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初始化项目，由ModelHub XC社区提供模型 Model: lldois/v31_v29_live_specialist_r3_lr12e6_ep035 Source: Original Platform
2026-07-31 16:30:04 +08:00
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
import pkg_resources
[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
[INFO|2026-07-13 03:28:15] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:769] 2026-07-13 03:28:15,701 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:15,703 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
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"head_dim": 128,
"hidden_act": "silu",
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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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"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] 2026-07-13 03:28:16,424 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:16,424 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
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"max_position_embeddings": 40960,
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}
[INFO|configuration_utils.py:769] 2026-07-13 03:28:16,424 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
[INFO|configuration_utils.py:847] 2026-07-13 03:28:16,425 >> 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,
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}
[INFO|2026-07-13 03:28:17] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v29_live_specialist_r3.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: 7188 examples [00:00, 54874.81 examples/s] Generating train split: 13013 examples [00:00, 68678.79 examples/s]
Converting format of dataset (num_proc=16): 0%| | 0/13013 [00:00<?, ? examples/s] Converting format of dataset (num_proc=16): 5%|▌ | 662/13013 [00:00<00:04, 2583.70 examples/s] Converting format of dataset (num_proc=16): 100%|██████████| 13013/13013 [00:00<00:00, 30148.95 examples/s]
Running tokenizer on dataset (num_proc=16): 0%| | 0/13013 [00:00<?, ? examples/s] Running tokenizer on dataset (num_proc=16): 6%|▋ | 814/13013 [00:03<00:47, 255.30 examples/s] Running tokenizer on dataset (num_proc=16): 13%|█▎ | 1628/13013 [00:03<00:24, 464.57 examples/s] Running tokenizer on dataset (num_proc=16): 19%|█▉ | 2442/13013 [00:04<00:17, 598.84 examples/s] Running tokenizer on dataset (num_proc=16): 25%|██▌ | 3256/13013 [00:05<00:15, 643.13 examples/s] Running tokenizer on dataset (num_proc=16): 31%|███▏ | 4070/13013 [00:07<00:13, 661.19 examples/s] Running tokenizer on dataset (num_proc=16): 38%|███▊ | 4883/13013 [00:08<00:11, 693.32 examples/s] Running tokenizer on dataset (num_proc=16): 44%|████▍ | 5696/13013 [00:09<00:10, 698.32 examples/s] Running tokenizer on dataset (num_proc=16): 50%|█████ | 6509/13013 [00:11<00:10, 609.85 examples/s] Running tokenizer on dataset (num_proc=16): 56%|█████▋ | 7322/13013 [00:11<00:08, 699.89 examples/s] Running tokenizer on dataset (num_proc=16): 63%|██████▎ | 8135/13013 [00:12<00:06, 729.99 examples/s] Running tokenizer on dataset (num_proc=16): 69%|██████▉ | 8948/13013 [00:14<00:05, 681.96 examples/s] Running tokenizer on dataset (num_proc=16): 75%|███████▌ | 9761/13013 [00:14<00:04, 760.21 examples/s] Running tokenizer on dataset (num_proc=16): 81%|████████▏ | 10574/13013 [00:16<00:03, 727.74 examples/s] Running tokenizer on dataset (num_proc=16): 88%|████████▊ | 11387/13013 [00:17<00:02, 685.92 examples/s] Running tokenizer on dataset (num_proc=16): 94%|█████████▍| 12200/13013 [00:18<00:01, 743.05 examples/s] Running tokenizer on dataset (num_proc=16): 100%|██████████| 13013/13013 [00:19<00:00, 737.47 examples/s] Running tokenizer on dataset (num_proc=16): 100%|██████████| 13013/13013 [00:19<00:00, 660.73 examples/s]
training example:
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inputs:
<|im_start|>user
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【2026-01-21】
06:02 [广告-点击] <|ad_begin|><s_a_3062><s_b_1206><s_c_2344>
14:51 [广告-点击] <|ad_begin|><s_a_7328><s_b_7120><s_c_875>
【2026-01-22】
00:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_4120><s_c_1369>
02:34 [视频-评论/收藏/长播] <|video_begin|><s_a_5928><s_b_5972><s_c_2298>
02:52 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_3589><s_c_4603>
06:13 [视频-评论/点赞/长播] <|video_begin|><s_a_4531><s_b_7894><s_c_4487>
09:49 [视频-评论/点赞/长播] <|video_begin|><s_a_5831><s_b_5511><s_c_991>
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_4508><s_c_1402>
--:-- [商品-点击] <|prod_begin|><s_a_5107><s_b_6334><s_c_2800>
--:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_1638><s_c_4078>
【2026-01-23】
05:51 [视频-收藏/长播] <|video_begin|><s_a_4745><s_b_6771><s_c_141>
13:07 [视频-收藏/长播] <|video_begin|><s_a_3115><s_b_2799><s_c_6390>
13:07 [视频-收藏/长播] <|video_begin|><s_a_2402><s_b_3338><s_c_2298>
【2026-01-24】
10:12 [广告-深度转化] <|ad_begin|><s_a_7112><s_b_4733><s_c_7267>
10:12 [广告-点击] <|ad_begin|><s_a_7112><s_b_4733><s_c_7267>
【2026-01-25】
02:46 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_4293><s_c_6737>
07:26 [视频-评论/点赞/长播] <|video_begin|><s_a_6018><s_b_1527><s_c_6514>
07:31 [视频-评论/点赞/长播] <|video_begin|><s_a_4032><s_b_612><s_c_6561>
14:20 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_2789><s_c_5600>
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_6142><s_c_3644>
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_5658><s_c_3477>
23:52 [广告-点击] <|ad_begin|><s_a_5687><s_b_6196><s_c_6178>
23:53 [广告-点击] <|ad_begin|><s_a_1242><s_b_3137><s_c_1708>
【2026-01-26】
00:41 [广告-点击] <|ad_begin|><s_a_5687><s_b_3589><s_c_3011>
00:56 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_3029><s_b_1434><s_c_4600>
02:02 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_6227>
02:02 [广告-点击] <|ad_begin|><s_a_1584><s_b_6234><s_c_6227>
04:08 [视频-评论/收藏/长播] <|video_begin|><s_a_7610><s_b_763><s_c_5737>
04:27 [视频-评论/点赞/长播] <|video_begin|><s_a_6475><s_b_1201><s_c_2309>
04:32 [视频-评论/点赞/长播] <|video_begin|><s_a_2162><s_b_1146><s_c_7648>
04:32 [视频-评论/点赞/长播] <|video_begin|><s_a_7328><s_b_6727><s_c_5506>
07:08 [广告-点击] <|ad_begin|><s_a_6503><s_b_1411><s_c_2309>
10:52 [广告-点击] <|ad_begin|><s_a_143><s_b_581><s_c_4263>
15:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_1092><s_b_1974><s_c_516>
【2026-01-27】
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_1132><s_c_6278>
03:31 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_6196><s_c_2957>
03:38 [视频-收藏/长播] <|video_begin|><s_a_3713><s_b_7342><s_c_3264>
04:20 [视频-收藏/长播] <|video_begin|><s_a_4531><s_b_697><s_c_4101>
07:33 [视频-关注/长播] <|video_begin|><s_a_1985><s_b_6047><s_c_141>
09:33 [视频-关注/长播] <|video_begin|><s_a_1326><s_b_1752><s_c_3777>
15:48 [视频-收藏/点赞/长播] <|video_begin|><s_a_4963><s_b_4432><s_c_7675>
16:16 [视频-收藏/长播] <|video_begin|><s_a_3532><s_b_5800><s_c_6552>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_351><s_c_6428>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_7861><s_c_6428>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_3318><s_c_6428>
【2026-01-28】
10:06 [视频-转发/点赞/长播] <|video_begin|><s_a_4963><s_b_4293><s_c_1321>
15:06 [视频-收藏/长播] <|video_begin|><s_a_1140><s_b_5231><s_c_2568>
17:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3386><s_b_5196><s_c_4939>
17:39 [视频-评论/点赞/长播] <|video_begin|><s_a_6158><s_b_4352><s_c_7215>
18:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6401><s_b_7180><s_c_6550>
18:09 [视频-评论/收藏/长播] <|video_begin|><s_a_938><s_b_990><s_c_3373>
【2026-01-29】
03:39 [广告-点击] <|ad_begin|><s_a_5632><s_b_6358><s_c_929>
03:46 [视频-评论/点赞/长播] <|video_begin|><s_a_6018><s_b_7191><s_c_3883>
03:46 [视频-评论/收藏/长播] <|video_begin|><s_a_1985><s_b_1822><s_c_2530>
04:02 [视频-浏览] <|video_begin|><s_a_8113><s_b_1952><s_c_5654>
05:15 [视频-收藏/长播] <|video_begin|><s_a_3079><s_b_6295><s_c_4454>
05:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_2764><s_b_3417><s_c_4243>
08:04 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_6436><s_c_5978>
14:51 [广告-点击] <|ad_begin|><s_a_1351><s_b_6379><s_c_5115>
--:-- [商品-点击] <|prod_begin|><s_a_1805><s_b_5571><s_c_6999>
--:-- [商品-点击] <|prod_begin|><s_a_58><s_b_7514><s_c_490>
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_2956><s_c_3752>
19:57 [视频-评论/点赞/长播] <|video_begin|><s_a_6168><s_b_1146><s_c_7675>
20:07 [视频-转发/长播] <|video_begin|><s_a_4963><s_b_4213><s_c_6222>
【2026-01-30】
04:49 [视频-收藏/长播] <|video_begin|><s_a_2899><s_b_1277><s_c_7671>
04:50 [广告-点击] <|ad_begin|><s_a_2817><s_b_1206><s_c_1148>
10:47 [视频-收藏/长播] <|video_begin|><s_a_148><s_b_7801><s_c_516>
11:20 [广告-点击] <|ad_begin|><s_a_7112><s_b_7342><s_c_3221>
15:25 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_1799><s_c_7790>
【2026-01-31】
02:26 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_908><s_c_5118>
02:41 [视频-评论/长播] <|video_begin|><s_a_4658><s_b_6551><s_c_2403>
02:44 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_7919><s_c_7657>
02:54 [视频-评论/点赞/长播] <|video_begin|><s_a_2899><s_b_6123><s_c_5194>
02:54 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_7430><s_c_1662>
02:57 [视频-评论/长播] <|video_begin|><s_a_1911><s_b_1448><s_c_117>
03:01 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_7919><s_c_2781>
03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7516><s_b_7458><s_c_698>
04:56 [视频-评论/长播] <|video_begin|><s_a_5417><s_b_2927><s_c_7733>
04:58 [视频-评论/长播] <|video_begin|><s_a_4807><s_b_4460><s_c_3145>
05:04 [视频-评论/长播] <|video_begin|><s_a_5988><s_b_6537><s_c_3672>
05:11 [视频-评论/长播] <|video_begin|><s_a_4625><s_b_697><s_c_1646>
05:22 [视频-收藏/长播] <|video_begin|><s_a_3409><s_b_713><s_c_1399>
05:24 [视频-评论/收藏/长播] <|video_begin|><s_a_1985><s_b_3688><s_c_7879>
05:28 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_7342><s_c_6676>
05:28 [视频-评论/长播] <|video_begin|><s_a_4258><s_b_3832><s_c_428>
06:36 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_3182><s_c_7173>
06:49 [视频-评论/长播] <|video_begin|><s_a_1481><s_b_5647><s_c_4042>
06:56 [视频-评论/长播] <|video_begin|><s_a_1207><s_b_1991><s_c_4042>
07:10 [视频-评论/长播] <|video_begin|><s_a_1911><s_b_697><s_c_4541>
07:32 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_6771><s_c_6252>
07:32 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_4733><s_c_7601>
07:34 [视频-评论/长播] <|video_begin|><s_a_2384><s_b_5869><s_c_2452>
07:43 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_2575><s_c_6557>
09:45 [视频-评论/长播] <|video_begin|><s_a_2974><s_b_1310><s_c_1738>
10:30 [视频-收藏/长播] <|video_begin|><s_a_1726><s_b_6234><s_c_5878>
11:34 [视频-评论/长播] <|video_begin|><s_a_6738><s_b_1365><s_c_7065>
11:54 [广告-点击] <|ad_begin|><s_a_7249><s_b_6484><s_c_4200>
12:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_5988><s_b_8148><s_c_2949>
17:04 [视频-评论/长播] <|video_begin|><s_a_2125><s_b_3009><s_c_1537>
17:06 [视频-评论/长播] <|video_begin|><s_a_1106><s_b_6545><s_c_1967>
17:23 [视频-浏览] <|video_begin|><s_a_7014><s_b_3873><s_c_1935>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2641><s_c_6691>
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_1991><s_c_110>
--:-- [商品-点击] <|prod_begin|><s_a_1534><s_b_1654><s_c_4007>
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4338><s_c_3209>
【2026-02-01】
02:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_3790><s_c_8042>
03:09 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_2299><s_c_535>
03:11 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_5916><s_c_909>
03:15 [视频-评论/点赞/长播] <|video_begin|><s_a_1911><s_b_1586><s_c_7793>
03:17 [视频-评论/长播] <|video_begin|><s_a_6168><s_b_3338><s_c_7636>
06:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_1911><s_b_6082><s_c_1127>
07:04 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_3589><s_c_141>
07:10 [视频-评论/点赞/长播] <|video_begin|><s_a_4088><s_b_8148><s_c_3988>
07:13 [广告-点击] <|ad_begin|><s_a_3406><s_b_4692><s_c_4200>
07:17 [视频-评论/收藏/长播] <|video_begin|><s_a_4540><s_b_6295><s_c_6067>
07:47 [视频-评论/长播] <|video_begin|><s_a_956><s_b_3722><s_c_5083>
08:01 [广告-点击] <|ad_begin|><s_a_7374><s_b_1119><s_c_1051>
08:59 [视频-评论/长播] <|video_begin|><s_a_5507><s_b_1103><s_c_4595>
09:44 [视频-收藏/长播] <|video_begin|><s_a_7830><s_b_4135><s_c_4209>
17:15 [视频-评论/长播] <|video_begin|><s_a_4060><s_b_3698><s_c_2401>
17:33 [视频-评论/长播] <|video_begin|><s_a_5727><s_b_3063><s_c_6264>
--:-- [商品-点击] <|prod_begin|><s_a_6451><s_b_7571><s_c_7557>
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_620><s_c_1179>
--:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_2010><s_c_3805>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6084><s_c_2509>
--:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_5980><s_c_5347>
--:-- [商品-点击] <|prod_begin|><s_a_478><s_b_2831><s_c_233>
--:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_2716><s_c_174>
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_4613><s_c_7263>
--:-- [商品-点击] <|prod_begin|><s_a_5462><s_b_7195><s_c_6465>
--:-- [商品-点击] <|prod_begin|><s_a_670><s_b_7225><s_c_2413>
--:-- [商品-点击] <|prod_begin|><s_a_670><s_b_1190><s_c_4232>
--:-- [商品-点击] <|prod_begin|><s_a_670><s_b_689><s_c_3882>
--:-- [商品-点击] <|prod_begin|><s_a_670><s_b_7175><s_c_646>
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_3072><s_c_3477>
--:-- [商品-点击] <|prod_begin|><s_a_670><s_b_3480><s_c_2491>
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7507><s_c_1056>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_5727><s_c_2758>
--:-- [商品-购买] <|prod_begin|><s_a_670><s_b_7225><s_c_2413>
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_5727><s_c_2758>
【2026-02-02】
00:13 [视频-评论/长播] <|video_begin|><s_a_4632><s_b_7043><s_c_7951>
01:23 [视频-收藏/长播] <|video_begin|><s_a_8159><s_b_4879><s_c_6278>
02:36 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_4968><s_c_4631>
02:42 [广告-点击] <|ad_begin|><s_a_5452><s_b_2966><s_c_3054>
02:46 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7261><s_c_4200>
02:48 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_3961><s_c_1363>
02:54 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_827><s_c_6347>
02:54 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_308>
03:04 [视频-收藏/长播] <|video_begin|><s_a_8127><s_b_2221><s_c_6583>
04:19 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_5511><s_c_4395>
06:52 [视频-点赞/长播] <|video_begin|><s_a_471><s_b_5634><s_c_5737>
08:32 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_5634><s_c_1383>
16:27 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_3417><s_c_6222>
16:27 [视频-评论/长播] <|video_begin|><s_a_8016><s_b_985><s_c_3672>
16:37 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_1434><s_c_1869>
17:30 [视频-点赞/长播] <|video_begin|><s_a_5831><s_b_5339><s_c_4487>
--:-- [商品-点击] <|prod_begin|><s_a_5161><s_b_3451><s_c_1358>
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_4916><s_c_2368>
【2026-02-03】
03:47 [视频-点赞/长播] <|video_begin|><s_a_1911><s_b_6726><s_c_5016>
03:49 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_1119>
04:25 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_697><s_c_7329>
04:25 [视频-关注/长播] <|video_begin|><s_a_5910><s_b_7608><s_c_5563>
05:02 [视频-评论/长播] <|video_begin|><s_a_7159><s_b_3633><s_c_2452>
05:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6018><s_b_1617><s_c_2535>
05:43 [视频-点赞/长播] <|video_begin|><s_a_4396><s_b_5582><s_c_216>
05:59 [视频-点赞/长播] <|video_begin|><s_a_6158><s_b_1337><s_c_1708>
06:00 [视频-收藏/长播] <|video_begin|><s_a_2067><s_b_56><s_c_1598>
07:47 [视频-点赞/长播] <|video_begin|><s_a_1911><s_b_5511><s_c_5531>
07:47 [视频-点赞/长播] <|video_begin|><s_a_7903><s_b_5511><s_c_7961>
07:58 [广告-点击] <|ad_begin|><s_a_6280><s_b_5090><s_c_6785>
08:09 [广告-深度转化] <|ad_begin|><s_a_4469><s_b_7437><s_c_8042>
08:09 [广告-点击] <|ad_begin|><s_a_4469><s_b_7437><s_c_8042>
08:20 [视频-点赞/长播] <|video_begin|><s_a_7074><s_b_2208><s_c_7675>
09:04 [视频-评论/长播] <|video_begin|><s_a_3914><s_b_6891><s_c_5555>
09:11 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_1123><s_c_5776>
09:35 [视频-评论/长播] <|video_begin|><s_a_5058><s_b_7966><s_c_722>
09:37 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_978><s_c_7751>
09:50 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_3952><s_c_4923>
10:29 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_7458><s_c_6278>
10:31 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_5952><s_c_5555>
13:12 [视频-点赞/长播] <|video_begin|><s_a_4580><s_b_5707><s_c_3747>
15:03 [视频-评论/长播] <|video_begin|><s_a_4816><s_b_6234><s_c_47>
15:07 [视频-收藏/长播] <|video_begin|><s_a_4963><s_b_25><s_c_2530>
15:28 [视频-收藏/长播] <|video_begin|><s_a_5831><s_b_6058><s_c_4487>
15:39 [视频-点赞/长播] <|video_begin|><s_a_6018><s_b_5361><s_c_1872>
16:01 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_4033><s_c_141>
16:53 [视频-收藏/长播] <|video_begin|><s_a_4963><s_b_4432><s_c_6357>
16:55 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_5833><s_c_2213>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7295><s_c_1541>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_5727><s_c_2758>
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_4613><s_c_5135>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_5727><s_c_7269>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_3318><s_c_6428>
--:-- [商品-点击] <|prod_begin|><s_a_929><s_b_5112><s_c_6428>
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_5727><s_c_7269>
18:27 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_2902><s_c_2341>
18:35 [广告-点击] <|ad_begin|><s_a_801><s_b_1259><s_c_7261>
18:37 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_7888><s_c_141>
18:38 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4603>
18:44 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4033><s_c_1767>
18:47 [视频-评论/点赞/长播] <|video_begin|><s_a_5417><s_b_697><s_c_535>
【2026-02-04】
03:22 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_1230><s_c_141>
03:22 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_7342><s_c_5903>
03:48 [视频-点赞/长播] <|video_begin|><s_a_5166><s_b_839><s_c_4887>
04:03 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_3417><s_c_142>
04:51 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7261><s_c_2337>
05:20 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_978><s_c_4595>
06:00 [视频-收藏/长播] <|video_begin|><s_a_2402><s_b_6261><s_c_360>
06:06 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7381><s_c_535>
07:14 [广告-点击] <|ad_begin|><s_a_6188><s_b_4352><s_c_3338>
09:17 [广告-点击] <|ad_begin|><s_a_2817><s_b_581><s_c_4365>
09:38 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1411><s_c_47>
11:50 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6379><s_c_2513>
12:27 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_1856><s_c_6873>
12:27 [广告-点击] <|ad_begin|><s_a_7331><s_b_1856><s_c_6873>
17:30 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_6196><s_c_5881>
17:30 [视频-收藏/长播] <|video_begin|><s_a_3766><s_b_3678><s_c_3921>
17:52 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_558><s_c_7754>
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1801><s_c_2063>
--:-- [商品-点击] <|prod_begin|><s_a_206><s_b_7938><s_c_3207>
18:26 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_5102><s_c_3843>
18:29 [视频-评论/长播] <|video_begin|><s_a_1464><s_b_3845><s_c_4074>
【2026-02-05】
00:12 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_8148><s_c_7490>
00:14 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_1448><s_c_7671>
00:49 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_8025><s_c_4810>
09:16 [视频-点赞/长播] <|video_begin|><s_a_3406><s_b_759><s_c_5881>
09:32 [视频-点赞/长播] <|video_begin|><s_a_1911><s_b_5616><s_c_3454>
09:32 [视频-评论/长播] <|video_begin|><s_a_2828><s_b_3587><s_c_1241>
09:48 [视频-评论/长播] <|video_begin|><s_a_3657><s_b_4203><s_c_973>
09:54 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_5893><s_c_6275>
10:05 [视频-点赞/长播] <|video_begin|><s_a_2762><s_b_1469><s_c_2309>
10:10 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_6973><s_c_3793>
10:15 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_7214><s_c_7534>
10:15 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_6727><s_c_3742>
10:20 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_4996><s_c_1935>
10:34 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_3182><s_c_4487>
10:36 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_5268><s_c_7321>
10:43 [视频-点赞/长播] <|video_begin|><s_a_7300><s_b_3417><s_c_4357>
10:43 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_3422><s_c_3034>
10:47 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_3417><s_c_41>
10:53 [视频-评论/长播] <|video_begin|><s_a_5727><s_b_5244><s_c_814>
11:44 [视频-评论/长播] <|video_begin|><s_a_1076><s_b_4198><s_c_6915>
13:36 [视频-长播] <|video_begin|><s_a_7823><s_b_6234><s_c_4212>
13:36 [视频-长播] <|video_begin|><s_a_5903><s_b_7870><s_c_6067>
13:36 [视频-长播] <|video_begin|><s_a_3062><s_b_7381><s_c_2482>
13:42 [视频-长播] <|video_begin|><s_a_4751><s_b_2419><s_c_5162>
13:42 [视频-长播] <|video_begin|><s_a_3062><s_b_1822><s_c_6831>
13:42 [视频-长播] <|video_begin|><s_a_4963><s_b_4033><s_c_5120>
13:42 [视频-长播] <|video_begin|><s_a_3062><s_b_2799><s_c_8037>
13:49 [视频-长播] <|video_begin|><s_a_2015><s_b_631><s_c_7676>
13:49 [视频-长播] <|video_begin|><s_a_4963><s_b_2865><s_c_7718>
13:55 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_7300><s_b_4323><s_c_4673>
13:55 [视频-长播] <|video_begin|><s_a_16><s_b_481><s_c_853>
13:55 [视频-长播] <|video_begin|><s_a_5295><s_b_876><s_c_4405>
13:55 [视频-长播] <|video_begin|><s_a_1726><s_b_6196><s_c_1332>
13:57 [视频-长播] <|video_begin|><s_a_3766><s_b_4358><s_c_6962>
13:57 [视频-长播] <|video_begin|><s_a_3766><s_b_7184><s_c_3116>
13:58 [视频-长播] <|video_begin|><s_a_3510><s_b_581><s_c_2793>
13:58 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_5944>
13:59 [视频-长播] <|video_begin|><s_a_8113><s_b_594><s_c_5217>
13:59 [视频-长播] <|video_begin|><s_a_7075><s_b_4916><s_c_47>
14:02 [视频-长播] <|video_begin|><s_a_790><s_b_839><s_c_8165>
14:04 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_47>
14:11 [视频-长播] <|video_begin|><s_a_3115><s_b_5429><s_c_8109>
14:11 [视频-长播] <|video_begin|><s_a_5023><s_b_4541><s_c_1162>
14:11 [视频-长播] <|video_begin|><s_a_3826><s_b_6495><s_c_1004>
14:11 [视频-长播] <|video_begin|><s_a_4963><s_b_25><s_c_7375>
14:15 [视频-长播] <|video_begin|><s_a_6219><s_b_7111><s_c_8061>
14:15 [视频-长播] <|video_begin|><s_a_5983><s_b_3624><s_c_5944>
14:15 [视频-长播] <|video_begin|><s_a_3062><s_b_4916><s_c_532>
14:17 [视频-长播] <|video_begin|><s_a_1335><s_b_4733><s_c_711>
14:17 [视频-长播] <|video_begin|><s_a_1726><s_b_7024><s_c_2568>
14:28 [视频-长播] <|video_begin|><s_a_4963><s_b_4041><s_c_4030>
14:28 [视频-长播] <|video_begin|><s_a_6219><s_b_2575><s_c_2568>
14:30 [视频-长播] <|video_begin|><s_a_5555><s_b_419><s_c_2194>
14:30 [视频-长播] <|video_begin|><s_a_1985><s_b_57><s_c_2513>
14:31 [视频-长播] <|video_begin|><s_a_7034><s_b_5241><s_c_272>
14:32 [视频-长播] <|video_begin|><s_a_2508><s_b_2202><s_c_1379>
14:32 [视频-长播] <|video_begin|><s_a_1726><s_b_2497><s_c_7244>
14:33 [视频-长播] <|video_begin|><s_a_960><s_b_5876><s_c_3085>
14:39 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_5511><s_c_3265>
14:50 [视频-长播] <|video_begin|><s_a_3583><s_b_2780><s_c_1852>
14:50 [视频-长播] <|video_begin|><s_a_3555><s_b_5454><s_c_853>
14:50 [视频-长播] <|video_begin|><s_a_3627><s_b_3832><s_c_5853>
15:00 [视频-长播] <|video_begin|><s_a_5991><s_b_6234><s_c_2194>
15:02 [视频-长播] <|video_begin|><s_a_4032><s_b_1002><s_c_110>
15:02 [视频-长播] <|video_begin|><s_a_3766><s_b_5893><s_c_360>
15:02 [视频-长播] <|video_begin|><s_a_3766><s_b_2485><s_c_141>
15:14 [视频-长播] <|video_begin|><s_a_1106><s_b_6234><s_c_7609>
15:14 [视频-长播] <|video_begin|><s_a_1726><s_b_876><s_c_5687>
15:19 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_1614>
15:19 [视频-长播] <|video_begin|><s_a_16><s_b_7870><s_c_4636>
15:22 [视频-长播] <|video_begin|><s_a_3766><s_b_1258><s_c_2678>
15:26 [视频-长播] <|video_begin|><s_a_1726><s_b_5893><s_c_594>
--:-- [商品-点击] <|prod_begin|><s_a_5304><s_b_4692><s_c_3824>
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2312><s_c_5968>
--:-- [商品-点击] <|prod_begin|><s_a_5138><s_b_7580><s_c_3268>
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）： 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
核心提取逻辑（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 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
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。
请针对下列主题提取行为逻辑链：
主题：从泛化游戏兴趣到特定游戏周边的消费收敛
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从泛化游戏兴趣到特定游戏周边的消费收敛",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
"logic": "逻辑说明"
}
]
}
}
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
{"logic_chain":{"name":"从泛化游戏兴趣到特定游戏周边的消费收敛","events":[{"date":"2025-08-25","action":"[直播-关注] <|living_begin|><s_a_1659><s_b_7342><s_c_2403>","logic":"兴趣触发：首次明确关注以《无畏契约》为核心内容的游戏直播，表现出对该游戏的初步兴趣。"},{"date":"2025-10-19","action":"[商品-购买] <|prod_begin|><s_a_8034><s_b_5974><s_c_3412>","logic":"兴趣物化：在持续关注游戏内容后，首次将虚拟兴趣转化为实体消费，购买了与游戏直接相关的周边商品“蝴蝶刀”，实现了从内容观赏到实物拥有的认知跃迁。"},{"date":"2026-01-25","action":"[商品-点击] <|prod_begin|><s_a_5431><s_b_5658><s_c_3477>","logic":"兴趣深化与拓展：在购买了标志性武器模型后，用户的消费兴趣进一步拓展到更具日常实用性的游戏标志性周边（钥匙扣），显示出兴趣的持续和深化。"},{"date":"2026-02-03","action":"[商品-购买] <|prod_begin|><s_a_513><s_b_5727><s_c_7269>","logic":"闭环与身份认同：消费行为从实体周边回归到游戏内的虚拟服务（购买人气/点赞），表明用户不仅满足于拥有实体纪念品，还追求在游戏社区内的身份认同和虚拟价值提升，形成了“内容消费-实体消费-虚拟消费”的完整闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-08-06】
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_7444><s_c_6318>
【2025-08-07】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3179><s_c_5236>
--:-- [商品-购买] <|prod_begin|><s_a_6606><s_b_6462><s_c_5785>
【2025-08-09】
--:-- [商品-购买] <|prod_begin|><s_a_7098><s_b_6454><s_c_7314>
【2025-08-10】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3037><s_c_6065>
【2025-08-12】
--:-- [商品-购买] <|prod_begin|><s_a_4174><s_b_7820><s_c_5212>
【2025-09-05】
--:-- [商品-购买] <|prod_begin|><s_a_2032><s_b_3924><s_c_1400>
--:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_3857><s_c_2249>
【2025-09-13】
--:-- [商品-购买] <|prod_begin|><s_a_750><s_b_6454><s_c_2668>
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_5637><s_c_5981>
【2025-10-09】
--:-- [商品-购买] <|prod_begin|><s_a_6195><s_b_2444><s_c_4610>
【2025-10-19】
--:-- [商品-购买] <|prod_begin|><s_a_4297><s_b_221><s_c_2766>
【2025-10-25】
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_573><s_c_1298>
【2025-11-01】
--:-- [商品-购买] <|prod_begin|><s_a_6796><s_b_5143><s_c_4519>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7216><s_c_178>
--:-- [商品-购买] <|prod_begin|><s_a_5044><s_b_7687><s_c_3818>
【2025-11-02】
--:-- [商品-购买] <|prod_begin|><s_a_623><s_b_5619><s_c_5405>
【2025-11-04】
--:-- [商品-购买] <|prod_begin|><s_a_3897><s_b_7912><s_c_2710>
--:-- [商品-购买] <|prod_begin|><s_a_6911><s_b_1899><s_c_5559>
【2025-11-28】
--:-- [商品-购买] <|prod_begin|><s_a_6055><s_b_4231><s_c_3543>
【2025-11-30】
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_2541><s_c_6072>
【2025-12-01】
--:-- [商品-购买] <|prod_begin|><s_a_7672><s_b_1964><s_c_3548>
【2025-12-06】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
【2025-12-15】
--:-- [商品-购买] <|prod_begin|><s_a_6617><s_b_5652><s_c_1205>
【2025-12-16】
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7604><s_c_1662>
【2025-12-20】
14:20 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5851>
19:59 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_5658>
20:26 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_3877>
22:00 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_4603>
【2025-12-21】
00:40 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_8032>
22:27 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_1614>
【2025-12-22】
03:54 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_47>
12:40 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2704>
20:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_3522>
【2025-12-23】
09:35 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
12:25 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4173><s_c_1935>
17:33 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_834>
20:42 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4647>
【2025-12-26】
--:-- [商品-购买] <|prod_begin|><s_a_5708><s_b_7672><s_c_2514>
22:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5061>
【2025-12-27】
22:26 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2438>
【2025-12-28】
01:48 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7566>
05:36 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7180><s_c_3047>
07:43 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3670>
12:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2148><s_c_3026>
21:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1129>
【2025-12-29】
03:36 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
03:36 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3475>
12:11 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
12:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_655>
14:00 [广告-点击] <|ad_begin|><s_a_3528><s_b_1141><s_c_5732>
23:00 [广告-点击] <|ad_begin|><s_a_5229><s_b_3278><s_c_6057>
23:53 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
23:53 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
【2025-12-30】
01:52 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2568>
01:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2568>
03:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6669>
03:56 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6669>
08:15 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_1125>
08:15 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_1125>
11:43 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
11:43 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
13:26 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_2756>
13:26 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2756>
【2025-12-31】
01:21 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6771>
01:21 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6771>
19:55 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
19:55 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
【2026-01-01】
00:15 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6771><s_c_141>
00:15 [广告-点击] <|ad_begin|><s_a_1393><s_b_6771><s_c_141>
22:19 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5776>
22:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5776>
22:59 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4879><s_c_1957>
22:59 [广告-点击] <|ad_begin|><s_a_655><s_b_4879><s_c_1957>
【2026-01-02】
00:43 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6156>
00:43 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6156>
03:59 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_2451><s_c_3349>
03:59 [广告-点击] <|ad_begin|><s_a_1393><s_b_2451><s_c_3349>
09:08 [广告-点击] <|ad_begin|><s_a_5960><s_b_7608><s_c_1957>
【2026-01-03】
09:00 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_7671>
09:00 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_7671>
【2026-01-04】
09:23 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
09:23 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
12:12 [广告-点击] <|ad_begin|><s_a_5998><s_b_7765><s_c_6583>
【2026-01-05】
11:34 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1368>
11:34 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1368>
--:-- [商品-购买] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
【2026-01-06】
00:54 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>
00:54 [广告-点击] <|ad_begin|><s_a_6275><s_b_3873><s_c_3191>
--:-- [商品-购买] <|prod_begin|><s_a_2601><s_b_3549><s_c_2374>
【2026-01-07】
14:01 [广告-点击] <|ad_begin|><s_a_395><s_b_104><s_c_6227>
【2026-01-08】
--:-- [商品-购买] <|prod_begin|><s_a_3065><s_b_376><s_c_4696>
【2026-01-09】
11:52 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
11:52 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1752>
12:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_3009><s_c_5563>
12:18 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5979>
【2026-01-10】
17:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
17:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
18:44 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
18:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5851>
【2026-01-11】
20:01 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5349>
20:01 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5349>
【2026-01-12】
04:23 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_581><s_c_1935>
04:23 [广告-点击] <|ad_begin|><s_a_1708><s_b_581><s_c_1935>
05:35 [广告-点击] <|ad_begin|><s_a_1474><s_b_2246><s_c_6390>
08:27 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_5851>
08:27 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_5851>
【2026-01-13】
02:20 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4032>
02:20 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4032>
03:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6900>
03:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6900>
13:17 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_416>
13:17 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_416>
【2026-01-14】
20:39 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7160>
20:39 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7160>
【2026-01-15】
07:53 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1>
07:53 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1>
08:21 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_2699>
【2026-01-16】
00:43 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
00:43 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
02:15 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_845>
06:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
06:52 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
07:39 [广告-点击] <|ad_begin|><s_a_1708><s_b_2221><s_c_4423>
【2026-01-17】
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_24><s_c_4481>
--:-- [商品-购买] <|prod_begin|><s_a_2668><s_b_1802><s_c_5008>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3230><s_c_2408>
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4771><s_c_6065>
【2026-01-18】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_6278>
--:-- [商品-购买] <|prod_begin|><s_a_1515><s_b_966><s_c_7491>
--:-- [商品-购买] <|prod_begin|><s_a_424><s_b_6454><s_c_4930>
【2026-01-21】
--:-- [商品-购买] <|prod_begin|><s_a_5312><s_b_2448><s_c_5347>
20:11 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_7165><s_c_5839>
20:12 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4033><s_c_6873>
20:24 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_7036><s_c_2756>
20:40 [视频-收藏/长播] <|video_begin|><s_a_50><s_b_3915><s_c_1719>
20:42 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_5511><s_c_1584>
【2026-01-22】
01:54 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_4460><s_c_2661>
04:47 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_4460><s_c_1009>
04:47 [视频-收藏/长播] <|video_begin|><s_a_8168><s_b_5369><s_c_2077>
04:51 [视频-收藏/长播] <|video_begin|><s_a_6542><s_b_966><s_c_5563>
07:14 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4134><s_c_4820>
07:37 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_966><s_c_6805>
22:29 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_6642><s_c_6065>
【2026-01-23】
05:07 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_6442><s_c_6559>
08:21 [视频-点赞/长播] <|video_begin|><s_a_4825><s_b_3189><s_c_4166>
08:40 [视频-收藏/长播] <|video_begin|><s_a_3767><s_b_1413><s_c_1009>
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_1392><s_c_5404>
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_2428><s_c_803>
20:17 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
20:57 [视频-收藏/长播] <|video_begin|><s_a_3958><s_b_4198><s_c_3770>
【2026-01-24】
00:28 [视频-收藏/长播] <|video_begin|><s_a_3113><s_b_1736><s_c_5563>
01:36 [视频-收藏/长播] <|video_begin|><s_a_1335><s_b_4134><s_c_1659>
02:36 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_4134><s_c_6215>
02:48 [视频-收藏/长播] <|video_begin|><s_a_6583><s_b_765><s_c_2661>
02:48 [视频-收藏/长播] <|video_begin|><s_a_4312><s_b_978><s_c_6869>
05:06 [视频-收藏/长播] <|video_begin|><s_a_7204><s_b_7030><s_c_5186>
05:08 [视频-收藏/长播] <|video_begin|><s_a_4785><s_b_5484><s_c_6355>
05:08 [视频-点赞/长播] <|video_begin|><s_a_6955><s_b_6782><s_c_7257>
05:52 [视频-收藏/长播] <|video_begin|><s_a_5019><s_b_479><s_c_104>
08:03 [视频-收藏/长播] <|video_begin|><s_a_506><s_b_1636><s_c_5563>
14:20 [视频-收藏/长播] <|video_begin|><s_a_6474><s_b_6924><s_c_6067>
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3206><s_c_7748>
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
--:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_7978>
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_961><s_c_2306>
--:-- [商品-购买] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
22:35 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
22:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
【2026-01-25】
13:26 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1614>
--:-- [商品-点击] <|prod_begin|><s_a_6617><s_b_329><s_c_356>
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
20:12 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4571><s_c_5563>
20:12 [广告-点击] <|ad_begin|><s_a_3308><s_b_4571><s_c_5563>
【2026-01-26】
19:32 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6879>
--:-- [商品-点击] <|prod_begin|><s_a_3837><s_b_6498><s_c_597>
--:-- [商品-点击] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_2428><s_c_4822>
--:-- [商品-购买] <|prod_begin|><s_a_1959><s_b_3549><s_c_7748>
20:39 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1206><s_c_4487>
20:39 [广告-点击] <|ad_begin|><s_a_1393><s_b_1206><s_c_4487>
【2026-01-27】
00:11 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_1557><s_c_4631>
02:59 [视频-评论/长播] <|video_begin|><s_a_5295><s_b_4134><s_c_793>
04:44 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_5511><s_c_6771>
04:44 [广告-点击] <|ad_begin|><s_a_6275><s_b_5511><s_c_6771>
06:39 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_7568>
06:39 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_7568>
11:41 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_7123><s_c_7806>
12:32 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_391>
--:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
22:13 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7534>
22:13 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7534>
【2026-01-28】
03:30 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7548>
03:30 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_7548>
05:23 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
05:23 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
06:18 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_4134><s_c_6954>
06:23 [视频-点赞/长播] <|video_begin|><s_a_3380><s_b_7665><s_c_7688>
07:46 [视频-收藏/长播] <|video_begin|><s_a_5695><s_b_4134><s_c_2370>
07:48 [视频-收藏/长播] <|video_begin|><s_a_2280><s_b_7036><s_c_1542>
08:00 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_697><s_c_4110>
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
23:32 [视频-收藏/长播] <|video_begin|><s_a_5048><s_b_4134><s_c_7738>
【2026-01-29】
04:11 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_7608><s_c_6915>
04:11 [广告-点击] <|ad_begin|><s_a_3308><s_b_7608><s_c_6915>
05:10 [视频-收藏/长播] <|video_begin|><s_a_5695><s_b_3549><s_c_6215>
06:19 [视频-点赞/长播] <|video_begin|><s_a_4785><s_b_197><s_c_842>
--:-- [商品-点击] <|prod_begin|><s_a_6177><s_b_164><s_c_4237>
20:57 [视频-收藏/长播] <|video_begin|><s_a_4030><s_b_4134><s_c_3878>
【2026-01-30】
01:30 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7718>
01:30 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7718>
05:02 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3501>
--:-- [商品-点击] <|prod_begin|><s_a_4781><s_b_7969><s_c_5018>
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_6426><s_c_1990>
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_6426><s_c_1990>
20:38 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3936>
20:52 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
20:52 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4479>
【2026-01-31】
01:34 [视频-收藏/长播] <|video_begin|><s_a_7662><s_b_4134><s_c_3401>
--:-- [商品-点击] <|prod_begin|><s_a_5025><s_b_7789><s_c_4451>
【2026-02-01】
00:02 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
00:02 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4060>
06:07 [视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>
06:29 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5633>
06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5633>
--:-- [商品-点击] <|prod_begin|><s_a_5014><s_b_5912><s_c_1502>
23:21 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
23:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_458><s_b_1740><s_c_4365>
【2026-02-02】
00:47 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_1935>
10:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_82>
10:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_82>
--:-- [商品-点击] <|prod_begin|><s_a_7764><s_b_3982><s_c_738>
--:-- [商品-点击] <|prod_begin|><s_a_7357><s_b_1557><s_c_5665>
23:25 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_3995>
23:25 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_3995>
【2026-02-03】
00:36 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3221>
01:04 [视频-收藏/长播] <|video_begin|><s_a_3311><s_b_4156><s_c_6177>
02:13 [视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>
02:39 [视频-收藏/长播] <|video_begin|><s_a_2252><s_b_7888><s_c_3283>
02:48 [视频-收藏/长播] <|video_begin|><s_a_3958><s_b_3832><s_c_2438>
03:56 [视频-收藏/长播] <|video_begin|><s_a_2979><s_b_7887><s_c_4631>
04:04 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5727><s_c_7289>
--:-- [商品-点击] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
--:-- [商品-点击] <|prod_begin|><s_a_2695><s_b_1505><s_c_3020>
--:-- [商品-点击] <|prod_begin|><s_a_4510><s_b_2056><s_c_7868>
--:-- [商品-点击] <|prod_begin|><s_a_2218><s_b_7878><s_c_2274>
--:-- [商品-点击] <|prod_begin|><s_a_3054><s_b_3015><s_c_4114>
--:-- [商品-点击] <|prod_begin|><s_a_7672><s_b_610><s_c_5150>
--:-- [商品-点击] <|prod_begin|><s_a_7910><s_b_3076><s_c_6749>
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
--:-- [商品-点击] <|prod_begin|><s_a_666><s_b_8121><s_c_4115>
--:-- [商品-点击] <|prod_begin|><s_a_5392><s_b_7887><s_c_4986>
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_7457><s_c_7908>
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
--:-- [商品-点击] <|prod_begin|><s_a_7672><s_b_2660><s_c_259>
--:-- [商品-点击] <|prod_begin|><s_a_2652><s_b_2889><s_c_223>
--:-- [商品-点击] <|prod_begin|><s_a_4454><s_b_5652><s_c_7018>
--:-- [商品-购买] <|prod_begin|><s_a_8075><s_b_5487><s_c_1102>
--:-- [商品-购买] <|prod_begin|><s_a_7910><s_b_3076><s_c_6749>
21:00 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_1127>
21:00 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_1127>
【2026-02-04】
02:05 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_1519><s_c_1179>
02:05 [广告-点击] <|ad_begin|><s_a_4403><s_b_1519><s_c_1179>
08:00 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
08:00 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
--:-- [商品-点击] <|prod_begin|><s_a_222><s_b_2175><s_c_3470>
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_6874><s_c_1038>
--:-- [商品-点击] <|prod_begin|><s_a_58><s_b_4092><s_c_2260>
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1025><s_c_3198>
19:40 [视频-点赞/长播] <|video_begin|><s_a_2979><s_b_5150><s_c_2465>
20:16 [视频-收藏/长播] <|video_begin|><s_a_1474><s_b_2419><s_c_2225>
【2026-02-05】
00:02 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_4939><s_c_851>
00:02 [视频-收藏/长播] <|video_begin|><s_a_668><s_b_1738><s_c_1906>
06:55 [视频-长播] <|video_begin|><s_a_1936><s_b_6708><s_c_4724>
06:58 [视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>
06:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_1240><s_b_4134><s_c_2647>
06:59 [视频-长播] <|video_begin|><s_a_1106><s_b_7390><s_c_4318>
06:59 [视频-长播] <|video_begin|><s_a_2135><s_b_4324><s_c_7754>
07:02 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_5510>
07:02 [视频-长播] <|video_begin|><s_a_5295><s_b_1413><s_c_8143>
07:02 [视频-关注/长播] <|video_begin|><s_a_2135><s_b_8179><s_c_1148>
07:07 [视频-长播] <|video_begin|><s_a_532><s_b_4134><s_c_1205>
07:13 [视频-长播] <|video_begin|><s_a_2135><s_b_594><s_c_4548>
07:18 [视频-长播] <|video_begin|><s_a_6508><s_b_4134><s_c_6215>
07:23 [视频-长播] <|video_begin|><s_a_6705><s_b_4134><s_c_1509>
07:25 [视频-长播] <|video_begin|><s_a_5564><s_b_990><s_c_2261>
07:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4291><s_c_1440>
07:31 [视频-长播] <|video_begin|><s_a_1409><s_b_3280><s_c_6038>
07:31 [视频-长播] <|video_begin|><s_a_7097><s_b_2828><s_c_6390>
07:31 [视频-长播] <|video_begin|><s_a_1335><s_b_4746><s_c_1306>
07:39 [视频-长播] <|video_begin|><s_a_2709><s_b_7493><s_c_1806>
07:39 [视频-长播] <|video_begin|><s_a_7893><s_b_3456><s_c_7315>
07:40 [视频-长播] <|video_begin|><s_a_2015><s_b_233><s_c_7602>
07:43 [视频-长播] <|video_begin|><s_a_6401><s_b_184><s_c_7840>
07:43 [视频-长播] <|video_begin|><s_a_532><s_b_2826><s_c_7119>
07:43 [视频-长播] <|video_begin|><s_a_6321><s_b_4134><s_c_143>
07:45 [视频-长播] <|video_begin|><s_a_2135><s_b_5238><s_c_6559>
07:51 [视频-长播] <|video_begin|><s_a_6401><s_b_6477><s_c_3709>
07:53 [视频-收藏/长播] <|video_begin|><s_a_2979><s_b_7933><s_c_4693>
07:55 [视频-长播] <|video_begin|><s_a_2898><s_b_7051><s_c_8183>
07:56 [视频-长播] <|video_begin|><s_a_4751><s_b_7028><s_c_6559>
08:00 [视频-长播] <|video_begin|><s_a_575><s_b_4893><s_c_6379>
08:00 [视频-长播] <|video_begin|><s_a_4623><s_b_2744><s_c_390>
08:02 [视频-长播] <|video_begin|><s_a_2562><s_b_4458><s_c_1935>
08:04 [视频-长播] <|video_begin|><s_a_2768><s_b_4944><s_c_7616>
08:04 [视频-长播] <|video_begin|><s_a_1276><s_b_7019><s_c_4355>
08:04 [视频-长播] <|video_begin|><s_a_842><s_b_5150><s_c_5407>
08:06 [视频-长播] <|video_begin|><s_a_1106><s_b_104><s_c_4423>
08:06 [视频-长播] <|video_begin|><s_a_6845><s_b_780><s_c_6442>
08:06 [视频-长播] <|video_begin|><s_a_7542><s_b_1497><s_c_3189>
08:47 [视频-长播] <|video_begin|><s_a_6492><s_b_438><s_c_4092>
12:01 [视频-长播] <|video_begin|><s_a_5295><s_b_876><s_c_6531>
12:04 [视频-长播] <|video_begin|><s_a_5452><s_b_4092><s_c_6215>
12:04 [视频-长播] <|video_begin|><s_a_6490><s_b_1822><s_c_5563>
12:07 [视频-长播] <|video_begin|><s_a_5295><s_b_6690><s_c_6601>
12:07 [视频-长播] <|video_begin|><s_a_5739><s_b_3915><s_c_5687>
12:07 [视频-长播] <|video_begin|><s_a_1335><s_b_4092><s_c_6871>
12:07 [视频-长播] <|video_begin|><s_a_5295><s_b_6690><s_c_3608>
12:07 [视频-长播] <|video_begin|><s_a_6955><s_b_5511><s_c_7234>
12:22 [视频-长播] <|video_begin|><s_a_1340><s_b_7665><s_c_2722>
12:22 [视频-长播] <|video_begin|><s_a_5568><s_b_6426><s_c_5674>
12:24 [视频-长播] <|video_begin|><s_a_2462><s_b_2956><s_c_5985>
12:24 [视频-长播] <|video_begin|><s_a_1464><s_b_4048><s_c_5563>
12:27 [视频-长播] <|video_begin|><s_a_5181><s_b_4092><s_c_6468>
12:27 [视频-长播] <|video_begin|><s_a_1335><s_b_2854><s_c_532>
12:27 [视频-长播] <|video_begin|><s_a_5602><s_b_4460><s_c_4200>
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身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 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 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
请根据以下主题提取行为逻辑链：
主题：从健康焦虑到精准化饮食管理的认知演化
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从健康焦虑到精准化饮食管理的认知演化",
"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":"从健康焦虑到精准化饮食管理的认知演化","events":[{"date":"2026-02-01","action":"[视频-浏览] <|video_begin|><s_a_1003><s_b_6782><s_c_118>","logic":"问题触发：通过浏览甲状腺术后康复视频，表现出对该健康问题的初步关注。"},{"date":"2026-02-03","action":"[视频-评论/长播] <|video_begin|><s_a_7771><s_b_4134><s_c_8005>","logic":"兴趣深化：从关注术后即时状态转向长期康复和生活方式管理，通过观看他人经验分享，寻求可行的实践路径。"},{"date":"2026-02-05","action":"[视频-长播] <|video_begin|><s_a_5695><s_b_1144><s_c_1428>","logic":"认知收敛与增量：从泛化的生活方式管理，聚焦到具体的营养素（硒）和食疗方案，完成了从“问题是什么”到“具体怎么做”的认知闭环，获得了明确的行动指导。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2024-06-08】
--:-- [商品-购买] <|prod_begin|><s_a_3550><s_b_1316><s_c_7534>
【2024-06-30】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_7024><s_c_7783>
【2024-07-17】
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_3734><s_c_7237>
【2024-08-20】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_44><s_c_4895>
【2024-08-31】
--:-- [商品-购买] <|prod_begin|><s_a_6983><s_b_6374><s_c_3745>
【2024-09-18】
--:-- [商品-购买] <|prod_begin|><s_a_6983><s_b_1679><s_c_6777>
【2024-10-20】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_2347><s_c_7726>
【2025-01-11】
--:-- [直播-关注] <|living_begin|><s_a_7074><s_b_1546><s_c_3096>
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_6234><s_c_1803>
【2025-01-16】
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6771><s_c_6278>
【2025-01-18】
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_7342><s_c_6278>
【2025-04-26】
--:-- [直播-关注] <|living_begin|><s_a_2240><s_b_3916><s_c_7675>
【2025-05-02】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_2221><s_c_4657>
【2025-07-20】
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_7878><s_c_6509>
【2025-07-28】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_1546><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_988><s_c_105>
--:-- [直播-首次打赏] <|living_begin|><s_a_7728><s_b_6771><s_c_7951>
【2025-08-02】
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_8002><s_c_677>
【2025-08-09】
--:-- [商品-点击] <|prod_begin|><s_a_5135><s_b_5499><s_c_1114>
【2025-08-17】
--:-- [商品-点击] <|prod_begin|><s_a_2412><s_b_2065><s_c_6779>
--:-- [商品-点击] <|prod_begin|><s_a_1851><s_b_108><s_c_1461>
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_108><s_c_7066>
【2025-09-17】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_8049><s_c_5839>
【2025-09-25】
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_3915><s_c_2513>
【2025-09-30】
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_5727><s_c_3914>
【2025-10-30】
--:-- [直播-关注] <|living_begin|><s_a_7074><s_b_6244><s_c_6153>
【2025-11-04】
--:-- [直播-关注] <|living_begin|><s_a_7728><s_b_7808><s_c_7951>
【2025-11-05】
--:-- [商品-点击] <|prod_begin|><s_a_3733><s_b_5302><s_c_2496>
--:-- [商品-购买] <|prod_begin|><s_a_3733><s_b_5302><s_c_2496>
【2025-11-21】
--:-- [商品-点击] <|prod_begin|><s_a_1515><s_b_347><s_c_2717>
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_7525><s_c_7395>
【2025-11-27】
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_2789><s_c_1644>
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_812><s_c_6712>
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_2021><s_c_5331>
--:-- [商品-点击] <|prod_begin|><s_a_3733><s_b_2811><s_c_2524>
--:-- [商品-点击] <|prod_begin|><s_a_1048><s_b_4532><s_c_5207>
--:-- [商品-点击] <|prod_begin|><s_a_1048><s_b_4532><s_c_5004>
--:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_812><s_c_6712>
【2025-11-28】
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_7132><s_c_2496>
--:-- [商品-点击] <|prod_begin|><s_a_7546><s_b_3335><s_c_1418>
【2025-11-29】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_4631>
【2025-12-04】
--:-- [商品-点击] <|prod_begin|><s_a_2877><s_b_724><s_c_2258>
--:-- [商品-点击] <|prod_begin|><s_a_2877><s_b_1448><s_c_2258>
【2025-12-05】
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_17><s_c_4531>
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5066><s_c_4181>
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5260><s_c_1741>
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2990><s_c_1061>
--:-- [商品-点击] <|prod_begin|><s_a_2877><s_b_7178><s_c_7178>
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_2990><s_c_1061>
--:-- [商品-购买] <|prod_begin|><s_a_2877><s_b_7178><s_c_7178>
【2025-12-07】
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_5302><s_c_4832>
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2649><s_c_1061>
--:-- [商品-点击] <|prod_begin|><s_a_1851><s_b_108><s_c_1461>
【2025-12-09】
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6771><s_c_7706>
【2025-12-10】
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_4613><s_c_5650>
【2025-12-13】
12:59 [广告-点击] <|ad_begin|><s_a_2505><s_b_4491><s_c_1321>
【2025-12-15】
--:-- [商品-点击] <|prod_begin|><s_a_3733><s_b_7232><s_c_3887>
--:-- [商品-点击] <|prod_begin|><s_a_2000><s_b_2376><s_c_1775>
【2025-12-16】
--:-- [商品-点击] <|prod_begin|><s_a_6993><s_b_17><s_c_4531>
【2025-12-19】
10:22 [广告-点击] <|ad_begin|><s_a_153><s_b_848><s_c_1935>
【2025-12-20】
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_5727><s_c_4467>
06:35 [广告-点击] <|ad_begin|><s_a_5048><s_b_4996><s_c_1614>
【2025-12-21】
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5002><s_c_6173>
【2025-12-25】
07:28 [广告-点击] <|ad_begin|><s_a_7479><s_b_8151><s_c_2679>
--:-- [商品-点击] <|prod_begin|><s_a_8034><s_b_5717><s_c_6437>
--:-- [商品-点击] <|prod_begin|><s_a_7863><s_b_729><s_c_1282>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1679><s_c_5845>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_4538><s_c_3530>
--:-- [商品-点击] <|prod_begin|><s_a_525><s_b_1407><s_c_1407>
--:-- [商品-点击] <|prod_begin|><s_a_525><s_b_1407><s_c_1407>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1046><s_c_2531>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_5565><s_c_968>
--:-- [商品-购买] <|prod_begin|><s_a_1407><s_b_1407><s_c_1407>
18:24 [广告-点击] <|ad_begin|><s_a_1351><s_b_3589><s_c_4611>
【2025-12-26】
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7580><s_c_1131>
【2025-12-27】
05:40 [广告-点击] <|ad_begin|><s_a_472><s_b_4932><s_c_3501>
18:09 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_2647>
【2025-12-29】
15:45 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_4603>
16:07 [广告-点击] <|ad_begin|><s_a_2505><s_b_4491><s_c_1321>
【2025-12-31】
19:29 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_4060>
19:31 [广告-点击] <|ad_begin|><s_a_655><s_b_6051><s_c_4636>
【2026-01-01】
14:10 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_4373>
19:19 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_1178>
【2026-01-02】
--:-- [直播-首次打赏] <|living_begin|><s_a_5803><s_b_1469><s_c_4467>
14:52 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_5621>
【2026-01-06】
05:16 [广告-点击] <|ad_begin|><s_a_6219><s_b_6924><s_c_1659>
【2026-01-08】
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1144><s_c_5273>
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_288><s_c_4748>
14:05 [广告-点击] <|ad_begin|><s_a_143><s_b_1119><s_c_6557>
14:44 [广告-点击] <|ad_begin|><s_a_5687><s_b_2485><s_c_4859>
19:34 [广告-点击] <|ad_begin|><s_a_759><s_b_5044><s_c_2643>
19:45 [广告-点击] <|ad_begin|><s_a_5687><s_b_57><s_c_3207>
20:05 [广告-点击] <|ad_begin|><s_a_4258><s_b_1206><s_c_2646>
【2026-01-10】
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_5757><s_c_4467>
07:03 [广告-点击] <|ad_begin|><s_a_2505><s_b_3132><s_c_1741>
16:44 [广告-点击] <|ad_begin|><s_a_5910><s_b_4213><s_c_4467>
【2026-01-11】
19:47 [广告-点击] <|ad_begin|><s_a_5910><s_b_7214><s_c_1708>
【2026-01-12】
10:50 [广告-点击] <|ad_begin|><s_a_1383><s_b_7525><s_c_8037>
【2026-01-13】
04:38 [广告-点击] <|ad_begin|><s_a_5687><s_b_5268><s_c_5186>
【2026-01-14】
19:29 [广告-点击] <|ad_begin|><s_a_5687><s_b_57><s_c_3207>
【2026-01-16】
17:40 [广告-点击] <|ad_begin|><s_a_5910><s_b_1411><s_c_1708>
21:13 [广告-点击] <|ad_begin|><s_a_5910><s_b_7214><s_c_1708>
【2026-01-17】
16:43 [广告-点击] <|ad_begin|><s_a_5910><s_b_4213><s_c_4467>
【2026-01-18】
12:01 [广告-点击] <|ad_begin|><s_a_7039><s_b_4702><s_c_2398>
20:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2799><s_c_1111>
20:08 [广告-点击] <|ad_begin|><s_a_2817><s_b_2799><s_c_1111>
【2026-01-19】
--:-- [商品-点击] <|prod_begin|><s_a_7618><s_b_266><s_c_2887>
10:08 [广告-点击] <|ad_begin|><s_a_1584><s_b_4932><s_c_4636>
【2026-01-20】
06:05 [广告-点击] <|ad_begin|><s_a_5910><s_b_1411><s_c_1708>
10:16 [广告-点击] <|ad_begin|><s_a_2899><s_b_7762><s_c_7267>
【2026-01-21】
07:32 [广告-点击] <|ad_begin|><s_a_8143><s_b_513><s_c_2509>
09:46 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
16:03 [视频-评论/点赞/长播] <|video_begin|><s_a_1584><s_b_713><s_c_3317>
19:42 [视频-评论/收藏/长播] <|video_begin|><s_a_5417><s_b_8049><s_c_3777>
【2026-01-22】
--:-- [直播-关注] <|living_begin|><s_a_726><s_b_5727><s_c_6278>
01:06 [视频-收藏/长播] <|video_begin|><s_a_6329><s_b_7381><s_c_7141>
01:46 [视频-收藏/长播] <|video_begin|><s_a_8164><s_b_6771><s_c_5687>
03:49 [视频-评论/点赞/长播] <|video_begin|><s_a_3935><s_b_935><s_c_3261>
03:49 [视频-关注/点赞/长播] <|video_begin|><s_a_4795><s_b_4092><s_c_7899>
17:38 [视频-收藏/长播] <|video_begin|><s_a_7038><s_b_6006><s_c_1170>
17:49 [广告-点击] <|ad_begin|><s_a_1985><s_b_3504><s_c_1332>
21:57 [视频-收藏/长播] <|video_begin|><s_a_5417><s_b_6261><s_c_2696>
23:37 [视频-评论/点赞/长播] <|video_begin|><s_a_1985><s_b_7261><s_c_25>
【2026-01-23】
00:29 [视频-转发/长播] <|video_begin|><s_a_5417><s_b_1799><s_c_7211>
00:36 [视频-转发/点赞/长播] <|video_begin|><s_a_4284><s_b_451><s_c_4595>
02:50 [广告-点击] <|ad_begin|><s_a_4858><s_b_1212><s_c_1616>
04:21 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_4915><s_c_5162>
13:19 [视频-评论/点赞/长播] <|video_begin|><s_a_5417><s_b_5175><s_c_1148>
【2026-01-25】
02:49 [视频-收藏/长播] <|video_begin|><s_a_7460><s_b_935><s_c_5807>
04:47 [视频-评论/点赞/长播] <|video_begin|><s_a_4016><s_b_6379><s_c_3016>
05:04 [视频-收藏/长播] <|video_begin|><s_a_5417><s_b_665><s_c_6513>
15:23 [视频-评论/点赞/长播] <|video_begin|><s_a_4963><s_b_4477><s_c_7839>
15:42 [视频-收藏/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_7326>
【2026-01-26】
03:21 [视频-评论/点赞/长播] <|video_begin|><s_a_4667><s_b_6519><s_c_8123>
05:34 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_713><s_c_1591>
07:25 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_5511><s_c_7548>
13:55 [视频-转发/长播] <|video_begin|><s_a_2015><s_b_1799><s_c_141>
15:02 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_5454><s_c_359>
15:39 [视频-评论/长播] <|video_begin|><s_a_7074><s_b_7497><s_c_5600>
15:39 [视频-评论/长播] <|video_begin|><s_a_8113><s_b_6519><s_c_7268>
16:52 [视频-点赞/长播] <|video_begin|><s_a_3555><s_b_2419><s_c_6278>
17:16 [视频-转发/收藏/长播] <|video_begin|><s_a_5181><s_b_980><s_c_2530>
【2026-01-27】
10:43 [视频-点赞/长播] <|video_begin|><s_a_5452><s_b_839><s_c_3998>
10:48 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_25><s_c_8151>
13:56 [视频-评论/点赞/长播] <|video_begin|><s_a_116><s_b_6261><s_c_6150>
16:11 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_5815><s_c_5115>
16:14 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_5489><s_c_4405>
16:25 [视频-评论/点赞/长播] <|video_begin|><s_a_5903><s_b_5489><s_c_7456>
16:50 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_988><s_c_141>
16:50 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_1141><s_c_3026>
18:34 [广告-点击] <|ad_begin|><s_a_3544><s_b_1822><s_c_5807>
23:30 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_2799><s_c_1614>
23:30 [视频-收藏/长播] <|video_begin|><s_a_6704><s_b_6234><s_c_5576>
【2026-01-28】
00:03 [视频-评论/长播] <|video_begin|><s_a_2899><s_b_3633><s_c_1322>
01:03 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_6467><s_c_1004>
01:17 [视频-关注/点赞/长播] <|video_begin|><s_a_1911><s_b_5616><s_c_6976>
01:29 [视频-点赞/长播] <|video_begin|><s_a_2162><s_b_6311><s_c_1776>
01:36 [广告-点击] <|ad_begin|><s_a_1923><s_b_1232><s_c_7880>
06:30 [视频-评论/长播] <|video_begin|><s_a_4741><s_b_56><s_c_853>
06:55 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_6442><s_c_3207>
06:55 [视频-点赞/长播] <|video_begin|><s_a_4540><s_b_1596><s_c_5162>
07:02 [视频-转发/长播] <|video_begin|><s_a_5903><s_b_1699><s_c_6067>
07:25 [视频-评论/长播] <|video_begin|><s_a_16><s_b_6467><s_c_853>
07:33 [视频-评论/长播] <|video_begin|><s_a_16><s_b_1527><s_c_4603>
08:01 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_7959><s_c_5227>
08:04 [视频-评论/长播] <|video_begin|><s_a_6594><s_b_2789><s_c_1111>
08:15 [视频-点赞/长播] <|video_begin|><s_a_4312><s_b_3826><s_c_141>
08:33 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_4432><s_c_7615>
08:58 [视频-评论/长播] <|video_begin|><s_a_6503><s_b_3302><s_c_3606>
08:58 [视频-点赞/长播] <|video_begin|><s_a_1318><s_b_2333><s_c_5467>
09:43 [视频-评论/长播] <|video_begin|><s_a_8127><s_b_2963><s_c_5965>
10:02 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_3185><s_c_5944>
10:20 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_1107><s_c_5413>
10:22 [视频-点赞/长播] <|video_begin|><s_a_759><s_b_353><s_c_1295>
10:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3766><s_b_5885><s_c_6067>
10:43 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_8150><s_c_6416>
10:43 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_6261><s_c_3725>
11:01 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_1184><s_c_6390>
11:29 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_2530>
15:17 [视频-评论/点赞/长播] <|video_begin|><s_a_5991><s_b_4432><s_c_4543>
15:41 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_4186>
23:04 [视频-评论/长播] <|video_begin|><s_a_5555><s_b_1184><s_c_7548>
23:13 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_2485><s_c_1118>
23:18 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7608><s_c_6278>
23:18 [视频-收藏/长播] <|video_begin|><s_a_2067><s_b_3059><s_c_7934>
23:20 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_7858><s_c_4373>
【2026-01-29】
01:34 [视频-评论/长播] <|video_begin|><s_a_5555><s_b_2203><s_c_4851>
01:34 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6727><s_c_8037>
07:00 [视频-评论/长播] <|video_begin|><s_a_472><s_b_7525><s_c_6919>
07:00 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_2549><s_c_4200>
--:-- [商品-点击] <|prod_begin|><s_a_2389><s_b_988><s_c_7937>
10:40 [视频-点赞/长播] <|video_begin|><s_a_5417><s_b_6973><s_c_6535>
10:55 [视频-评论/长播] <|video_begin|><s_a_701><s_b_2687><s_c_1225>
11:15 [视频-评论/长播] <|video_begin|><s_a_7984><s_b_7184><s_c_5162>
11:15 [视频-评论/长播] <|video_begin|><s_a_3608><s_b_4041><s_c_1352>
13:04 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_5269><s_c_2475>
13:04 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1527><s_c_899>
15:36 [视频-评论/点赞/长播] <|video_begin|><s_a_5417><s_b_7261><s_c_2530>
15:42 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_946><s_c_513>
18:04 [视频-浏览] <|video_begin|><s_a_562><s_b_6033><s_c_831>
19:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_1911><s_b_3552><s_c_1708>
19:31 [视频-评论/长播] <|video_begin|><s_a_5181><s_b_7514><s_c_4074>
20:22 [视频-点赞/长播] <|video_begin|><s_a_3539><s_b_5042><s_c_286>
21:53 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_6123><s_c_7899>
【2026-01-30】
--:-- [商品-点击] <|prod_begin|><s_a_7397><s_b_3594><s_c_2235>
12:29 [视频-评论/长播] <|video_begin|><s_a_1509><s_b_6234><s_c_7619>
13:08 [视频-评论/长播] <|video_begin|><s_a_6219><s_b_713><s_c_1935>
13:27 [视频-评论/长播] <|video_begin|><s_a_1659><s_b_6234><s_c_6659>
13:27 [视频-评论/长播] <|video_begin|><s_a_274><s_b_679><s_c_5749>
18:58 [视频-评论/收藏/长播] <|video_begin|><s_a_3300><s_b_5727><s_c_3001>
19:49 [视频-评论/长播] <|video_begin|><s_a_5181><s_b_1952><s_c_1708>
21:35 [视频-评论/收藏/长播] <|video_begin|><s_a_5417><s_b_7888><s_c_6278>
21:46 [视频-评论/长播] <|video_begin|><s_a_8164><s_b_3656><s_c_7616>
21:50 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_57><s_c_1752>
【2026-01-31】
01:10 [视频-评论/点赞/长播] <|video_begin|><s_a_5446><s_b_5668><s_c_5881>
01:10 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_3589><s_c_7211>
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7953><s_c_5589>
15:52 [视频-点赞/长播] <|video_begin|><s_a_4185><s_b_6771><s_c_3406>
15:52 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_5926><s_c_907>
18:40 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_724><s_c_5988>
20:57 [视频-评论/长播] <|video_begin|><s_a_2051><s_b_2799><s_c_5576>
【2026-02-01】
14:04 [视频-评论/长播] <|video_begin|><s_a_3384><s_b_3831><s_c_4454>
15:52 [视频-点赞/长播] <|video_begin|><s_a_4531><s_b_6771><s_c_516>
17:18 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_7676>
19:06 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_6234><s_c_7315>
19:15 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_5489><s_c_5563>
【2026-02-02】
03:41 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_2789><s_c_141>
03:41 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_4932><s_c_7616>
03:52 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_620><s_c_6156>
07:15 [视频-评论/点赞/长播] <|video_begin|><s_a_1985><s_b_2289><s_c_6278>
07:24 [视频-评论/点赞/长播] <|video_begin|><s_a_4963><s_b_3589><s_c_6561>
07:28 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_3827><s_c_1542>
07:32 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_6006><s_c_7267>
07:40 [视频-评论/长播] <|video_begin|><s_a_7324><s_b_4259><s_c_7635>
07:59 [视频-评论/长播] <|video_begin|><s_a_5417><s_b_6442><s_c_2530>
08:21 [视频-点赞/长播] <|video_begin|><s_a_4963><s_b_4293><s_c_7754>
08:47 [视频-评论/长播] <|video_begin|><s_a_4963><s_b_4324><s_c_5677>
13:23 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_7342><s_c_7096>
13:28 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_6379><s_c_1935>
16:08 [视频-浏览] <|video_begin|><s_a_4963><s_b_4059><s_c_7065>
16:10 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_594><s_c_7073>
16:25 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_2497><s_c_3552>
17:05 [视频-评论/长播] <|video_begin|><s_a_6665><s_b_3506><s_c_1019>
17:09 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6771><s_c_987>
17:10 [视频-评论/长播] <|video_begin|><s_a_7328><s_b_6771><s_c_7958>
【2026-02-03】
04:45 [视频-评论/长播] <|video_begin|><s_a_7774><s_b_2817><s_c_958>
08:53 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_4000><s_c_495>
09:07 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_2789><s_c_1659>
09:29 [视频-评论/长播] <|video_begin|><s_a_5417><s_b_6973><s_c_7840>
09:36 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4915><s_c_7420>
11:47 [视频-长播] <|video_begin|><s_a_4963><s_b_1089><s_c_6227>
11:55 [视频-长播] <|video_begin|><s_a_2899><s_b_1141><s_c_539>
11:55 [视频-长播] <|video_begin|><s_a_5632><s_b_6379><s_c_7211>
11:57 [视频-长播] <|video_begin|><s_a_2364><s_b_5926><s_c_4872>
13:02 [视频-长播] <|video_begin|><s_a_8113><s_b_5582><s_c_1510>
13:02 [视频-长播] <|video_begin|><s_a_2015><s_b_6442><s_c_236>
13:02 [视频-长播] <|video_begin|><s_a_4032><s_b_1892><s_c_5061>
13:02 [视频-长播] <|video_begin|><s_a_4032><s_b_6771><s_c_2173>
13:08 [视频-长播] <|video_begin|><s_a_7385><s_b_1799><s_c_6583>
13:08 [视频-长播] <|video_begin|><s_a_4032><s_b_57><s_c_1659>
13:08 [视频-评论/长播] <|video_begin|><s_a_2587><s_b_3961><s_c_3041>
16:07 [广告-点击] <|ad_begin|><s_a_2899><s_b_1369><s_c_5621>
19:52 [视频-长播] <|video_begin|><s_a_5023><s_b_3185><s_c_6178>
19:52 [视频-长播] <|video_begin|><s_a_5295><s_b_7333><s_c_2531>
20:13 [视频-点赞/长播] <|video_begin|><s_a_1985><s_b_6234><s_c_471>
20:41 [视频-评论/长播] <|video_begin|><s_a_2207><s_b_3636><s_c_7211>
21:04 [视频-评论/点赞/长播] <|video_begin|><s_a_3608><s_b_727><s_c_6278>
21:09 [视频-长播] <|video_begin|><s_a_7542><s_b_4010><s_c_5874>
21:09 [视频-评论/长播] <|video_begin|><s_a_1985><s_b_5106><s_c_3344>
22:14 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_47>
22:29 [视频-评论/长播] <|video_begin|><s_a_16><s_b_5961><s_c_6950>
22:29 [视频-收藏/长播] <|video_begin|><s_a_231><s_b_4120><s_c_3781>
22:40 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_7342><s_c_3016>
22:40 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_6278>
23:19 [视频-长播] <|video_begin|><s_a_590><s_b_6234><s_c_5823>
23:19 [视频-长播] <|video_begin|><s_a_2578><s_b_724><s_c_1935>
【2026-02-04】
07:44 [视频-长播] <|video_begin|><s_a_8113><s_b_4915><s_c_7420>
09:45 [视频-长播] <|video_begin|><s_a_5417><s_b_5474><s_c_3648>
09:50 [视频-长播] <|video_begin|><s_a_5507><s_b_56><s_c_6278>
13:30 [视频-长播] <|video_begin|><s_a_1985><s_b_5511><s_c_5162>
13:30 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_4491><s_c_6275>
13:30 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_7894><s_c_2766>
13:44 [视频-长播] <|video_begin|><s_a_4625><s_b_6495><s_c_6278>
13:44 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_6436><s_c_6222>
17:58 [视频-长播] <|video_begin|><s_a_5417><s_b_5511><s_c_4263>
18:10 [视频-评论/点赞/长播] <|video_begin|><s_a_5988><s_b_927><s_c_2957>
21:10 [视频-长播] <|video_begin|><s_a_3935><s_b_2963><s_c_3703>
21:14 [视频-长播] <|video_begin|><s_a_4032><s_b_2221><s_c_428>
21:20 [视频-长播] <|video_begin|><s_a_3818><s_b_7024><s_c_4580>
21:20 [视频-长播] <|video_begin|><s_a_2015><s_b_1940><s_c_7365>
21:27 [视频-长播] <|video_begin|><s_a_4963><s_b_7181><s_c_8028>
21:27 [视频-长播] <|video_begin|><s_a_4825><s_b_6690><s_c_5737>
21:46 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_6771><s_c_5988>
21:54 [视频-长播] <|video_begin|><s_a_5903><s_b_6234><s_c_1946>
21:54 [视频-长播] <|video_begin|><s_a_5058><s_b_5961><s_c_4842>
21:57 [视频-长播] <|video_begin|><s_a_3300><s_b_6771><s_c_2403>
22:03 [视频-长播] <|video_begin|><s_a_4284><s_b_713><s_c_6222>
22:12 [视频-长播] <|video_begin|><s_a_5023><s_b_6532><s_c_6419>
22:12 [视频-长播] <|video_begin|><s_a_5417><s_b_6234><s_c_7566>
22:16 [视频-长播] <|video_begin|><s_a_3062><s_b_6771><s_c_5793>
22:34 [视频-长播] <|video_begin|><s_a_6510><s_b_575><s_c_4605>
22:34 [视频-长播] <|video_begin|><s_a_7312><s_b_1572><s_c_2309>
22:37 [视频-长播] <|video_begin|><s_a_7586><s_b_6234><s_c_4858>
22:44 [视频-长播] <|video_begin|><s_a_16><s_b_6771><s_c_47>
22:49 [视频-长播] <|video_begin|><s_a_7038><s_b_7498><s_c_7622>
【2026-02-05】
07:45 [视频-长播] <|video_begin|><s_a_1985><s_b_5908><s_c_6278>
07:48 [视频-长播] <|video_begin|><s_a_2899><s_b_7608><s_c_2262>
08:55 [视频-长播] <|video_begin|><s_a_8113><s_b_699><s_c_7268>
08:55 [视频-长播] <|video_begin|><s_a_1985><s_b_7381><s_c_2957>
08:55 [视频-长播] <|video_begin|><s_a_8113><s_b_4915><s_c_4636>
13:23 [视频-长播] <|video_begin|><s_a_1985><s_b_3004><s_c_465>
13:23 [视频-长播] <|video_begin|><s_a_3062><s_b_6379><s_c_2568>
13:34 [视频-长播] <|video_begin|><s_a_5417><s_b_2927><s_c_6561>
13:34 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_7381><s_c_7683>
13:36 [视频-长播] <|video_begin|><s_a_8164><s_b_7342><s_c_2335>
13:39 [视频-长播] <|video_begin|><s_a_5023><s_b_6045><s_c_4548>
13:39 [视频-长播] <|video_begin|><s_a_447><s_b_5714><s_c_6385>
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：从有线外设到无线解决方案的体验优化
输出格式要求：输出必须且仅为包含 SID 的 JSON 数组，绝对不要输出任何额外的解释、提示或格式化外的文字。
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
<|im_start|>assistant
["<|living_begin|><s_a_7074><s_b_1546><s_c_3096>","<|living_begin|><s_a_1659><s_b_6234><s_c_1803>","<|living_begin|><s_a_6640><s_b_6771><s_c_6278>","<|living_begin|><s_a_5946><s_b_7342><s_c_6278>","<|living_begin|><s_a_1659><s_b_2221><s_c_4657>","<|living_begin|><s_a_5946><s_b_7878><s_c_6509>","<|living_begin|><s_a_1659><s_b_1546><s_c_6278>","<|living_begin|><s_a_7728><s_b_6771><s_c_7951>","<|living_begin|><s_a_1659><s_b_8002><s_c_677>","<|living_begin|><s_a_7074><s_b_6244><s_c_6153>","<|living_begin|><s_a_7728><s_b_7808><s_c_7951>","<|prod_begin|><s_a_3733><s_b_5302><s_c_2496>","<|prod_begin|><s_a_3158><s_b_2789><s_c_1644>","<|prod_begin|><s_a_2686><s_b_812><s_c_6712>","<|prod_begin|><s_a_2686><s_b_2021><s_c_5331>","<|prod_begin|><s_a_3733><s_b_2811><s_c_2524>","<|prod_begin|><s_a_1048><s_b_4532><s_c_5207>","<|prod_begin|><s_a_1048><s_b_4532><s_c_5004>","<|prod_begin|><s_a_3158><s_b_7132><s_c_2496>","<|prod_begin|><s_a_7546><s_b_3335><s_c_1418>","<|prod_begin|><s_a_3733><s_b_7232><s_c_3887>","<|living_begin|><s_a_5946><s_b_5727><s_c_4467>","<|prod_begin|><s_a_513><s_b_1144><s_c_5273>","<|living_begin|><s_a_5946><s_b_5757><s_c_4467>","<|living_begin|><s_a_726><s_b_5727><s_c_6278>","<|video_begin|><s_a_8164><s_b_6771><s_c_5687>","<|video_begin|><s_a_3062><s_b_4915><s_c_5162>","<|video_begin|><s_a_5417><s_b_5175><s_c_1148>","<|video_begin|><s_a_5417><s_b_665><s_c_6513>","<|video_begin|><s_a_5555><s_b_7608><s_c_7326>","<|video_begin|><s_a_7074><s_b_7497><s_c_5600>","<|video_begin|><s_a_6503><s_b_3302><s_c_3606>","<|video_begin|><s_a_3062><s_b_6727><s_c_8037>","<|video_begin|><s_a_5555><s_b_724><s_c_5988>","<|video_begin|><s_a_4531><s_b_6771><s_c_516>","<|video_begin|><s_a_3062><s_b_620><s_c_6156>","<|video_begin|><s_a_1985><s_b_5106><s_c_3344>","<|video_begin|><s_a_1985><s_b_5511><s_c_5162>","<|video_begin|><s_a_5988><s_b_7894><s_c_2766>","<|video_begin|><s_a_5988><s_b_6771><s_c_5988>","<|video_begin|><s_a_3300><s_b_6771><s_c_2403>","<|video_begin|><s_a_3062><s_b_6771><s_c_5793>"]<|im_end|>
<|im_start|>user
【用户交互历史】：
【2022-09-19】
--:-- [商品-购买] <|prod_begin|><s_a_1030><s_b_2918><s_c_2883>
【2022-10-04】
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_6776><s_c_7486>
【2022-10-16】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6776><s_c_354>
【2022-12-01】
--:-- [商品-购买] <|prod_begin|><s_a_2798><s_b_2448><s_c_1156>
【2023-03-28】
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_3702><s_c_7605>
【2023-04-01】
--:-- [商品-购买] <|prod_begin|><s_a_1030><s_b_441><s_c_6628>
【2023-04-09】
--:-- [商品-购买] <|prod_begin|><s_a_7800><s_b_843><s_c_469>
【2023-04-17】
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_6498><s_c_5347>
【2023-06-26】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5904><s_c_3317>
【2023-07-08】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_2497><s_c_2887>
【2023-07-28】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5974><s_c_3317>
【2023-08-03】
--:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_1926><s_c_8024>
【2023-08-26】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_2918><s_c_3995>
【2023-09-01】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_3284><s_c_1285>
【2023-12-18】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_147><s_c_3317>
【2024-01-09】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_713><s_c_2895>
【2024-02-13】
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_5786><s_c_6735>
【2024-03-10】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5904><s_c_5514>
【2024-04-01】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5699><s_c_2895>
【2024-05-19】
--:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_647><s_c_127>
【2024-05-25】
--:-- [商品-购买] <|prod_begin|><s_a_5463><s_b_4743><s_c_70>
【2024-05-26】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_453><s_c_1566>
【2024-06-24】
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_3422><s_c_6385>
【2024-06-30】
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1395><s_c_6653>
【2024-07-02】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4562><s_c_486>
【2024-07-06】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_326><s_c_3187>
【2024-08-17】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_326><s_c_3187>
【2024-10-08】
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
【2024-10-30】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2498><s_c_6653>
【2024-11-20】
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2533><s_c_2533>
【2025-01-02】
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_1966><s_c_5144>
【2025-01-23】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
【2025-02-26】
--:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
【2025-03-04】
--:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>
【2025-03-05】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_557>
【2025-03-10】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7971><s_c_2165>
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
【2025-03-12】
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_838>
【2025-03-19】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7616>
【2025-03-27】
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-03-31】
--:-- [直播-关注] <|living_begin|><s_a_3388><s_b_6973><s_c_4859>
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
【2025-04-16】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_4053>
【2025-04-17】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3498>
【2025-04-18】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2403>
【2025-04-19】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
【2025-05-03】
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-05-11】
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_1792>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_3995>
【2025-05-12】
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_1792>
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6435><s_c_3528>
--:-- [商品-点击] <|prod_begin|><s_a_4323><s_b_7454><s_c_233>
--:-- [商品-点击] <|prod_begin|><s_a_3495><s_b_4916><s_c_1457>
【2025-05-14】
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5081><s_c_6035>
【2025-05-24】
--:-- [商品-点击] <|prod_begin|><s_a_7196><s_b_5455><s_c_2255>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5081><s_c_6035>
【2025-05-25】
--:-- [商品-点击] <|prod_begin|><s_a_8129><s_b_7576><s_c_1806>
【2025-05-31】
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_7200><s_c_4986>
【2025-06-03】
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1407><s_c_8036>
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_5375><s_c_8057>
【2025-06-17】
--:-- [直播-关注] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
【2025-06-21】
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5719><s_c_7506>
【2025-06-23】
--:-- [商品-点击] <|prod_begin|><s_a_8007><s_b_6906><s_c_5347>
【2025-06-24】
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_8007><s_c_8099>
【2025-06-30】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_5384><s_c_4519>
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6194><s_c_3692>
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6194><s_c_3692>
【2025-07-01】
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_1523><s_c_1272>
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>
【2025-07-12】
--:-- [商品-点击] <|prod_begin|><s_a_2331><s_b_132><s_c_1884>
【2025-07-16】
--:-- [商品-点击] <|prod_begin|><s_a_3737><s_b_1191><s_c_6479>
【2025-07-19】
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5940><s_c_4393>
【2025-07-21】
--:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_1282><s_c_2253>
【2025-07-25】
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3206><s_c_5087>
【2025-08-09】
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_370><s_c_6005>
【2025-08-10】
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
【2025-08-24】
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7216><s_c_4809>
【2025-08-30】
--:-- [商品-点击] <|prod_begin|><s_a_3><s_b_8134><s_c_1089>
【2025-08-31】
--:-- [商品-点击] <|prod_begin|><s_a_6992><s_b_6489><s_c_5513>
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_6489><s_c_5513>
【2025-09-08】
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_1690><s_c_7366>
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_147><s_c_3364>
【2025-09-10】
--:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_4069><s_c_7048>
【2025-09-11】
--:-- [商品-点击] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
【2025-09-14】
--:-- [商品-点击] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
--:-- [商品-购买] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
【2025-10-01】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_677>
【2025-10-29】
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5571><s_c_1183>
【2025-11-01】
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
【2025-12-11】
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
--:-- [商品-点击] <|prod_begin|><s_a_6992><s_b_1984><s_c_812>
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
【2025-12-29】
01:21 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1566>
【2025-12-31】
23:10 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7874>
【2026-01-01】
20:46 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4375><s_c_2967>
【2026-01-02】
12:09 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_8096>
【2026-01-03】
10:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_404><s_c_5563>
【2026-01-05】
01:10 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
【2026-01-08】
17:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1642><s_c_6659>
【2026-01-09】
01:08 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
05:26 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_5511><s_c_3198>
11:22 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
【2026-01-11】
12:22 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_4932>
【2026-01-12】
00:13 [广告-深度转化] <|ad_begin|><s_a_923><s_b_206><s_c_7420>
00:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3614><s_c_7599>
04:53 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_6900>
【2026-01-13】
01:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_6686>
01:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_6686>
04:58 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2934>
04:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2934>
08:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
08:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
【2026-01-14】
13:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
13:37 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
【2026-01-15】
09:03 [广告-点击] <|ad_begin|><s_a_5687><s_b_3314><s_c_88>
12:56 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
12:56 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
【2026-01-16】
00:30 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6597>
04:42 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
04:42 [广告-点击] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
06:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_5061>
10:52 [广告-点击] <|ad_begin|><s_a_1608><s_b_5370><s_c_4636>
11:27 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_7342><s_c_286>
11:27 [广告-点击] <|ad_begin|><s_a_3578><s_b_7342><s_c_286>
12:05 [广告-点击] <|ad_begin|><s_a_491><s_b_7180><s_c_5294>
【2026-01-17】
10:56 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
10:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
11:16 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_3363>
11:16 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_3363>
12:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5119><s_c_1649>
12:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_5119><s_c_1649>
【2026-01-18】
21:45 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
21:45 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
【2026-01-19】
01:01 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1110>
01:01 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1110>
05:14 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_2599>
05:14 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_2599>
06:49 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_7261><s_c_4479>
06:49 [广告-点击] <|ad_begin|><s_a_6577><s_b_7261><s_c_4479>
12:08 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
12:08 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
【2026-01-20】
13:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5486>
【2026-01-21】
00:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
00:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
04:09 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
04:09 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
04:22 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2095><s_c_3026>
04:22 [广告-点击] <|ad_begin|><s_a_2111><s_b_2095><s_c_3026>
07:23 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2221><s_c_4468>
07:23 [广告-点击] <|ad_begin|><s_a_7879><s_b_2221><s_c_4468>
07:37 [广告-深度转化] <|ad_begin|><s_a_1678><s_b_2826><s_c_1110>
07:37 [广告-点击] <|ad_begin|><s_a_1678><s_b_2826><s_c_1110>
10:38 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
10:38 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
【2026-01-24】
01:16 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
01:16 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
05:22 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
05:22 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
07:09 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3775>
07:09 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3775>
10:46 [广告-点击] <|ad_begin|><s_a_2832><s_b_2419><s_c_4932>
12:39 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
12:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
【2026-01-25】
00:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_3036>
02:46 [视频-点赞/长播] <|video_begin|><s_a_1427><s_b_370><s_c_5187>
04:42 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
04:42 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
04:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7671>
05:20 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6123><s_c_88>
06:46 [广告-点击] <|ad_begin|><s_a_562><s_b_6776><s_c_4742>
06:46 [视频-点赞/长播] <|video_begin|><s_a_189><s_b_5349><s_c_2530>
21:19 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
21:19 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
【2026-01-26】
05:35 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
05:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
05:39 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_1206><s_c_5749>
05:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_1206><s_c_5749>
06:42 [视频-长播] <|video_begin|><s_a_2015><s_b_7246><s_c_7106>
08:30 [广告-点击] <|ad_begin|><s_a_4024><s_b_1288><s_c_3338>
13:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
13:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
22:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7548>
22:05 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7548>
22:58 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
22:58 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
【2026-01-27】
01:24 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5349><s_c_5563>
01:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_5349><s_c_5563>
04:19 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_5349>
04:19 [视频-长播] <|video_begin|><s_a_562><s_b_6776><s_c_2883>
04:19 [视频-长播] <|video_begin|><s_a_7830><s_b_5511><s_c_4611>
04:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
04:56 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
06:15 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
06:15 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
06:44 [广告-点击] <|ad_begin|><s_a_4064><s_b_7342><s_c_1858>
07:41 [视频-长播] <|video_begin|><s_a_8159><s_b_5349><s_c_7395>
【2026-01-28】
21:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>
21:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>
21:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_7548>
21:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_7548>
【2026-01-29】
00:31 [视频-长播] <|video_begin|><s_a_2015><s_b_5634><s_c_4631>
00:52 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6776><s_c_77>
00:52 [广告-点击] <|ad_begin|><s_a_5960><s_b_6776><s_c_77>
05:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
05:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
09:56 [视频-长播] <|video_begin|><s_a_6510><s_b_7975><s_c_1148>
09:57 [视频-长播] <|video_begin|><s_a_4615><s_b_6924><s_c_3054>
10:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
10:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
【2026-01-30】
00:41 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5349><s_c_6185>
00:41 [广告-点击] <|ad_begin|><s_a_7097><s_b_5349><s_c_6185>
04:14 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_2029><s_c_3913>
04:14 [广告-点击] <|ad_begin|><s_a_2899><s_b_2029><s_c_3913>
05:10 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_141>
08:41 [视频-长播] <|video_begin|><s_a_457><s_b_5025><s_c_7806>
10:34 [视频-长播] <|video_begin|><s_a_2526><s_b_1595><s_c_3033>
【2026-01-31】
01:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1089><s_c_3877>
01:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_1089><s_c_3877>
05:03 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
05:03 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
06:46 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
06:46 [广告-点击] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
11:06 [视频-长播] <|video_begin|><s_a_1207><s_b_1411><s_c_2568>
11:49 [视频-长播] <|video_begin|><s_a_4646><s_b_3589><s_c_5621>
11:49 [视频-长播] <|video_begin|><s_a_2441><s_b_2817><s_c_1708>
11:54 [视频-长播] <|video_begin|><s_a_2015><s_b_7603><s_c_2568>
12:04 [视频-长播] <|video_begin|><s_a_2252><s_b_2539><s_c_5424>
【2026-02-01】
05:30 [视频-长播] <|video_begin|><s_a_6140><s_b_5893><s_c_853>
05:30 [视频-长播] <|video_begin|><s_a_4751><s_b_6436><s_c_567>
05:48 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_2789>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4663><s_c_4771>
06:36 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
06:36 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
12:36 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
12:36 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
【2026-02-02】
01:45 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4599>
01:45 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4599>
04:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6776><s_c_7786>
04:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_6776><s_c_7786>
04:14 [视频-长播] <|video_begin|><s_a_2015><s_b_6123><s_c_6420>
04:14 [视频-长播] <|video_begin|><s_a_7385><s_b_1799><s_c_7899>
04:59 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
04:59 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
06:46 [视频-长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7598>
08:49 [视频-长播] <|video_begin|><s_a_3829><s_b_6436><s_c_2530>
10:35 [视频-长播] <|video_begin|><s_a_16><s_b_1751><s_c_6379>
11:37 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
11:37 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
11:50 [广告-点击] <|ad_begin|><s_a_1721><s_b_7342><s_c_5061>
12:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2643>
21:23 [视频-长播] <|video_begin|><s_a_2015><s_b_4262><s_c_6361>
【2026-02-03】
03:07 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
03:07 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
03:52 [视频-长播] <|video_begin|><s_a_2015><s_b_5760><s_c_308>
05:25 [视频-长播] <|video_begin|><s_a_4615><s_b_6782><s_c_3036>
05:25 [视频-长播] <|video_begin|><s_a_1726><s_b_5754><s_c_141>
05:25 [视频-长播] <|video_begin|><s_a_2364><s_b_4723><s_c_3777>
05:39 [视频-长播] <|video_begin|><s_a_2135><s_b_4552><s_c_3777>
09:49 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
09:49 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
【2026-02-04】
04:45 [视频-长播] <|video_begin|><s_a_7308><s_b_4753><s_c_4318>
05:41 [视频-长播] <|video_begin|><s_a_3510><s_b_5876><s_c_4599>
06:09 [视频-长播] <|video_begin|><s_a_2015><s_b_2489><s_c_1933>
11:56 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6559>
12:17 [视频-长播] <|video_begin|><s_a_2015><s_b_3417><s_c_907>
13:07 [视频-长播] <|video_begin|><s_a_8159><s_b_4746><s_c_5646>
13:21 [视频-长播] <|video_begin|><s_a_1692><s_b_1259><s_c_4134>
21:28 [视频-长播] <|video_begin|><s_a_4646><s_b_5349><s_c_607>
【2026-02-05】
00:23 [视频-长播] <|video_begin|><s_a_7385><s_b_6123><s_c_607>
00:23 [视频-长播] <|video_begin|><s_a_3689><s_b_6519><s_c_111>
00:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
00:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
01:03 [视频-长播] <|video_begin|><s_a_7830><s_b_8049><s_c_616>
01:03 [视频-长播] <|video_begin|><s_a_3216><s_b_6234><s_c_7296>
01:03 [视频-长播] <|video_begin|><s_a_16><s_b_5511><s_c_7096>
04:40 [视频-长播] <|video_begin|><s_a_2364><s_b_2497><s_c_8024>
05:02 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
05:02 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
05:27 [视频-长播] <|video_begin|><s_a_2408><s_b_4949><s_c_5903>
07:37 [视频-长播] <|video_begin|><s_a_6510><s_b_2497><s_c_1148>
08:39 [视频-长播] <|video_begin|><s_a_3363><s_b_1645><s_c_2568>
10:09 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_2509>
10:09 [视频-长播] <|video_begin|><s_a_2015><s_b_7603><s_c_4543>
10:55 [视频-长播] <|video_begin|><s_a_6258><s_b_6123><s_c_141>
11:07 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5349><s_c_3998>
11:07 [广告-点击] <|ad_begin|><s_a_4815><s_b_5349><s_c_3998>
11:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6006><s_c_2693>
11:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_6809>
11:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_4147>
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系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）： 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
核心提取逻辑（递进性准则）：
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 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：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
请面向以下主题提取行为逻辑链：
主题：从皮肤问题到牙齿健康的健康焦点演化
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从皮肤问题到牙齿健康的健康焦点演化",
"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。/think<|im_end|>
<|im_start|>assistant
<think>
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
</think>
{"logic_chain":{"name":"从皮肤问题到牙齿健康的健康焦点演化","events":[{"date":"2025-03-27","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"问题触发：首次针对特定皮肤问题（“百癣”）购买内服药物，表明用户正面临较为明确的皮肤困扰。"},{"date":"2025-03-31","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"方案修正与问题细化：在购买内服药仅4天后，用户转而购买针对“皮炎湿疹”的外用“医用液体敷料”。这表明前一个方案可能效果不佳或认知发生变化，问题从泛化的“癣”聚焦到更具体的“皮炎湿疹”，且解决方案从内服转向外用，是典型的基于负反馈的路径修正。"},{"date":"2025-07-01","action":"[商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>","logic":"认知收敛与新焦点：在前期购买了泛泛的“固齿”草本片剂后，用户开始点击并关注具有“医用”和“脱敏”特定功能的牙膏。这表明用户对牙齿问题的认知已从笼统的“固齿”保健，升级到需要解决“牙齿脱敏”这一具体痛点，体现了从发散保健到问题聚焦的认知收敛。"}]}}<|im_end|>
<|im_start|>user
你擅长理解快手用户跨场景行为和语义ID表示，请根据输入信息归纳该用户的目标内容。
下面给出用户历史行为线索：
用户在直播域: 关注了主播 <|living_begin|><s_a_440><s_b_6525><s_c_3501>, <|living_begin|><s_a_3367><s_b_7894><s_c_8090>, <|living_begin|><s_a_6475><s_b_7342><s_c_3676>, <|living_begin|><s_a_4372><s_b_2357><s_c_535>, <|living_begin|><s_a_4372><s_b_697><s_c_602>, <|living_begin|><s_a_6640><s_b_6234><s_c_3973>, <|living_begin|><s_a_8006><s_b_3898><s_c_4512>, <|living_begin|><s_a_2828><s_b_8049><s_c_6805>, <|living_begin|><s_a_3367><s_b_6039><s_c_3145>, <|living_begin|><s_a_2828><s_b_7342><s_c_7951>, <|living_begin|><s_a_375><s_b_1804><s_c_3568>, <|living_begin|><s_a_2828><s_b_697><s_c_7951>, <|living_begin|><s_a_4372><s_b_5727><s_c_7529>, <|living_begin|><s_a_375><s_b_341><s_c_4423>, <|living_begin|><s_a_4843><s_b_6234><s_c_4212>, <|living_begin|><s_a_5907><s_b_6234><s_c_4840>, <|living_begin|><s_a_2688><s_b_6477><s_c_6266>, <|living_begin|><s_a_4931><s_b_451><s_c_8095>, <|living_begin|><s_a_4372><s_b_7344><s_c_4647>, <|living_begin|><s_a_2828><s_b_6234><s_c_5452>, <|living_begin|><s_a_2828><s_b_6234><s_c_7754>, <|living_begin|><s_a_4372><s_b_5934><s_c_4961>, <|living_begin|><s_a_5933><s_b_6694><s_c_5432>, <|living_begin|><s_a_4999><s_b_6234><s_c_2171>, <|living_begin|><s_a_5933><s_b_4950><s_c_6278>, <|living_begin|><s_a_4372><s_b_713><s_c_1649>, <|living_begin|><s_a_901><s_b_5260><s_c_5563>, <|living_begin|><s_a_4372><s_b_4000><s_c_4961>, <|living_begin|><s_a_6627><s_b_7493><s_c_5961>, <|living_begin|><s_a_4372><s_b_8008><s_c_4631>, <|living_begin|><s_a_2828><s_b_2221><s_c_7191>, <|living_begin|><s_a_3188><s_b_3518><s_c_535>，首次打赏了 <|living_begin|><s_a_4318><s_b_7342><s_c_1708>, <|living_begin|><s_a_1229><s_b_6000><s_c_7754>, <|living_begin|><s_a_4818><s_b_8049><s_c_6278>, <|living_begin|><s_a_4318><s_b_6234><s_c_843>, <|living_begin|><s_a_959><s_b_1757><s_c_2616>, <|living_begin|><s_a_8177><s_b_7279><s_c_616>, <|living_begin|><s_a_4318><s_b_6234><s_c_1708>, <|living_begin|><s_a_3188><s_b_665><s_c_1110>, <|living_begin|><s_a_2828><s_b_3916><s_c_7754>, <|living_begin|><s_a_2828><s_b_3898><s_c_3501>, <|living_begin|><s_a_6640><s_b_697><s_c_4467>, <|living_begin|><s_a_4372><s_b_6484><s_c_7754>, <|living_begin|><s_a_7776><s_b_5727><s_c_516>, <|living_begin|><s_a_6640><s_b_3898><s_c_3973>, <|living_begin|><s_a_7888><s_b_8049><s_c_4467>, <|living_begin|><s_a_3188><s_b_665><s_c_1716>, <|living_begin|><s_a_2828><s_b_4010><s_c_7716>, <|living_begin|><s_a_1229><s_b_6160><s_c_7951>, <|living_begin|><s_a_4318><s_b_6234><s_c_3642>, <|living_begin|><s_a_4318><s_b_6234><s_c_1691>, <|living_begin|><s_a_2828><s_b_7894><s_c_1423>, <|living_begin|><s_a_2828><s_b_7894><s_c_677>, <|living_begin|><s_a_6640><s_b_7894><s_c_7951>, <|living_begin|><s_a_6475><s_b_7342><s_c_5911>, <|living_begin|><s_a_1658><s_b_7554><s_c_875>, <|living_begin|><s_a_2828><s_b_697><s_c_1318>, <|living_begin|><s_a_4318><s_b_6234><s_c_1128>, <|living_begin|><s_a_6492><s_b_8049><s_c_655>，给主播 <|living_begin|><s_a_1442><s_b_419><s_c_1110>, <|living_begin|><s_a_3188><s_b_697><s_c_4631>, <|living_begin|><s_a_3188><s_b_7342><s_c_1423>, <|living_begin|><s_a_5782><s_b_423><s_c_1337>, <|living_begin|><s_a_4318><s_b_6234><s_c_4721>, <|living_begin|><s_a_4318><s_b_6234><s_c_1708>, <|living_begin|><s_a_7776><s_b_7342><s_c_535>, <|living_begin|><s_a_1957><s_b_7342><s_c_2407> 打赏过。
用户购物行为: 浏览了商品 <|prod_begin|><s_a_4661><s_b_673><s_c_531>, <|prod_begin|><s_a_2645><s_b_3153><s_c_652>, <|prod_begin|><s_a_3260><s_b_4076><s_c_652>, <|prod_begin|><s_a_2645><s_b_2792><s_c_652>, <|prod_begin|><s_a_4852><s_b_2583><s_c_3867>, <|prod_begin|><s_a_1760><s_b_5796><s_c_6041>, <|prod_begin|><s_a_5037><s_b_2312><s_c_1683>, <|prod_begin|><s_a_2048><s_b_3718><s_c_469>, <|prod_begin|><s_a_7192><s_b_7414><s_c_70>, <|prod_begin|><s_a_5393><s_b_3651><s_c_1381>, <|prod_begin|><s_a_7804><s_b_6434><s_c_4688>, <|prod_begin|><s_a_6827><s_b_3206><s_c_4877>, <|prod_begin|><s_a_4899><s_b_4641><s_c_1218>, <|prod_begin|><s_a_6462><s_b_1378><s_c_1164>, <|prod_begin|><s_a_6462><s_b_3965><s_c_8057>, <|prod_begin|><s_a_6488><s_b_1037><s_c_5000>, <|prod_begin|><s_a_6396><s_b_8125><s_c_2287>, <|prod_begin|><s_a_5010><s_b_3187><s_c_3467>, <|prod_begin|><s_a_2144><s_b_2498><s_c_5837>, <|prod_begin|><s_a_58><s_b_5087><s_c_7994>, <|prod_begin|><s_a_6720><s_b_5989><s_c_3133>, <|prod_begin|><s_a_8154><s_b_3679><s_c_17>, <|prod_begin|><s_a_1778><s_b_3187><s_c_1044>, <|prod_begin|><s_a_2048><s_b_1887><s_c_1469>, <|prod_begin|><s_a_5114><s_b_7136><s_c_115>, <|prod_begin|><s_a_6462><s_b_1236><s_c_5646>, <|prod_begin|><s_a_866><s_b_7817><s_c_3456>, <|prod_begin|><s_a_926><s_b_2281><s_c_3176>, <|prod_begin|><s_a_577><s_b_6878><s_c_5981>, <|prod_begin|><s_a_6596><s_b_1590><s_c_5345>, <|prod_begin|><s_a_1703><s_b_6902><s_c_3577>, <|prod_begin|><s_a_1902><s_b_1590><s_c_2872>, <|prod_begin|><s_a_778><s_b_1025><s_c_7658>, <|prod_begin|><s_a_778><s_b_4812><s_c_2006>, <|prod_begin|><s_a_4124><s_b_7205><s_c_920>, <|prod_begin|><s_a_1938><s_b_8115><s_c_4393>, <|prod_begin|><s_a_2440><s_b_2550><s_c_4414>, <|prod_begin|><s_a_2048><s_b_1887><s_c_1469>, <|prod_begin|><s_a_6396><s_b_8125><s_c_2287>, <|prod_begin|><s_a_7635><s_b_3131><s_c_7978>, <|prod_begin|><s_a_7635><s_b_1873><s_c_444>, <|prod_begin|><s_a_837><s_b_1378><s_c_6571>, <|prod_begin|><s_a_5347><s_b_2906><s_c_7612>, <|prod_begin|><s_a_225><s_b_5398><s_c_6423>, <|prod_begin|><s_a_2730><s_b_3453><s_c_4210>, <|prod_begin|><s_a_6152><s_b_5302><s_c_5657>, <|prod_begin|><s_a_3234><s_b_1996><s_c_5587>，购买了 <|prod_begin|><s_a_5014><s_b_2160><s_c_3712>, <|prod_begin|><s_a_2048><s_b_2846><s_c_7993>, <|prod_begin|><s_a_7635><s_b_329><s_c_7911>, <|prod_begin|><s_a_6488><s_b_4638><s_c_7271>, <|prod_begin|><s_a_6226><s_b_3320><s_c_8109>, <|prod_begin|><s_a_1308><s_b_4552><s_c_4508>, <|prod_begin|><s_a_6935><s_b_4668><s_c_7992>, <|prod_begin|><s_a_4253><s_b_1899><s_c_2710>, <|prod_begin|><s_a_3027><s_b_3320><s_c_685>, <|prod_begin|><s_a_1450><s_b_4668><s_c_733>, <|prod_begin|><s_a_1938><s_b_5638><s_c_3770>, <|prod_begin|><s_a_3035><s_b_1025><s_c_4481>, <|prod_begin|><s_a_3202><s_b_4406><s_c_1303>, <|prod_begin|><s_a_3035><s_b_5070><s_c_4545>, <|prod_begin|><s_a_2671><s_b_3081><s_c_1672>, <|prod_begin|><s_a_6950><s_b_2985><s_c_5087>, <|prod_begin|><s_a_5973><s_b_6160><s_c_3909>, <|prod_begin|><s_a_5973><s_b_6160><s_c_3909>, <|prod_begin|><s_a_3046><s_b_2671><s_c_4980>, <|prod_begin|><s_a_7445><s_b_4659><s_c_133>, <|prod_begin|><s_a_605><s_b_7016><s_c_4851>, <|prod_begin|><s_a_4661><s_b_3721><s_c_646>, <|prod_begin|><s_a_200><s_b_1701><s_c_1709>, <|prod_begin|><s_a_3260><s_b_4720><s_c_7612>, <|prod_begin|><s_a_3260><s_b_1029><s_c_3560>, <|prod_begin|><s_a_3260><s_b_1671><s_c_652>, <|prod_begin|><s_a_1767><s_b_7454><s_c_5073>, <|prod_begin|><s_a_1767><s_b_3302><s_c_7101>, <|prod_begin|><s_a_8138><s_b_5250><s_c_6378>, <|prod_begin|><s_a_747><s_b_5096><s_c_3360>, <|prod_begin|><s_a_4124><s_b_4782><s_c_3642>, <|prod_begin|><s_a_345><s_b_1747><s_c_3886>, <|prod_begin|><s_a_310><s_b_4464><s_c_661>, <|prod_begin|><s_a_778><s_b_1029><s_c_891>, <|prod_begin|><s_a_778><s_b_7178><s_c_6035>, <|prod_begin|><s_a_7433><s_b_7039><s_c_638>, <|prod_begin|><s_a_3868><s_b_6780><s_c_4133>, <|prod_begin|><s_a_8007><s_b_3453><s_c_3011>, <|prod_begin|><s_a_778><s_b_1717><s_c_4444>, <|prod_begin|><s_a_778><s_b_2552><s_c_7658>, <|prod_begin|><s_a_313><s_b_7976><s_c_5246>, <|prod_begin|><s_a_778><s_b_3112><s_c_388
用户视频行为: 对视频 <|video_begin|><s_a_1326><s_b_6809><s_c_6278>, <|video_begin|><s_a_1326><s_b_6146><s_c_8005>, <|video_begin|><s_a_5019><s_b_6985><s_c_6278>, <|video_begin|><s_a_5506><s_b_6088><s_c_5563>, <|video_begin|><s_a_532><s_b_7342><s_c_3191>, <|video_begin|><s_a_4615><s_b_5904><s_c_308>, <|video_begin|><s_a_5629><s_b_7200><s_c_607>, <|video_begin|><s_a_5903><s_b_1590><s_c_7548>, <|video_begin|><s_a_4615><s_b_6234><s_c_3116>, <|video_begin|><s_a_1881><s_b_506><s_c_1451>, <|video_begin|><s_a_7308><s_b_2130><s_c_3475>, <|video_begin|><s_a_1164><s_b_2419><s_c_2194>, <|video_begin|><s_a_2051><s_b_2889><s_c_7106>, <|video_begin|><s_a_3510><s_b_4163><s_c_3026>, <|video_begin|><s_a_3510><s_b_594><s_c_4631>, <|video_begin|><s_a_1276><s_b_57><s_c_3098>, <|video_begin|><s_a_116><s_b_6234><s_c_7106>, <|video_begin|><s_a_1326><s_b_3302><s_c_5059>, <|video_begin|><s_a_1326><s_b_6051><s_c_3676>, <|video_begin|><s_a_5600><s_b_2203><s_c_2282>, <|video_begin|><s_a_2051><s_b_5511><s_c_7106>, <|video_begin|><s_a_3655><s_b_3147><s_c_5563>, <|video_begin|><s_a_7771><s_b_3280><s_c_5815>, <|video_begin|><s_a_5189><s_b_3589><s_c_5563>, <|video_begin|><s_a_532><s_b_6519><s_c_1662>, <|video_begin|><s_a_7308><s_b_775><s_c_4631>, <|video_begin|><s_a_2135><s_b_7888><s_c_5338>, <|video_begin|><s_a_4667><s_b_2511><s_c_6450>, <|video_begin|><s_a_5134><s_b_6234><s_c_2262>, <|video_begin|><s_a_5903><s_b_5647><s_c_7921>, <|video_begin|><s_a_6401><s_b_713><s_c_3747> 有过点赞/长播行为，对视频 <|video_begin|><s_a_532><s_b_2142><s_c_1552>, <|video_begin|><s_a_6321><s_b_8068><s_c_3648>, <|video_begin|><s_a_7308><s_b_57><s_c_7683>, <|video_begin|><s_a_6604><s_b_6234><s_c_1206>, <|video_begin|><s_a_7790><s_b_7146><s_c_728>, <|video_begin|><s_a_2408><s_b_1590><s_c_8136>, <|video_begin|><s_a_3858><s_b_3059><s_c_3501>, <|video_begin|><s_a_5295><s_b_4879><s_c_7548>, <|video_begin|><s_a_7308><s_b_5419><s_c_7616>, <|video_begin|><s_a_532><s_b_1590><s_c_4092>, <|video_begin|><s_a_5019><s_b_2649><s_c_2656>, <|video_begin|><s_a_5146><s_b_7261><s_c_7790>, <|video_begin|><s_a_5019><s_b_6284><s_c_5036>, <|video_begin|><s_a_3632><s_b_3048><s_c_853>, <|video_begin|><s_a_7308><s_b_2482><s_c_7534>, <|video_begin|><s_a_2153><s_b_6033><s_c_2568>, <|video_begin|><s_a_4615><s_b_7608><s_c_2225>, <|video_begin|><s_a_1326><s_b_6234><s_c_1740>, <|video_begin|><s_a_7308><s_b_57><s_c_4631>, <|video_begin|><s_a_5903><s_b_1590><s_c_7448>, <|video_begin|><s_a_4667><s_b_2737><s_c_2190>, <|video_begin|><s_a_7308><s_b_4723><s_c_2398>, <|video_begin|><s_a_4667><s_b_5707><s_c_7289>, <|video_begin|><s_a_7661><s_b_6047><s_c_4567>, <|video_begin|><s_a_2746><s_b_1590><s_c_7354>, <|video_begin|><s_a_1409><s_b_6234><s_c_1496>, <|video_begin|><s_a_116><s_b_8025><s_c_7076>, <|video_begin|><s_a_1326><s_b_3589><s_c_6513>, <|video_begin|><s_a_116><s_b_978><s_c_7315>, <|video_begin|><s_a_116><s_b_1590><s_c_8005>, <|video_begin|><s_a_4646><s_b_7261><s_c_5439>, <|video_begin|><s_a_1164><s_b_7218><s_c_2530>, <|video_begin|><s_a_4178><s_b_5384><s_c_6990>, <|video_begin|><s_a_1164><s_b_5106><s_c_7683>, <|video_begin|><s_a_7308><s_b_6442><s_c_1>, <|video_begin|><s_a_5146><s_b_4305><s_c_6278>, <|video_begin|><s_a_3858><s_b_6234><s_c_7315>, <|video_begin|><s_a_7308><s_b_1575><s_c_4636>, <|video_begin|><s_a_2051><s_b_6972><s_c_4212>, <|video_begin|><s_a_3356><s_b_839><s_c_3010>, <|video_begin|><s_a_532><s_b_6519><s_c_7315>, <|video_begin|><s_a_7312><s_b_7317><s_c_7790>, <|video_begin|><s_a_7308><s_b_3188><s_c_5273>, <|video_begin|><s_a_3510><s_b_594><s_c_4631>, <|video_begin|><s_a_7308><s_b_2865><s_c_1047>, <|video_begin|><s_a_5903><s_b_1590><s_c_2803>, <|video_begin|><s_a_5146><s_b_3447><s_c_2194>, <|video_begin|><s_a_6321><s_b_429><s_c_5186>, <|video_begin|><s_a_6604><s_b_6358><s_c_1719>, <|video_begin|><s_a_4002><s_b_4746><s_c_3825> 有过评论/点赞/长播行为，深度观看了 <|video_begin|><s_a_5134><s_b_2854><s_c_6513>, <|video_begin|><s_a_2364><s_b_7495><s_c_8123>, <|video_begin|><s_a_6955><s_b_6973><s_c_6614>, <|video_begin|><s_a_4312><s_b_5087><s_c_1392>, <|video_begin
广告行为: 对广告 <|ad_begin|><s_a_7240><s_b_2485><s_c_7377>, <|ad_begin|><s_a_4733><s_b_7381><s_c_7137>, <|ad_begin|><s_a_606><s_b_5061><s_c_1929>, <|ad_begin|><s_a_1383><s_b_4733><s_c_6900>, <|ad_begin|><s_a_7586><s_b_1366><s_c_6390>, <|ad_begin|><s_a_1482><s_b_1858><s_c_4422>, <|ad_begin|><s_a_1351><s_b_4932><s_c_7322>, <|ad_begin|><s_a_447><s_b_4733><s_c_5683>, <|ad_begin|><s_a_3641><s_b_209><s_c_7333>, <|ad_begin|><s_a_3641><s_b_209><s_c_7333>, <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>, <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>, <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>, <|ad_begin|><s_a_3641><s_b_209><s_c_7333>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409> 完成过深度转化，点击过广告 <|ad_begin|><s_a_5229><s_b_3073><s_c_6057>, <|ad_begin|><s_a_7331><s_b_4932><s_c_6977>, <|ad_begin|><s_a_1375><s_b_6234><s_c_3477>, <|ad_begin|><s_a_88><s_b_1431><s_c_6853>, <|ad_begin|><s_a_7088><s_b_59><s_c_801>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_4035><s_b_3044><s_c_3026>, <|ad_begin|><s_a_5229><s_b_4340><s_c_2038>, <|ad_begin|><s_a_6162><s_b_3465><s_c_7719>, <|ad_begin|><s_a_3047><s_b_3447><s_c_4595>, <|ad_begin|><s_a_5229><s_b_727><s_c_5901>, <|ad_begin|><s_a_3510><s_b_4692><s_c_308>, <|ad_begin|><s_a_5229><s_b_4185><s_c_7003>, <|ad_begin|><s_a_698><s_b_4733><s_c_4468>, <|ad_begin|><s_a_1721><s_b_3932><s_c_1369>, <|ad_begin|><s_a_7331><s_b_4932><s_c_6977>, <|ad_begin|><s_a_1383><s_b_1702><s_c_1939>, <|ad_begin|><s_a_250><s_b_7369><s_c_182>, <|ad_begin|><s_a_250><s_b_7369><s_c_182>, <|ad_begin|><s_a_1351><s_b_588><s_c_7003>, <|ad_begin|><s_a_88><s_b_4340><s_c_2341>, <|ad_begin|><s_a_99><s_b_4733><s_c_3970>, <|ad_begin|><s_a_4035><s_b_3952><s_c_5679>, <|ad_begin|><s_a_7088><s_b_7333><s_c_7377>, <|ad_begin|><s_a_3510><s_b_4692><s_c_308>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_7331><s_b_4932><s_c_5757>, <|ad_begin|><s_a_1351><s_b_7214><s_c_2165>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_5529><s_b_5399><s_c_3464>, <|ad_begin|><s_a_6000><s_b_2918><s_c_7534>, <|ad_begin|><s_a_6921><s_b_7608><s_c_6390>, <|ad_begin|><s_a_3047><s_b_7214><s_c_645>, <|ad_begin|><s_a_5529><s_b_5399><s_c_3464>, <|ad_begin|><s_a_2280><s_b_2799><s_c_4519>, <|ad_begin|><s_a_960><s_b_1704><s_c_4611>, <|ad_begin|><s_a_1351><s_b_2799><s_c_380>, <|ad_begin|><s_a_3115><s_b_3857><s_c_5059>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_7038><s_b_3932><s_c_7925>, <|ad_begin|><s_a_1895><s_b_3932><s_c_3995>, <|ad_begin|><s_a_2022><s_b_800><s_c_1119>, <|ad_begin|><s_a_7088><s_b_1588><s_c_656>, <|ad_begin|><s_a_1041><s_b_612><s_c_1085>, <|ad_begin|><s_a_5229><s_b_3073><s_c_6057>, <|ad_begin|><s_a_7847><s_b_5916><s_c_7377>, <|ad_begin|><s_a_882><s_b_6553><s_c_6122>, <|ad_begin|><s_a_7130><s_b_1206><s_c_5621>, <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>, <|ad_begin|><s_a_4354><s_b_2675><s_c_7904>, <|ad_begin|><s_a_5229><s_b_4733><s_c_1858>, <|ad_begin|><s_a_8127><s_b_2221><s_c_5749>, <|ad_begin|><s_a_2280><s_b_2799><s_c_4134>, <|ad_begin|><s_a_960><s_b_1704><s_c_4611>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>, <|ad_begin|><s_a_250><s_b_7181><s_c_6523>, <|ad_begin|><s_a_5229><s_b_2918><s_c_6366>, <|ad_begin|><s_a_7088><s_b_59><s_c_7377>, <|ad_begin|><s_a_7130><s_b_1206><s_c_5621>, <|ad_begin|><s_a_7847><s_b_5916><s_c_7377>, <|ad_begin|><s_a_6904><s_b_4723><s_c_1792>, <|ad_begin|><s_a_1351><s_b_8151><s_c_2636>, <|ad_begin|><s_a_3641><s_b_5008><s_c_2409>, <|ad_begin|><s_a_5731><s_b_4432><s_c_1128>, <|ad_begin|><s_a_698><s_b_7525><s_c_7003>, <|ad_begin|><s_a_7374><s_b_2031><s_c_1451>, <|ad_begin|><s_a_5122><s_b_3932><s_c_4171>, <|ad_begin|><s_a_71
请基于这些线索总结该用户在各场景中的目标内容。/no_think<|im_end|>
<|im_start|>assistant
该用户最近喜欢的视频有: <|video_begin|><s_a_532><s_b_2737><s_c_2679><|im_end|>
<|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|><|endoftext|><|endoftext|>
label_ids:
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[INFO|configuration_utils.py:847] 2026-07-13 03:28:39,556 >> Model config Qwen3Config {
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],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": null,
"dtype": "bfloat16",
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"hidden_act": "silu",
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"initializer_range": 0.02,
"intermediate_size": 3072,
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"max_position_embeddings": 40960,
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"model_type": "qwen3",
"num_attention_heads": 16,
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"rms_norm_eps": 1e-06,
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"sliding_window": null,
"tie_word_embeddings": false,
"transformers_version": "5.6.0",
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"vocab_size": 176253
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labels:
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<think>
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
</think>
{"logic_chain":{"name":"从皮肤问题到牙齿健康的健康焦点演化","events":[{"date":"2025-03-27","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"问题触发：首次针对特定皮肤问题（“百癣”）购买内服药物，表明用户正面临较为明确的皮肤困扰。"},{"date":"2025-03-31","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"方案修正与问题细化：在购买内服药仅4天后，用户转而购买针对“皮炎湿疹”的外用“医用液体敷料”。这表明前一个方案可能效果不佳或认知发生变化，问题从泛化的“癣”聚焦到更具体的“皮炎湿疹”，且解决方案从内服转向外用，是典型的基于负反馈的路径修正。"},{"date":"2025-07-01","action":"[商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>","logic":"认知收敛与新焦点：在前期购买了泛泛的“固齿”草本片剂后，用户开始点击并关注具有“医用”和“脱敏”特定功能的牙膏。这表明用户对牙齿问题的认知已从笼统的“固齿”保健，升级到需要解决“牙齿脱敏”这一具体痛点，体现了从发散保健到问题聚焦的认知收敛。"}]}}<|im_end|>
该用户最近喜欢的视频有: <|video_begin|><s_a_532><s_b_2737><s_c_2679><|im_end|>
[INFO|2026-07-13 03:28:39] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-13 03:28:39] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:748] 2026-07-13 03:28:39,991 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-13 03:28:39,991 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-13 03:28:40,042 >> Generate config GenerationConfig {
"eos_token_id": 151645,
"output_attentions": false,
"output_hidden_states": false,
"pad_token_id": 151643,
"use_cache": false
}
Loading weights: 0%| | 0/311 [00:00<?, ?it/s] Loading weights: 0%| | 1/311 [00:00<01:39, 3.11it/s] Loading weights: 48%|████▊ | 149/311 [00:00<00:00, 457.13it/s] Loading weights: 100%|██████████| 311/311 [00:00<00:00, 671.76it/s]
[INFO|configuration_utils.py:978] 2026-07-13 03:28:40,687 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-13 03:28:40,687 >> Generate config GenerationConfig {
"do_sample": true,
"eos_token_id": [
151645,
151643
],
"pad_token_id": 151643,
"temperature": 0.6,
"top_k": 20,
"top_p": 0.95
}
[INFO|dynamic_module_utils.py:406] 2026-07-13 03:28:40,687 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
[INFO|2026-07-13 03:28:40] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-13 03:28:40] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-13 03:28:40] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-13 03:28:40] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-13 03:28:40] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[INFO|trainer.py:1469] 2026-07-13 03:28:40,825 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-13 03:28:40,825 >> Num examples = 685
[INFO|trainer.py:1471] 2026-07-13 03:28:40,825 >> Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-13 03:28:40,825 >> Num update steps per epoch = 172
[INFO|trainer.py:1473] 2026-07-13 03:28:40,825 >> Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-13 03:28:40,825 >> Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-13 03:28:40,825 >> Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-13 03:28:40,825 >> Total optimization steps = 61
[INFO|trainer.py:1479] 2026-07-13 03:28:40,826 >> Number of trainable parameters = 801,433,600
0%| | 0/61 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-13 03:28:41,094 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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Training completed. Do not forget to share your model on huggingface.co/models =)
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[INFO|trainer.py:3815] 2026-07-13 03:37:15,304 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035
[INFO|configuration_utils.py:533] 2026-07-13 03:37:15,305 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/config.json
[INFO|configuration_utils.py:816] 2026-07-13 03:37:15,305 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/generation_config.json
{'loss': '1.614', 'grad_norm': '9.75', 'learning_rate': '1.197e-06', 'epoch': '0.0292'}
{'loss': '1.302', 'grad_norm': '7.688', 'learning_rate': '1.159e-06', 'epoch': '0.05839'}
{'loss': '1.634', 'grad_norm': '8.562', 'learning_rate': '1.082e-06', 'epoch': '0.08759'}
{'loss': '1.509', 'grad_norm': '7.625', 'learning_rate': '9.705e-07', 'epoch': '0.1168'}
{'loss': '1.62', 'grad_norm': '7.594', 'learning_rate': '8.333e-07', 'epoch': '0.146'}
{'loss': '1.631', 'grad_norm': '9.875', 'learning_rate': '6.796e-07', 'epoch': '0.1752'}
{'loss': '1.574', 'grad_norm': '8.5', 'learning_rate': '5.204e-07', 'epoch': '0.2044'}
{'loss': '1.529', 'grad_norm': '6.781', 'learning_rate': '3.667e-07', 'epoch': '0.2336'}
{'loss': '1.519', 'grad_norm': '9.062', 'learning_rate': '2.295e-07', 'epoch': '0.2628'}
{'loss': '1.57', 'grad_norm': '9.75', 'learning_rate': '1.184e-07', 'epoch': '0.292'}
{'loss': '1.601', 'grad_norm': '7.125', 'learning_rate': '4.12e-08', 'epoch': '0.3212'}
{'loss': '1.531', 'grad_norm': '8.812', 'learning_rate': '3.399e-09', 'epoch': '0.3504'}
{'train_runtime': '514.5', 'train_samples_per_second': '0.466', 'train_steps_per_second': '0.119', 'train_loss': '1.556', 'epoch': '0.3562'}
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s] Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.21it/s] Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.21it/s]
[INFO|modeling_utils.py:3471] 2026-07-13 03:37:16,140 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-13 03:37:16,249 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-13 03:37:16,270 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/tokenizer_config.json
***** train metrics *****
epoch = 0.3562
total_flos = 27343212GF
train_loss = 1.5557
train_runtime = 0:08:34.47
train_samples_per_second = 0.466
train_steps_per_second = 0.119
Figure saved at: /home/ll/llm4rec/experiments/outputs/v31_v29_live_specialist_r3_lr12e6_ep035/training_loss.png
[WARNING|2026-07-13 03:37:16] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-13 03:37:16] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-13 03:37:16,366 >> Dropping the following result as it does not have all the necessary fields:
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
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