[2026-07-16 01:29:43] stage 1/1: /home/ll/llm4rec/experiments/configs/v45_v29_clean_r3_domainmix_lr55e7_ep045.yaml
/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|2026-07-16 01:29:46] 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] 2026-07-16 01:29:46,355 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:29:46,358 >> 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,
  "max_window_layers": 28,
  "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,
  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
  "use_cache": false,
  "use_sliding_window": false,
  "vocab_size": 176253
}

[INFO|configuration_utils.py:769] 2026-07-16 01:29:47,058 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:29:47,058 >> 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] 2026-07-16 01:29:47,058 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:29:47,059 >> Model config Qwen3Config {
  "architectures": [
    "Qwen3ForCausalLM"
  ],
  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
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[INFO|2026-07-16 01:29:47] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v45_clean_r3_domainmix.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: 9550 examples [00:00, 142896.50 examples/s]

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Running tokenizer on dataset (num_proc=16): 100%|██████████| 9550/9550 [00:17<00:00, 555.10 examples/s]
training example:
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101927, 12, 72651, 60, 220, 176251, 153305, 162660, 171587, 198, 220, 220, 15, 19, 25, 15, 22, 508, 101927, 12, 72651, 60, 220, 176251, 157840, 165102, 169442, 198, 220, 220, 15, 21, 25, 19, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 159137, 167469, 170711, 198, 220, 220, 15, 21, 25, 19, 15, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153395, 160533, 175935, 198, 220, 220, 15, 21, 25, 20, 17, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157990, 164199, 168960, 198, 220, 220, 15, 21, 25, 20, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154311, 161444, 170943, 198, 220, 220, 15, 21, 25, 20, 23, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 154169, 161171, 174701, 198, 220, 220, 15, 23, 25, 15, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152775, 161272, 173284, 198, 220, 220, 16, 15, 25, 18, 16, 508, 101927, 12, 102217, 101548, 60, 220, 176251, 157532, 166095, 174366, 198, 220, 220, 16, 15, 25, 18, 16, 508, 101927, 12, 72651, 60, 220, 176251, 157532, 166095, 174366, 198, 220, 220, 16, 15, 25, 19, 21, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 152775, 162346, 170621, 198, 220, 220, 16, 16, 25, 17, 19, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157990, 161601, 173726, 198, 220, 220, 16, 20, 25, 16, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 157990, 166287, 174432, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 19, 10958, 198, 220, 220, 16, 22, 25, 15, 19, 508, 101927, 12, 72651, 60, 220, 176251, 155545, 160442, 170867, 198, 220, 220, 16, 22, 25, 15, 20, 508, 101927, 12, 72651, 60, 220, 176251, 157604, 167414, 175891, 198, 220, 220, 16, 22, 25, 15, 22, 508, 101927, 12, 72651, 60, 220, 176251, 155699, 167375, 172689, 198, 220, 220, 16, 22, 25, 15, 22, 508, 101927, 12, 72651, 60, 220, 176251, 159148, 165748, 170422, 198, 220, 220, 16, 22, 25, 16, 15, 508, 101927, 12, 72651, 60, 220, 176251, 159086, 167433, 169497, 198, 220, 220, 16, 22, 25, 18, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153794, 162779, 171074, 198, 220, 220, 16, 22, 25, 18, 18, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153803, 166095, 175009, 198, 220, 220, 16, 22, 25, 18, 20, 508, 87140, 12, 45861, 75650, 60, 220, 176245, 153004, 164793, 168194, 198, 220, 220, 16, 22, 25, 19, 17, 508, 101927, 12, 72651, 60, 220, 176251, 159516, 163597, 169337, 198, 220, 220, 16, 22, 25, 19, 17, 508, 101927, 12, 72651, 60, 220, 176251, 153590, 166023, 173851, 198, 220, 220, 16, 22, 25, 19, 18, 508, 101927, 12, 72651, 60, 220, 176251, 157410, 162346, 174215, 198, 10904, 17, 15, 17, 21, 12, 15, 17, 12, 15, 20, 10958, 198, 220, 220, 15, 20, 25, 18, 15, 508, 101927, 12, 72651, 60, 220, 176251, 153062, 165372, 171627, 198, 220, 220, 15, 20, 25, 18, 16, 508, 101927, 12, 72651, 60, 220, 176251, 154514, 166095, 171859, 198, 220, 220, 15, 20, 25, 18, 19, 508, 101927, 12, 72651, 60, 220, 176251, 159548, 166095, 174120, 271, 100780, 88802, 5122, 112735, 23031, 107601, 99398, 119328, 9370, 20002, 101070, 20074, 102541, 101057, 81217, 20074, 68805, 32108, 101057, 106613, 3837, 104210, 70589, 108221, 100022, 3837, 101092, 89012, 22382, 100220, 108732, 62926, 107439, 20221, 85248, 78556, 104754, 108221, 101070, 3407, 100220, 5122, 45181, 100461, 32108, 100415, 26939, 105149, 100220, 9370, 17625, 56, 100565, 101964, 271, 66017, 68805, 101882, 5122, 14880, 100470, 91680, 66017, 102298, 56021, 73312, 37474, 9370, 4718, 47685, 40027, 68805, 3837, 104484, 66017, 99885, 92894, 104361, 66394, 57191, 104136, 33071, 108704, 3407, 99193, 105852, 5122, 103941, 102349, 100645, 101909, 30440, 99250, 2951, 22961, 85122, 97771, 9370, 4718, 3837, 53153, 102298, 73192, 5373, 104136, 5373, 105444, 60949, 57191, 4718, 40666, 244, 108593, 48391, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 1183, 176245, 158916, 161154, 172647, 2198, 176245, 151719, 162238, 173616, 2198, 176251, 151719, 166762, 173966, 2198, 176245, 151719, 161683, 171015, 2198, 176245, 154764, 163009, 176004, 2198, 176245, 156808, 163089, 174127, 2198, 176245, 157990, 164199, 168960, 1341, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
inputs:
<|im_start|>user
【用户交互历史】：
【2023-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1443><s_c_7261>
【2023-03-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1756><s_b_2103><s_c_7405>
【2023-04-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_8151><s_c_358>
【2023-05-18】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_2312><s_c_7261>
【2023-08-13】
  --:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_2087><s_c_7978>
【2023-08-15】
  --:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_4433><s_c_5962>
【2023-09-24】
  --:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_3131><s_c_3022>
【2023-09-25】
  --:-- [商品-购买] <|prod_begin|><s_a_5692><s_b_3335><s_c_5779>
【2023-10-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_1966><s_c_1344>
  --:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_1966><s_c_1643>
【2023-11-08】
  --:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_3651><s_c_1644>
【2023-11-12】
  --:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3931><s_c_3504>
【2023-11-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5816><s_c_4740>
【2023-12-09】
  --:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1226><s_c_2701>
【2023-12-11】
  --:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_1473><s_c_6457>
【2024-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7875><s_b_7019><s_c_3692>
【2024-03-22】
  --:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_2312><s_c_2084>
【2024-04-02】
  --:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_4874><s_c_5530>
【2024-04-09】
  --:-- [商品-购买] <|prod_begin|><s_a_2369><s_b_6454><s_c_2055>
【2024-07-25】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1037><s_c_6768>
【2024-09-12】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_1966><s_c_4809>
【2024-09-19】
  --:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2533><s_c_5347>
【2024-09-26】
  --:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_7978><s_c_5978>
【2024-10-28】
  --:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2024-11-11】
  --:-- [商品-购买] <|prod_begin|><s_a_605><s_b_3063><s_c_4770>
【2024-12-14】
  --:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_964><s_c_8141>
【2024-12-24】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_5643><s_c_7066>
【2025-01-01】
  --:-- [商品-购买] <|prod_begin|><s_a_7787><s_b_5093><s_c_7187>
【2025-03-29】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5251><s_c_5191>
【2025-04-01】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1631><s_c_2006>
【2025-05-28】
  --:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_8025><s_c_3534>
【2025-06-03】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-07-12】
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_4037><s_c_1131>
【2025-07-15】
  --:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_483><s_c_4809>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_7755><s_c_3311>
【2025-08-01】
  --:-- [商品-购买] <|prod_begin|><s_a_2276><s_b_1236><s_c_1381>
【2025-08-02】
  --:-- [商品-购买] <|prod_begin|><s_a_4692><s_b_4197><s_c_887>
【2025-08-04】
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4875><s_c_3267>
【2025-08-11】
  --:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_7878><s_c_4147>
【2025-08-20】
  --:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
【2025-08-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-10-25】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7894><s_c_624>
【2025-11-14】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_3916><s_c_909>
【2025-12-02】
  --:-- [直播-关注] <|living_begin|><s_a_6136><s_b_1282><s_c_493>
【2025-12-03】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5982><s_c_7675>
  --:-- [商品-购买] <|prod_begin|><s_a_7794><s_b_989><s_c_3315>
  --:-- [商品-购买] <|prod_begin|><s_a_750><s_b_5658><s_c_4210>
【2025-12-04】
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_3722><s_c_596>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_2302><s_c_6278>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_697><s_c_535>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_655>
【2025-12-10】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8090>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3676>
【2025-12-11】
  --:-- [直播-关注] <|living_begin|><s_a_4515><s_b_697><s_c_5563>
  05:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3678><s_c_5563>
【2025-12-12】
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_8080><s_c_6954>
  07:12 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6006><s_c_2118>
【2025-12-13】
  06:43 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
【2025-12-14】
  09:43 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7180><s_c_3777>
【2025-12-15】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6313>
  07:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_2460>
  12:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_3026>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_4144><s_b_1410><s_c_5465>
  --:-- [直播-关注] <|living_begin|><s_a_4074><s_b_3006><s_c_5273>
【2025-12-17】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_0>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_330>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_1935>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_3676>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_6058><s_c_5315>
【2025-12-18】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_5727><s_c_5054>
  04:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4944><s_c_7616>
  20:44 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_2246><s_c_5749>
  20:44 [广告-点击] <|ad_begin|><s_a_2845><s_b_2246><s_c_5749>
【2025-12-19】
  --:-- [直播-首次打赏] <|living_begin|><s_a_5166><s_b_4010><s_c_4196>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3854><s_c_2403>
  02:03 [广告-点击] <|ad_begin|><s_a_2832><s_b_7342><s_c_1246>
  23:54 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_8113>
  23:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_8113>
【2025-12-20】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_6126>
  --:-- [直播-关注] <|living_begin|><s_a_5166><s_b_765><s_c_3501>
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_2466><s_c_2168>
  --:-- [直播-关注] <|living_begin|><s_a_4644><s_b_697><s_c_516>
  00:37 [广告-点击] <|ad_begin|><s_a_7381><s_b_620><s_c_7671>
  02:12 [广告-点击] <|ad_begin|><s_a_7381><s_b_594><s_c_4267>
  10:02 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6006><s_c_1935>
  10:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_6006><s_c_1935>
  --:-- [商品-购买] <|prod_begin|><s_a_635><s_b_4433><s_c_6718>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_6535>
  00:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2921>
  00:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2921>
  11:38 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_800><s_c_2693>
  11:38 [广告-点击] <|ad_begin|><s_a_7931><s_b_800><s_c_2693>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_2298>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_6278>
  05:55 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4288>
【2025-12-23】
  10:22 [广告-点击] <|ad_begin|><s_a_2022><s_b_1188><s_c_3221>
  11:14 [广告-点击] <|ad_begin|><s_a_4795><s_b_3932><s_c_6059>
【2025-12-25】
  11:04 [广告-点击] <|ad_begin|><s_a_698><s_b_6532><s_c_1914>
【2025-12-26】
  00:13 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_641>
【2025-12-27】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_3501>
【2025-12-28】
  14:58 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
  14:58 [广告-点击] <|ad_begin|><s_a_795><s_b_6123><s_c_640>
  16:16 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_665><s_c_2225>
  16:16 [广告-点击] <|ad_begin|><s_a_7879><s_b_665><s_c_2225>
  16:21 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_1645>
【2025-12-29】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_4053>
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_3026>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2194><s_b_971><s_c_4053>
【2025-12-30】
  00:03 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5156>
  04:15 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
  04:15 [广告-点击] <|ad_begin|><s_a_6386><s_b_205><s_c_5776>
  08:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_3363>
  08:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_4746><s_c_3363>
  11:58 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
  11:58 [广告-点击] <|ad_begin|><s_a_2832><s_b_2990><s_c_6278>
  13:46 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  13:46 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
  13:53 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
  17:52 [广告-点击] <|ad_begin|><s_a_6510><s_b_8179><s_c_6908>
【2025-12-31】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7603><s_c_5054>
  --:-- [商品-加购] <|prod_begin|><s_a_367><s_b_6591><s_c_5827>
【2026-01-01】
  11:20 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_7719>
  11:20 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_7719>
【2026-01-02】
  01:13 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  01:13 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
  10:29 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_978><s_c_4120>
  10:29 [广告-点击] <|ad_begin|><s_a_2832><s_b_978><s_c_4120>
【2026-01-03】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4644><s_b_6270><s_c_3023>
  11:18 [广告-点击] <|ad_begin|><s_a_7971><s_b_6244><s_c_5059>
【2026-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_557>
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1557><s_c_6708>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4851><s_c_3026>
【2026-01-07】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4617>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4724>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_3284><s_c_7897>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_3399><s_c_6981>
【2026-01-08】
  03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
  --:-- [商品-点击] <|prod_begin|><s_a_3141><s_b_6454><s_c_1867>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2231><s_c_7533>
【2026-01-10】
  22:05 [广告-点击] <|ad_begin|><s_a_4157><s_b_7333><s_c_3913>
  --:-- [商品-点击] <|prod_begin|><s_a_1414><s_b_4516><s_c_4757>
【2026-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_7327><s_b_5099><s_c_2616>
  09:56 [广告-点击] <|ad_begin|><s_a_1383><s_b_4491><s_c_2852>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_6591><s_c_5827>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_573><s_c_2826>
【2026-01-13】
  02:14 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4125><s_c_1004>
  02:14 [广告-点击] <|ad_begin|><s_a_1608><s_b_4125><s_c_1004>
  10:08 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_978><s_c_6915>
  10:08 [广告-点击] <|ad_begin|><s_a_1375><s_b_978><s_c_6915>
  --:-- [商品-点击] <|prod_begin|><s_a_5049><s_b_4220><s_c_4845>
  --:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_2533><s_c_3449>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
【2026-01-14】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_535>
  10:02 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_2370>
  13:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6784>
  13:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6784>
  --:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5653><s_c_4043>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1510><s_c_638>
【2026-01-15】
  10:44 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_3659>
  10:44 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_3659>
  --:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_4538><s_c_7187>
  --:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_4562><s_c_5926>
  --:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_989><s_c_7495>
【2026-01-16】
  16:07 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
  16:07 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5256>
  --:-- [商品-点击] <|prod_begin|><s_a_210><s_b_2960><s_c_5194>
【2026-01-17】
  00:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_4746><s_c_3501>
  07:23 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_70>
  07:33 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_4049>
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_2231><s_c_7533>
【2026-01-18】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_1935>
  04:02 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_6597>
  04:02 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_6597>
【2026-01-19】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1586><s_c_2513>
  14:43 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4746><s_c_5563>
  14:43 [广告-点击] <|ad_begin|><s_a_6921><s_b_4746><s_c_5563>
  --:-- [商品-点击] <|prod_begin|><s_a_7320><s_b_7445><s_c_2622>
  --:-- [商品-点击] <|prod_begin|><s_a_8182><s_b_3297><s_c_7601>
【2026-01-20】
  03:49 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3026>
  03:54 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
  03:54 [广告-点击] <|ad_begin|><s_a_2832><s_b_6973><s_c_2341>
  --:-- [商品-点击] <|prod_begin|><s_a_1737><s_b_3990><s_c_2032>
【2026-01-21】
  16:11 [视频-转发/长播] <|video_begin|><s_a_2364><s_b_4949><s_c_118>
  16:13 [视频-转发/长播] <|video_begin|><s_a_417><s_b_390><s_c_6614>
  16:34 [视频-点赞/长播] <|video_begin|><s_a_1167><s_b_3898><s_c_3003>
  22:01 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_7455><s_c_2357>
  22:01 [视频-收藏/长播] <|video_begin|><s_a_6385><s_b_5588><s_c_5563>
  22:07 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_2061><s_c_532>
  22:41 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_4771><s_c_6215>
  22:43 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1751><s_c_7321>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
【2026-01-22】
  03:22 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3849>
  13:48 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4746><s_c_3116>
  --:-- [商品-点击] <|prod_begin|><s_a_1436><s_b_3335><s_c_6423>
【2026-01-23】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5727><s_c_4208>
  03:15 [视频-转发/长播] <|video_begin|><s_a_294><s_b_1380><s_c_2912>
  04:26 [视频-关注/点赞/长播] <|video_begin|><s_a_1167><s_b_6464><s_c_118>
  05:02 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_8179><s_c_606>
  05:13 [视频-浏览] <|video_begin|><s_a_1336><s_b_1822><s_c_492>
  05:51 [视频-点赞/长播] <|video_begin|><s_a_6345><s_b_7894><s_c_1030>
  08:18 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  08:18 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
  09:03 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_1295>
  12:35 [广告-点击] <|ad_begin|><s_a_1375><s_b_6635><s_c_3047>
  13:23 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_1822><s_c_5965>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_4539><s_c_2826>
【2026-01-24】
  10:32 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_1366><s_c_4297>
  11:01 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_2966><s_c_5449>
  11:21 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1410><s_c_7751>
  11:21 [广告-点击] <|ad_begin|><s_a_2832><s_b_1410><s_c_7751>
  --:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_7549><s_c_104>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1926><s_c_6965>
  --:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_147><s_c_7366>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4617>
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_4864><s_c_6509>
  10:29 [视频-点赞/长播] <|video_begin|><s_a_6136><s_b_1434><s_c_5349>
  10:56 [视频-收藏/长播] <|video_begin|><s_a_638><s_b_8072><s_c_4487>
  12:35 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_7546><s_c_6385>
  14:53 [广告-点击] <|ad_begin|><s_a_4002><s_b_2221><s_c_5563>
  15:16 [视频-关注/长播] <|video_begin|><s_a_5546><s_b_7776><s_c_495>
  15:25 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_2142><s_c_627>
  --:-- [商品-点击] <|prod_begin|><s_a_2826><s_b_573><s_c_2826>
【2026-01-26】
  01:35 [视频-点赞/长播] <|video_begin|><s_a_6345><s_b_1284><s_c_4410>
  02:07 [广告-点击] <|ad_begin|><s_a_7892><s_b_5349><s_c_6278>
  06:46 [视频-收藏/长播] <|video_begin|><s_a_7850><s_b_5653><s_c_367>
  06:48 [视频-转发/长播] <|video_begin|><s_a_3510><s_b_672><s_c_7462>
  06:55 [广告-点击] <|ad_begin|><s_a_7331><s_b_4702><s_c_7510>
  07:15 [视频-收藏/长播] <|video_begin|><s_a_6401><s_b_4951><s_c_4842>
  07:18 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_1752><s_c_1614>
  07:28 [视频-转发/长播] <|video_begin|><s_a_2526><s_b_7608><s_c_47>
  07:34 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_5101><s_c_607>
  08:14 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_6058><s_c_3098>
  08:14 [视频-点赞/长播] <|video_begin|><s_a_4644><s_b_3615><s_c_1133>
  08:18 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_6763><s_c_4808>
  13:39 [视频-收藏/长播] <|video_begin|><s_a_4919><s_b_7549><s_c_6390>
  13:46 [视频-点赞/长播] <|video_begin|><s_a_4515><s_b_2105><s_c_5372>
  16:51 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_6158><s_c_2480>
  17:02 [视频-收藏/长播] <|video_begin|><s_a_892><s_b_2918><s_c_294>
  21:51 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_3043><s_c_785>
  21:51 [视频-点赞/长播] <|video_begin|><s_a_3029><s_b_2314><s_c_8029>
  22:18 [视频-收藏/长播] <|video_begin|><s_a_2139><s_b_4049><s_c_2313>
  22:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4401><s_b_6042><s_c_2654>
  22:21 [视频-关注/长播] <|video_begin|><s_a_2709><s_b_2412><s_c_237>
  22:25 [视频-点赞/长播] <|video_begin|><s_a_1697><s_b_3722><s_c_7502>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_7187>
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_2668><s_c_7986>
  --:-- [商品-点击] <|prod_begin|><s_a_2453><s_b_7090><s_c_2622>
  --:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_1330><s_c_6646>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5653><s_c_5747>
  --:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_1704><s_c_577>
【2026-01-27】
  --:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3501>
  01:44 [视频-点赞/长播] <|video_begin|><s_a_1658><s_b_7894><s_c_523>
  01:46 [视频-点赞/长播] <|video_begin|><s_a_575><s_b_7894><s_c_1806>
  01:49 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_3417><s_c_6616>
  04:09 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  04:09 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
  10:11 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_3153><s_c_2661>
  10:32 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
  10:32 [广告-点击] <|ad_begin|><s_a_2551><s_b_1230><s_c_7395>
  11:46 [广告-点击] <|ad_begin|><s_a_5863><s_b_6436><s_c_1803>
  13:48 [广告-点击] <|ad_begin|><s_a_7879><s_b_5119><s_c_5563>
  23:52 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
【2026-01-28】
  00:54 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6442><s_c_5314>
  03:42 [视频-收藏/长播] <|video_begin|><s_a_7077><s_b_1310><s_c_7268>
  04:05 [视频-收藏/长播] <|video_begin|><s_a_5600><s_b_1292><s_c_1337>
  04:11 [视频-收藏/长播] <|video_begin|><s_a_3396><s_b_1925><s_c_2165>
  05:08 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_1638>
  09:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
  12:52 [广告-点击] <|ad_begin|><s_a_6166><s_b_1206><s_c_987>
  13:41 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
  13:41 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5256>
  14:40 [视频-关注/点赞/长播] <|video_begin|><s_a_5906><s_b_2969><s_c_3454>
  22:56 [视频-点赞/长播] <|video_begin|><s_a_2073><s_b_2396><s_c_6420>
  --:-- [商品-点击] <|prod_begin|><s_a_6435><s_b_2547><s_c_4586>
  --:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3679><s_c_3522>
【2026-01-29】
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
  00:12 [视频-收藏/长播] <|video_begin|><s_a_3454><s_b_3853><s_c_690>
  01:24 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_5543><s_c_5776>
  01:25 [视频-收藏/长播] <|video_begin|><s_a_3115><s_b_2357><s_c_1423>
  03:15 [视频-浏览] <|video_begin|><s_a_457><s_b_2854><s_c_5874>
  03:44 [视频-点赞/长播] <|video_begin|><s_a_4456><s_b_7894><s_c_6126>
  07:07 [广告-点击] <|ad_begin|><s_a_7879><s_b_2497><s_c_4519>
  21:58 [视频-点赞/长播] <|video_begin|><s_a_5166><s_b_6730><s_c_2551>
  21:58 [视频-关注/点赞/长播] <|video_begin|><s_a_5906><s_b_4855><s_c_7353>
  21:59 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_3043><s_c_6344>
  22:39 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_2069><s_c_7792>
  --:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_4562><s_c_1662>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_5728><s_b_108><s_c_615>
  00:38 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_4458><s_c_3294>
  00:41 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_3791><s_c_6170>
  01:12 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4087><s_c_3189>
  01:39 [视频-浏览] <|video_begin|><s_a_4910><s_b_3489><s_c_4314>
  02:17 [视频-收藏/长播] <|video_begin|><s_a_7751><s_b_4458><s_c_5563>
  04:21 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_8042>
  04:53 [视频-收藏/长播] <|video_begin|><s_a_5144><s_b_3417><s_c_5194>
  06:18 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_5647><s_c_4932>
  08:05 [视频-收藏/长播] <|video_begin|><s_a_7369><s_b_7554><s_c_2344>
  15:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_1093>
  21:36 [视频-关注/长播] <|video_begin|><s_a_6018><s_b_6158><s_c_428>
  23:35 [视频-关注/收藏/长播] <|video_begin|><s_a_4946><s_b_4939><s_c_3775>
  --:-- [商品-点击] <|prod_begin|><s_a_167><s_b_326><s_c_6072>
  --:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_5974><s_c_5064>
  --:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_2919><s_c_4225>
  --:-- [商品-点击] <|prod_begin|><s_a_7781><s_b_4764><s_c_1282>
  --:-- [商品-点击] <|prod_begin|><s_a_5354><s_b_1426><s_c_2172>
  --:-- [商品-点击] <|prod_begin|><s_a_330><s_b_6454><s_c_2447>
  --:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_4516><s_c_406>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_4512>
  01:23 [视频-点赞/长播] <|video_begin|><s_a_3468><s_b_2915><s_c_1948>
  01:23 [视频-关注/收藏/长播] <|video_begin|><s_a_3241><s_b_6358><s_c_752>
  01:32 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_2809><s_c_7257>
  10:09 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_6464><s_c_7586>
  16:39 [视频-点赞/长播] <|video_begin|><s_a_7881><s_b_7063><s_c_7502>
  16:39 [视频-收藏/长播] <|video_begin|><s_a_5058><s_b_3678><s_c_5563>
  16:39 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_4458><s_c_6385>
  16:43 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_434><s_c_4616>
  16:47 [视频-点赞/长播] <|video_begin|><s_a_3481><s_b_2427><s_c_2693>
  16:53 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_7566>
  18:32 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_581><s_c_5115>
  18:33 [视频-点赞/长播] <|video_begin|><s_a_2235><s_b_5328><s_c_6416>
  18:33 [视频-收藏/长播] <|video_begin|><s_a_1921><s_b_1751><s_c_8085>
  18:34 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_2575><s_c_1232>
【2026-02-01】
  07:04 [视频-关注/长播] <|video_begin|><s_a_735><s_b_1337><s_c_6137>
  07:12 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_927><s_c_1767>
  07:12 [视频-点赞/长播] <|video_begin|><s_a_4644><s_b_2657><s_c_5957>
  12:19 [视频-点赞/长播] <|video_begin|><s_a_7881><s_b_7063><s_c_7502>
  12:19 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_4855><s_c_2392>
  14:50 [视频-点赞/长播] <|video_begin|><s_a_2431><s_b_6018><s_c_5988>
  15:03 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8168><s_b_3417><s_c_1638>
  15:31 [视频-收藏/长播] <|video_begin|><s_a_7923><s_b_7098><s_c_3476>
  16:17 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_7098><s_c_853>
【2026-02-02】
  00:30 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_2069><s_c_3835>
  00:37 [广告-点击] <|ad_begin|><s_a_2859><s_b_1656><s_c_4101>
  07:22 [视频-关注/长播] <|video_begin|><s_a_1698><s_b_5841><s_c_2163>
  07:36 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
  07:36 [广告-点击] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
  11:06 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_755><s_c_7836>
  18:13 [视频-点赞/长播] <|video_begin|><s_a_4092><s_b_6358><s_c_5236>
  18:16 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_4803><s_c_8112>
  23:36 [视频-评论/长播] <|video_begin|><s_a_5476><s_b_8022><s_c_190>
【2026-02-03】
  02:35 [视频-收藏/长播] <|video_begin|><s_a_3858><s_b_1002><s_c_1423>
  06:00 [视频-点赞/长播] <|video_begin|><s_a_7931><s_b_6045><s_c_1741>
  09:49 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4953><s_c_5004>
  10:03 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_1119><s_c_2530>
  10:30 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_1399><s_c_8136>
  10:30 [视频-点赞/长播] <|video_begin|><s_a_4401><s_b_2963><s_c_2543>
  15:42 [视频-长播] <|video_begin|><s_a_578><s_b_2737><s_c_5563>
  15:42 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_3648>
  16:19 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
  16:19 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_1265>
  20:39 [视频-长播] <|video_begin|><s_a_6704><s_b_329><s_c_2159>
  20:39 [视频-长播] <|video_begin|><s_a_2419><s_b_4794><s_c_2961>
  20:39 [视频-长播] <|video_begin|><s_a_3801><s_b_3235><s_c_1764>
  20:39 [视频-长播] <|video_begin|><s_a_2366><s_b_2965><s_c_5120>
  20:43 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_2357><s_c_8085>
  20:44 [视频-长播] <|video_begin|><s_a_2749><s_b_4169><s_c_2544>
  20:45 [视频-长播] <|video_begin|><s_a_7796><s_b_5237><s_c_1708>
  20:45 [视频-长播] <|video_begin|><s_a_7385><s_b_1822><s_c_853>
  20:45 [视频-长播] <|video_begin|><s_a_1233><s_b_4682><s_c_7365>
  20:45 [视频-点赞/长播] <|video_begin|><s_a_735><s_b_1557><s_c_1993>
  20:50 [视频-长播] <|video_begin|><s_a_1336><s_b_5597><s_c_3084>
  20:50 [视频-长播] <|video_begin|><s_a_8159><s_b_1277><s_c_2248>
  20:50 [视频-点赞/长播] <|video_begin|><s_a_7903><s_b_7096><s_c_1140>
  20:52 [视频-长播] <|video_begin|><s_a_6474><s_b_2555><s_c_8085>
  20:52 [视频-长播] <|video_begin|><s_a_4795><s_b_2357><s_c_1309>
  20:52 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_7267>
  20:56 [视频-长播] <|video_begin|><s_a_2364><s_b_1526><s_c_4952>
  20:56 [视频-长播] <|video_begin|><s_a_2578><s_b_108><s_c_5004>
  20:56 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_6042><s_c_2676>
  20:59 [视频-长播] <|video_begin|><s_a_3632><s_b_7571><s_c_2468>
  22:14 [视频-长播] <|video_begin|><s_a_2364><s_b_3832><s_c_722>
  22:32 [视频-长播] <|video_begin|><s_a_1096><s_b_6442><s_c_2242>
  22:35 [视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1350><s_c_6583>
  22:36 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_6676>
  22:36 [视频-点赞/长播] <|video_begin|><s_a_7293><s_b_4798><s_c_6254>
  23:16 [视频-长播] <|video_begin|><s_a_1793><s_b_7603><s_c_142>
  23:16 [视频-长播] <|video_begin|><s_a_4946><s_b_6726><s_c_5359>
  23:16 [视频-长播] <|video_begin|><s_a_1207><s_b_6358><s_c_1272>
  23:29 [视频-长播] <|video_begin|><s_a_3858><s_b_3417><s_c_1337>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_2961><s_b_8049><s_c_7378>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6058><s_c_2205>
  --:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_3026>
  12:22 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_3477>
  14:21 [广告-点击] <|ad_begin|><s_a_3308><s_b_1330><s_c_1148>
  15:00 [视频-浏览] <|video_begin|><s_a_6510><s_b_4878><s_c_5839>
  15:28 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
  15:28 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
  16:14 [视频-点赞/长播] <|video_begin|><s_a_4367><s_b_2069><s_c_7502>
【2026-02-05】
  00:04 [视频-长播] <|video_begin|><s_a_2587><s_b_5511><s_c_4208>
  00:04 [视频-收藏/长播] <|video_begin|><s_a_7893><s_b_8008><s_c_6583>
  00:04 [视频-关注/点赞/长播] <|video_begin|><s_a_4092><s_b_4578><s_c_5988>
  00:06 [视频-长播] <|video_begin|><s_a_2051><s_b_6051><s_c_7106>
  00:06 [视频-长播] <|video_begin|><s_a_2220><s_b_3673><s_c_4605>
  00:06 [视频-收藏/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_5563>
  00:10 [视频-长播] <|video_begin|><s_a_3858><s_b_4050><s_c_544>
  00:10 [视频-长播] <|video_begin|><s_a_3632><s_b_7381><s_c_1662>
  00:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
  00:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
  03:14 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_2251><s_c_2963>
  04:01 [视频-长播] <|video_begin|><s_a_1336><s_b_7043><s_c_2460>
  04:01 [视频-长播] <|video_begin|><s_a_3632><s_b_7897><s_c_4654>
  04:01 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_607>
  04:01 [视频-长播] <|video_begin|><s_a_6704><s_b_4723><s_c_111>
  04:06 [视频-长播] <|video_begin|><s_a_890><s_b_7762><s_c_7448>
  04:55 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_7899>
  04:55 [视频-长播] <|video_begin|><s_a_8164><s_b_6234><s_c_1946>
  04:55 [视频-长播] <|video_begin|><s_a_7984><s_b_4125><s_c_4932>
  05:02 [广告-点击] <|ad_begin|><s_a_6302><s_b_7894><s_c_532>
  05:30 [视频-长播] <|video_begin|><s_a_3689><s_b_2799><s_c_6124>
  07:08 [视频-长播] <|video_begin|><s_a_8159><s_b_5419><s_c_439>
  07:08 [视频-点赞/长播] <|video_begin|><s_a_5906><s_b_6582><s_c_6344>
  08:31 [视频-长播] <|video_begin|><s_a_3915><s_b_3803><s_c_7921>
  08:31 [视频-长播] <|video_begin|><s_a_2015><s_b_1292><s_c_439>
  08:31 [视频-长播] <|video_begin|><s_a_6846><s_b_4688><s_c_5231>
  08:31 [视频-长播] <|video_begin|><s_a_2364><s_b_6123><s_c_4681>
  08:56 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
  08:56 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
  14:45 [视频-长播] <|video_begin|><s_a_192><s_b_4746><s_c_6385>
  14:45 [视频-长播] <|video_begin|><s_a_4946><s_b_1002><s_c_47>
  14:45 [视频-长播] <|video_begin|><s_a_3801><s_b_5169><s_c_5128>
  14:50 [视频-长播] <|video_begin|><s_a_6704><s_b_3417><s_c_237>
  14:50 [视频-长播] <|video_begin|><s_a_7738><s_b_4352><s_c_5305>
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）： 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 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
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。
请围绕以下主题提取行为逻辑链：
主题：从被动接收到主动探索：汽车后市场消费决策演化

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动接收到主动探索：汽车后市场消费决策演化",
    "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":"从被动接收到主动探索：汽车后市场消费决策演化","events":[{"date":"2026-01-21","action":"[视频-收藏/长播] <|video_begin|><s_a_4946><s_b_1751><s_c_7321>","logic":"初始触发：通过收藏汽车实用技巧视频，表现出对提升驾驶体验和安全性的初步兴趣。"},{"date":"2026-01-30","action":"[视频-收藏/长播] <|video_begin|><s_a_7369><s_b_7554><s_c_2344>","logic":"兴趣聚焦：从泛化的汽车知识，收敛到对“行车记录仪”这一具体安防设备的功能性认知，并收藏了介绍视频。"},{"date":"2026-01-30","action":"[商品-点击] <|prod_begin|><s_a_4182><s_b_5974><s_c_5064>","logic":"决策深化与参数对比（维度一）：主动点击具体商品，关注点明确为“4K高清”、“前后双录”、“手机互联”，开始进入产品选型和参数对比阶段。"},{"date":"2026-01-30","action":"[商品-点击] <|prod_begin|><s_a_4182><s_b_2919><s_c_4225>","logic":"认知增量与需求升级（维度二）：在“4K高清”基础上，增加了“三镜头”、“车内录像”、“倒车影像”等新功能维度，体现了对产品功能覆盖面更全面的考量，完成了从“前后双录”到“三镜头全景”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-03-29】
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【2025-08-23】
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【2025-12-04】
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【2025-12-06】
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【2025-12-07】
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【2025-12-09】
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【2025-12-10】
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【2025-12-11】
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【2025-12-12】
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【2025-12-14】
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【2025-12-15】
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【2025-12-25】
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【2025-12-26】
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【2025-12-27】
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【2025-12-28】
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【2026-01-06】
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【2026-01-07】
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
【2026-01-08】
  --:-- [商品-购买] <|prod_begin|><s_a_826><s_b_3915><s_c_7673>
【2026-01-10】
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  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_147><s_c_970>
【2026-01-11】
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【2026-01-15】
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【2026-01-16】
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  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_2863><s_c_4435>
【2026-01-17】
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_3857><s_c_2118>
  --:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_2965><s_c_4822>
  --:-- [商品-购买] <|prod_begin|><s_a_40><s_b_4782><s_c_1363>
【2026-01-18】
  --:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_222><s_c_7986>
  --:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3146><s_c_3001>
【2026-01-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_7725><s_c_3543>
【2026-01-21】
  --:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5940><s_c_705>
  22:04 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_7333><s_c_4314>
  22:33 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_6033><s_c_5563>
  22:49 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_1464><s_c_113>
【2026-01-22】
  02:14 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_3129><s_c_1957>
  22:15 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6442><s_c_3475>
  22:49 [视频-收藏/长播] <|video_begin|><s_a_2139><s_b_5511><s_c_7383>
  22:53 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_694>
【2026-01-23】
  --:-- [商品-购买] <|prod_begin|><s_a_4672><s_b_222><s_c_1275>
  22:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_4312><s_b_5369><s_c_1004>
  23:02 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4149><s_c_2956>
【2026-01-24】
  08:28 [视频-收藏/点赞/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_5851>
  21:41 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4075><s_c_7566>
  22:24 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_1119><s_c_925>
  22:33 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_7333><s_c_7414>
【2026-01-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
  07:40 [视频-浏览] <|video_begin|><s_a_6578><s_b_6244><s_c_4859>
  22:09 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_7214><s_c_7566>
【2026-01-26】
  08:35 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_7738>
  08:35 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_7756><s_c_5928>
  08:38 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_2789><s_c_1708>
  08:41 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_7756><s_c_497>
  08:46 [广告-深度转化] <|ad_begin|><s_a_6755><s_b_2789><s_c_1708>
  11:31 [视频-浏览] <|video_begin|><s_a_1726><s_b_575><s_c_3346>
  21:12 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_5625><s_c_7257>
  22:50 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_4497><s_c_5563>
  23:12 [广告-深度转化] <|ad_begin|><s_a_805><s_b_1527><s_c_2038>
【2026-01-27】
  02:08 [广告-深度转化] <|ad_begin|><s_a_99><s_b_588><s_c_5673>
  09:27 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_6234><s_c_6227>
  10:21 [视频-点赞/长播] <|video_begin|><s_a_4862><s_b_4571><s_c_495>
  21:34 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_6234><s_c_6557>
  22:20 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_7843><s_c_2956>
【2026-01-28】
  00:49 [广告-深度转化] <|ad_begin|><s_a_919><s_b_3465><s_c_6222>
  01:21 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_4163><s_c_2975>
  --:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_7725><s_c_3543>
  01:47 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_978><s_c_7414>
  22:44 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_1392>
【2026-01-29】
  --:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_3857><s_c_2118>
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_3857><s_c_2118>
  01:40 [广告-深度转化] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
  01:42 [广告-深度转化] <|ad_begin|><s_a_99><s_b_588><s_c_5673>
  01:44 [广告-深度转化] <|ad_begin|><s_a_7751><s_b_5926><s_c_5563>
  03:12 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4340><s_c_3294>
  13:35 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_123><s_c_6557>
  22:44 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_4318>
  22:56 [视频-评论/长播] <|video_begin|><s_a_6229><s_b_2965><s_c_25>
【2026-01-30】
  00:16 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_3259><s_c_6915>
  --:-- [商品-点击] <|prod_begin|><s_a_5976><s_b_1638><s_c_110>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2498><s_c_574>
  --:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_6903><s_c_5193>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6426><s_c_4393>
  --:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_3857><s_c_1803>
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  --:-- [商品-购买] <|prod_begin|><s_a_1515><s_b_5269><s_c_5193>
  02:00 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
  03:14 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_4733><s_c_2460>
  22:43 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_4794><s_c_141>
【2026-01-31】
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  02:19 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_2345><s_c_4548>
  08:44 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_4753><s_c_4757>
  09:22 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_7214><s_c_5558>
  21:52 [视频-收藏/长播] <|video_begin|><s_a_6578><s_b_6234><s_c_4944>
  22:58 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_6771><s_c_1118>
  23:00 [广告-深度转化] <|ad_begin|><s_a_1985><s_b_7381><s_c_6616>
【2026-02-01】
  01:09 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_1223><s_c_3036>
  --:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3335><s_c_2781>
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  --:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7725><s_c_6468>
  08:45 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
  12:20 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
  12:20 [广告-点击] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
  13:26 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1910><s_c_8037>
  13:26 [广告-点击] <|ad_begin|><s_a_2817><s_b_1910><s_c_8037>
  21:00 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6544><s_c_7028>
  21:00 [广告-点击] <|ad_begin|><s_a_3627><s_b_6544><s_c_7028>
  22:36 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6234><s_c_6065>
  23:04 [广告-点击] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
  23:07 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_445><s_c_7244>
  23:07 [广告-点击] <|ad_begin|><s_a_2817><s_b_445><s_c_7244>
【2026-02-02】
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  --:-- [商品-购买] <|prod_begin|><s_a_1519><s_b_5781><s_c_384>
  12:52 [视频-浏览] <|video_begin|><s_a_3346><s_b_946><s_c_8109>
  23:04 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6442><s_c_5186>
【2026-02-03】
  01:01 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  01:01 [广告-点击] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
  01:02 [广告-点击] <|ad_begin|><s_a_99><s_b_1822><s_c_4352>
  01:04 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7261><s_c_2530>
  01:04 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_2530>
  01:06 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
  01:06 [广告-点击] <|ad_begin|><s_a_2257><s_b_59><s_c_1085>
  01:19 [广告-点击] <|ad_begin|><s_a_1351><s_b_588><s_c_7003>
  01:20 [广告-深度转化] <|ad_begin|><s_a_4811><s_b_70><s_c_3766>
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  03:50 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1510><s_c_358>
  03:50 [广告-点击] <|ad_begin|><s_a_1596><s_b_1510><s_c_358>
  09:49 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_985><s_c_5100>
  09:49 [广告-点击] <|ad_begin|><s_a_5115><s_b_985><s_c_5100>
  09:50 [广告-点击] <|ad_begin|><s_a_8159><s_b_6435><s_c_4724>
  09:50 [广告-点击] <|ad_begin|><s_a_7847><s_b_3898><s_c_5563>
  12:46 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_3044><s_c_5349>
  12:46 [广告-点击] <|ad_begin|><s_a_6303><s_b_3044><s_c_5349>
  22:03 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
  22:03 [广告-点击] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
  22:04 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
  22:04 [广告-点击] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
  22:05 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_5851>
  22:05 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_5851>
  22:20 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_2960><s_c_3676>
  22:31 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_665><s_c_1275>
  22:34 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_8002><s_c_5563>
  22:39 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_3873><s_c_3026>
  23:33 [广告-点击] <|ad_begin|><s_a_4963><s_b_3589><s_c_5506>
  23:36 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_3898><s_c_5563>
  23:36 [广告-点击] <|ad_begin|><s_a_7847><s_b_3898><s_c_5563>
【2026-02-04】
  01:04 [广告-点击] <|ad_begin|><s_a_5863><s_b_6776><s_c_3476>
  01:05 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
  01:05 [广告-点击] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
  01:07 [广告-点击] <|ad_begin|><s_a_4340><s_b_5419><s_c_2370>
  01:08 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_7391><s_c_853>
  01:08 [广告-点击] <|ad_begin|><s_a_6303><s_b_7391><s_c_853>
  01:09 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6776><s_c_3476>
  01:09 [广告-点击] <|ad_begin|><s_a_5863><s_b_6776><s_c_3476>
  01:10 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_6222>
  01:11 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_2865><s_c_5099>
  01:11 [广告-点击] <|ad_begin|><s_a_1584><s_b_2865><s_c_5099>
  01:15 [广告-点击] <|ad_begin|><s_a_5687><s_b_2965><s_c_831>
  01:18 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
  01:18 [广告-点击] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
  --:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
  --:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_8188><s_c_2224>
  09:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_1141><s_c_7840>
  09:36 [广告-点击] <|ad_begin|><s_a_5229><s_b_5487><s_c_3344>
  09:36 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_908><s_c_6748>
  09:36 [广告-点击] <|ad_begin|><s_a_3627><s_b_908><s_c_6748>
  09:40 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_7214><s_c_656>
  09:40 [广告-点击] <|ad_begin|><s_a_7847><s_b_7214><s_c_656>
  11:16 [广告-点击] <|ad_begin|><s_a_5368><s_b_3447><s_c_4636>
  12:47 [广告-点击] <|ad_begin|><s_a_5115><s_b_3602><s_c_4913>
  12:50 [广告-深度转化] <|ad_begin|><s_a_7378><s_b_1656><s_c_237>
  12:50 [广告-点击] <|ad_begin|><s_a_7378><s_b_1656><s_c_237>
  12:51 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_5749>
  12:51 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_5749>
  12:52 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_1119><s_c_1659>
  12:52 [广告-点击] <|ad_begin|><s_a_3062><s_b_1119><s_c_1659>
  12:56 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7608><s_c_5667>
  12:56 [广告-点击] <|ad_begin|><s_a_5115><s_b_7608><s_c_5667>
  12:57 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_1510><s_c_4707>
  12:57 [广告-点击] <|ad_begin|><s_a_4818><s_b_1510><s_c_4707>
  13:10 [广告-点击] <|ad_begin|><s_a_1584><s_b_1510><s_c_7333>
  13:11 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
  21:51 [视频-长播] <|video_begin|><s_a_5452><s_b_3006><s_c_6227>
  21:59 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_4611>
  21:59 [视频-长播] <|video_begin|><s_a_2015><s_b_952><s_c_2766>
  22:05 [视频-长播] <|video_begin|><s_a_2015><s_b_5646><s_c_6539>
  22:05 [视频-长播] <|video_begin|><s_a_6321><s_b_5106><s_c_5988>
  22:05 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_47>
  22:05 [视频-长播] <|video_begin|><s_a_3557><s_b_7891><s_c_5609>
  22:14 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_6442><s_c_4058>
  22:14 [视频-长播] <|video_begin|><s_a_4751><s_b_3006><s_c_1215>
  22:18 [视频-长播] <|video_begin|><s_a_2015><s_b_57><s_c_4631>
  22:18 [视频-长播] <|video_begin|><s_a_2688><s_b_7975><s_c_7548>
  22:20 [视频-长播] <|video_begin|><s_a_2450><s_b_4062><s_c_3914>
  22:20 [视频-长播] <|video_begin|><s_a_116><s_b_4709><s_c_7548>
  22:23 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_7342><s_c_728>
  22:28 [视频-浏览] <|video_begin|><s_a_7830><s_b_946><s_c_1232>
  22:31 [视频-长播] <|video_begin|><s_a_7751><s_b_5511><s_c_3648>
  22:31 [视频-长播] <|video_begin|><s_a_757><s_b_5985><s_c_7410>
  22:33 [视频-长播] <|video_begin|><s_a_7542><s_b_1795><s_c_6176>
  22:34 [视频-长播] <|video_begin|><s_a_7879><s_b_852><s_c_47>
  22:46 [视频-长播] <|video_begin|><s_a_7542><s_b_4958><s_c_1708>
  22:48 [视频-长播] <|video_begin|><s_a_1761><s_b_123><s_c_2226>
  22:55 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_581><s_c_845>
  22:56 [视频-长播] <|video_begin|><s_a_7830><s_b_6123><s_c_6557>
  22:59 [视频-长播] <|video_begin|><s_a_1335><s_b_1822><s_c_6065>
  23:01 [视频-长播] <|video_begin|><s_a_4312><s_b_4491><s_c_5115>
  23:01 [视频-长播] <|video_begin|><s_a_7830><s_b_7495><s_c_5424>
  23:01 [视频-长播] <|video_begin|><s_a_8168><s_b_7098><s_c_47>
  23:38 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_8024><s_c_4180>
  23:38 [广告-点击] <|ad_begin|><s_a_7034><s_b_8024><s_c_4180>
  23:38 [广告-点击] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
  23:41 [广告-深度转化] <|ad_begin|><s_a_562><s_b_4990><s_c_6857>
  23:41 [广告-点击] <|ad_begin|><s_a_562><s_b_4990><s_c_6857>
【2026-02-05】
  --:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1875><s_c_4631>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_6804><s_c_4435>
  --:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_7262><s_c_1275>
  --:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_7262><s_c_4314>
  --:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_4062><s_c_5738>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_4062><s_c_5571>
  --:-- [商品-点击] <|prod_begin|><s_a_5010><s_b_347><s_c_4635>
  --:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_4062><s_c_7145>
  --:-- [商品-点击] <|prod_begin|><s_a_5010><s_b_347><s_c_4635>
  --:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_7262><s_c_1275>
  --:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_4062><s_c_5738>
  01:46 [视频-长播] <|video_begin|><s_a_7751><s_b_1411><s_c_5468>
  01:46 [视频-长播] <|video_begin|><s_a_7830><s_b_800><s_c_594>
  01:46 [视频-长播] <|video_begin|><s_a_5907><s_b_3614><s_c_504>
  01:46 [视频-长播] <|video_begin|><s_a_2015><s_b_7333><s_c_4611>
  01:46 [视频-长播] <|video_begin|><s_a_2015><s_b_3731><s_c_6831>
  01:52 [视频-长播] <|video_begin|><s_a_2015><s_b_3019><s_c_5563>
  01:52 [视频-长播] <|video_begin|><s_a_1335><s_b_985><s_c_4049>
  01:52 [视频-长播] <|video_begin|><s_a_4016><s_b_4325><s_c_3775>
  01:56 [视频-长播] <|video_begin|><s_a_6754><s_b_4120><s_c_4857>
  01:56 [视频-长播] <|video_begin|><s_a_5023><s_b_1002><s_c_3777>
  01:56 [视频-长播] <|video_begin|><s_a_5058><s_b_697><s_c_1767>
  02:00 [视频-长播] <|video_begin|><s_a_2015><s_b_594><s_c_4647>
  02:00 [视频-长播] <|video_begin|><s_a_148><s_b_7418><s_c_7378>
  02:03 [视频-长播] <|video_begin|><s_a_2194><s_b_2826><s_c_7018>
  02:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6058><s_c_2960>
  02:03 [视频-长播] <|video_begin|><s_a_6510><s_b_624><s_c_1948>
  02:05 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
  02:05 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
  02:06 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_7214><s_c_6390>
  02:06 [广告-点击] <|ad_begin|><s_a_2508><s_b_7214><s_c_6390>
  02:07 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_1588><s_c_5675>
  02:07 [广告-点击] <|ad_begin|><s_a_4928><s_b_1588><s_c_5675>
  02:15 [视频-长播] <|video_begin|><s_a_7830><s_b_4010><s_c_1933>
  02:15 [视频-长播] <|video_begin|><s_a_2208><s_b_414><s_c_5305>
  02:21 [广告-点击] <|ad_begin|><s_a_1584><s_b_727><s_c_2988>
  03:03 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_3589><s_c_1708>
  03:03 [广告-点击] <|ad_begin|><s_a_1210><s_b_3589><s_c_1708>
  03:14 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5531>
  03:14 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5531>
  03:33 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3472><s_c_7147>
  03:33 [广告-点击] <|ad_begin|><s_a_3627><s_b_3472><s_c_7147>
  07:36 [视频-点赞/长播] <|video_begin|><s_a_2450><s_b_8151><s_c_1496>
  07:48 [广告-点击] <|ad_begin|><s_a_5368><s_b_3447><s_c_2321>
  07:50 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_2321>
  07:50 [广告-点击] <|ad_begin|><s_a_5368><s_b_3447><s_c_2321>
  07:50 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
  07:50 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
  07:51 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_908><s_c_3373>
  07:51 [广告-点击] <|ad_begin|><s_a_3627><s_b_908><s_c_3373>
  07:52 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
  07:52 [广告-点击] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
  07:54 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3447><s_c_5673>
  07:54 [广告-点击] <|ad_begin|><s_a_5368><s_b_3447><s_c_5673>
  07:56 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2186><s_c_2596>
  07:56 [广告-点击] <|ad_begin|><s_a_1596><s_b_2186><s_c_2596>
  07:59 [广告-点击] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
  08:00 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_5563>
  08:00 [广告-点击] <|ad_begin|><s_a_5368><s_b_5419><s_c_5563>
  08:02 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_6234><s_c_2038>
  08:02 [广告-点击] <|ad_begin|><s_a_6303><s_b_6234><s_c_2038>
  08:04 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7218><s_c_2427>
  08:04 [广告-点击] <|ad_begin|><s_a_1210><s_b_7218><s_c_2427>
  08:05 [广告-深度转化] <|ad_begin|><s_a_3062><s_b_989><s_c_5061>
  08:05 [广告-点击] <|ad_begin|><s_a_3062><s_b_989><s_c_5061>
  08:07 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7342><s_c_629>
  08:07 [广告-点击] <|ad_begin|><s_a_4928><s_b_7342><s_c_629>
  08:10 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_4180>
  08:10 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_4180>
  08:13 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_2148><s_c_4586>
  08:13 [广告-点击] <|ad_begin|><s_a_5115><s_b_2148><s_c_4586>
  08:15 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2186><s_c_2596>
  08:15 [广告-点击] <|ad_begin|><s_a_1596><s_b_2186><s_c_2596>
  08:17 [广告-点击] <|ad_begin|><s_a_1584><s_b_6047><s_c_7616>
  08:55 [视频-长播] <|video_begin|><s_a_578><s_b_5511><s_c_2468>
  08:55 [视频-长播] <|video_begin|><s_a_7014><s_b_3472><s_c_535>
  09:02 [视频-长播] <|video_begin|><s_a_7751><s_b_727><s_c_2530>
  09:02 [视频-长播] <|video_begin|><s_a_6329><s_b_4120><s_c_2820>
  09:06 [视频-长播] <|video_begin|><s_a_4312><s_b_6234><s_c_5008>
  09:06 [视频-长播] <|video_begin|><s_a_3687><s_b_4062><s_c_5563>
  09:06 [视频-长播] <|video_begin|><s_a_7751><s_b_8137><s_c_6067>
  09:06 [视频-长播] <|video_begin|><s_a_1336><s_b_3827><s_c_8113>
  09:06 [视频-长播] <|video_begin|><s_a_1726><s_b_3589><s_c_3261>
  09:13 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4041><s_c_5186>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_6470><s_b_6771><s_c_7213>
  --:-- [商品-点击] <|prod_begin|><s_a_5010><s_b_347><s_c_5235>
  --:-- [商品-点击] <|prod_begin|><s_a_367><s_b_1838><s_c_3145>
  --:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_4062><s_c_5738>
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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心逻辑要求（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 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
请根据以下主题提取行为逻辑链：
主题：从被动种草到主动购买的消费决策闭环

输出格式：请以 JSON 对象形式返回，结构如下：
{
  "logic_chain": {
    "name": "从被动种草到主动购买的消费决策闭环",
    "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":"从被动种草到主动购买的消费决策闭环","events":[{"date":"2026-02-05","action":"[视频-点赞/长播] <|video_begin|><s_a_2450><s_b_8151><s_c_1496>","logic":"兴趣触发与信息获取：通过观看详细介绍“吊瓜子”的视频并点赞，用户被其“颗粒饱满”、“奶香味足”等具体卖点所吸引，完成了消费决策前的信息收集。"},{"date":"2026-02-05","action":"[商品-购买] <|prod_begin|><s_a_5892><s_b_4062><s_c_5738>","logic":"决策执行与闭环：基于视频内容带来的强烈兴趣，用户迅速将观看行为转化为购买行动，购买了与视频内容高度一致的“吊瓜子”，完成了从种草到拔草的闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-02-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_3802><s_c_4696>
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1424><s_c_5186>
【2023-02-15】
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1119><s_c_7266>
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_7874><s_c_5186>
【2023-02-20】
  --:-- [商品-购买] <|prod_begin|><s_a_7232><s_b_6454><s_c_4570>
【2023-10-29】
  --:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4538><s_c_3498>
【2023-12-03】
  --:-- [商品-购买] <|prod_begin|><s_a_3473><s_b_1226><s_c_7836>
【2024-01-06】
  --:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1395><s_c_7534>
【2024-01-11】
  --:-- [商品-购买] <|prod_begin|><s_a_1715><s_b_6454><s_c_7874>
【2024-01-28】
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_514><s_c_843>
【2024-01-30】
  --:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4850><s_c_1086>
【2024-02-10】
  --:-- [商品-购买] <|prod_begin|><s_a_3395><s_b_1002><s_c_5281>
【2024-07-19】
  --:-- [商品-购买] <|prod_begin|><s_a_6254><s_b_5571><s_c_1036>
【2024-09-03】
  --:-- [商品-购买] <|prod_begin|><s_a_3><s_b_4021><s_c_4336>
【2024-09-21】
  --:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_2231><s_c_1014>
【2024-09-27】
  --:-- [商品-购买] <|prod_begin|><s_a_5606><s_b_6387><s_c_3439>
  --:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_5658><s_c_4626>
  --:-- [商品-购买] <|prod_begin|><s_a_4570><s_b_3813><s_c_5221>
【2024-10-01】
  --:-- [商品-购买] <|prod_begin|><s_a_1842><s_b_166><s_c_1247>
【2024-10-07】
  --:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_7232><s_c_3568>
【2024-10-16】
  --:-- [商品-购买] <|prod_begin|><s_a_4138><s_b_5743><s_c_8057>
【2024-10-25】
  --:-- [商品-购买] <|prod_begin|><s_a_7274><s_b_2865><s_c_3979>
【2024-11-09】
  --:-- [商品-购买] <|prod_begin|><s_a_5606><s_b_6387><s_c_3439>
  --:-- [商品-购买] <|prod_begin|><s_a_5606><s_b_4179><s_c_5186>
【2024-11-29】
  --:-- [商品-购买] <|prod_begin|><s_a_7523><s_b_5270><s_c_2887>
【2024-12-12】
  --:-- [商品-购买] <|prod_begin|><s_a_1044><s_b_2828><s_c_4120>
【2025-01-05】
  --:-- [直播-关注] <|living_begin|><s_a_6456><s_b_6244><s_c_875>
【2025-01-16】
  --:-- [商品-购买] <|prod_begin|><s_a_7032><s_b_850><s_c_5114>
【2025-04-05】
  --:-- [直播-关注] <|living_begin|><s_a_8189><s_b_7342><s_c_3038>
【2025-04-22】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_228><s_c_6218>
【2025-05-10】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6452>
【2025-05-18】
  --:-- [直播-关注] <|living_begin|><s_a_4409><s_b_5343><s_c_602>
【2025-05-20】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-05-23】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2514>
【2025-06-13】
  --:-- [商品-购买] <|prod_begin|><s_a_2274><s_b_5923><s_c_2991>
【2025-06-25】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
【2025-07-14】
  --:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_3207>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1140><s_b_765><s_c_4234>
【2025-07-15】
  --:-- [直播-关注] <|living_begin|><s_a_3460><s_b_7960><s_c_8052>
【2025-08-31】
  --:-- [直播-关注/打赏] <|living_begin|><s_a_4372><s_b_7217><s_c_7616>
【2025-09-03】
  --:-- [直播-关注] <|living_begin|><s_a_773><s_b_5119><s_c_3501>
【2025-09-09】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7754>
【2025-09-12】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7175><s_c_2298>
【2025-09-13】
  --:-- [直播-首次打赏] <|living_begin|><s_a_4843><s_b_6234><s_c_5555>
【2025-09-16】
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2221><s_c_5911>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_5349>
【2025-09-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_713><s_c_2205>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-09-26】
  --:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-10-07】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_6948>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_4965><s_c_869>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_7677>
  --:-- [商品-点击] <|prod_begin|><s_a_4299><s_b_3335><s_c_397>
【2025-10-11】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_5646><s_c_5563>
【2025-10-12】
  --:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_111><s_c_773>
  --:-- [商品-点击] <|prod_begin|><s_a_5161><s_b_1801><s_c_5062>
【2025-10-14】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_870>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_801><s_c_7938>
【2025-10-17】
  --:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3923><s_c_2697>
【2025-10-18】
  --:-- [直播-打赏] <|living_begin|><s_a_6456><s_b_6234><s_c_4913>
【2025-10-19】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_7754>
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_5921>
  --:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_3704><s_c_7403>
  --:-- [商品-点击] <|prod_begin|><s_a_1165><s_b_2356><s_c_2777>
【2025-10-20】
  --:-- [商品-点击] <|prod_begin|><s_a_53><s_b_8125><s_c_7711>
【2025-10-21】
  --:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_8101><s_c_7042>
【2025-10-23】
  --:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2182><s_c_8129>
【2025-10-24】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_44><s_c_6278>
【2025-10-25】
  --:-- [商品-点击] <|prod_begin|><s_a_5161><s_b_222><s_c_4233>
【2025-10-26】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3854><s_c_5749>
  --:-- [直播-关注] <|living_begin|><s_a_3188><s_b_5511><s_c_7951>
【2025-10-27】
  --:-- [商品-点击] <|prod_begin|><s_a_2985><s_b_4509><s_c_7978>
  --:-- [商品-点击] <|prod_begin|><s_a_8154><s_b_1443><s_c_7042>
  --:-- [商品-点击] <|prod_begin|><s_a_815><s_b_5892><s_c_3773>
【2025-10-29】
  --:-- [商品-点击] <|prod_begin|><s_a_58><s_b_4421><s_c_1990>
  --:-- [商品-点击] <|prod_begin|><s_a_40><s_b_42><s_c_843>
  --:-- [商品-点击] <|prod_begin|><s_a_2452><s_b_5160><s_c_5962>
【2025-10-30】
  --:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_4410><s_c_4467>
【2025-11-02】
  --:-- [商品-点击] <|prod_begin|><s_a_1165><s_b_2721><s_c_7968>
  --:-- [商品-点击] <|prod_begin|><s_a_2385><s_b_844><s_c_1878>
【2025-11-03】
  --:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_7047><s_c_4115>
  --:-- [商品-点击] <|prod_begin|><s_a_6684><s_b_1277><s_c_5244>
【2025-11-06】
  --:-- [商品-点击] <|prod_begin|><s_a_7743><s_b_7619><s_c_673>
  --:-- [商品-点击] <|prod_begin|><s_a_2623><s_b_5699><s_c_6756>
【2025-11-11】
  --:-- [直播-关注] <|living_begin|><s_a_7698><s_b_5343><s_c_6278>
  --:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_275><s_c_3882>
【2025-11-12】
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_2171><s_c_5135>
【2025-11-13】
  --:-- [商品-点击] <|prod_begin|><s_a_3592><s_b_5658><s_c_5643>
【2025-11-15】
  --:-- [商品-点击] <|prod_begin|><s_a_2623><s_b_5699><s_c_6756>
【2025-11-18】
  --:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_4782><s_c_5962>
【2025-11-23】
  --:-- [商品-点击] <|prod_begin|><s_a_1485><s_b_427><s_c_6499>
【2025-11-28】
  --:-- [商品-点击] <|prod_begin|><s_a_1221><s_b_7043><s_c_6333>
  --:-- [商品-点击] <|prod_begin|><s_a_462><s_b_2607><s_c_1324>
  --:-- [商品-购买] <|prod_begin|><s_a_1485><s_b_427><s_c_6499>
  --:-- [商品-购买] <|prod_begin|><s_a_2623><s_b_5699><s_c_6756>
【2025-11-29】
  --:-- [商品-点击] <|prod_begin|><s_a_5982><s_b_4951><s_c_6200>
【2025-12-02】
  --:-- [商品-点击] <|prod_begin|><s_a_671><s_b_3166><s_c_5290>
【2025-12-04】
  --:-- [商品-点击] <|prod_begin|><s_a_206><s_b_5845><s_c_5658>
【2025-12-05】
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_7386><s_c_5879>
  --:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_3138><s_c_2887>
  --:-- [商品-购买] <|prod_begin|><s_a_310><s_b_7386><s_c_5879>
【2025-12-18】
  --:-- [商品-点击] <|prod_begin|><s_a_4641><s_b_6021><s_c_3409>
  --:-- [商品-点击] <|prod_begin|><s_a_1842><s_b_5465><s_c_4608>
【2025-12-22】
  --:-- [直播-关注] <|living_begin|><s_a_3713><s_b_6973><s_c_3026>
【2025-12-30】
  10:29 [广告-点击] <|ad_begin|><s_a_1351><s_b_7917><s_c_380>
  --:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_1645><s_c_142>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_5090><s_c_2758>
【2025-12-31】
  02:54 [广告-点击] <|ad_begin|><s_a_7088><s_b_581><s_c_5932>
【2026-01-01】
  02:41 [广告-点击] <|ad_begin|><s_a_8152><s_b_5061><s_c_1741>
  18:46 [广告-点击] <|ad_begin|><s_a_7253><s_b_4959><s_c_1178>
【2026-01-02】
  --:-- [商品-点击] <|prod_begin|><s_a_6637><s_b_7272><s_c_7403>
  12:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_380>
【2026-01-04】
  01:25 [广告-点击] <|ad_begin|><s_a_7586><s_b_7381><s_c_6156>
  12:03 [广告-点击] <|ad_begin|><s_a_8152><s_b_7917><s_c_7268>
【2026-01-05】
  10:07 [广告-点击] <|ad_begin|><s_a_8152><s_b_7608><s_c_831>
  10:07 [广告-点击] <|ad_begin|><s_a_5229><s_b_6047><s_c_6347>
  10:08 [广告-点击] <|ad_begin|><s_a_1726><s_b_850><s_c_4859>
  18:43 [广告-点击] <|ad_begin|><s_a_825><s_b_6234><s_c_7899>
【2026-01-06】
  07:05 [广告-点击] <|ad_begin|><s_a_2845><s_b_1184><s_c_7308>
  12:54 [广告-点击] <|ad_begin|><s_a_7088><s_b_4733><s_c_380>
  14:03 [广告-点击] <|ad_begin|><s_a_562><s_b_5374><s_c_2482>
【2026-01-07】
  02:10 [广告-点击] <|ad_begin|><s_a_4751><s_b_1206><s_c_3958>
  05:06 [广告-点击] <|ad_begin|><s_a_2526><s_b_2031><s_c_1335>
  13:11 [广告-点击] <|ad_begin|><s_a_8164><s_b_7333><s_c_1662>
  14:42 [广告-点击] <|ad_begin|><s_a_7088><s_b_3148><s_c_842>
【2026-01-08】
  11:12 [广告-点击] <|ad_begin|><s_a_8152><s_b_5061><s_c_5747>
  23:04 [广告-点击] <|ad_begin|><s_a_5903><s_b_5260><s_c_497>
【2026-01-09】
  03:12 [广告-点击] <|ad_begin|><s_a_7014><s_b_4733><s_c_6900>
  03:12 [广告-点击] <|ad_begin|><s_a_2709><s_b_7917><s_c_6162>
  03:12 [广告-点击] <|ad_begin|><s_a_8152><s_b_1494><s_c_6162>
  08:49 [广告-点击] <|ad_begin|><s_a_7112><s_b_7333><s_c_1136>
  14:13 [广告-点击] <|ad_begin|><s_a_7112><s_b_7342><s_c_3221>
  14:41 [广告-点击] <|ad_begin|><s_a_698><s_b_581><s_c_380>
【2026-01-10】
  06:02 [广告-点击] <|ad_begin|><s_a_590><s_b_713><s_c_3766>
  07:35 [广告-点击] <|ad_begin|><s_a_4088><s_b_3193><s_c_2696>
  09:45 [广告-点击] <|ad_begin|><s_a_7014><s_b_4733><s_c_6900>
  09:46 [广告-点击] <|ad_begin|><s_a_7479><s_b_7214><s_c_8061>
  09:47 [广告-点击] <|ad_begin|><s_a_5122><s_b_3873><s_c_3356>
  09:48 [广告-点击] <|ad_begin|><s_a_5229><s_b_6924><s_c_8061>
  15:32 [广告-点击] <|ad_begin|><s_a_698><s_b_4733><s_c_1935>
【2026-01-11】
  --:-- [商品-点击] <|prod_begin|><s_a_1485><s_b_7864><s_c_7382>
  --:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5942><s_c_3923>
  11:32 [广告-点击] <|ad_begin|><s_a_5122><s_b_3873><s_c_3356>
  11:33 [广告-点击] <|ad_begin|><s_a_1726><s_b_3845><s_c_6915>
  11:33 [广告-点击] <|ad_begin|><s_a_5122><s_b_3873><s_c_3356>
【2026-01-12】
  09:42 [广告-点击] <|ad_begin|><s_a_6246><s_b_1494><s_c_1988>
  18:39 [广告-点击] <|ad_begin|><s_a_7112><s_b_5106><s_c_401>
【2026-01-13】
  01:56 [广告-点击] <|ad_begin|><s_a_6303><s_b_7525><s_c_7786>
【2026-01-14】
  03:27 [广告-点击] <|ad_begin|><s_a_1242><s_b_713><s_c_535>
【2026-01-15】
  05:04 [广告-点击] <|ad_begin|><s_a_5229><s_b_1702><s_c_1708>
  15:18 [广告-点击] <|ad_begin|><s_a_3062><s_b_7214><s_c_4519>
  16:19 [广告-点击] <|ad_begin|><s_a_5687><s_b_1411><s_c_7806>
【2026-01-16】
  11:30 [广告-点击] <|ad_begin|><s_a_99><s_b_2799><s_c_4468>
  11:30 [广告-点击] <|ad_begin|><s_a_5229><s_b_3348><s_c_5563>
  11:32 [广告-点击] <|ad_begin|><s_a_5229><s_b_4502><s_c_8061>
【2026-01-17】
  --:-- [商品-点击] <|prod_begin|><s_a_2409><s_b_6484><s_c_4352>
  13:01 [广告-点击] <|ad_begin|><s_a_5229><s_b_4185><s_c_2988>
【2026-01-18】
  18:08 [广告-点击] <|ad_begin|><s_a_8152><s_b_4733><s_c_6177>
  18:08 [广告-点击] <|ad_begin|><s_a_5229><s_b_4185><s_c_2988>
  18:08 [广告-点击] <|ad_begin|><s_a_5229><s_b_3348><s_c_1708>
  18:09 [广告-点击] <|ad_begin|><s_a_5229><s_b_1740><s_c_8061>
【2026-01-20】
  00:21 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  12:07 [广告-点击] <|ad_begin|><s_a_7112><s_b_1258><s_c_4506>
【2026-01-21】
  03:17 [广告-点击] <|ad_begin|><s_a_7112><s_b_6901><s_c_7570>
  06:56 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  10:58 [广告-点击] <|ad_begin|><s_a_1383><s_b_7218><s_c_454>
  15:10 [广告-点击] <|ad_begin|><s_a_698><s_b_2485><s_c_5757>
【2026-01-22】
  04:32 [广告-点击] <|ad_begin|><s_a_7112><s_b_7608><s_c_3501>
  13:12 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  13:13 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
【2026-01-23】
  14:24 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  14:24 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  14:25 [广告-点击] <|ad_begin|><s_a_7112><s_b_3727><s_c_1935>
【2026-01-24】
  13:06 [广告-点击] <|ad_begin|><s_a_7112><s_b_6891><s_c_6047>
【2026-01-26】
  02:17 [广告-点击] <|ad_begin|><s_a_2709><s_b_7917><s_c_6162>
  20:52 [视频-长播] <|video_begin|><s_a_5659><s_b_4410><s_c_2568>
  20:52 [视频-长播] <|video_begin|><s_a_116><s_b_1069><s_c_3603>
【2026-01-27】
  05:08 [广告-点击] <|ad_begin|><s_a_5632><s_b_7525><s_c_6057>
  10:01 [视频-长播] <|video_begin|><s_a_782><s_b_1382><s_c_4487>
  11:22 [视频-长播] <|video_begin|><s_a_6597><s_b_3636><s_c_6881>
  11:22 [视频-长播] <|video_begin|><s_a_3406><s_b_1002><s_c_2067>
  17:46 [视频-长播] <|video_begin|><s_a_1336><s_b_978><s_c_2374>
  17:46 [视频-长播] <|video_begin|><s_a_3766><s_b_1258><s_c_6227>
【2026-01-28】
  03:01 [视频-长播] <|video_begin|><s_a_5417><s_b_4746><s_c_2482>
  04:32 [视频-长播] <|video_begin|><s_a_2015><s_b_1952><s_c_1935>
  04:32 [视频-长播] <|video_begin|><s_a_4615><s_b_4338><s_c_8128>
  05:12 [视频-长播] <|video_begin|><s_a_4751><s_b_2854><s_c_1818>
  05:17 [视频-点赞] <|video_begin|><s_a_1568><s_b_7495><s_c_3026>
  05:37 [视频-长播] <|video_begin|><s_a_3062><s_b_7381><s_c_6390>
  07:03 [视频-长播] <|video_begin|><s_a_4032><s_b_2817><s_c_3424>
  07:03 [视频-长播] <|video_begin|><s_a_6168><s_b_763><s_c_5768>
  07:50 [视频-长播] <|video_begin|><s_a_5159><s_b_1937><s_c_3527>
  07:51 [视频-长播] <|video_begin|><s_a_4032><s_b_7546><s_c_793>
  07:52 [视频-长播] <|video_begin|><s_a_5119><s_b_4018><s_c_2921>
  07:52 [视频-长播] <|video_begin|><s_a_4808><s_b_4932><s_c_4859>
  08:04 [视频-长播] <|video_begin|><s_a_6597><s_b_414><s_c_3935>
  08:04 [视频-长播] <|video_begin|><s_a_6168><s_b_7894><s_c_7636>
  08:07 [视频-长播] <|video_begin|><s_a_6846><s_b_5119><s_c_2793>
  08:07 [视频-长播] <|video_begin|><s_a_4808><s_b_5119><s_c_7311>
  08:21 [视频-长播] <|video_begin|><s_a_3935><s_b_6451><s_c_2568>
  19:35 [视频-长播] <|video_begin|><s_a_6597><s_b_5783><s_c_5506>
  19:35 [视频-长播] <|video_begin|><s_a_2364><s_b_1201><s_c_5965>
【2026-01-29】
  05:35 [视频-长播] <|video_begin|><s_a_1494><s_b_5429><s_c_6988>
  19:08 [视频-长播] <|video_begin|><s_a_8113><s_b_7994><s_c_7790>
  19:08 [视频-长播] <|video_begin|><s_a_3062><s_b_3589><s_c_2067>
【2026-01-31】
  05:43 [视频-点赞/长播] <|video_begin|><s_a_2845><s_b_6234><s_c_8091>
  05:43 [视频-长播] <|video_begin|><s_a_5910><s_b_4996><s_c_6122>
  11:58 [视频-长播] <|video_begin|><s_a_7435><s_b_4410><s_c_4423>
  12:05 [视频-点赞/长播] <|video_begin|><s_a_5119><s_b_697><s_c_7840>
  12:05 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3422><s_c_4252>
  12:05 [视频-长播] <|video_begin|><s_a_4258><s_b_5511><s_c_2438>
  12:15 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_5419><s_c_499>
  12:19 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_4917><s_c_7754>
  14:08 [广告-点击] <|ad_begin|><s_a_1242><s_b_1494><s_c_5452>
  17:15 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_5119><s_c_3036>
  17:27 [视频-点赞/长播] <|video_begin|><s_a_3579><s_b_765><s_c_6275>
【2026-02-01】
  03:24 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_7547><s_c_5839>
  03:24 [视频-长播] <|video_begin|><s_a_4808><s_b_1258><s_c_416>
  03:29 [视频-点赞/长播] <|video_begin|><s_a_7443><s_b_581><s_c_3419>
  03:29 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_7225><s_c_2226>
  03:29 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_3589><s_c_3849>
  04:17 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_6973><s_c_5563>
  04:17 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_3915><s_c_6890>
  06:55 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_5616><s_c_7333>
  06:55 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_978><s_c_4209>
  --:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_7878><s_c_3112>
  11:39 [视频-点赞/长播] <|video_begin|><s_a_3713><s_b_8049><s_c_535>
  11:39 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7498><s_c_7790>
  11:39 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_2828><s_c_5175>
  11:39 [视频-长播] <|video_begin|><s_a_1336><s_b_4213><s_c_3026>
  19:27 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1310><s_c_2527>
  19:27 [视频-长播] <|video_begin|><s_a_5632><s_b_7381><s_c_2067>
【2026-02-02】
  06:13 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_6234><s_c_3322>
  07:35 [视频-长播] <|video_begin|><s_a_4808><s_b_5119><s_c_6770>
  07:41 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_5419><s_c_2568>
  07:41 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_2799><s_c_2957>
  07:41 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_5119><s_c_907>
  07:41 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_876><s_c_5776>
  07:41 [视频-长播] <|video_begin|><s_a_3062><s_b_3589><s_c_2067>
  07:52 [视频-点赞/长播] <|video_begin|><s_a_6168><s_b_7175><s_c_2543>
  07:52 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_3417><s_c_907>
  07:52 [视频-点赞/长播] <|video_begin|><s_a_7435><s_b_5378><s_c_4454>
  08:00 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_1799><s_c_2460>
  08:00 [视频-长播] <|video_begin|><s_a_5910><s_b_7381><s_c_6278>
  18:25 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_1201><s_c_6583>
  18:30 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1357><s_c_1946>
  18:30 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_6278>
  20:17 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_3116>
  20:17 [视频-长播] <|video_begin|><s_a_3677><s_b_4477><s_c_7035>
【2026-02-03】
  09:46 [视频-点赞/长播] <|video_begin|><s_a_1173><s_b_2789><s_c_1708>
  09:48 [视频-点赞/长播] <|video_begin|><s_a_4760><s_b_2890><s_c_535>
  09:55 [视频-长播] <|video_begin|><s_a_7435><s_b_1529><s_c_535>
  10:00 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_1699><s_c_330>
  10:00 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_5757><s_c_2067>
  10:00 [视频-长播] <|video_begin|><s_a_782><s_b_5511><s_c_6676>
  10:04 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_5182><s_c_499>
  10:12 [视频-点赞/长播] <|video_begin|><s_a_5910><s_b_1119><s_c_6185>
  10:12 [视频-点赞/长播] <|video_begin|><s_a_1659><s_b_3636><s_c_2957>
  10:12 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_8049><s_c_7848>
  10:21 [视频-长播] <|video_begin|><s_a_6597><s_b_4033><s_c_535>
  11:21 [视频-长播] <|video_begin|><s_a_6597><s_b_3636><s_c_2067>
  19:15 [视频-点赞/长播] <|video_begin|><s_a_4598><s_b_4932><s_c_875>
  19:15 [视频-点赞/长播] <|video_begin|><s_a_3079><s_b_7052><s_c_448>
  19:15 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_557>
【2026-02-04】
  06:36 [广告-点击] <|ad_begin|><s_a_7751><s_b_2221><s_c_5162>
  10:07 [视频-长播] <|video_begin|><s_a_4808><s_b_4096><s_c_3026>
  10:07 [视频-长播] <|video_begin|><s_a_3766><s_b_2575><s_c_4301>
  10:11 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_3417><s_c_1708>
  10:16 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_6234><s_c_8096>
  10:16 [视频-长播] <|video_begin|><s_a_4808><s_b_57><s_c_4030>
  19:04 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_7608><s_c_987>
  19:11 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_581><s_c_814>
【2026-02-05】
  01:51 [视频-长播] <|video_begin|><s_a_4320><s_b_529><s_c_2957>
  03:36 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_4975><s_c_814>
  03:36 [视频-点赞/长播] <|video_begin|><s_a_8048><s_b_7184><s_c_1537>
  03:36 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_1642><s_c_7733>
  10:48 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_3589><s_c_2067>
  10:48 [视频-长播] <|video_begin|><s_a_5907><s_b_1469><s_c_559>
  10:48 [视频-长播] <|video_begin|><s_a_3766><s_b_2828><s_c_88>
  11:34 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_8008><s_c_6900>
  12:48 [广告-点击] <|ad_begin|><s_a_5229><s_b_1310><s_c_8061>
  14:49 [广告-点击] <|ad_begin|><s_a_2505><s_b_4932><s_c_3501>

角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从被动接收旅行信息到主动规划的意图浮现

输出格式要求：请务必仅返回一个包含 SID 的 JSON 数组，不要附带任何额外的文字解释或冗余内容。

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
["<|ad_begin|><s_a_1351><s_b_7917><s_c_380>","<|ad_begin|><s_a_8152><s_b_5061><s_c_1741>","<|ad_begin|><s_a_7253><s_b_4959><s_c_1178>","<|ad_begin|><s_a_1351><s_b_4733><s_c_380>","<|ad_begin|><s_a_8152><s_b_7917><s_c_7268>","<|ad_begin|><s_a_8152><s_b_7608><s_c_831>","<|ad_begin|><s_a_5229><s_b_6047><s_c_6347>","<|ad_begin|><s_a_1726><s_b_850><s_c_4859>","<|ad_begin|><s_a_8152><s_b_5061><s_c_5747>","<|ad_begin|><s_a_7014><s_b_4733><s_c_6900>","<|ad_begin|><s_a_2709><s_b_7917><s_c_6162>","<|ad_begin|><s_a_8152><s_b_1494><s_c_6162>","<|ad_begin|><s_a_7479><s_b_7214><s_c_8061>","<|ad_begin|><s_a_5229><s_b_6924><s_c_8061>","<|ad_begin|><s_a_1726><s_b_3845><s_c_6915>","<|ad_begin|><s_a_5229><s_b_1702><s_c_1708>","<|ad_begin|><s_a_99><s_b_2799><s_c_4468>","<|ad_begin|><s_a_5229><s_b_3348><s_c_5563>","<|ad_begin|><s_a_5229><s_b_4502><s_c_8061>","<|ad_begin|><s_a_5229><s_b_4185><s_c_2988>","<|ad_begin|><s_a_8152><s_b_4733><s_c_6177>","<|ad_begin|><s_a_5229><s_b_3348><s_c_1708>","<|ad_begin|><s_a_5229><s_b_1740><s_c_8061>","<|ad_begin|><s_a_5229><s_b_1310><s_c_8061>","<|video_begin|><s_a_782><s_b_1382><s_c_4487>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-11-02】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_451><s_c_6278>
【2025-11-19】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7146><s_b_4410><s_c_6278>
【2025-11-22】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_901><s_b_6600><s_c_1935>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_3854><s_c_6300>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_4561><s_c_5395>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_7342><s_c_5392>
  --:-- [商品-购买] <|prod_begin|><s_a_2496><s_b_4275><s_c_765>
  --:-- [商品-购买] <|prod_begin|><s_a_7941><s_b_4275><s_c_5080>
【2025-11-23】
  --:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_451><s_c_1957>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_283><s_b_1227><s_c_6557>
【2025-11-26】
  --:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_451><s_c_954>
【2025-11-29】
  --:-- [直播-关注] <|living_begin|><s_a_2404><s_b_7342><s_c_3846>
  --:-- [直播-关注] <|living_begin|><s_a_5933><s_b_3198><s_c_5432>
【2025-12-06】
  --:-- [直播-关注] <|living_begin|><s_a_7305><s_b_5788><s_c_1957>
【2025-12-07】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_665><s_c_7616>
【2025-12-08】
  --:-- [直播-关注] <|living_begin|><s_a_436><s_b_3044><s_c_4344>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2004><s_b_6946><s_c_4092>
【2025-12-11】
  --:-- [直播-关注] <|living_begin|><s_a_5054><s_b_6234><s_c_3439>
【2025-12-12】
  --:-- [直播-关注] <|living_begin|><s_a_3304><s_b_6973><s_c_535>
【2025-12-13】
  --:-- [直播-关注] <|living_begin|><s_a_7396><s_b_6973><s_c_6278>
  --:-- [直播-首次打赏] <|living_begin|><s_a_2115><s_b_4410><s_c_6275>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7832><s_b_6039><s_c_4344>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7305><s_b_5763><s_c_3995>
  --:-- [直播-首次打赏] <|living_begin|><s_a_7396><s_b_5727><s_c_2695>
  00:09 [广告-点击] <|ad_begin|><s_a_8159><s_b_6234><s_c_1659>
  --:-- [商品-购买] <|prod_begin|><s_a_2496><s_b_7195><s_c_2871>
【2025-12-14】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_429><s_c_219>
  --:-- [直播-打赏] <|living_begin|><s_a_6640><s_b_7217><s_c_6704>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_8049><s_c_6218>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7396><s_b_5727><s_c_4976>
  --:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_7342><s_c_1070>
【2025-12-16】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_7951>
【2025-12-20】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7754>
【2025-12-21】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6275>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_6275>
【2025-12-23】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_3254><s_b_1089><s_c_892>
【2025-12-25】
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_6285><s_c_1409>
【2025-12-27】
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_870>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7151><s_b_1583><s_c_4043>
【2025-12-28】
  --:-- [直播-关注] <|living_begin|><s_a_1442><s_b_7342><s_c_954>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_6831>
  --:-- [直播-关注] <|living_begin|><s_a_5054><s_b_6234><s_c_3306>
  --:-- [直播-关注] <|living_begin|><s_a_7305><s_b_8049><s_c_7187>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2863><s_c_4983>
  --:-- [直播-首次打赏] <|living_begin|><s_a_6234><s_b_765><s_c_5911>
  --:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_899>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_375><s_b_765><s_c_3395>
【2025-12-30】
  23:06 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_6507>
【2026-01-01】
  --:-- [直播-关注] <|living_begin|><s_a_3134><s_b_1227><s_c_3846>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_7396><s_b_679><s_c_3676>
  00:02 [广告-点击] <|ad_begin|><s_a_4815><s_b_7870><s_c_6583>
【2026-01-02】
  --:-- [直播-关注] <|living_begin|><s_a_2115><s_b_6039><s_c_7310>
  --:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_7111><s_c_2298>
  02:30 [广告-点击] <|ad_begin|><s_a_5115><s_b_697><s_c_5004>
  04:01 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_4859>
【2026-01-03】
  --:-- [商品-加购] <|prod_begin|><s_a_7689><s_b_44><s_c_2717>
【2026-01-05】
  --:-- [商品-加购] <|prod_begin|><s_a_3504><s_b_5411><s_c_2974>
  --:-- [商品-加购] <|prod_begin|><s_a_7689><s_b_44><s_c_2717>
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_2440>
【2026-01-06】
  --:-- [商品-加购] <|prod_begin|><s_a_7689><s_b_44><s_c_2717>
  --:-- [商品-加购] <|prod_begin|><s_a_3504><s_b_5411><s_c_2974>
【2026-01-07】
  --:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_2985><s_c_2974>
  --:-- [商品-加购] <|prod_begin|><s_a_3504><s_b_5411><s_c_2974>
【2026-01-08】
  --:-- [商品-加购] <|prod_begin|><s_a_3504><s_b_5411><s_c_2974>
【2026-01-09】
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6278>
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_6712>
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_2440>
  23:54 [广告-点击] <|ad_begin|><s_a_2134><s_b_6234><s_c_4543>
【2026-01-10】
  --:-- [直播-关注] <|living_begin|><s_a_1659><s_b_765><s_c_1111>
  00:45 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_2315>
  --:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_3150><s_c_2039>
  04:12 [广告-点击] <|ad_begin|><s_a_6797><s_b_5588><s_c_4309>
【2026-01-11】
  --:-- [直播-关注] <|living_begin|><s_a_7146><s_b_2113><s_c_7951>
【2026-01-14】
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_2440>
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_6712>
  --:-- [商品-加购] <|prod_begin|><s_a_7568><s_b_3982><s_c_3692>
  --:-- [商品-加购] <|prod_begin|><s_a_3504><s_b_5411><s_c_2974>
【2026-01-16】
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_2440>
  --:-- [商品-加购] <|prod_begin|><s_a_7689><s_b_44><s_c_2717>
  --:-- [商品-加购] <|prod_begin|><s_a_7517><s_b_5302><s_c_6712>
【2026-01-17】
  --:-- [直播-关注] <|living_begin|><s_a_6456><s_b_5727><s_c_4212>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_697><s_c_6557>
【2026-01-21】
  --:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2912>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_1110>
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3137><s_c_3137>
【2026-01-22】
  --:-- [直播-关注] <|living_begin|><s_a_2149><s_b_7200><s_c_2407>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_2115><s_b_6039><s_c_6278>
  01:37 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6946><s_c_8042>
  23:37 [视频-关注/长播] <|video_begin|><s_a_1088><s_b_7778><s_c_141>
【2026-01-23】
  01:22 [广告-点击] <|ad_begin|><s_a_5115><s_b_6730><s_c_3391>
  01:32 [视频-收藏/点赞/长播] <|video_begin|><s_a_1383><s_b_3916><s_c_4451>
  12:30 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_6597>
【2026-01-24】
  --:-- [直播-首次打赏] <|living_begin|><s_a_1442><s_b_581><s_c_1485>
  08:32 [视频-关注/点赞/长播] <|video_begin|><s_a_6835><s_b_665><s_c_7688>
  23:41 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_1471><s_c_7709>
【2026-01-25】
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_7754>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_5824><s_b_4989><s_c_5956>
  01:31 [视频-评论/点赞/长播] <|video_begin|><s_a_7450><s_b_1258><s_c_5737>
  03:46 [视频-关注/点赞/长播] <|video_begin|><s_a_4032><s_b_184><s_c_6239>
  09:48 [视频-转发/长播] <|video_begin|><s_a_829><s_b_3898><s_c_561>
  11:03 [视频-关注/长播] <|video_begin|><s_a_2402><s_b_1069><s_c_237>
  12:06 [视频-点赞/长播] <|video_begin|><s_a_1383><s_b_1069><s_c_1761>
  12:54 [视频-点赞/长播] <|video_begin|><s_a_2384><s_b_6798><s_c_6583>
  12:59 [视频-评论/长播] <|video_begin|><s_a_7448><s_b_5216><s_c_5625>
  12:59 [视频-评论/长播] <|video_begin|><s_a_5166><s_b_6521><s_c_1423>
  14:24 [视频-评论/点赞/长播] <|video_begin|><s_a_2213><s_b_4213><s_c_3603>
【2026-01-26】
  --:-- [直播-关注] <|living_begin|><s_a_3777><s_b_5727><s_c_7185>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3790><s_c_7616>
  00:44 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_5668><s_c_1439>
  02:00 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_4989><s_c_535>
  02:17 [视频-评论/长播] <|video_begin|><s_a_3095><s_b_7165><s_c_7113>
  02:52 [视频-评论/长播] <|video_begin|><s_a_1981><s_b_7318><s_c_2522>
  07:16 [视频-点赞/长播] <|video_begin|><s_a_4025><s_b_4010><s_c_5415>
  07:57 [视频-评论/长播] <|video_begin|><s_a_1235><s_b_5385><s_c_5625>
  14:56 [视频-评论/长播] <|video_begin|><s_a_1369><s_b_3315><s_c_2070>
【2026-01-27】
  10:44 [视频-评论/长播] <|video_begin|><s_a_6548><s_b_5631><s_c_6286>
【2026-01-28】
  --:-- [直播-关注] <|living_begin|><s_a_8006><s_b_5727><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4468><s_b_7655><s_c_2644>
  --:-- [直播-关注/首次打赏] <|living_begin|><s_a_4468><s_b_7342><s_c_3921>
  00:08 [视频-转发/评论/长播] <|video_begin|><s_a_2828><s_b_3319><s_c_2551>
  00:32 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2961><s_b_4578><s_c_1970>
  01:17 [视频-评论/长播] <|video_begin|><s_a_1527><s_b_4871><s_c_6047>
  01:28 [视频-评论/长播] <|video_begin|><s_a_2605><s_b_2333><s_c_3312>
  01:42 [视频-转发/长播] <|video_begin|><s_a_7774><s_b_6234><s_c_7185>
  01:44 [视频-收藏/长播] <|video_begin|><s_a_2132><s_b_4148><s_c_5737>
  13:33 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_7333><s_c_7257>
  15:45 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_5631><s_c_6185>
【2026-01-29】
  00:37 [视频-评论/长播] <|video_begin|><s_a_2402><s_b_6537><s_c_3449>
  00:52 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_6234><s_c_4133>
  01:06 [视频-评论/长播] <|video_begin|><s_a_829><s_b_3006><s_c_998>
  02:37 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_6173>
  14:07 [视频-评论/长播] <|video_begin|><s_a_2366><s_b_3127><s_c_130>
【2026-01-30】
  --:-- [直播-关注] <|living_begin|><s_a_5669><s_b_5270><s_c_6278>
  --:-- [直播-关注] <|living_begin|><s_a_4379><s_b_7646><s_c_3373>
  02:22 [视频-评论/长播] <|video_begin|><s_a_2366><s_b_4010><s_c_5768>
  03:03 [视频-评论/长播] <|video_begin|><s_a_6156><s_b_7949><s_c_2781>
  03:13 [视频-评论/长播] <|video_begin|><s_a_2524><s_b_935><s_c_3716>
  09:07 [视频-评论/长播] <|video_begin|><s_a_2213><s_b_6435><s_c_5768>
【2026-01-31】
  --:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_7951>
  --:-- [直播-关注] <|living_begin|><s_a_5824><s_b_665><s_c_4684>
  --:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5161><s_c_7245>
  11:20 [视频-评论/长播] <|video_begin|><s_a_2213><s_b_946><s_c_7583>
  14:42 [视频-关注/长播] <|video_begin|><s_a_4401><s_b_6574><s_c_428>
  22:25 [视频-评论/长播] <|video_begin|><s_a_1318><s_b_5511><s_c_7264>
  23:33 [视频-转发/长播] <|video_begin|><s_a_7460><s_b_2434><s_c_958>
  23:41 [视频-评论/长播] <|video_begin|><s_a_1369><s_b_7214><s_c_6410>
【2026-02-01】
  --:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1214><s_c_6360>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_1828>
  --:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2049>
  --:-- [直播-打赏] <|living_begin|><s_a_2071><s_b_697><s_c_1957>
  00:56 [视频-点赞/长播] <|video_begin|><s_a_5548><s_b_4010><s_c_1442>
  00:56 [视频-评论/长播] <|video_begin|><s_a_4180><s_b_2434><s_c_2006>
  01:18 [视频-评论/长播] <|video_begin|><s_a_5134><s_b_3417><s_c_8129>
  05:02 [视频-评论/点赞/长播] <|video_begin|><s_a_806><s_b_2299><s_c_2522>
  08:32 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_5102><s_c_5890>
  10:05 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_88>
  15:14 [视频-评论/长播] <|video_begin|><s_a_50><s_b_2799><s_c_1935>
  15:18 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_7164><s_c_47>
  15:18 [视频-收藏/点赞/长播] <|video_begin|><s_a_4148><s_b_2780><s_c_1935>
  15:22 [视频-评论/长播] <|video_begin|><s_a_1981><s_b_3315><s_c_2131>
  23:24 [视频-收藏/长播] <|video_begin|><s_a_4148><s_b_978><s_c_925>
  23:25 [广告-点击] <|ad_begin|><s_a_7328><s_b_7823><s_c_179>
  23:56 [视频-评论/长播] <|video_begin|><s_a_5019><s_b_2095><s_c_6326>
【2026-02-02】
  00:18 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_4262><s_c_6831>
  00:27 [视频-评论/长播] <|video_begin|><s_a_3532><s_b_7181><s_c_7753>
  00:47 [视频-转发/长播] <|video_begin|><s_a_1246><s_b_6210><s_c_262>
  00:58 [视频-点赞/长播] <|video_begin|><s_a_6578><s_b_4134><s_c_7066>
  06:03 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6782><s_c_4405>
  14:20 [视频-评论/长播] <|video_begin|><s_a_1481><s_b_7807><s_c_5346>
【2026-02-03】
  01:07 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_7333><s_c_4431>
  01:30 [视频-关注/长播] <|video_begin|><s_a_1369><s_b_2419><s_c_987>
  01:35 [视频-评论/长播] <|video_begin|><s_a_6031><s_b_374><s_c_925>
  01:50 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_2539><s_c_814>
  01:51 [视频-关注/评论/长播] <|video_begin|><s_a_6738><s_b_4432><s_c_7517>
  01:57 [视频-关注/长播] <|video_begin|><s_a_5639><s_b_2799><s_c_7006>
  02:19 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_6537><s_c_5273>
  03:43 [视频-转发/评论/长播] <|video_begin|><s_a_6548><s_b_8179><s_c_195>
  05:28 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_4324><s_c_3936>
  07:42 [视频-关注/点赞/长播] <|video_begin|><s_a_998><s_b_7952><s_c_6218>
  08:00 [视频-评论/长播] <|video_begin|><s_a_806><s_b_4182><s_c_4487>
  08:21 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_829><s_b_438><s_c_6306>
  08:26 [视频-关注/点赞/长播] <|video_begin|><s_a_5939><s_b_665><s_c_6385>
  08:32 [视频-评论/长播] <|video_begin|><s_a_6125><s_b_2128><s_c_7675>
  10:40 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_2497><s_c_1578>
  10:40 [视频-评论/长播] <|video_begin|><s_a_1369><s_b_7024><s_c_987>
  13:22 [视频-收藏/长播] <|video_begin|><s_a_5991><s_b_4552><s_c_7456>
  14:24 [视频-点赞/长播] <|video_begin|><s_a_620><s_b_25><s_c_6601>
  14:24 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_2213><s_b_3127><s_c_998>
【2026-02-04】
  --:-- [直播-关注] <|living_begin|><s_a_7396><s_b_7342><s_c_1583>
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_3676>
  --:-- [直播-关注] <|living_begin|><s_a_3409><s_b_3319><s_c_2695>
  --:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7548>
  --:-- [直播-关注] <|living_begin|><s_a_680><s_b_7052><s_c_7772>
  --:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_451><s_c_6831>
  00:38 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_3112><s_c_4212>
  00:50 [视频-评论/点赞/长播] <|video_begin|><s_a_1056><s_b_93><s_c_1939>
  00:50 [视频-收藏/长播] <|video_begin|><s_a_1056><s_b_6234><s_c_7374>
  --:-- [商品-点击] <|prod_begin|><s_a_6422><s_b_7858><s_c_7377>
  --:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_7827><s_c_919>
  --:-- [商品-点击] <|prod_begin|><s_a_6422><s_b_5576><s_c_7173>
  --:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_3132><s_c_1923>
  --:-- [商品-点击] <|prod_begin|><s_a_3504><s_b_6197><s_c_5191>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_5302><s_c_2974>
  --:-- [商品-点击] <|prod_begin|><s_a_53><s_b_4708><s_c_5358>
  --:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3633><s_c_2529>
  --:-- [商品-点击] <|prod_begin|><s_a_5213><s_b_5571><s_c_288>
  --:-- [商品-点击] <|prod_begin|><s_a_1182><s_b_2795><s_c_7603>
  --:-- [商品-购买] <|prod_begin|><s_a_7568><s_b_7827><s_c_919>
  06:58 [视频-评论/长播] <|video_begin|><s_a_2366><s_b_5672><s_c_2294>
  16:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_1056><s_b_5581><s_c_5563>
  16:23 [视频-长播] <|video_begin|><s_a_2213><s_b_4059><s_c_2530>
  16:24 [视频-长播] <|video_begin|><s_a_4032><s_b_4556><s_c_7609>
  16:39 [视频-长播] <|video_begin|><s_a_4088><s_b_1858><s_c_141>
【2026-02-05】
  00:30 [视频-长播] <|video_begin|><s_a_2015><s_b_4491><s_c_3775>
  00:30 [视频-长播] <|video_begin|><s_a_365><s_b_4259><s_c_7616>
  00:34 [视频-长播] <|video_begin|><s_a_6548><s_b_4041><s_c_4232>
  00:34 [视频-长播] <|video_begin|><s_a_4032><s_b_7129><s_c_3062>
  00:38 [视频-长播] <|video_begin|><s_a_2213><s_b_5467><s_c_6676>
  00:38 [视频-长播] <|video_begin|><s_a_1056><s_b_7746><s_c_1302>
  00:46 [视频-长播] <|video_begin|><s_a_1472><s_b_3827><s_c_6676>
  00:46 [视频-长播] <|video_begin|><s_a_5295><s_b_2799><s_c_6278>
  00:46 [视频-转发/长播] <|video_begin|><s_a_5991><s_b_3549><s_c_7099>
  00:58 [视频-长播] <|video_begin|><s_a_772><s_b_697><s_c_104>
  00:58 [视频-长播] <|video_begin|><s_a_3829><s_b_1910><s_c_907>
  01:00 [视频-长播] <|video_begin|><s_a_34><s_b_2434><s_c_1471>
  01:00 [视频-长播] <|video_begin|><s_a_7903><s_b_1794><s_c_991>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_5302><s_c_1298>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_362><s_c_2974>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_5302><s_c_6712>
  --:-- [商品-点击] <|prod_begin|><s_a_7689><s_b_7858><s_c_944>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_5302><s_c_2440>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_6197><s_c_7614>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_4956><s_c_1457>
  --:-- [商品-点击] <|prod_begin|><s_a_7568><s_b_3292><s_c_7774>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_2547><s_c_8130>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_6084><s_c_1832>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_4231><s_c_5665>
  --:-- [商品-点击] <|prod_begin|><s_a_3132><s_b_2583><s_c_4561>
  --:-- [商品-点击] <|prod_begin|><s_a_7689><s_b_7858><s_c_5036>
  --:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_93><s_c_7420>
  --:-- [商品-点击] <|prod_begin|><s_a_5705><s_b_5111><s_c_6388>
  --:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_3357><s_c_3055>
  --:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_93><s_c_7420>
  05:14 [视频-长播] <|video_begin|><s_a_3655><s_b_6810><s_c_25>
  05:52 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_4033><s_c_3026>
  05:52 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_3666><s_c_1118>
  07:37 [视频-长播] <|video_begin|><s_a_506><s_b_1968><s_c_5162>
  07:42 [视频-长播] <|video_begin|><s_a_1369><s_b_4932><s_c_5554>
  07:42 [视频-长播] <|video_begin|><s_a_4032><s_b_2485><s_c_6173>
  07:42 [视频-评论/长播] <|video_begin|><s_a_6846><s_b_4216><s_c_4032>
  07:43 [视频-长播] <|video_begin|><s_a_182><s_b_5461><s_c_642>
  07:43 [视频-长播] <|video_begin|><s_a_1726><s_b_7180><s_c_1935>
  08:15 [视频-长播] <|video_begin|><s_a_1726><s_b_5876><s_c_88>
  08:15 [视频-长播] <|video_begin|><s_a_4032><s_b_6495><s_c_5600>
  08:29 [视频-长播] <|video_begin|><s_a_4032><s_b_594><s_c_2369>
  08:29 [视频-评论/长播] <|video_begin|><s_a_1349><s_b_2434><s_c_2856>
  08:30 [视频-长播] <|video_begin|><s_a_3829><s_b_4916><s_c_2704>
  08:30 [视频-关注/评论/长播] <|video_begin|><s_a_3532><s_b_3549><s_c_6222>
  08:32 [视频-长播] <|video_begin|><s_a_4032><s_b_6973><s_c_6674>
  08:32 [视频-长播] <|video_begin|><s_a_16><s_b_5646><s_c_5061>
  08:32 [视频-评论/长播] <|video_begin|><s_a_1269><s_b_4291><s_c_4944>
  08:32 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_7608><s_c_1614>
  08:35 [视频-长播] <|video_begin|><s_a_4632><s_b_6809><s_c_6557>
  08:35 [视频-长播] <|video_begin|><s_a_4632><s_b_4502><s_c_8110>
  08:35 [视频-评论/长播] <|video_begin|><s_a_1246><s_b_3417><s_c_8102>
  08:38 [视频-长播] <|video_begin|><s_a_1981><s_b_1858><s_c_5222>
  08:38 [视频-长播] <|video_begin|><s_a_4032><s_b_7608><s_c_7137>
  08:38 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_558><s_c_853>
  08:44 [视频-长播] <|video_begin|><s_a_4032><s_b_2221><s_c_7304>
  08:44 [视频-长播] <|video_begin|><s_a_4088><s_b_3736><s_c_2031>
  08:48 [视频-长播] <|video_begin|><s_a_4032><s_b_5429><s_c_2341>
  08:48 [视频-长播] <|video_begin|><s_a_7657><s_b_5672><s_c_4467>
  08:48 [视频-长播] <|video_begin|><s_a_4032><s_b_5169><s_c_5600>
  09:00 [视频-评论/长播] <|video_begin|><s_a_2625><s_b_3832><s_c_708>
  10:41 [视频-长播] <|video_begin|><s_a_7150><s_b_2434><s_c_3352>
  10:43 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_800><s_c_6940>
  10:57 [视频-长播] <|video_begin|><s_a_5820><s_b_908><s_c_2309>
  11:00 [视频-长播] <|video_begin|><s_a_2015><s_b_5800><s_c_7702>
  11:00 [视频-长播] <|video_begin|><s_a_1726><s_b_6442><s_c_8109>
  11:00 [视频-长播] <|video_begin|><s_a_2125><s_b_6407><s_c_7271>
  11:00 [视频-长播] <|video_begin|><s_a_4632><s_b_2549><s_c_7173>
  11:01 [视频-长播] <|video_begin|><s_a_16><s_b_2789><s_c_7934>
  11:01 [视频-长播] <|video_begin|><s_a_16><s_b_4497><s_c_6857>
  11:01 [视频-长播] <|video_begin|><s_a_16><s_b_980><s_c_859>
  11:15 [视频-长播] <|video_begin|><s_a_1726><s_b_6782><s_c_2568>
  11:15 [视频-长播] <|video_begin|><s_a_1726><s_b_4916><s_c_1933>
  12:06 [视频-长播] <|video_begin|><s_a_5295><s_b_2221><s_c_2514>
  12:06 [视频-长播] <|video_begin|><s_a_5295><s_b_2539><s_c_3998>
  12:10 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_7703><s_c_4508>
  13:59 [视频-长播] <|video_begin|><s_a_2654><s_b_7458><s_c_7185>
【2026-02-06】
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7882><s_c_8129>
  --:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_3849><s_c_1644>
  --:-- [商品-点击] <|prod_begin|><s_a_2509><s_b_4771><s_c_1086>
  --:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_8188><s_c_2758>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7882><s_c_4881>
  --:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7882><s_c_4881>
  --:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_7882><s_c_8141>
  --:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_3840><s_c_2338>
  --:-- [商品-点击] <|prod_begin|><s_a_5420><s_b_765><s_c_6792>
  --:-- [商品-点击] <|prod_begin|><s_a_3789><s_b_6197><s_c_7614>
  --:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_5302><s_c_1298>

角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从泛化兴趣到聚焦特定手工技法的深度探索

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。

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
["<|video_begin|><s_a_1369><s_b_3315><s_c_2070>","<|video_begin|><s_a_1088><s_b_6234><s_c_4133>","<|video_begin|><s_a_50><s_b_2799><s_c_1935>","<|video_begin|><s_a_7460><s_b_7164><s_c_47>","<|video_begin|><s_a_4148><s_b_2780><s_c_1935>","<|video_begin|><s_a_1981><s_b_3315><s_c_2131>","<|video_begin|><s_a_4148><s_b_978><s_c_925>","<|living_begin|><s_a_7396><s_b_7342><s_c_1583>","<|prod_begin|><s_a_2509><s_b_4771><s_c_1086>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-12-20】
  01:17 [广告-深度转化] <|ad_begin|><s_a_2470><s_b_5385><s_c_7076>
  17:06 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5887><s_c_5687>
【2025-12-21】
  07:38 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_4185><s_c_7003>
  18:09 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_875>
  18:41 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_7342><s_c_299>
  18:53 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_6234><s_c_2403>
【2025-12-23】
  03:22 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_713><s_c_8042>
【2025-12-27】
  02:39 [广告-深度转化] <|ad_begin|><s_a_7247><s_b_147><s_c_5587>
【2026-01-02】
  08:22 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_1659>
【2026-01-21】
  04:12 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4949><s_c_5315>
  11:37 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_546>
【2026-01-22】
  04:09 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_876><s_c_677>
【2026-01-23】
  03:27 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_6857>
【2026-01-25】
  14:01 [广告-点击] <|ad_begin|><s_a_2996><s_b_423><s_c_6254>
  16:23 [广告-点击] <|ad_begin|><s_a_1351><s_b_4812><s_c_2319>
【2026-01-26】
  20:52 [广告-点击] <|ad_begin|><s_a_1988><s_b_4753><s_c_4810>
  21:08 [广告-点击] <|ad_begin|><s_a_2859><s_b_3845><s_c_7671>
  21:10 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
  21:10 [广告-点击] <|ad_begin|><s_a_6074><s_b_2918><s_c_1035>
【2026-01-27】
  04:15 [广告-点击] <|ad_begin|><s_a_5904><s_b_4932><s_c_801>
  13:31 [广告-点击] <|ad_begin|><s_a_3625><s_b_3714><s_c_7984>
【2026-01-28】
  05:00 [广告-点击] <|ad_begin|><s_a_7088><s_b_2485><s_c_1039>
  05:32 [广告-点击] <|ad_begin|><s_a_1883><s_b_1740><s_c_2530>
  05:42 [广告-点击] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
  07:16 [广告-点击] <|ad_begin|><s_a_2146><s_b_1288><s_c_4208>
  09:03 [广告-点击] <|ad_begin|><s_a_4060><s_b_1288><s_c_6306>
  09:05 [广告-点击] <|ad_begin|><s_a_5229><s_b_4240><s_c_2918>
  09:06 [广告-点击] <|ad_begin|><s_a_3876><s_b_4733><s_c_5007>
  18:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_4839><s_c_354>
  23:17 [广告-点击] <|ad_begin|><s_a_1351><s_b_4753><s_c_416>
  23:20 [广告-点击] <|ad_begin|><s_a_217><s_b_8151><s_c_4158>
【2026-01-29】
  02:53 [广告-点击] <|ad_begin|><s_a_6577><s_b_4733><s_c_1136>
  02:54 [广告-点击] <|ad_begin|><s_a_562><s_b_3456><s_c_597>
  11:32 [广告-点击] <|ad_begin|><s_a_5687><s_b_5647><s_c_2294>
  11:33 [视频-浏览] <|video_begin|><s_a_2642><s_b_5182><s_c_7464>
  11:35 [视频-长播] <|video_begin|><s_a_7247><s_b_1293><s_c_4594>
  11:37 [视频-长播] <|video_begin|><s_a_6321><s_b_4246><s_c_5776>
  11:37 [视频-长播] <|video_begin|><s_a_6843><s_b_7174><s_c_6122>
  17:56 [广告-点击] <|ad_begin|><s_a_3426><s_b_7181><s_c_2535>
  17:57 [广告-点击] <|ad_begin|><s_a_217><s_b_8151><s_c_4158>
  18:13 [视频-长播] <|video_begin|><s_a_50><s_b_2377><s_c_5563>
  18:13 [视频-长播] <|video_begin|><s_a_3766><s_b_6426><s_c_2262>
  18:21 [视频-长播] <|video_begin|><s_a_1853><s_b_1411><s_c_4636>
【2026-01-30】
  05:25 [广告-点击] <|ad_begin|><s_a_1883><s_b_1740><s_c_2530>
  05:27 [视频-长播] <|video_begin|><s_a_5863><s_b_6234><s_c_5851>
  05:28 [视频-长播] <|video_begin|><s_a_8175><s_b_6550><s_c_831>
  08:30 [广告-点击] <|ad_begin|><s_a_50><s_b_6901><s_c_5913>
  10:10 [广告-点击] <|ad_begin|><s_a_6597><s_b_581><s_c_4200>
  10:12 [广告-点击] <|ad_begin|><s_a_1041><s_b_1413><s_c_6057>
  10:13 [广告-点击] <|ad_begin|><s_a_1041><s_b_1413><s_c_6057>
  18:30 [广告-点击] <|ad_begin|><s_a_6171><s_b_5241><s_c_1389>
  19:10 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_5498>
【2026-01-31】
  02:49 [广告-点击] <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>
  02:50 [广告-点击] <|ad_begin|><s_a_5229><s_b_1431><s_c_2949>
  02:51 [广告-点击] <|ad_begin|><s_a_562><s_b_6047><s_c_6239>
  02:52 [广告-点击] <|ad_begin|><s_a_4354><s_b_1497><s_c_6032>
  02:53 [广告-点击] <|ad_begin|><s_a_5229><s_b_1431><s_c_2949>
  02:56 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_997>
  10:14 [广告-点击] <|ad_begin|><s_a_606><s_b_7919><s_c_523>
  10:15 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_997>
  10:27 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_997>
【2026-02-01】
  01:49 [视频-长播] <|video_begin|><s_a_2015><s_b_6779><s_c_4200>
  01:53 [视频-长播] <|video_begin|><s_a_2505><s_b_1411><s_c_7951>
  01:55 [广告-点击] <|ad_begin|><s_a_4354><s_b_5081><s_c_2961>
  11:50 [视频-长播] <|video_begin|><s_a_1881><s_b_4932><s_c_987>
  11:51 [视频-长播] <|video_begin|><s_a_2015><s_b_2441><s_c_4468>
  11:51 [视频-长播] <|video_begin|><s_a_1726><s_b_7261><s_c_5749>
  11:54 [视频-长播] <|video_begin|><s_a_6321><s_b_8150><s_c_822>
  11:54 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_8061>
  12:03 [视频-长播] <|video_begin|><s_a_757><s_b_4959><s_c_3692>
  16:50 [广告-点击] <|ad_begin|><s_a_1><s_b_7084><s_c_7261>
  17:23 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_490>
【2026-02-02】
  04:09 [视频-长播] <|video_begin|><s_a_3288><s_b_6476><s_c_6385>
  04:10 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_6236>
  04:14 [广告-点击] <|ad_begin|><s_a_1474><s_b_5934><s_c_5562>
  04:27 [广告-点击] <|ad_begin|><s_a_4811><s_b_1411><s_c_4631>
  10:39 [视频-长播] <|video_begin|><s_a_2134><s_b_6798><s_c_3026>
  11:49 [视频-长播] <|video_begin|><s_a_5907><s_b_1227><s_c_4605>
  11:50 [视频-长播] <|video_begin|><s_a_50><s_b_1822><s_c_2962>
  12:10 [视频-评论/长播] <|video_begin|><s_a_1840><s_b_7762><s_c_1148>
  12:11 [视频-长播] <|video_begin|><s_a_6302><s_b_4291><s_c_1719>
  12:13 [视频-长播] <|video_begin|><s_a_2134><s_b_6234><s_c_5531>
  12:15 [视频-长播] <|video_begin|><s_a_50><s_b_5101><s_c_5231>
  12:17 [视频-长播] <|video_begin|><s_a_2642><s_b_4010><s_c_4466>
  12:17 [视频-长播] <|video_begin|><s_a_335><s_b_1310><s_c_2523>
  12:19 [视频-长播] <|video_begin|><s_a_2134><s_b_6234><s_c_1614>
  12:23 [视频-浏览] <|video_begin|><s_a_7255><s_b_3710><s_c_3454>
  12:25 [视频-长播] <|video_begin|><s_a_3095><s_b_3148><s_c_7951>
  12:29 [视频-长播] <|video_begin|><s_a_2450><s_b_4688><s_c_5901>
  12:29 [视频-长播] <|video_begin|><s_a_8175><s_b_697><s_c_7840>
  12:29 [视频-长播] <|video_begin|><s_a_3876><s_b_1534><s_c_7738>
  12:34 [视频-长播] <|video_begin|><s_a_5086><s_b_4179><s_c_1708>
  12:34 [视频-长播] <|video_begin|><s_a_3115><s_b_4958><s_c_5217>
  14:38 [视频-长播] <|video_begin|><s_a_7314><s_b_6435><s_c_4548>
  14:47 [视频-长播] <|video_begin|><s_a_7014><s_b_5511><s_c_1439>
  14:47 [视频-长播] <|video_begin|><s_a_1106><s_b_3915><s_c_7609>
  19:12 [广告-点击] <|ad_begin|><s_a_6246><s_b_4219><s_c_2814>
  19:13 [广告-点击] <|ad_begin|><s_a_7417><s_b_4733><s_c_6126>
  19:13 [广告-点击] <|ad_begin|><s_a_1041><s_b_6810><s_c_1708>
  19:16 [广告-点击] <|ad_begin|><s_a_7331><s_b_7756><s_c_2918>
  19:16 [广告-点击] <|ad_begin|><s_a_2859><s_b_4733><s_c_503>
  19:42 [广告-点击] <|ad_begin|><s_a_1645><s_b_3851><s_c_6712>
  19:42 [广告-点击] <|ad_begin|><s_a_562><s_b_37><s_c_7003>
  19:43 [广告-点击] <|ad_begin|><s_a_2675><s_b_7162><s_c_8057>
  23:03 [视频-长播] <|video_begin|><s_a_1853><s_b_1411><s_c_5747>
  23:04 [广告-点击] <|ad_begin|><s_a_882><s_b_6553><s_c_6122>
  23:05 [广告-点击] <|ad_begin|><s_a_2859><s_b_5634><s_c_4654>
【2026-02-03】
  03:47 [视频-收藏/长播] <|video_begin|><s_a_1126><s_b_6489><s_c_1709>
  03:49 [视频-长播] <|video_begin|><s_a_757><s_b_1310><s_c_7609>
  03:49 [视频-收藏/长播] <|video_begin|><s_a_5139><s_b_3228><s_c_6074>
  03:55 [广告-点击] <|ad_begin|><s_a_4910><s_b_3932><s_c_2599>
  03:57 [广告-点击] <|ad_begin|><s_a_1754><s_b_4733><s_c_142>
  04:00 [广告-深度转化] <|ad_begin|><s_a_1636><s_b_2799><s_c_3534>
  04:00 [广告-点击] <|ad_begin|><s_a_1636><s_b_2799><s_c_3534>
  04:07 [广告-点击] <|ad_begin|><s_a_6171><s_b_5241><s_c_1389>
  06:40 [视频-长播] <|video_begin|><s_a_7468><s_b_7608><s_c_2658>
  06:40 [视频-长播] <|video_begin|><s_a_1726><s_b_672><s_c_7882>
  06:52 [视频-长播] <|video_begin|><s_a_6321><s_b_4338><s_c_907>
  06:58 [视频-长播] <|video_begin|><s_a_2642><s_b_1583><s_c_2890>
  06:58 [视频-长播] <|video_begin|><s_a_2500><s_b_1310><s_c_6648>
  08:05 [视频-长播] <|video_begin|><s_a_1106><s_b_1411><s_c_5231>
  10:31 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6313>
  10:31 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6313>
  10:46 [视频-长播] <|video_begin|><s_a_1106><s_b_2485><s_c_2568>
  11:24 [视频-长播] <|video_begin|><s_a_6321><s_b_1740><s_c_5673>
  15:13 [视频-长播] <|video_begin|><s_a_6321><s_b_6426><s_c_6379>
【2026-02-04】
  17:04 [广告-点击] <|ad_begin|><s_a_3876><s_b_581><s_c_2814>
  17:05 [广告-点击] <|ad_begin|><s_a_5935><s_b_7553><s_c_7838>
  17:07 [广告-点击] <|ad_begin|><s_a_4030><s_b_7514><s_c_4636>
  17:07 [广告-点击] <|ad_begin|><s_a_7479><s_b_5887><s_c_2369>
  17:10 [广告-点击] <|ad_begin|><s_a_7417><s_b_7572><s_c_1444>
  17:33 [视频-长播] <|video_begin|><s_a_2125><s_b_2918><s_c_3021>
  17:33 [视频-长播] <|video_begin|><s_a_2134><s_b_6234><s_c_6956>
  17:35 [视频-长播] <|video_begin|><s_a_1335><s_b_4932><s_c_141>
  17:42 [广告-点击] <|ad_begin|><s_a_7847><s_b_3736><s_c_1284>
  17:42 [广告-点击] <|ad_begin|><s_a_1921><s_b_6162><s_c_5798>
  17:43 [广告-点击] <|ad_begin|><s_a_5741><s_b_2485><s_c_6162>
【2026-02-05】
  05:30 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_3574>
  05:31 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_3806>
  05:34 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>

角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。

主题：从泛化娱乐到特定主题的DIY兴趣探索

输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。

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
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<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
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01:30:07,521 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-16 01:30:07,522 >> Model config Qwen3Config {
  "architectures": [
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  "attention_bias": false,
  "attention_dropout": 0.0,
  "bos_token_id": null,
  "dtype": "bfloat16",
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  "head_dim": 128,
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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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  "tie_word_embeddings": false,
  "transformers_version": "5.6.0",
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[INFO|2026-07-16 01:30:07] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-16 01:30:07] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-16 01:30:07,955 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-16 01:30:07,955 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-16 01:30:08,006 >> 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] 2026-07-16 01:30:08,381 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-16 01:30:08,381 >> 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] 2026-07-16 01:30:08,381 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-16 01:30:08] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-16 01:30:08] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-16 01:30:08] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-16 01:30:08] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-16 01:30:08] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-16 01:30:08,530 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-16 01:30:08,530 >>   Num examples = 297
[INFO|trainer.py:1471] 2026-07-16 01:30:08,530 >>   Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-16 01:30:08,530 >>   Num update steps per epoch = 75
[INFO|trainer.py:1473] 2026-07-16 01:30:08,530 >>   Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-16 01:30:08,530 >>   Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-16 01:30:08,530 >>   Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-16 01:30:08,530 >>   Total optimization steps = 34
[INFO|trainer.py:1479] 2026-07-16 01:30:08,530 >>   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] 2026-07-16 01:34:40,298 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045
[INFO|configuration_utils.py:533] 2026-07-16 01:34:40,299 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045/config.json
[INFO|configuration_utils.py:816] 2026-07-16 01:34:40,299 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045/generation_config.json
{'loss': '2.24', 'grad_norm': '18.88', 'learning_rate': '4.876e-07', 'epoch': '0.1347'}
{'loss': '2.277', 'grad_norm': '7.656', 'learning_rate': '2.48e-07', 'epoch': '0.2694'}
{'loss': '2.081', 'grad_norm': '8.5', 'learning_rate': '3.247e-08', 'epoch': '0.404'}
{'train_runtime': '271.8', 'train_samples_per_second': '0.492', 'train_steps_per_second': '0.125', 'train_loss': '2.228', 'epoch': '0.4579'}

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[INFO|modeling_utils.py:3471] 2026-07-16 01:34:41,169 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-16 01:34:41,285 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-16 01:34:41,308 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045/tokenizer_config.json
***** train metrics *****
  epoch                    =     0.4579
  total_flos               = 15202906GF
  train_loss               =     2.2282
  train_runtime            = 0:04:31.76
  train_samples_per_second =      0.492
  train_steps_per_second   =      0.125
Figure saved at: /home/ll/llm4rec/experiments/outputs/v45_v29_clean_r3_domainmix_lr55e7_ep045/training_loss.png
[WARNING|2026-07-16 01:34:41] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-16 01:34:41] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-16 01:34:41,413 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}