c_2756>, <|ad_begin|><s_a_5185><s_b_5511><s_c_2262>, <|ad_begin|><s_a_5185><s_b_5511><s_c_2262>, <|ad_begin|><s_a_5863><s_b_6234><s_c_5815>, <|ad_begin|><s_a_3069><s_b_6234><s_c_5882>, <|ad_begin|><s_a_4815><s_b_6435><s_c_2492>, <|ad_begin|><s_a_7892><s_b_3613><s_c_5563>, <|ad_begin|><s_a_7879><s_b_566><s_c_1148>, <|ad_begin|><s_a_6956><s_b_581><s_c_6390>, <|ad_begin|><s_a_7611><s_b_6234><s_c_2084>, <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>, <|ad_begin|><s_a_5185><s_b_1212><s_c_7548>, <|ad_begin|><s_a_1393><s_b_6234><s_c_7145> 完成过深度转化，点击过广告 <|ad_begin|><s_a_1274><s_b_6234><s_c_4586>, <|ad_begin|><s_a_4064><s_b_6782><s_c_1935>, <|ad_begin|><s_a_1274><s_b_6234><s_c_6954>, <|ad_begin|><s_a_4517><s_b_4295><s_c_2988>, <|ad_begin|><s_a_5960><s_b_6234><s_c_4599>, <|ad_begin|><s_a_7847><s_b_4295><s_c_5646>, <|ad_begin|><s_a_77><s_b_3472><s_c_6313>, <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>, <|ad_begin|><s_a_5673><s_b_6234><s_c_2427>, <|ad_begin|><s_a_7374><s_b_2604><s_c_7719>, <|ad_begin|><s_a_5863><s_b_6123><s_c_4923>, <|ad_begin|><s_a_3649><s_b_620><s_c_5498>, <|ad_begin|><s_a_655><s_b_4879><s_c_1957>, <|ad_begin|><s_a_3179><s_b_5290><s_c_480>, <|ad_begin|><s_a_1393><s_b_6519><s_c_5563>, <|ad_begin|><s_a_1351><s_b_7019><s_c_7268>, <|ad_begin|><s_a_217><s_b_6828><s_c_3034>, <|ad_begin|><s_a_3913><s_b_6234><s_c_2988>, <|ad_begin|><s_a_7892><s_b_6234><s_c_907>, <|ad_begin|><s_a_807><s_b_4733><s_c_1128>, <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>, <|ad_begin|><s_a_77><s_b_3472><s_c_6313>, <|ad_begin|><s_a_1708><s_b_7878><s_c_5563>, <|ad_begin|><s_a_1708><s_b_6234><s_c_1070>, <|ad_begin|><s_a_1383><s_b_4491><s_c_2852>, <|ad_begin|><s_a_4942><s_b_6532><s_c_2315>, <|ad_begin|><s_a_5673><s_b_6234><s_c_8042>, <|ad_begin|><s_a_3385><s_b_620><s_c_4886>, <|ad_begin|><s_a_1383><s_b_5349><s_c_3747>, <|ad_begin|><s_a_5998><s_b_6234><s_c_5851>, <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>, <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>, <|ad_begin|><s_a_1351><s_b_713><s_c_7671>, <|ad_begin|><s_a_6956><s_b_6234><s_c_655>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>, <|ad_begin|><s_a_1274><s_b_6234><s_c_2492>, <|ad_begin|><s_a_3913><s_b_6234><s_c_5795>, <|ad_begin|><s_a_1119><s_b_6234><s_c_5187>, <|ad_begin|><s_a_1351><s_b_4932><s_c_937>, <|ad_begin|><s_a_825><s_b_6519><s_c_1957>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3340>, <|ad_begin|><s_a_4039><s_b_6234><s_c_2756>, <|ad_begin|><s_a_5185><s_b_5511><s_c_2262>, <|ad_begin|><s_a_5185><s_b_5511><s_c_2262>, <|ad_begin|><s_a_174><s_b_978><s_c_7751>, <|ad_begin|><s_a_5863><s_b_6234><s_c_5815>, <|ad_begin|><s_a_4351><s_b_7218><s_c_4783>, <|ad_begin|><s_a_3069><s_b_6234><s_c_5882>, <|ad_begin|><s_a_4351><s_b_7218><s_c_4783>, <|ad_begin|><s_a_4815><s_b_6435><s_c_2492>, <|ad_begin|><s_a_4024><s_b_1288><s_c_3338>, <|ad_begin|><s_a_8113><s_b_3280><s_c_4252>, <|ad_begin|><s_a_7892><s_b_3613><s_c_5563>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3877>, <|ad_begin|><s_a_7879><s_b_566><s_c_1148>, <|ad_begin|><s_a_2111><s_b_946><s_c_6390>, <|ad_begin|><s_a_559><s_b_581><s_c_3913>, <|ad_begin|><s_a_6956><s_b_581><s_c_6390>, <|ad_begin|><s_a_8113><s_b_3044><s_c_1255>, <|ad_begin|><s_a_8113><s_b_3044><s_c_1255>, <|ad_begin|><s_a_7130><s_b_7756><s_c_4405>, <|ad_begin|><s_a_8113><s_b_3932><s_c_1080>, <|ad_begin|><s_a_7611><s_b_6234><s_c_2084>, <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>, <|ad_begin|><s_a_8113><s_b_3932><s_c_1080>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3363>, <|ad_begin|><s_a_8113><s_b_3932><s_c_1080>, <|ad_begin|><s_a_5185><s_b_1212><s_c_7548>, <|ad_begin|><s_a_4039><s_b_6519><s_c_141>, <|ad_begin|><s_a_1393><s_b_6234><s_c_7145>。

请基于这些线索总结该用户在各场景中的目标内容。/no_think<|im_end|>
<|im_start|>assistant
该用户最近感兴趣的广告有: <|ad_begin|><s_a_5960><s_b_6234><s_c_1659><|im_end|>
<|endoftext|>
label_ids:
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75882, 20002, 104044, 112429, 101927, 18830, 25, 220, 176251, 157629, 166095, 169712, 151645, 198, -100][INFO|configuration_utils.py:769] 2026-07-13 03:28:39,619 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:39,620 >> Model config Qwen3Config {
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  "max_position_embeddings": 40960,
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  "model_type": "qwen3",
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}


labels:
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{"logic_chain":{"name":"从被动接收悬疑信息到主动探索神秘主义工具的兴趣演化","events":[{"date":"2025-12-13","action":"[广告-点击] <|ad_begin|><s_a_7931><s_b_7762><s_c_2215>","logic":"初始兴趣触发：用户被动点击悬疑、阴谋主题的广告，表现出对该类内容的初步兴趣。"},{"date":"2025-12-15","action":"[广告-深度转化] <|ad_begin|><s_a_4745><s_b_57><s_c_7566>","logic":"兴趣强化与窄化：从观看影视剧的被动接收，转向对“解密”、“身份验证”类互动游戏的深度转化，兴趣点从“悬疑故事”聚焦到“解密互动”。"},{"date":"2026-01-03","action":"[广告-深度转化] <|ad_begin|><s_a_6577><s_b_4932><s_c_7812>","logic":"认知跃迁与行为转变：在持续接触悬疑解密信息后，用户兴趣发生质变，从对虚构故事的兴趣转向对现实中具有“探索未知”、“心理暗示”属性的神秘主义工具——塔罗牌产生深度兴趣，体现了从娱乐消费到寻求解释性工具的演化。"},{"date":"2026-02-03","action":"[商品-点击] <|prod_begin|><s_a_5431><s_b_1369><s_c_968>","logic":"行为闭环与实践意图：在对塔罗牌广告产生深度兴趣后，用户开始主动点击实体塔罗牌商品，关键词“初学入门”表明其意图从线上了解转向线下实践，完成了从被动了解到主动探索的完整闭环。"}]}}<|im_end|>
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{"logic_chain":{"name":"从泛化游戏兴趣到特定玩法（三角洲行动）的深度探索与技能学习","events":[{"date":"2025-12-21","action":"[广告-点击] <|ad_begin|><s_a_5687><s_b_1184><s_c_1072>","logic":"兴趣萌芽：用户处于游戏兴趣的广泛探索期，被动点击各类游戏广告，对角色、升级等玩法有泛化兴趣。"},{"date":"2026-01-22","action":"[视频-转发/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_3555>","logic":"兴趣聚焦：首次出现对特定游戏《三角洲行动》的主动深度互动（转发），关注点从泛化的游戏概念转向具体的“装备策略”和“操作技巧”。"},{"date":"2026-01-28","action":"[视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7214><s_c_4810>","logic":"认知深化：兴趣点进一步收敛到游戏内的具体装备（M14步枪）和核心玩法（个性化改装），开始主动学习如何通过“配件调整”来“提升精度稳定性”，体现了从玩家到研究者的认知跃迁。"},{"date":"2026-01-30","action":"[视频-评论/长播] <|video_begin|><s_a_1985><s_b_978><s_c_1741>","logic":"技能精通与闭环：用户已不满足于通用攻略，开始研究更具体的“成本控制”、“配件平衡”等高阶改装策略，并进行评论互动，标志着其在该游戏领域的知识体系已趋于完善和闭环。"}]}}<|im_end|>
该用户最近感兴趣的广告有: <|ad_begin|><s_a_5960><s_b_6234><s_c_1659><|im_end|>

[INFO|2026-07-13 03:28:39] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-13 03:28:39] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-13 03:28:40,046 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-13 03:28:40,046 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-13 03:28:40,096 >> Generate config GenerationConfig {
  "eos_token_id": 151645,
  "output_attentions": false,
  "output_hidden_states": false,
  "pad_token_id": 151643,
  "use_cache": false
}


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[INFO|configuration_utils.py:978] 2026-07-13 03:28:40,656 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-13 03:28:40,656 >> Generate config GenerationConfig {
  "do_sample": true,
  "eos_token_id": [
    151645,
    151643
  ],
  "pad_token_id": 151643,
  "temperature": 0.6,
  "top_k": 20,
  "top_p": 0.95
}

[INFO|dynamic_module_utils.py:406] 2026-07-13 03:28:40,656 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-13 03:28:40] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-13 03:28:40] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-13 03:28:40] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-13 03:28:40] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-13 03:28:40] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-13 03:28:40,799 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-13 03:28:40,799 >>   Num examples = 793
[INFO|trainer.py:1471] 2026-07-13 03:28:40,799 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-13 03:28:40,799 >>   Num update steps per epoch = 199
[INFO|trainer.py:1473] 2026-07-13 03:28:40,799 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-13 03:28:40,799 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-13 03:28:40,799 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-13 03:28:40,799 >>   Total optimization steps = 40
[INFO|trainer.py:1479] 2026-07-13 03:28:40,799 >>   Number of trainable parameters = 801,433,600

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Training completed. Do not forget to share your model on huggingface.co/models =)



                                               

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[INFO|trainer.py:3815] 2026-07-13 03:34:04,047 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020
[INFO|configuration_utils.py:533] 2026-07-13 03:34:04,048 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020/config.json
[INFO|configuration_utils.py:816] 2026-07-13 03:34:04,049 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020/generation_config.json
{'loss': '1.77', 'grad_norm': '13.81', 'learning_rate': '7.884e-07', 'epoch': '0.02522'}
{'loss': '1.746', 'grad_norm': '14.06', 'learning_rate': '7.198e-07', 'epoch': '0.05044'}
{'loss': '1.591', 'grad_norm': '13.88', 'learning_rate': '6e-07', 'epoch': '0.07566'}
{'loss': '1.718', 'grad_norm': '15.56', 'learning_rate': '4.482e-07', 'epoch': '0.1009'}
{'loss': '1.767', 'grad_norm': '14.56', 'learning_rate': '2.887e-07', 'epoch': '0.1261'}
{'loss': '1.735', 'grad_norm': '12.62', 'learning_rate': '1.47e-07', 'epoch': '0.1513'}
{'loss': '1.753', 'grad_norm': '14.69', 'learning_rate': '4.582e-08', 'epoch': '0.1765'}
{'loss': '1.768', 'grad_norm': '14.06', 'learning_rate': '1.297e-09', 'epoch': '0.2018'}
{'train_runtime': '323.2', 'train_samples_per_second': '0.491', 'train_steps_per_second': '0.124', 'train_loss': '1.731', 'epoch': '0.2018'}

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[INFO|modeling_utils.py:3471] 2026-07-13 03:34:04,879 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-13 03:34:05,005 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-13 03:34:05,026 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020/tokenizer_config.json
***** train metrics *****
  epoch                    =     0.2018
  total_flos               = 17924021GF
  train_loss               =      1.731
  train_runtime            = 0:05:23.24
  train_samples_per_second =      0.491
  train_steps_per_second   =      0.124
Figure saved at: /home/ll/llm4rec/experiments/outputs/v32_v29_balanced_r3_draft_lr8e7_ep020/training_loss.png
[WARNING|2026-07-13 03:34:05] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-13 03:34:05] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-13 03:34:05,129 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}