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v12_user_cot_focus_lr15e6/train.log

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初始化项目，由ModelHub XC社区提供模型 Model: lldois/v12_user_cot_focus_lr15e6 Source: Original Platform
2026-08-20 22:11:33 +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|2026-07-07 02:47:22] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
[INFO|configuration_utils.py:771] 2026-07-07 02:47:23,053 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-07 02:47:23,062 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
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],
"max_position_embeddings": 40960,
"max_window_layers": 28,
"model_type": "qwen3",
"num_attention_heads": 16,
"num_hidden_layers": 28,
"num_key_value_heads": 8,
"pad_token_id": null,
"rms_norm_eps": 1e-06,
"rope_parameters": {
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"rope_type": "default"
},
"sliding_window": null,
"tie_word_embeddings": false,
"transformers_version": "5.6.0",
"use_cache": true,
"use_sliding_window": false,
"vocab_size": 176253
}
[INFO|configuration_utils.py:771] 2026-07-07 02:47:26,947 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-07 02:47:26,951 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"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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"num_key_value_heads": 8,
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"rope_parameters": {
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"rope_type": "default"
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"tie_word_embeddings": false,
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"use_cache": true,
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"vocab_size": 176253
}
[INFO|configuration_utils.py:771] 2026-07-07 02:47:27,333 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
[INFO|configuration_utils.py:847] 2026-07-07 02:47:27,336 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
"hidden_size": 1024,
"initializer_range": 0.02,
"intermediate_size": 3072,
"layer_types": [
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}
[INFO|2026-07-07 02:47:29] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/user_cot_focus.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: 6183 examples [00:00, 48366.93 examples/s] Generating train split: 16884 examples [00:00, 73290.12 examples/s] Generating train split: 25857 examples [00:00, 79335.75 examples/s] Generating train split: 34867 examples [00:00, 82120.48 examples/s] Generating train split: 46940 examples [00:00, 82930.10 examples/s] Generating train split: 46940 examples [00:00, 79116.85 examples/s]
Converting format of dataset (num_proc=16): 0%| | 0/46940 [00:00<?, ? examples/s] Converting format of dataset (num_proc=16): 1%| | 543/46940 [00:00<00:29, 1573.41 examples/s] Converting format of dataset (num_proc=16): 35%|███▌ | 16656/46940 [00:00<00:00, 46759.58 examples/s] Converting format of dataset (num_proc=16): 80%|███████▉ | 37456/46940 [00:00<00:00, 92514.29 examples/s] Converting format of dataset (num_proc=16): 100%|██████████| 46940/46940 [00:00<00:00, 60502.31 examples/s]
Running tokenizer on dataset (num_proc=16): 0%| | 0/46940 [00:00<?, ? examples/s] Running tokenizer on dataset (num_proc=16): 2%|▏ | 1000/46940 [00:04<03:14, 236.50 examples/s] Running tokenizer on dataset (num_proc=16): 4%|▍ | 2000/46940 [00:05<01:59, 377.54 examples/s] Running tokenizer on dataset (num_proc=16): 6%|▋ | 3000/46940 [00:06<01:25, 511.99 examples/s] Running tokenizer on dataset (num_proc=16): 9%|▊ | 4000/46940 [00:07<01:03, 679.51 examples/s] Running tokenizer on dataset (num_proc=16): 11%|█ | 5000/46940 [00:07<00:42, 975.69 examples/s] Running tokenizer on dataset (num_proc=16): 13%|█▎ | 6000/46940 [00:09<00:53, 771.12 examples/s] Running tokenizer on dataset (num_proc=16): 15%|█▍ | 7000/46940 [00:10<00:44, 893.58 examples/s] Running tokenizer on dataset (num_proc=16): 17%|█▋ | 8000/46940 [00:10<00:31, 1218.78 examples/s] Running tokenizer on dataset (num_proc=16): 19%|█▉ | 8934/46940 [00:10<00:25, 1493.33 examples/s] Running tokenizer on dataset (num_proc=16): 21%|██ | 9934/46940 [00:11<00:24, 1531.42 examples/s] Running tokenizer on dataset (num_proc=16): 23%|██▎ | 10934/46940 [00:12<00:22, 1598.61 examples/s] Running tokenizer on dataset (num_proc=16): 25%|██▌ | 11934/46940 [00:13<00:27, 1274.57 examples/s] Running tokenizer on dataset (num_proc=16): 27%|██▋ | 12868/46940 [00:13<00:24, 1414.23 examples/s] Running tokenizer on dataset (num_proc=16): 30%|██▉ | 13868/46940 [00:15<00:30, 1080.39 examples/s] Running tokenizer on dataset (num_proc=16): 32%|███▏ | 14868/46940 [00:15<00:22, 1441.24 examples/s] Running tokenizer on dataset (num_proc=16): 34%|███▎ | 15802/46940 [00:15<00:16, 1887.99 examples/s] Running tokenizer on dataset (num_proc=16): 36%|███▌ | 16736/46940 [00:15<00:16, 1853.79 examples/s] Running tokenizer on dataset (num_proc=16): 38%|███▊ | 17736/46940 [00:16<00:14, 1956.18 examples/s] Running tokenizer on dataset (num_proc=16): 40%|███▉ | 18736/46940 [00:17<00:16, 1684.00 examples/s] Running tokenizer on dataset (num_proc=16): 42%|████▏ | 19736/46940 [00:17<00:13, 2036.71 examples/s] Running tokenizer on dataset (num_proc=16): 44%|████▍ | 20736/46940 [00:19<00:24, 1087.33 examples/s] Running tokenizer on dataset (num_proc=16): 46%|████▋ | 21736/46940 [00:19<00:18, 1399.28 examples/s] Running tokenizer on dataset (num_proc=16): 48%|████▊ | 22736/46940 [00:20<00:15, 1518.83 examples/s] Running tokenizer on dataset (num_proc=16): 51%|█████ | 23736/46940 [00:20<00:13, 1736.40 examples/s] Running tokenizer on dataset (num_proc=16): 55%|█████▍ | 25670/46940 [00:20<00:09, 2360.43 examples/s] Running tokenizer on dataset (num_proc=16): 57%|█████▋ | 26604/46940 [00:21<00:07, 2579.73 examples/s] Running tokenizer on dataset (num_proc=16): 59%|█████▉ | 27604/46940 [00:22<00:11, 1667.05 examples/s] Running tokenizer on dataset (num_proc=16): 61%|██████ | 28538/46940 [00:22<00:10, 1676.94 examples/s] Running tokenizer on dataset (num_proc=16): 63%|██████▎ | 29472/46940 [00:23<00:09, 1866.60 examples/s] Running tokenizer on dataset (num_proc=16): 65%|██████▍ | 30472/46940 [00:23<00:07, 2301.18 examples/s] Running tokenizer on dataset (num_proc=16): 67%|██████▋ | 31472/46940 [00:24<00:08, 1872.32 examples/s] Running tokenizer on dataset (num_proc=16): 69%|██████▉ | 32406/46940 [00:24<00:06, 2116.88 examples/s] Running tokenizer on dataset (num_proc=16): 73%|███████▎ | 34406/46940 [00:25<00:06, 1852.39 examples/s] Running tokenizer on dataset (num_proc=16): 75%|███████▌ | 35406/46940 [00:25<00:05, 2281.06 examples/s] Running tokenizer on dataset (num_proc=16): 78%|███████▊ | 36406/46940 [00:26<00:0
training example:
input_ids:
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inputs:
<|im_start|>user
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--:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_1777><s_c_6256>
--:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_6180>
--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_5719><s_c_3345>
【2025-10-09】
--:-- [商品-购买] <|prod_begin|><s_a_990><s_b_989><s_c_2639>
【2025-10-10】
--:-- [商品-购买] <|prod_begin|><s_a_990><s_b_63><s_c_7804>
【2025-10-12】
--:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_3257>
【2025-10-20】
--:-- [商品-购买] <|prod_begin|><s_a_1992><s_b_5549><s_c_6631>
--:-- [商品-购买] <|prod_begin|><s_a_1798><s_b_2085><s_c_3434>
【2025-10-27】
--:-- [商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>
【2025-11-02】
--:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-03】
--:-- [商品-购买] <|prod_begin|><s_a_226><s_b_2390><s_c_131>
【2025-11-05】
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5244>
--:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
【2025-11-06】
--:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_5340><s_c_2589>
【2025-11-07】
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6545><s_c_6653>
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1838><s_c_1125>
【2025-11-08】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7047><s_c_3676>
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_2069><s_c_6202>
【2025-11-17】
--:-- [直播-关注] <|living_begin|><s_a_4566><s_b_7342><s_c_6202>
【2025-11-19】
--:-- [商品-点击] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
--:-- [商品-购买] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
【2025-11-20】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5956>
【2025-11-21】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5237><s_c_4518>
【2025-11-22】
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_6256>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
--:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_3894><s_c_366>
--:-- [商品-点击] <|prod_begin|><s_a_5888><s_b_664><s_c_2998>
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_2114><s_c_3568>
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_7218><s_c_4920>
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_7971><s_c_574>
--:-- [商品-点击] <|prod_begin|><s_a_820><s_b_5398><s_c_4368>
--:-- [商品-点击] <|prod_begin|><s_a_1604><s_b_6641><s_c_1291>
--:-- [商品-点击] <|prod_begin|><s_a_996><s_b_3645><s_c_7703>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-23】
--:-- [商品-点击] <|prod_begin|><s_a_4368><s_b_2958><s_c_3335>
--:-- [商品-点击] <|prod_begin|><s_a_5578><s_b_5487><s_c_7405>
--:-- [商品-点击] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
--:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
--:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
--:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_1808><s_c_297>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_132><s_c_1561>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
--:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
--:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
--:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-25】
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
【2025-11-28】
--:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
【2025-11-30】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_4459>
--:-- [直播-首次打赏] <|living_begin|><s_a_1275><s_b_4410><s_c_6278>
【2025-12-02】
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
【2025-12-03】
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_602>
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4722>
【2025-12-06】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7548>
【2025-12-07】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6240>
【2025-12-14】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
【2025-12-15】
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6278>
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3442>
【2025-12-16】
--:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_7047><s_c_2309>
【2025-12-17】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
--:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_7342><s_c_3026>
【2025-12-18】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
【2025-12-20】
--:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_6039><s_c_909>
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_451><s_c_5244>
【2025-12-22】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1306>
--:-- [商品-点击] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
--:-- [商品-购买] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
【2025-12-28】
--:-- [商品-点击] <|prod_begin|><s_a_6695><s_b_2390><s_c_5215>
【2025-12-31】
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4323><s_c_6202>
【2026-01-01】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_7342><s_c_4771>
【2026-01-02】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6202>
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
【2026-01-04】
06:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_6857>
09:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
18:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_558><s_c_5563>
【2026-01-05】
03:43 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1659>
04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1335>
05:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
13:13 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7638>
15:30 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_7548>
17:25 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_4636>
17:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1178>
【2026-01-06】
04:53 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6782><s_c_6240>
23:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
【2026-01-07】
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4208>
10:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5687>
17:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1246>
17:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_5776>
【2026-01-08】
03:27 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
--:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_2919><s_c_7188>
16:22 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4595>
16:32 [广告-点击] <|ad_begin|><s_a_2692><s_b_5511><s_c_1170>
16:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
19:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
19:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
【2026-01-09】
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_7052><s_c_2784>
02:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
02:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
09:06 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
09:06 [广告-点击] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
--:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_7727><s_c_7742>
【2026-01-10】
03:02 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
03:02 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3775>
05:07 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_3026>
05:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
05:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
08:07 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
08:07 [广告-点击] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
08:15 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
08:15 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
08:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
08:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
09:01 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
09:01 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
16:06 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
16:06 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
17:42 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
17:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
17:52 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2194>
18:04 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
18:04 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
【2026-01-11】
04:38 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
04:38 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
【2026-01-12】
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_2803>
06:35 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
06:35 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
15:36 [广告-点击] <|ad_begin|><s_a_1474><s_b_5511><s_c_4724>
【2026-01-13】
03:09 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
03:09 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
04:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
04:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
08:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
08:28 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
09:54 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
09:54 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
11:11 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
11:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
13:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
13:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
【2026-01-14】
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
04:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
04:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
10:23 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
10:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
17:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
17:10 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
20:10 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
20:10 [广告-点击] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
【2026-01-16】
03:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
03:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
【2026-01-17】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3676>
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>
【2026-01-18】
03:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_2485><s_c_3958>
04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
04:23 [广告-点击] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
18:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
18:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
【2026-01-19】
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
--:-- [商品-点击] <|prod_begin|><s_a_4228><s_b_1392><s_c_724>
【2026-01-20】
--:-- [直播-关注] <|living_begin|><s_a_1561><s_b_4358><s_c_2653>
--:-- [直播-关注] <|living_begin|><s_a_511><s_b_1277><s_c_5563>
04:13 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_6390>
18:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
18:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
【2026-01-21】
03:26 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
03:26 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
03:41 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
03:41 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
05:41 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
05:47 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
05:47 [广告-点击] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
09:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
09:29 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
09:29 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
09:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
09:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
17:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
17:29 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
【2026-01-22】
11:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_6358><s_c_7552>
--:-- [商品-点击] <|prod_begin|><s_a_8051><s_b_6384><s_c_3345>
--:-- [商品-点击] <|prod_begin|><s_a_731><s_b_2095><s_c_1247>
14:08 [视频-点赞/长播] <|video_begin|><s_a_4505><s_b_3586><s_c_2401>
18:03 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
18:10 [视频-点赞/长播] <|video_begin|><s_a_7715><s_b_4120><s_c_6341>
【2026-01-23】
04:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1916><s_c_728>
07:08 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
07:08 [广告-点击] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
11:17 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7047><s_c_3026>
11:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6848><s_c_4318>
11:17 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_1707>
11:35 [广告-深度转化] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
11:35 [广告-点击] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
14:48 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
15:48 [视频-点赞/长播] <|video_begin|><s_a_1585><s_b_5237><s_c_6390>
【2026-01-24】
03:05 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
03:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
--:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_338><s_c_5353>
--:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
--:-- [商品-购买] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
15:16 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7342><s_c_6940>
15:16 [视频-点赞/长播] <|video_begin|><s_a_1651><s_b_697><s_c_7037>
【2026-01-25】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_6757>
06:42 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_6737>
09:07 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_480>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
--:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
15:37 [视频-浏览] <|video_begin|><s_a_6904><s_b_7870><s_c_6805>
17:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
17:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
21:19 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6185>
【2026-01-26】
07:11 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_3878>
10:08 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
10:08 [广告-点击] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
15:55 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_1025><s_c_6805>
18:08 [视频-点赞/长播] <|video_begin|><s_a_1607><s_b_8008><s_c_3589>
18:10 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_8179><s_c_7548>
18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7771><s_b_7756><s_c_6185>
19:26 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
19:26 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
【2026-01-27】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_3395>
03:35 [视频-浏览] <|video_begin|><s_a_3396><s_b_915><s_c_7635>
09:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
15:10 [视频-点赞/长播] <|video_begin|><s_a_2853><s_b_4059><s_c_237>
15:10 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_7877><s_c_1457>
16:20 [视频-点赞/长播] <|video_begin|><s_a_8187><s_b_850><s_c_7172>
【2026-01-28】
03:29 [视频-浏览] <|video_begin|><s_a_116><s_b_7493><s_c_1009>
03:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
03:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
04:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
04:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
07:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
07:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_5916>
14:19 [视频-点赞/长播] <|video_begin|><s_a_6132><s_b_3068><s_c_3352>
【2026-01-29】
03:06 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_6123><s_c_4636>
03:24 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_5647><s_c_1128>
10:36 [视频-关注/长播] <|video_begin|><s_a_3667><s_b_4087><s_c_1476>
10:47 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_759><s_c_7127>
10:47 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3006><s_c_2049>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
13:23 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_6358><s_c_5988>
15:52 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_6519><s_c_4726>
17:53 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_7>
20:59 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
21:13 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4949><s_c_7970>
22:48 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
23:03 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_325><s_c_8057>
23:17 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_7571><s_c_2224>
【2026-01-30】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
04:00 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7047><s_c_2925>
04:11 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_434><s_c_5988>
04:26 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7879>
10:51 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5890>
10:55 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3898><s_c_4345>
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_6652><s_c_6073>
17:48 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_4949><s_c_2551>
17:58 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
17:58 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
【2026-01-31】
--:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_6039><s_c_1662>
03:37 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6057>
03:52 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
03:52 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
12:35 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6848><s_c_7548>
12:35 [视频-点赞/长播] <|video_begin|><s_a_5470><s_b_6358><s_c_516>
18:20 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
18:20 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
18:39 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_3348><s_c_1471>
18:50 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
18:50 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
19:31 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_5511><s_c_607>
19:40 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_4746><s_c_6848>
【2026-02-01】
06:11 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
15:14 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
15:14 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
15:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3775>
16:27 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7554><s_c_4699>
16:27 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_5237><s_c_1039>
18:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7756><s_c_943>
18:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
18:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
21:04 [广告-点击] <|ad_begin|><s_a_786><s_b_2854><s_c_3003>
【2026-02-02】
18:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_8179><s_c_1707>
19:11 [视频-点赞/长播] <|video_begin|><s_a_7159><s_b_7109><s_c_4467>
【2026-02-03】
02:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
02:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
03:17 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_8134><s_c_5673>
03:20 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_5647><s_c_40>
08:46 [视频-长播] <|video_begin|><s_a_7830><s_b_423><s_c_6154>
08:46 [视频-长播] <|video_begin|><s_a_5843><s_b_6091><s_c_499>
09:27 [视频-长播] <|video_begin|><s_a_148><s_b_6973><s_c_967>
12:34 [视频-长播] <|video_begin|><s_a_532><s_b_6848><s_c_6767>
13:31 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_6973>
13:31 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_7951>
13:31 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_294>
13:36 [视频-长播] <|video_begin|><s_a_5910><s_b_8024><s_c_4277>
13:36 [视频-长播] <|video_begin|><s_a_2080><s_b_5511><s_c_6848>
13:36 [视频-长播] <|video_begin|><s_a_1640><s_b_2906><s_c_2530>
13:39 [视频-长播] <|video_begin|><s_a_1469><s_b_6844><s_c_7605>
13:39 [视频-长播] <|video_begin|><s_a_3510><s_b_4746><s_c_3670>
14:58 [视频-长播] <|video_begin|><s_a_1106><s_b_1994><s_c_4512>
14:58 [视频-长播] <|video_begin|><s_a_5144><s_b_7047><s_c_2661>
15:12 [视频-点赞/长播] <|video_begin|><s_a_7133><s_b_3059><s_c_2807>
【2026-02-04】
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7047><s_c_2298>
01:56 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_6833>
04:09 [视频-长播] <|video_begin|><s_a_1335><s_b_4350><s_c_7588>
10:50 [视频-长播] <|video_begin|><s_a_2828><s_b_2221><s_c_5654>
10:50 [视频-长播] <|video_begin|><s_a_1640><s_b_8049><s_c_7106>
20:36 [视频-长播] <|video_begin|><s_a_3528><s_b_6234><s_c_5851>
20:38 [视频-长播] <|video_begin|><s_a_5673><s_b_6435><s_c_4548>
20:38 [视频-长播] <|video_begin|><s_a_3510><s_b_4509><s_c_7566>
22:20 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_4932>
22:28 [视频-长播] <|video_begin|><s_a_457><s_b_6848><s_c_7243>
22:29 [视频-长播] <|video_begin|><s_a_2134><s_b_6435><s_c_3534>
22:29 [视频-长播] <|video_begin|><s_a_2562><s_b_6848><s_c_2530>
22:29 [视频-长播] <|video_begin|><s_a_7879><s_b_7348><s_c_8042>
22:38 [视频-长播] <|video_begin|><s_a_3532><s_b_6782><s_c_3184>
22:45 [视频-长播] <|video_begin|><s_a_3091><s_b_7505><s_c_2407>
23:03 [视频-长播] <|video_begin|><s_a_4024><s_b_7608><s_c_1935>
23:09 [视频-长播] <|video_begin|><s_a_2194><s_b_7549><s_c_5874>
23:09 [视频-长播] <|video_begin|><s_a_5863><s_b_2246><s_c_2758>
23:09 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7741>
23:17 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_5452>
23:22 [视频-长播] <|video_begin|><s_a_1207><s_b_5419><s_c_853>
23:22 [视频-长播] <|video_begin|><s_a_575><s_b_5200><s_c_6222>
23:28 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_5749>
23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_1451>
23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_7124>
23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_3777>
23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_7261><s_c_1148>
【2026-02-05】
04:48 [视频-长播] <|video_begin|><s_a_1274><s_b_5511><s_c_2057>
05:02 [视频-长播] <|video_begin|><s_a_3430><s_b_4508><s_c_8091>
11:21 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_2123>
13:00 [视频-长播] <|video_begin|><s_a_4036><s_b_697><s_c_7970>
13:00 [视频-长播] <|video_begin|><s_a_3510><s_b_5647><s_c_7378>
14:23 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_4932>
14:24 [视频-长播] <|video_begin|><s_a_732><s_b_697><s_c_7548>
14:24 [视频-长播] <|video_begin|><s_a_410><s_b_5241><s_c_1377>
14:24 [视频-长播] <|video_begin|><s_a_7738><s_b_4275><s_c_6978>
14:25 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_6531>
15:48 [视频-长播] <|video_begin|><s_a_5144><s_b_5336><s_c_5713>
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
核心逻辑要求（递进性准则）：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 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。
请围绕以下主题提取行为逻辑链：
主题：从地域偏好到特定风物特产的兴趣收敛
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从地域偏好到特定风物特产的兴趣收敛",
"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"
}
]
}
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从地域偏好到特定风物特产的兴趣收敛", "events": [{"date": "2025-11-21", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>", "logic": "兴趣沉浸：在长达数月对云南主播（尤其是临沧地区）的持续关注和互动中，不断被动接收地域文化和生活方式信息，形成对“云南”的深度情感连接和认知背景。"}, {"date": "2025-10-27", "action": "[商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>", "logic": "行为转化：基于对云南文化的长期兴趣，首次将线上情感消费（打赏/关注）转化为对具体地域风物（傣味腌菜）的实体消费尝试，实现了从“云体验”到“实体感知”的跨越。"}, {"date": "2026-01-17", "action": "[商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>", "logic": "兴趣聚焦与收敛：用户的兴趣点从泛化的“云南特产”进一步收敛到更具体的地理单元“永德县”（临沧市下辖县）。这表明用户不再满足于宽泛的地域标签，而是基于已有的认知（可能源于直播内容），开始对特定子区域的标志性产品进行精准探索，体现了认知地图的精细化。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2025-04-26】
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3208><s_c_3208>
【2025-04-27】
--:-- [商品-购买] <|prod_begin|><s_a_210><s_b_1259><s_c_3463>
【2025-05-02】
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_7874><s_c_1131>
【2025-05-04】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_8125><s_c_7517>
【2025-05-11】
--:-- [直播-打赏] <|living_begin|><s_a_5907><s_b_6234><s_c_3184>
【2025-05-18】
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1392><s_c_3165>
【2025-05-19】
--:-- [商品-购买] <|prod_begin|><s_a_206><s_b_1334><s_c_5514>
【2025-05-21】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_3440><s_c_3909>
【2025-05-23】
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_336><s_c_5514>
【2025-05-26】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_660><s_c_8019>
【2025-05-28】
--:-- [商品-购买] <|prod_begin|><s_a_4657><s_b_6034><s_c_4003>
【2025-06-02】
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
【2025-06-03】
--:-- [商品-购买] <|prod_begin|><s_a_5050><s_b_3982><s_c_233>
【2025-06-06】
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_6925><s_c_646>
【2025-06-08】
--:-- [商品-购买] <|prod_begin|><s_a_635><s_b_1638><s_c_656>
【2025-06-11】
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_2812><s_c_7800>
【2025-06-26】
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
【2025-06-29】
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>
【2025-07-18】
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>
【2025-09-26】
--:-- [商品-购买] <|prod_begin|><s_a_1701><s_b_2323><s_c_3755>
【2025-10-09】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_5602>
【2025-10-12】
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_5200><s_c_6278>
【2025-10-18】
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7367><s_c_3294>
【2025-11-03】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3006><s_c_3355>
【2025-11-04】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7979>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7975><s_c_7930>
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2246><s_c_5563>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_2820>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_6202>
【2025-11-05】
--:-- [商品-购买] <|prod_begin|><s_a_5136><s_b_5658><s_c_3726>
【2025-11-09】
--:-- [直播-关注] <|living_begin|><s_a_5667><s_b_697><s_c_677>
【2025-11-12】
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3079>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
【2025-11-13】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_6278>
【2025-11-14】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_7342><s_c_5673>
【2025-11-15】
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_2294>
【2025-11-16】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4543>
【2025-11-18】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_7066>
【2025-11-20】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6607><s_c_6240>
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5128><s_c_5235>
【2025-11-21】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_423><s_c_958>
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_4056><s_c_3265>
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_7951>
【2025-11-24】
--:-- [直播-关注] <|living_begin|><s_a_2422><s_b_1227><s_c_5563>
【2025-11-25】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5727><s_c_1433>
【2025-11-27】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_4037><s_c_5563>
【2025-11-28】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_3958>
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_7878><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_194><s_b_7342><s_c_958>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4885><s_c_6988>
--:-- [直播-关注] <|living_begin|><s_a_2344><s_b_5727><s_c_4573>
【2025-11-29】
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
【2025-12-03】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_2547><s_c_3034>
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_5748><s_c_958>
【2025-12-05】
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_4917><s_c_958>
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_451><s_c_2513>
【2025-12-09】
--:-- [直播-关注] <|living_begin|><s_a_2860><s_b_3321><s_c_616>
【2025-12-10】
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3958>
--:-- [直播-关注] <|living_begin|><s_a_589><s_b_6234><s_c_1870>
【2025-12-11】
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_1738>
【2025-12-12】
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_7292><s_c_1726>
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_3894><s_c_2249>
【2025-12-14】
--:-- [商品-购买] <|prod_begin|><s_a_2070><s_b_321><s_c_4519>
--:-- [商品-购买] <|prod_begin|><s_a_2315><s_b_2103><s_c_1841>
【2025-12-16】
--:-- [直播-关注] <|living_begin|><s_a_4427><s_b_4949><s_c_1957>
【2025-12-19】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-20】
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_4458><s_c_2226>
【2025-12-21】
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_4953><s_c_6327>
--:-- [商品-购买] <|prod_begin|><s_a_5394><s_b_2056><s_c_593>
【2025-12-24】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5101><s_c_4422>
【2025-12-26】
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2025-12-31】
--:-- [商品-购买] <|prod_begin|><s_a_5558><s_b_196><s_c_70>
【2026-01-04】
10:18 [广告-深度转化] <|ad_begin|><s_a_2618><s_b_3727><s_c_3054>
10:18 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_1822><s_c_5936>
10:21 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_5839>
10:35 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5511><s_c_1232>
【2026-01-05】
03:11 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_2792><s_c_1389>
03:13 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
03:14 [广告-深度转化] <|ad_begin|><s_a_2125><s_b_414><s_c_4515>
03:15 [广告-深度转化] <|ad_begin|><s_a_250><s_b_5200><s_c_4159>
03:18 [广告-深度转化] <|ad_begin|><s_a_3604><s_b_915><s_c_1368>
03:18 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
07:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3973><s_c_2452>
【2026-01-06】
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_5941>
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_5952><s_c_4663>
01:43 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_3447><s_c_360>
06:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_4930>
07:45 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6234><s_c_3447>
【2026-01-07】
--:-- [商品-购买] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
09:19 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_5273>
12:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4932>
【2026-01-08】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6891><s_c_4543>
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
04:50 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_1288><s_c_3519>
04:52 [广告-深度转化] <|ad_begin|><s_a_250><s_b_928><s_c_5807>
04:52 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4730>
07:30 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_3006><s_c_2808>
07:30 [广告-深度转化] <|ad_begin|><s_a_2025><s_b_1232><s_c_2261>
08:59 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_6341>
【2026-01-09】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1984><s_c_5673>
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2069><s_c_7550>
【2026-01-10】
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6058><s_c_535>
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_3399><s_c_1938>
02:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_6973><s_c_7091>
【2026-01-11】
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_6426><s_c_887>
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_746><s_c_1541>
【2026-01-12】
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_6234><s_c_6278>
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
--:-- [商品-购买] <|prod_begin|><s_a_4720><s_b_3217><s_c_1059>
05:01 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
05:34 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1119><s_c_4932>
09:31 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
【2026-01-13】
02:24 [广告-深度转化] <|ad_begin|><s_a_6766><s_b_6913><s_c_1720>
07:15 [广告-深度转化] <|ad_begin|><s_a_1883><s_b_7261><s_c_5673>
07:16 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-14】
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1806><s_c_4859>
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2863><s_c_5563>
【2026-01-15】
--:-- [商品-购买] <|prod_begin|><s_a_2380><s_b_4539><s_c_4417>
09:11 [广告-深度转化] <|ad_begin|><s_a_5570><s_b_6435><s_c_5413>
09:11 [广告-深度转化] <|ad_begin|><s_a_4632><s_b_423><s_c_3016>
09:13 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1413><s_c_4159>
09:31 [广告-深度转化] <|ad_begin|><s_a_7294><s_b_697><s_c_5209>
【2026-01-16】
03:44 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_620><s_c_4595>
06:36 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7571><s_c_6962>
【2026-01-19】
04:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_2337>
04:43 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_57><s_c_5911>
【2026-01-20】
01:12 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_2812><s_c_5246>
【2026-01-21】
04:21 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_4487>
07:58 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_4548>
07:58 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1914>
09:19 [广告-点击] <|ad_begin|><s_a_5529><s_b_1431><s_c_773>
【2026-01-22】
02:35 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_558><s_c_6278>
02:35 [视频-点赞/长播] <|video_begin|><s_a_3241><s_b_8179><s_c_5563>
03:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
03:11 [广告-点击] <|ad_begin|><s_a_2350><s_b_2737><s_c_929>
03:12 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
03:12 [广告-点击] <|ad_begin|><s_a_4928><s_b_2828><s_c_3766>
03:12 [广告-点击] <|ad_begin|><s_a_4540><s_b_5175><s_c_7695>
03:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_3112><s_c_2398>
04:02 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_404><s_c_5061>
04:02 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_5711><s_c_7257>
04:02 [视频-关注/长播] <|video_begin|><s_a_7893><s_b_7390><s_c_3830>
04:07 [广告-点击] <|ad_begin|><s_a_4071><s_b_4295><s_c_2189>
04:25 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_2828><s_c_1254>
04:27 [视频-关注/长播] <|video_begin|><s_a_1108><s_b_6972><s_c_1428>
04:32 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_765><s_c_5563>
04:32 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_5270><s_c_4599>
05:20 [广告-深度转化] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
05:20 [广告-点击] <|ad_begin|><s_a_2135><s_b_4324><s_c_6108>
05:22 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
05:22 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_6557>
05:24 [广告-点击] <|ad_begin|><s_a_5932><s_b_989><s_c_6468>
06:40 [视频-收藏/长播] <|video_begin|><s_a_4815><s_b_6234><s_c_7106>
07:45 [广告-深度转化] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
07:45 [广告-点击] <|ad_begin|><s_a_7830><s_b_5237><s_c_3296>
08:45 [广告-点击] <|ad_begin|><s_a_5903><s_b_404><s_c_5061>
【2026-01-23】
03:18 [视频-收藏/长播] <|video_begin|><s_a_2012><s_b_4898><s_c_2253>
05:43 [视频-关注/长播] <|video_begin|><s_a_7268><s_b_5081><s_c_1477>
07:46 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
07:46 [广告-点击] <|ad_begin|><s_a_5368><s_b_1431><s_c_1439>
07:46 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_3026>
09:08 [视频-关注/点赞/长播] <|video_begin|><s_a_7149><s_b_4945><s_c_808>
09:59 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_7959><s_c_7695>
10:13 [视频-点赞/长播] <|video_begin|><s_a_2012><s_b_7390><s_c_237>
【2026-01-24】
00:07 [视频-收藏/长播] <|video_begin|><s_a_7149><s_b_4000><s_c_5673>
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_7149><s_b_573><s_c_1719>
01:02 [视频-关注/收藏/长播] <|video_begin|><s_a_6140><s_b_1002><s_c_4641>
04:53 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_2409>
05:38 [广告-点击] <|ad_begin|><s_a_6229><s_b_5349><s_c_5673>
07:42 [视频-关注/长播] <|video_begin|><s_a_3241><s_b_6525><s_c_7807>
07:48 [视频-关注/长播] <|video_begin|><s_a_2405><s_b_4167><s_c_5135>
08:06 [视频-转发/收藏/长播] <|video_begin|><s_a_1883><s_b_6006><s_c_4979>
08:06 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_5727><s_c_3948>
08:45 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7746><s_c_5663>
10:20 [视频-收藏/长播] <|video_begin|><s_a_7411><s_b_7946><s_c_1272>
10:45 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_4305><s_c_3034>
23:01 [视频-转发/长播] <|video_begin|><s_a_458><s_b_57><s_c_7106>
【2026-01-25】
00:02 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_1137><s_c_1428>
06:19 [广告-深度转化] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
06:19 [广告-点击] <|ad_begin|><s_a_6904><s_b_4753><s_c_3753>
06:32 [广告-点击] <|ad_begin|><s_a_6140><s_b_3932><s_c_3447>
【2026-01-26】
00:44 [视频-收藏/长播] <|video_begin|><s_a_1108><s_b_4475><s_c_2781>
02:07 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
02:07 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
02:19 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_6442><s_c_1697>
02:44 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1002><s_c_1428>
07:17 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_4542><s_c_4932>
【2026-01-27】
03:38 [视频-关注/长播] <|video_begin|><s_a_2012><s_b_5369><s_c_3034>
03:44 [视频-转发/长播] <|video_begin|><s_a_5695><s_b_741><s_c_3062>
03:49 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_19><s_c_3676>
03:49 [视频-关注/长播] <|video_begin|><s_a_1726><s_b_6436><s_c_853>
04:04 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_4839><s_c_3026>
04:11 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
04:11 [广告-点击] <|ad_begin|><s_a_1210><s_b_978><s_c_2586>
04:11 [广告-点击] <|ad_begin|><s_a_5115><s_b_1510><s_c_2447>
04:26 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
04:26 [广告-点击] <|ad_begin|><s_a_3627><s_b_1777><s_c_5502>
04:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
04:27 [广告-点击] <|ad_begin|><s_a_5115><s_b_3042><s_c_1900>
04:27 [广告-点击] <|ad_begin|><s_a_7034><s_b_1892><s_c_4180>
04:28 [视频-关注/长播] <|video_begin|><s_a_1883><s_b_558><s_c_4926>
04:33 [视频-关注/长播] <|video_begin|><s_a_2181><s_b_8125><s_c_362>
04:33 [视频-关注/点赞/长播] <|video_begin|><s_a_6776><s_b_588><s_c_46>
04:37 [广告-点击] <|ad_begin|><s_a_7042><s_b_5893><s_c_1>
04:53 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_4430><s_c_5677>
04:54 [视频-收藏/长播] <|video_begin|><s_a_6490><s_b_1740><s_c_6442>
05:04 [视频-关注/长播] <|video_begin|><s_a_7149><s_b_7390><s_c_6442>
09:25 [视频-关注/点赞/长播] <|video_begin|><s_a_5968><s_b_1029><s_c_1659>
09:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_7149><s_b_2130><s_c_157>
【2026-01-28】
03:40 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
03:40 [广告-点击] <|ad_begin|><s_a_4403><s_b_7946><s_c_875>
03:41 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_6930>
04:17 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_3420><s_c_1162>
04:19 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
04:19 [广告-点击] <|ad_begin|><s_a_250><s_b_1224><s_c_4365>
04:20 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
04:20 [广告-点击] <|ad_begin|><s_a_7034><s_b_7514><s_c_1270>
04:21 [广告-点击] <|ad_begin|><s_a_4835><s_b_1798><s_c_7713>
04:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
04:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>
05:47 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
05:47 [广告-点击] <|ad_begin|><s_a_5894><s_b_5641><s_c_1148>
05:47 [广告-点击] <|ad_begin|><s_a_3627><s_b_1510><s_c_4180>
08:48 [视频-关注/转发/长播] <|video_begin|><s_a_5695><s_b_5727><s_c_1428>
09:50 [广告-点击] <|ad_begin|><s_a_4157><s_b_800><s_c_1471>
11:03 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
11:03 [广告-点击] <|ad_begin|><s_a_6101><s_b_7342><s_c_6101>
【2026-01-29】
01:32 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5359>
02:00 [视频-点赞/长播] <|video_begin|><s_a_2344><s_b_7888><s_c_6782>
10:38 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_4263>
【2026-01-30】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6358><s_c_5563>
06:58 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_104><s_c_360>
【2026-01-31】
01:08 [广告-点击] <|ad_begin|><s_a_7042><s_b_4944><s_c_1707>
04:11 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_6072>
04:18 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:18 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:36 [广告-点击] <|ad_begin|><s_a_1210><s_b_104><s_c_7268>
06:09 [广告-点击] <|ad_begin|><s_a_7847><s_b_1795><s_c_7268>
23:31 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_8058><s_c_3775>
【2026-02-01】
00:35 [广告-点击] <|ad_begin|><s_a_562><s_b_3297><s_c_6707>
00:38 [广告-点击] <|ad_begin|><s_a_7240><s_b_5904><s_c_5563>
00:40 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
02:51 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
02:51 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
02:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6170><s_c_5677>
04:18 [广告-点击] <|ad_begin|><s_a_7710><s_b_5869><s_c_2699>
04:43 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
04:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_3011>
05:09 [广告-点击] <|ad_begin|><s_a_5368><s_b_6550><s_c_2321>
09:12 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
10:57 [广告-深度转化] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
10:57 [广告-点击] <|ad_begin|><s_a_3732><s_b_4324><s_c_113>
23:57 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_1642><s_c_6616>
【2026-02-02】
00:14 [广告-点击] <|ad_begin|><s_a_805><s_b_800><s_c_4192>
01:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_4508><s_c_1161>
--:-- [商品-购买] <|prod_begin|><s_a_577><s_b_152><s_c_475>
09:28 [视频-长播] <|video_begin|><s_a_5907><s_b_4305><s_c_2756>
23:58 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2820>
【2026-02-03】
00:05 [视频-长播] <|video_begin|><s_a_3373><s_b_946><s_c_6977>
00:33 [视频-长播] <|video_begin|><s_a_4646><s_b_2963><s_c_6629>
00:33 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1595><s_c_2156>
00:34 [视频-长播] <|video_begin|><s_a_3767><s_b_7965><s_c_7695>
01:21 [视频-长播] <|video_begin|><s_a_532><s_b_8022><s_c_4341>
01:53 [视频-转发/长播] <|video_begin|><s_a_7149><s_b_588><s_c_1451>
02:00 [视频-长播] <|video_begin|><s_a_3510><s_b_3193><s_c_3026>
02:00 [视频-长播] <|video_begin|><s_a_7409><s_b_4275><s_c_536>
03:19 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_5445><s_c_1317>
03:27 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_2225>
03:32 [视频-长播] <|video_begin|><s_a_5907><s_b_5445><s_c_5194>
03:37 [视频-长播] <|video_begin|><s_a_4403><s_b_3589><s_c_6278>
03:42 [视频-长播] <|video_begin|><s_a_3717><s_b_311><s_c_1428>
04:15 [视频-点赞/长播] <|video_begin|><s_a_3600><s_b_1715><s_c_4570>
04:38 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:38 [广告-点击] <|ad_begin|><s_a_4646><s_b_3932><s_c_5901>
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_6819><s_c_853>
04:58 [视频-长播] <|video_begin|><s_a_3510><s_b_558><s_c_1119>
04:58 [视频-长播] <|video_begin|><s_a_7879><s_b_2865><s_c_47>
07:22 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
07:22 [广告-点击] <|ad_begin|><s_a_3014><s_b_4733><s_c_1284>
07:23 [广告-点击] <|ad_begin|><s_a_5541><s_b_3857><s_c_6976>
07:24 [视频-长播] <|video_begin|><s_a_5998><s_b_8179><s_c_904>
07:24 [视频-长播] <|video_begin|><s_a_993><s_b_2854><s_c_5843>
23:38 [视频-长播] <|video_begin|><s_a_4646><s_b_1284><s_c_359>
23:38 [视频-长播] <|video_begin|><s_a_7312><s_b_2419><s_c_607>
23:45 [视频-长播] <|video_begin|><s_a_1883><s_b_3828><s_c_3054>
23:46 [视频-长播] <|video_begin|><s_a_458><s_b_3420><s_c_607>
23:51 [广告-点击] <|ad_begin|><s_a_3510><s_b_6234><s_c_5349>
23:56 [视频-长播] <|video_begin|><s_a_16><s_b_8179><s_c_2370>
23:56 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_677>
【2026-02-04】
00:09 [视频-长播] <|video_begin|><s_a_2252><s_b_414><s_c_4810>
03:26 [视频-长播] <|video_begin|><s_a_7149><s_b_7016><s_c_1957>
03:26 [视频-长播] <|video_begin|><s_a_7879><s_b_6045><s_c_4724>
03:36 [广告-点击] <|ad_begin|><s_a_4928><s_b_800><s_c_5115>
03:37 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
03:37 [广告-点击] <|ad_begin|><s_a_8159><s_b_5200><s_c_1148>
03:44 [视频-长播] <|video_begin|><s_a_457><s_b_4996><s_c_3041>
04:24 [广告-点击] <|ad_begin|><s_a_1383><s_b_6874><s_c_7683>
05:06 [视频-长播] <|video_begin|><s_a_5968><s_b_2826><s_c_6561>
05:09 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
05:09 [广告-点击] <|ad_begin|><s_a_2817><s_b_5511><s_c_907>
05:10 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
05:10 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_495>
05:10 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_2704>
05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5061>
05:46 [视频-长播] <|video_begin|><s_a_3829><s_b_5659><s_c_1935>
05:46 [视频-长播] <|video_begin|><s_a_4646><s_b_1720><s_c_47>
08:59 [广告-点击] <|ad_begin|><s_a_4649><s_b_1740><s_c_7099>
09:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_3633><s_c_6227>
09:07 [视频-关注/点赞/长播] <|video_begin|><s_a_2350><s_b_6442><s_c_4879>
09:15 [视频-长播] <|video_begin|><s_a_2428><s_b_4688><s_c_2530>
09:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_5907><s_b_6436><s_c_7925>
09:16 [视频-关注/点赞/长播] <|video_begin|><s_a_8159><s_b_7749><s_c_5209>
23:32 [视频-长播] <|video_begin|><s_a_5019><s_b_632><s_c_2530>
23:33 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_7718>
【2026-02-05】
00:10 [视频-长播] <|video_begin|><s_a_1883><s_b_8058><s_c_4631>
00:10 [视频-点赞/长播] <|video_begin|><s_a_2562><s_b_7437><s_c_853>
00:14 [视频-长播] <|video_begin|><s_a_4646><s_b_3447><s_c_7378>
00:16 [视频-长播] <|video_begin|><s_a_7149><s_b_19><s_c_2123>
01:08 [视频-长播] <|video_begin|><s_a_3510><s_b_1642><s_c_47>
01:08 [视频-长播] <|video_begin|><s_a_1336><s_b_952><s_c_853>
01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_7749><s_c_1161>
01:29 [视频-长播] <|video_begin|><s_a_1883><s_b_6972><s_c_7979>
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3208><s_c_3111>
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
--:-- [商品-点击] <|prod_begin|><s_a_1953><s_b_7537><s_c_7706>
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_3165>
--:-- [商品-点击] <|prod_begin|><s_a_605><s_b_6426><s_c_7656>
--:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_2808><s_c_5331>
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_152><s_c_941>
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_6675><s_c_7656>
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_3635><s_c_7334>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_5422><s_b_6426><s_c_4109>
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_3132><s_c_3317>
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1715><s_c_3650>
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_3295><s_c_8099>
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
--:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_1165><s_c_5957>
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_203><s_c_4134>
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7604><s_c_2077>
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_1290><s_c_3240>
--:-- [商品-点击] <|prod_begin|><s_a_3395><s_b_2828><s_c_6981>
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_82>
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_5101><s_c_5388>
03:11 [广告-点击] <|ad_begin|><s_a_7034><s_b_1188><s_c_4952>
03:31 [视频-收藏/长播] <|video_begin|><s_a_1883><s_b_351><s_c_5673>
03:35 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_4305><s_c_607>
03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7312><s_b_2008><s_c_360>
04:00 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_4200>
04:47 [视频-长播] <|video_begin|><s_a_6219><s_b_5329><s_c_6754>
04:53 [视频-长播] <|video_begin|><s_a_4064><s_b_1720><s_c_3026>
04:54 [视频-长播] <|video_begin|><s_a_3510><s_b_451><s_c_6112>
04:54 [视频-长播] <|video_begin|><s_a_3363><s_b_6006><s_c_7899>
04:54 [视频-长播] <|video_begin|><s_a_7879><s_b_7749><s_c_1591>
05:02 [视频-长播] <|video_begin|><s_a_629><s_b_2504><s_c_6011>
06:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_4723><s_c_7616>
06:18 [广告-深度转化] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
06:18 [广告-点击] <|ad_begin|><s_a_217><s_b_6726><s_c_4078>
06:19 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
06:19 [广告-点击] <|ad_begin|><s_a_3510><s_b_1595><s_c_1118>
06:20 [广告-深度转化] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
06:20 [广告-点击] <|ad_begin|><s_a_217><s_b_7138><s_c_3391>
06:20 [广告-点击] <|ad_begin|><s_a_5368><s_b_1510><s_c_2678>
08:11 [视频-评论/收藏/长播] <|video_begin|><s_a_16><s_b_4262><s_c_3775>
08:22 [视频-长播] <|video_begin|><s_a_3373><s_b_621><s_c_47>
08:33 [视频-长播] <|video_begin|><s_a_3510><s_b_4262><s_c_7979>
08:43 [视频-长播] <|video_begin|><s_a_3935><s_b_6045><s_c_853>
08:51 [视频-长播] <|video_begin|><s_a_3510><s_b_6045><s_c_77>
08:59 [广告-深度转化] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
08:59 [广告-点击] <|ad_begin|><s_a_7385><s_b_404><s_c_1709>
11:43 [广告-点击] <|ad_begin|><s_a_1351><s_b_1740><s_c_2242>
【2026-02-06】
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6352><s_c_2770>
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_747><s_b_6224><s_c_1553>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_1906><s_b_7764><s_c_6971>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4458><s_c_1303>
--:-- [商品-点击] <|prod_begin|><s_a_2375><s_b_2091><s_c_7743>
--:-- [商品-点击] <|prod_begin|><s_a_5807><s_b_2095><s_c_959>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6352><s_c_3824>
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1055><s_c_1157>
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4458><s_c_3909>
--:-- [商品-点击] <|prod_begin|><s_a_2553><s_b_2198><s_c_5504>
--:-- [商品-点击] <|prod_begin|><s_a_779><s_b_3233><s_c_1644>
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_3340><s_c_3456>
--:-- [商品-点击] <|prod_begin|><s_a_4769><s_b_6209><s_c_4899>
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_1717><s_c_1900>
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1747><s_c_2496>
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）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
核心判定逻辑（递进性准则）：
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
3.需求深度细化：在相同主题类目下，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。
请围绕以下主题提取行为逻辑链：
主题：从泛化健康焦虑到聚焦特定问题的解决方案探索
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从泛化健康焦虑到聚焦特定问题的解决方案探索",
"events": [
{
"date": "YYYY-MM-DD",
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
"logic": "逻辑说明"
}
]
}
}/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
{"logic_chain": {"name": "从泛化健康焦虑到聚焦特定问题的解决方案探索", "events": [{"date": "2025-06-26", "action": "[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>", "logic": "问题触发与初步尝试：首次购买明确指向“便秘”问题的产品，表明用户开始正视该健康问题，并尝试通过天然食疗方式解决。"}, {"date": "2025-06-29", "action": "[商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>", "logic": "认知升级与路径修正：在购买食疗产品后仅3天，用户迅速转向购买具有明确药理作用的“通便”胶囊。这表明食疗方案可能效果不佳或不及时，促使用户寻求更直接、更强效的药物解决方案，完成了从“调理”到“治疗”的认知跃迁。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-09-29】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_843><s_c_4694>
【2023-10-19】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5831>
【2023-10-21】
--:-- [商品-购买] <|prod_begin|><s_a_3282><s_b_1002><s_c_7897>
【2023-11-02】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7084><s_c_3849>
【2023-11-11】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-01-01】
--:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_4682><s_c_1414>
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3428><s_c_749>
【2024-01-07】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-03-17】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-04-02】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_6522><s_c_3849>
【2024-04-04】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-04-14】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2990><s_c_7957>
【2024-04-27】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-05-05】
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
【2024-07-14】
--:-- [商品-购买] <|prod_begin|><s_a_1884><s_b_5426><s_c_3055>
【2024-07-19】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_1638><s_c_1414>
【2024-09-02】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1951><s_c_3849>
【2024-09-08】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2003><s_c_368>
【2024-10-20】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
【2025-05-14】
--:-- [直播-关注] <|living_begin|><s_a_3933><s_b_7342><s_c_3016>
【2025-06-02】
--:-- [商品-购买] <|prod_begin|><s_a_322><s_b_2129><s_c_475>
【2025-06-03】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4692><s_c_7187>
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_864><s_c_6560>
【2025-06-04】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
【2025-06-06】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
【2025-06-08】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4838><s_c_2892>
【2025-06-18】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5779>
【2025-06-20】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
【2025-06-23】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3915><s_c_4512>
【2025-06-29】
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_3880><s_c_2274>
【2025-07-06】
--:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_2312><s_c_2524>
【2025-07-31】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_741><s_c_5405>
【2025-08-07】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7755><s_c_259>
【2025-08-08】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_3198><s_c_1023>
【2025-08-15】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7054><s_c_6387>
【2025-10-02】
--:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_1966><s_c_5537>
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1638><s_c_3909>
【2025-10-13】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7725><s_c_7935>
【2025-10-20】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7547><s_c_2833>
【2025-10-26】
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_282><s_c_2688>
【2025-10-29】
--:-- [商品-购买] <|prod_begin|><s_a_157><s_b_3614><s_c_1835>
【2025-10-30】
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7951>
【2025-11-04】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_2912>
【2025-12-01】
--:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_5654>
【2025-12-02】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_284><s_c_6278>
【2025-12-09】
--:-- [直播-关注] <|living_begin|><s_a_993><s_b_6400><s_c_875>
【2025-12-17】
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_8049><s_c_7257>
【2025-12-24】
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_5934><s_c_3852>
【2025-12-31】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1925><s_c_4233>
【2026-01-01】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_6676>
【2026-01-02】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_5563>
【2026-01-03】
--:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_3408><s_c_1566>
【2026-01-07】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_519>
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
【2026-01-08】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7529>
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_77>
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3614><s_c_4304>
【2026-01-09】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5582><s_c_5558>
【2026-01-12】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
【2026-01-13】
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
【2026-01-19】
--:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
【2026-01-21】
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
22:32 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_4242><s_c_6162>
22:32 [视频-评论/长播] <|video_begin|><s_a_7238><s_b_7146><s_c_4595>
22:49 [视频-评论/长播] <|video_begin|><s_a_3622><s_b_6442><s_c_4200>
22:49 [视频-长播] <|video_begin|><s_a_562><s_b_5081><s_c_997>
22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_7952><s_c_1379>
【2026-01-22】
12:43 [视频-评论/长播] <|video_begin|><s_a_3280><s_b_353><s_c_7612>
12:43 [视频-长播] <|video_begin|><s_a_2912><s_b_5467><s_c_5352>
12:43 [视频-点赞/长播] <|video_begin|><s_a_7238><s_b_3633><s_c_2369>
【2026-01-23】
12:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_4054><s_c_7268>
【2026-01-24】
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
01:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7857><s_b_7445><s_c_291>
13:31 [视频-长播] <|video_begin|><s_a_562><s_b_6209><s_c_3726>
13:31 [视频-评论/点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
【2026-01-25】
00:20 [视频-长播] <|video_begin|><s_a_4030><s_b_2966><s_c_5349>
09:20 [视频-评论/点赞/长播] <|video_begin|><s_a_6633><s_b_4010><s_c_638>
【2026-01-26】
04:12 [视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>
09:38 [视频-评论/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
09:38 [视频-长播] <|video_begin|><s_a_4193><s_b_2352><s_c_5105>
22:42 [视频-长播] <|video_begin|><s_a_5632><s_b_123><s_c_7880>
【2026-01-27】
12:10 [视频-长播] <|video_begin|><s_a_3280><s_b_4600><s_c_6162>
12:21 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
23:05 [视频-长播] <|video_begin|><s_a_5904><s_b_1822><s_c_1118>
23:05 [视频-评论/点赞/长播] <|video_begin|><s_a_2526><s_b_1596><s_c_932>
23:05 [视频-点赞/长播] <|video_begin|><s_a_807><s_b_5061><s_c_6162>
【2026-01-28】
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7260><s_c_3606>
--:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_4538><s_c_708>
11:47 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_845>
11:47 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_728>
23:00 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1122>
23:00 [视频-长播] <|video_begin|><s_a_5144><s_b_6595><s_c_360>
23:00 [视频-长播] <|video_begin|><s_a_4615><s_b_4338><s_c_8128>
23:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6867><s_b_6076><s_c_5839>
23:19 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_1306>
23:19 [视频-长播] <|video_begin|><s_a_1726><s_b_4216><s_c_1935>
【2026-01-29】
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3776><s_c_5231>
--:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5781><s_c_5646>
--:-- [商品-点击] <|prod_begin|><s_a_3027><s_b_3320><s_c_7348>
--:-- [商品-点击] <|prod_begin|><s_a_115><s_b_6304><s_c_4895>
--:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_6119><s_c_4431>
--:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3152><s_c_2413>
00:52 [视频-长播] <|video_begin|><s_a_5935><s_b_8115><s_c_5193>
03:43 [视频-长播] <|video_begin|><s_a_6207><s_b_451><s_c_2309>
08:29 [视频-长播] <|video_begin|><s_a_6076><s_b_886><s_c_4932>
08:29 [视频-评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>
22:32 [视频-长播] <|video_begin|><s_a_447><s_b_3594><s_c_7456>
22:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>
22:32 [视频-点赞/长播] <|video_begin|><s_a_1742><s_b_5206><s_c_7288>
22:32 [视频-转发/长播] <|video_begin|><s_a_7176><s_b_1596><s_c_7287>
22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_3587><s_c_5839>
【2026-01-30】
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
--:-- [商品-点击] <|prod_begin|><s_a_4979><s_b_1807><s_c_1863>
--:-- [商品-点击] <|prod_begin|><s_a_6402><s_b_716><s_c_7791>
--:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_6544><s_c_846>
--:-- [商品-点击] <|prod_begin|><s_a_4624><s_b_2990><s_c_1882>
--:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5805><s_c_3944>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7238><s_b_8000><s_c_1085>
03:02 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_7811><s_c_6162>
22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
22:49 [视频-转发/评论/长播] <|video_begin|><s_a_562><s_b_1424><s_c_1379>
23:08 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7391><s_c_1935>
【2026-01-31】
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_6780><s_c_3712>
02:41 [视频-评论/长播] <|video_begin|><s_a_4193><s_b_6874><s_c_6227>
02:41 [视频-长播] <|video_begin|><s_a_7268><s_b_5124><s_c_61>
02:41 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_6726><s_c_8036>
02:41 [视频-点赞/长播] <|video_begin|><s_a_2386><s_b_2485><s_c_889>
02:48 [视频-点赞/长播] <|video_begin|><s_a_6755><s_b_5277><s_c_5402>
08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6341><s_b_2969><s_c_5563>
08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_353><s_c_6162>
08:05 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_839><s_c_1752>
08:16 [视频-评论/长播] <|video_begin|><s_a_4862><s_b_5102><s_c_4994>
23:15 [视频-长播] <|video_begin|><s_a_5374><s_b_6421><s_c_1649>
【2026-02-01】
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_7687><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6925><s_c_7414>
02:09 [视频-长播] <|video_begin|><s_a_1726><s_b_5124><s_c_7297>
02:09 [视频-长播] <|video_begin|><s_a_2577><s_b_2549><s_c_7072>
02:09 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_594><s_c_5413>
02:17 [视频-长播] <|video_begin|><s_a_5032><s_b_4581><s_c_4200>
02:17 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_1021><s_c_6856>
23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_713><s_c_655>
23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_5206><s_c_1935>
23:39 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7525><s_c_7609>
【2026-02-02】
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5607><s_c_3055>
--:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_5719><s_c_136>
--:-- [商品-点击] <|prod_begin|><s_a_744><s_b_4516><s_c_4895>
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_5798>
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_1029><s_c_7325>
06:34 [视频-评论/长播] <|video_begin|><s_a_5485><s_b_5616><s_c_3062>
06:34 [视频-长播] <|video_begin|><s_a_4193><s_b_8002><s_c_5968>
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_639><s_b_5756><s_c_6162>
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
09:10 [视频-点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
12:13 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
12:13 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_4293><s_c_2215>
12:26 [视频-评论/点赞/长播] <|video_begin|><s_a_7152><s_b_7001><s_c_5732>
22:36 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_3267>
【2026-02-03】
01:45 [视频-点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
06:34 [视频-点赞/长播] <|video_begin|><s_a_1351><s_b_6944><s_c_8003>
22:30 [视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_7176><s_b_5966><s_c_1988>
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_5122><s_b_123><s_c_814>
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
22:30 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_1229><s_c_7650>
22:48 [视频-长播] <|video_begin|><s_a_4522><s_b_620><s_c_116>
22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_6726><s_c_2215>
22:48 [视频-评论/点赞/长播] <|video_begin|><s_a_505><s_b_1596><s_c_1708>
22:48 [视频-点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
22:58 [视频-长播] <|video_begin|><s_a_1726><s_b_5551><s_c_4859>
22:58 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_1002><s_c_5677>
【2026-02-04】
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1290><s_c_2509>
00:13 [广告-深度转化] <|ad_begin|><s_a_3356><s_b_3932><s_c_1100>
00:19 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4340><s_c_1708>
00:20 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_6380>
00:24 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
00:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
00:44 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_2345><s_c_4548>
00:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_357><s_c_5667>
00:48 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
00:53 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_294>
00:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
01:04 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_372>
01:04 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
01:05 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5511><s_c_3998>
03:12 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_581><s_c_6616>
03:22 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_827><s_c_6419>
03:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5727><s_c_25>
06:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6907><s_c_2253>
06:28 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4159>
06:32 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5511><s_c_1935>
06:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6962>
06:40 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6442><s_c_7003>
07:01 [广告-深度转化] <|ad_begin|><s_a_7584><s_b_697><s_c_5076>
09:40 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7054><s_c_3648>
11:47 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_8049><s_c_6805>
11:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_581><s_c_5087>
12:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1469><s_c_5668>
12:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7342><s_c_7904>
12:18 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_179>
12:21 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_1322>
13:31 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_915><s_c_3026>
13:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
13:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5419><s_c_1552>
13:46 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3375>
13:51 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3602><s_c_6094>
13:55 [广告-深度转化] <|ad_begin|><s_a_1909><s_b_7342><s_c_6629>
22:43 [视频-长播] <|video_begin|><s_a_6073><s_b_36><s_c_7274>
22:43 [视频-长播] <|video_begin|><s_a_6627><s_b_1002><s_c_7359>
22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7261><s_c_360>
23:00 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4859>
23:00 [视频-长播] <|video_begin|><s_a_3280><s_b_3596><s_c_5169>
23:00 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_439>
23:03 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4463><s_c_6286>
23:39 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_3447><s_c_6919>
【2026-02-05】
00:00 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1224><s_c_4858>
00:01 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_581><s_c_7945>
00:03 [视频-长播] <|video_begin|><s_a_4522><s_b_7877><s_c_6047>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_3230><s_c_2639>
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_7136><s_c_959>
00:08 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
00:11 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6084><s_c_5087>
00:12 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
00:16 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
00:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4491><s_c_2482>
00:20 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_3265>
00:23 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3889><s_c_5563>
00:27 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_6334><s_c_5563>
00:32 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
00:32 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_4180>
01:59 [视频-评论/长播] <|video_begin|><s_a_3655><s_b_7019><s_c_5874>
01:59 [视频-长播] <|video_begin|><s_a_7331><s_b_2667><s_c_7297>
01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_7261><s_c_1433>
01:59 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_4944><s_c_1743>
02:13 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_5106><s_c_1752>
02:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1717><s_c_3998>
02:28 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
02:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_1997>
02:34 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6379>
02:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1940><s_c_5502>
02:54 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
02:55 [广告-点击] <|ad_begin|><s_a_6057><s_b_1804><s_c_987>
02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
02:57 [广告-点击] <|ad_begin|><s_a_7611><s_b_6051><s_c_3026>
03:03 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
03:03 [广告-点击] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
03:06 [广告-点击] <|ad_begin|><s_a_422><s_b_5938><s_c_7668>
03:14 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
03:17 [广告-点击] <|ad_begin|><s_a_2711><s_b_177><s_c_2978>
03:19 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_5932>
03:20 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
03:26 [广告-点击] <|ad_begin|><s_a_6298><s_b_1527><s_c_4384>
06:02 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
06:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_4958><s_c_5563>
06:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
06:05 [广告-点击] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
06:05 [广告-点击] <|ad_begin|><s_a_6322><s_b_4812><s_c_6994>
06:08 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
06:13 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
06:16 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
06:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
06:20 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_4860>
06:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_4944><s_c_2451>
06:23 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6156>
06:25 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
06:27 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
06:30 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
06:30 [广告-点击] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
06:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
06:32 [广告-点击] <|ad_begin|><s_a_2899><s_b_620><s_c_2568>
06:34 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
06:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
06:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
06:36 [广告-点击] <|ad_begin|><s_a_4354><s_b_513><s_c_3212>
06:37 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
06:37 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
06:37 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
06:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_8160>
06:41 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
09:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_882>
09:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
09:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
09:06 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
09:09 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_987>
09:10 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
09:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
09:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
09:13 [广告-点击] <|ad_begin|><s_a_7510><s_b_1065><s_c_340>
09:14 [广告-点击] <|ad_begin|><s_a_5368><s_b_7214><s_c_6561>
09:15 [广告-点击] <|ad_begin|><s_a_7510><s_b_3617><s_c_345>
09:16 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
09:17 [广告-深度转化] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
09:17 [广告-点击] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
09:17 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
09:19 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
09:22 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
09:22 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
10:51 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
10:53 [广告-深度转化] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
10:53 [广告-点击] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
10:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
10:54 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3404>
10:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_6390>
10:56 [广告-点击] <|ad_begin|><s_a_7931><s_b_665><s_c_1584>
10:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_3297><s_c_607>
12:51 [广告-点击] <|ad_begin|><s_a_1200><s_b_4240><s_c_823>
12:54 [广告-点击] <|ad_begin|><s_a_2581><s_b_2314><s_c_3284>
12:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
12:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_1232><s_c_6523>
12:57 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
12:57 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
12:58 [广告-点击] <|ad_begin|><s_a_4217><s_b_6775><s_c_837>
12:59 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
12:59 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
12:59 [广告-点击] <|ad_begin|><s_a_2382><s_b_5200><s_c_5614>
13:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
13:01 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
13:01 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
13:01 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
13:01 [广告-点击] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
13:03 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
13:03 [广告-点击] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
13:04 [广告-点击] <|ad_begin|><s_a_4217><s_b_4262><s_c_1805>
【2026-02-06】
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_7547><s_c_638>
--:-- [商品-点击] <|prod_begin|><s_a_859><s_b_2372><s_c_4685>
--:-- [商品-点击] <|prod_begin|><s_a_5253><s_b_455><s_c_4948>
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
--:-- [商品-点击] <|prod_begin|><s_a_662><s_b_5449><s_c_2447>
--:-- [商品-点击] <|prod_begin|><s_a_1670><s_b_3923><s_c_1521>
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
核心提取逻辑 (递进性准则)：
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
1.场景驱动协同：交互 B 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 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
请针对以下主题提取行为逻辑链：
主题：从身体不适到寻求特定功效产品的决策路径
输出格式：请以 JSON 对象形式返回，结构如下：
{
"logic_chain": {
"name": "从身体不适到寻求特定功效产品的决策路径",
"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"
}
]
}
}/think<|im_end|>
<|im_start|>assistant
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。
我接到的任务是分析用户从感知到身体不适，到最终寻求特定功效产品的决策路径。为了完成这个任务，我需要仔细梳理用户的行为时间线，找出能够体现这一决策过程的关键节点。
首先，我注意到用户的长期购买历史中，贯穿着大量的茶叶和少量酒类消费，这表明他可能是一位注重养生和生活品质的中年男性。然而，在2026年1月30日，我发现了一个值得关注的购买行为：用户购买了医用筋骨贴 <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>。这个行为与他之前以茶叶为主的消费模式有显著差异，我推测这可能是一个信号，表明用户近期可能遇到了肌肉或关节方面的身体不适问题。
紧接着，我将注意力集中在这次购买之后的时间段。在2026年2月3日，我观察到用户长时间观看了一个视频 <|video_begin|><s_a_3433><s_b_3433><s_c_7510>，这个视频的内容恰好是关于“泰国虎标镇通贴”的促销信息。这个行为非常关键，它说明用户在购买了通用型的筋骨贴后，可能仍在关注或被动接收到其他具有特定功效的同类产品信息。这次观看行为，我判断是用户问题意识的延续，也是他信息获取的一个重要环节，让他对“泰国虎标镇通贴”这个具体产品产生了初步认知。
基于这个发现，我继续追踪后续行为。果然，在第二天，也就是2026年2月4日，用户的行为出现了明确的递进。他主动点击了商品 <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>，这个商品正是前一天视频里推广的“泰国虎标镇通贴”，并且商品标题明确指出了“舒缓腰椎”的功效。这次点击行为不再是被动的视频浏览，而是带有强烈目的性的主动探索。用户通过点击进入商品详情页，去了解更具体的购买选项，比如“拍五盒发六盒”这样的优惠活动。
综合来看，用户的行为路径清晰地展现了一个从问题触发到决策收敛的过程。他可能先是感到了身体不适，于是购买了通用的筋骨贴 <|prod_begin|><s_a_7798><s_b_2864><s_c_4895> 作为初步解决方案。随后，通过观看视频 <|video_begin|><s_a_3433><s_b_3433><s_c_7510> 接触到了一个功效更具体的产品信息。最终，这种认知驱动他主动点击了该商品 <|prod_begin|><s_a_7798><s_b_3433><s_c_7366> 进行深入了解，完成了从被动接收信息到主动探索购买意向的转化。因此，我倾向于认为，未来向他推荐具有明确舒缓、镇痛功效的健康护理产品，有较大概率被他关注和接受。
我分析的行为逻辑链如下：首先，用户通过观看视频 <|video_begin|><s_a_3433><s_b_3433><s_c_7510> 接触到“泰国虎标镇通贴”的产品信息，形成了初步认知。紧接着，在第二天，他主动点击了该商品的链接 <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>，查看具体的购买选项，这标志着他的行为从被动的信息接收转变为主动的购买意向探索，完成了从认知到意向的决策闭环。</think>
{"logic_chain": {"name": "从身体不适到寻求特定功效产品的决策路径", "events": [{"date": "2026-02-03", "action": "[视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>", "logic": "问题触发与信息获取：通过观看视频，首次接触到“泰国虎标镇通贴”这一具体产品及其促销信息，形成初步认知。"}, {"date": "2026-02-04", "action": "[商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>", "logic": "决策收敛与意向确认：基于前一日获取的产品信息，用户主动点击商品链接，查看具体购买选项（如“拍五盒发六盒”），行为从被动信息接收转变为主动的购买意向探索，完成了从认知到意向的闭环。"}]}}<|im_end|>
<|im_start|>user
【用户交互历史】：
【2023-09-15】
--:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_3327><s_c_77>
【2023-09-24】
--:-- [商品-购买] <|prod_begin|><s_a_6152><s_b_3320><s_c_104>
【2023-09-29】
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_4021><s_c_6920>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5699><s_c_4755>
【2023-10-02】
--:-- [商品-购买] <|prod_begin|><s_a_6204><s_b_5297><s_c_1727>
【2023-10-07】
--:-- [商品-购买] <|prod_begin|><s_a_5422><s_b_6426><s_c_7621>
【2023-10-28】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6824><s_c_5388>
【2023-10-29】
--:-- [商品-购买] <|prod_begin|><s_a_3144><s_b_3335><s_c_8168>
【2023-11-01】
--:-- [商品-购买] <|prod_begin|><s_a_3617><s_b_6020><s_c_157>
【2023-11-10】
--:-- [商品-购买] <|prod_begin|><s_a_3617><s_b_5176><s_c_1524>
【2024-02-26】
--:-- [商品-购买] <|prod_begin|><s_a_6230><s_b_4838><s_c_739>
--:-- [商品-购买] <|prod_begin|><s_a_6993><s_b_6149><s_c_739>
【2024-02-27】
--:-- [商品-购买] <|prod_begin|><s_a_6230><s_b_4838><s_c_739>
【2024-04-15】
--:-- [商品-购买] <|prod_begin|><s_a_2232><s_b_746><s_c_1012>
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_7032><s_c_3483>
【2024-04-20】
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_6824><s_c_550>
【2024-05-08】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6824><s_c_5388>
【2024-06-03】
--:-- [商品-购买] <|prod_begin|><s_a_2274><s_b_3652><s_c_1594>
【2024-06-04】
--:-- [商品-购买] <|prod_begin|><s_a_2274><s_b_3652><s_c_1594>
【2024-06-22】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_5322><s_c_7187>
【2024-06-23】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7077><s_c_6100>
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7077><s_c_6100>
【2024-06-25】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_449><s_c_4233>
【2024-07-21】
--:-- [商品-购买] <|prod_begin|><s_a_5022><s_b_7905><s_c_2639>
【2024-09-13】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4458><s_c_4626>
【2024-09-30】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7856><s_c_4626>
【2024-10-16】
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_5064>
【2024-10-31】
--:-- [商品-购买] <|prod_begin|><s_a_1079><s_b_2760><s_c_4594>
【2024-11-10】
--:-- [商品-购买] <|prod_begin|><s_a_4958><s_b_1751><s_c_5134>
【2024-11-12】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_636>
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_2498><s_c_3311>
【2024-11-16】
--:-- [商品-购买] <|prod_begin|><s_a_1363><s_b_2325><s_c_2084>
【2024-11-19】
--:-- [商品-购买] <|prod_begin|><s_a_632><s_b_5663><s_c_6072>
【2024-12-03】
--:-- [商品-购买] <|prod_begin|><s_a_330><s_b_5458><s_c_3261>
【2025-01-12】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7217><s_c_7616>
【2025-01-13】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-01-15】
--:-- [直播-关注] <|living_begin|><s_a_6341><s_b_1806><s_c_6278>
【2025-01-16】
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
【2025-01-30】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1489><s_c_535>
【2025-02-19】
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_1505><s_c_2296>
【2025-02-20】
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3694><s_c_6072>
【2025-02-24】
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5658><s_c_4913>
【2025-03-26】
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_6278>
【2025-10-07】
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_3033>
【2025-10-10】
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1804><s_c_3568>
【2025-10-17】
--:-- [商品-购买] <|prod_begin|><s_a_3021><s_b_2085><s_c_2576>
【2025-10-18】
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3790><s_c_7951>
【2025-10-28】
--:-- [直播-关注] <|living_begin|><s_a_4074><s_b_2828><s_c_4859>
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1488><s_c_5563>
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_7369><s_c_638>
【2025-10-31】
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6676>
【2025-11-02】
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_2828><s_c_6266>
【2025-11-11】
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6311><s_c_677>
【2025-11-27】
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_1371><s_c_7403>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
【2025-11-29】
--:-- [商品-点击] <|prod_begin|><s_a_4590><s_b_3320><s_c_2889>
【2025-12-02】
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5857><s_c_6072>
--:-- [商品-点击] <|prod_begin|><s_a_425><s_b_1802><s_c_3610>
【2025-12-03】
--:-- [商品-点击] <|prod_begin|><s_a_7186><s_b_4516><s_c_1416>
【2025-12-05】
--:-- [商品-点击] <|prod_begin|><s_a_425><s_b_1802><s_c_3610>
【2025-12-06】
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_2479><s_c_5347>
--:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_3674><s_c_3311>
【2025-12-07】
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_566><s_c_5785>
【2025-12-08】
--:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_3674><s_c_4685>
【2025-12-10】
--:-- [商品-点击] <|prod_begin|><s_a_3872><s_b_1966><s_c_6307>
--:-- [商品-点击] <|prod_begin|><s_a_5022><s_b_2771><s_c_3122>
【2025-12-12】
14:34 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4087><s_c_8127>
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_2479><s_c_5347>
【2025-12-17】
23:21 [广告-深度转化] <|ad_begin|><s_a_3579><s_b_3932><s_c_1009>
23:51 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_1224><s_c_4978>
23:54 [广告-深度转化] <|ad_begin|><s_a_99><s_b_6772><s_c_3447>
23:59 [广告-深度转化] <|ad_begin|><s_a_4284><s_b_1099><s_c_6059>
【2025-12-21】
09:40 [广告-深度转化] <|ad_begin|><s_a_4910><s_b_4645><s_c_6162>
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_3772><s_c_3855>
23:00 [广告-深度转化] <|ad_begin|><s_a_3123><s_b_6234><s_c_7125>
23:18 [广告-深度转化] <|ad_begin|><s_a_3123><s_b_7180><s_c_503>
【2025-12-22】
00:01 [广告-深度转化] <|ad_begin|><s_a_6915><s_b_5419><s_c_3464>
00:03 [广告-深度转化] <|ad_begin|><s_a_2803><s_b_59><s_c_7125>
05:46 [广告-深度转化] <|ad_begin|><s_a_3385><s_b_6379><s_c_1858>
21:01 [广告-深度转化] <|ad_begin|><s_a_5144><s_b_3417><s_c_6452>
21:13 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_3044><s_c_2987>
21:31 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_3970>
21:36 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_5874>
【2025-12-23】
02:25 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_1337><s_c_2370>
02:26 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4753><s_c_6057>
23:07 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4753><s_c_8037>
【2025-12-25】
02:31 [广告-深度转化] <|ad_begin|><s_a_2585><s_b_1435><s_c_1551>
02:52 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_1284>
02:56 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_6177>
11:22 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_6567><s_c_264>
--:-- [商品-点击] <|prod_begin|><s_a_3021><s_b_1330><s_c_20>
--:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_835><s_c_2615>
--:-- [商品-点击] <|prod_begin|><s_a_4980><s_b_4516><s_c_6509>
--:-- [商品-点击] <|prod_begin|><s_a_5343><s_b_2339><s_c_5717>
--:-- [商品-购买] <|prod_begin|><s_a_8165><s_b_835><s_c_2615>
19:57 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4932><s_c_7261>
23:03 [广告-深度转化] <|ad_begin|><s_a_4078><s_b_4733><s_c_5004>
【2025-12-28】
--:-- [商品-点击] <|prod_begin|><s_a_4331><s_b_3938><s_c_3597>
--:-- [商品-点击] <|prod_begin|><s_a_1706><s_b_7236><s_c_1897>
【2025-12-31】
22:27 [广告-深度转化] <|ad_begin|><s_a_1372><s_b_6550><s_c_2409>
22:40 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_7381><s_c_2261>
【2026-01-01】
01:38 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6730><s_c_4599>
--:-- [商品-点击] <|prod_begin|><s_a_2439><s_b_5001><s_c_389>
【2026-01-02】
08:30 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
08:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1413><s_c_5076>
【2026-01-04】
--:-- [商品-点击] <|prod_begin|><s_a_8130><s_b_2325><s_c_2196>
--:-- [商品-点击] <|prod_begin|><s_a_7186><s_b_6906><s_c_4298>
--:-- [商品-点击] <|prod_begin|><s_a_8130><s_b_5487><s_c_4519>
--:-- [商品-点击] <|prod_begin|><s_a_4975><s_b_3357><s_c_2335>
【2026-01-05】
04:00 [广告-点击] <|ad_begin|><s_a_1383><s_b_4753><s_c_4405>
04:01 [广告-点击] <|ad_begin|><s_a_2464><s_b_7736><s_c_92>
04:03 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
【2026-01-06】
02:17 [广告-点击] <|ad_begin|><s_a_6246><s_b_3587><s_c_2656>
02:20 [广告-点击] <|ad_begin|><s_a_4856><s_b_7214><s_c_3913>
02:21 [广告-点击] <|ad_begin|><s_a_5687><s_b_4996><s_c_6442>
02:25 [广告-点击] <|ad_begin|><s_a_99><s_b_4181><s_c_1047>
02:27 [广告-点击] <|ad_begin|><s_a_5139><s_b_4794><s_c_4604>
02:29 [广告-点击] <|ad_begin|><s_a_698><s_b_3472><s_c_1128>
02:31 [广告-点击] <|ad_begin|><s_a_5139><s_b_4794><s_c_4604>
02:32 [广告-点击] <|ad_begin|><s_a_88><s_b_4340><s_c_2341>
02:36 [广告-点击] <|ad_begin|><s_a_99><s_b_59><s_c_5688>
03:37 [广告-深度转化] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
03:37 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
09:07 [广告-点击] <|ad_begin|><s_a_99><s_b_5419><s_c_6059>
09:09 [广告-点击] <|ad_begin|><s_a_4632><s_b_4996><s_c_3709>
09:11 [广告-点击] <|ad_begin|><s_a_4632><s_b_3932><s_c_7657>
【2026-01-07】
--:-- [商品-点击] <|prod_begin|><s_a_1454><s_b_7090><s_c_1381>
--:-- [商品-点击] <|prod_begin|><s_a_1122><s_b_4798><s_c_3021>
【2026-01-10】
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1631><s_c_5665>
22:20 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
22:22 [广告-点击] <|ad_begin|><s_a_6345><s_b_3853><s_c_3464>
【2026-01-11】
07:26 [广告-点击] <|ad_begin|><s_a_7385><s_b_7016><s_c_5657>
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_1631><s_c_5171>
--:-- [商品-点击] <|prod_begin|><s_a_2048><s_b_1631><s_c_198>
--:-- [商品-点击] <|prod_begin|><s_a_7400><s_b_5323><s_c_5171>
--:-- [商品-点击] <|prod_begin|><s_a_7400><s_b_5323><s_c_5171>
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_1631><s_c_5171>
【2026-01-13】
04:38 [广告-点击] <|ad_begin|><s_a_3683><s_b_1740><s_c_6971>
09:17 [广告-点击] <|ad_begin|><s_a_4354><s_b_5081><s_c_2438>
09:19 [广告-点击] <|ad_begin|><s_a_606><s_b_5668><s_c_4858>
09:20 [广告-点击] <|ad_begin|><s_a_606><s_b_5668><s_c_4858>
--:-- [商品-点击] <|prod_begin|><s_a_1706><s_b_1293><s_c_2196>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_6646><s_c_2482>
【2026-01-14】
--:-- [商品-点击] <|prod_begin|><s_a_7349><s_b_4538><s_c_2658>
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_566><s_c_5785>
--:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_964><s_c_2622>
【2026-01-15】
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_729><s_c_2405>
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_376><s_c_5435>
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_6454><s_c_1552>
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_729><s_c_362>
【2026-01-17】
21:32 [广告-点击] <|ad_begin|><s_a_3115><s_b_3857><s_c_5059>
21:41 [广告-深度转化] <|ad_begin|><s_a_2796><s_b_7603><s_c_4207>
21:41 [广告-点击] <|ad_begin|><s_a_2796><s_b_7603><s_c_4207>
21:41 [广告-点击] <|ad_begin|><s_a_7847><s_b_4733><s_c_5621>
21:46 [广告-点击] <|ad_begin|><s_a_1351><s_b_4480><s_c_4759>
21:48 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_4636>
22:20 [广告-点击] <|ad_begin|><s_a_99><s_b_4733><s_c_7880>
22:22 [广告-点击] <|ad_begin|><s_a_3251><s_b_6021><s_c_4979>
22:23 [广告-点击] <|ad_begin|><s_a_2257><s_b_4265><s_c_4352>
【2026-01-19】
03:07 [广告-点击] <|ad_begin|><s_a_7259><s_b_5081><s_c_6915>
03:11 [广告-点击] <|ad_begin|><s_a_2918><s_b_7572><s_c_5776>
03:12 [广告-点击] <|ad_begin|><s_a_606><s_b_6901><s_c_5968>
--:-- [商品-点击] <|prod_begin|><s_a_3174><s_b_4538><s_c_5435>
--:-- [商品-点击] <|prod_begin|><s_a_5416><s_b_2792><s_c_2023>
【2026-01-21】
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6818><s_c_1247>
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_2498><s_c_664>
【2026-01-22】
23:42 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_3665><s_c_2568>
【2026-01-23】
07:19 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6234><s_c_2860>
08:44 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_4746><s_c_1368>
09:18 [视频-点赞/长播] <|video_begin|><s_a_3363><s_b_2441><s_c_2568>
【2026-01-24】
02:50 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_4033><s_c_1946>
【2026-01-25】
00:05 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_4033><s_c_4508>
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_6646><s_c_2482>
【2026-01-26】
04:00 [视频-评论/长播] <|video_begin|><s_a_5146><s_b_7381><s_c_2568>
04:39 [视频-评论/长播] <|video_begin|><s_a_5907><s_b_6234><s_c_7187>
10:11 [视频-点赞/长播] <|video_begin|><s_a_682><s_b_1013><s_c_4781>
13:05 [广告-点击] <|ad_begin|><s_a_7718><s_b_1119><s_c_6712>
14:15 [视频-关注/长播] <|video_begin|><s_a_5023><s_b_2549><s_c_6771>
22:59 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3589><s_c_2568>
【2026-01-27】
02:50 [视频-收藏/长播] <|video_begin|><s_a_6510><s_b_4552><s_c_1225>
03:01 [视频-评论/长播] <|video_begin|><s_a_3858><s_b_852><s_c_5452>
12:09 [视频-评论/长播] <|video_begin|><s_a_16><s_b_576><s_c_3895>
14:08 [视频-浏览] <|video_begin|><s_a_1336><s_b_5685><s_c_47>
--:-- [商品-点击] <|prod_begin|><s_a_6213><s_b_1539><s_c_6920>
【2026-01-28】
02:33 [视频-收藏/长播] <|video_begin|><s_a_4615><s_b_978><s_c_1321>
22:35 [广告-点击] <|ad_begin|><s_a_3405><s_b_7019><s_c_6583>
22:37 [广告-深度转化] <|ad_begin|><s_a_1383><s_b_7919><s_c_3344>
22:37 [广告-点击] <|ad_begin|><s_a_1383><s_b_7919><s_c_3344>
22:39 [广告-点击] <|ad_begin|><s_a_7331><s_b_1750><s_c_6629>
22:40 [广告-点击] <|ad_begin|><s_a_217><s_b_7854><s_c_4617>
22:42 [广告-深度转化] <|ad_begin|><s_a_5139><s_b_7604><s_c_4886>
22:42 [广告-点击] <|ad_begin|><s_a_5139><s_b_7604><s_c_4886>
23:04 [视频-评论/点赞/长播] <|video_begin|><s_a_4751><s_b_6234><s_c_7951>
【2026-01-29】
04:43 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_2373><s_c_7289>
22:01 [广告-点击] <|ad_begin|><s_a_6984><s_b_7608><s_c_294>
22:06 [广告-点击] <|ad_begin|><s_a_5687><s_b_5647><s_c_2294>
22:07 [广告-点击] <|ad_begin|><s_a_3405><s_b_7019><s_c_6583>
22:09 [广告-点击] <|ad_begin|><s_a_7151><s_b_5429><s_c_6059>
22:11 [广告-点击] <|ad_begin|><s_a_1383><s_b_4753><s_c_4405>
22:43 [视频-评论/长播] <|video_begin|><s_a_6704><s_b_1310><s_c_5563>
【2026-01-30】
02:52 [视频-点赞/长播] <|video_begin|><s_a_5023><s_b_2486><s_c_8042>
06:54 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6379><s_c_4508>
07:53 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_3076><s_c_7899>
23:34 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_586><s_c_937>
23:34 [广告-点击] <|ad_begin|><s_a_7331><s_b_586><s_c_937>
23:40 [广告-深度转化] <|ad_begin|><s_a_2918><s_b_3727><s_c_3011>
23:40 [广告-点击] <|ad_begin|><s_a_2918><s_b_3727><s_c_3011>
23:40 [广告-点击] <|ad_begin|><s_a_4733><s_b_5182><s_c_5622>
23:42 [广告-点击] <|ad_begin|><s_a_1383><s_b_7919><s_c_3344>
【2026-01-31】
05:25 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_2419><s_c_7658>
07:53 [视频-评论/点赞/长播] <|video_begin|><s_a_2408><s_b_7184><s_c_7880>
08:21 [广告-点击] <|ad_begin|><s_a_4746><s_b_7174><s_c_1933>
09:12 [视频-评论/点赞/长播] <|video_begin|><s_a_8164><s_b_1230><s_c_7076>
【2026-02-01】
04:53 [视频-评论/长播] <|video_begin|><s_a_116><s_b_251><s_c_5359>
【2026-02-02】
07:32 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_3760><s_c_6559>
【2026-02-03】
00:27 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_3589><s_c_141>
01:00 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_6436><s_c_6185>
22:57 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_3777>
【2026-02-04】
22:23 [广告-深度转化] <|ad_begin|><s_a_250><s_b_353><s_c_2194>
22:23 [广告-点击] <|ad_begin|><s_a_250><s_b_353><s_c_2194>
22:24 [广告-点击] <|ad_begin|><s_a_8152><s_b_4733><s_c_1423>
22:28 [广告-点击] <|ad_begin|><s_a_2561><s_b_5916><s_c_6962>
22:29 [广告-点击] <|ad_begin|><s_a_7847><s_b_4733><s_c_5621>
22:36 [广告-点击] <|ad_begin|><s_a_7594><s_b_7175><s_c_1105>
22:38 [广告-点击] <|ad_begin|><s_a_2796><s_b_7572><s_c_2194>
22:41 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_4325><s_c_7979>
22:41 [广告-点击] <|ad_begin|><s_a_1981><s_b_4325><s_c_7979>
22:42 [广告-点击] <|ad_begin|><s_a_5368><s_b_7870><s_c_3709>
22:48 [广告-点击] <|ad_begin|><s_a_562><s_b_7175><s_c_401>
【2026-02-05】
02:07 [视频-长播] <|video_begin|><s_a_308><s_b_3472><s_c_1643>
02:07 [视频-长播] <|video_begin|><s_a_2408><s_b_6436><s_c_6767>
02:22 [视频-长播] <|video_begin|><s_a_6388><s_b_6141><s_c_5563>
02:37 [视频-长播] <|video_begin|><s_a_8113><s_b_3417><s_c_47>
02:37 [视频-评论/长播] <|video_begin|><s_a_1164><s_b_568><s_c_5120>
02:59 [视频-长播] <|video_begin|><s_a_1336><s_b_800><s_c_1591>
02:59 [视频-长播] <|video_begin|><s_a_3935><s_b_6436><s_c_853>
02:59 [视频-评论/长播] <|video_begin|><s_a_3363><s_b_6436><s_c_3026>
03:09 [视频-长播] <|video_begin|><s_a_3510><s_b_3952><s_c_1935>
03:09 [视频-长播] <|video_begin|><s_a_6510><s_b_2963><s_c_5187>
03:16 [视频-长播] <|video_begin|><s_a_4646><s_b_8058><s_c_3476>
04:10 [视频-长播] <|video_begin|><s_a_5903><s_b_6932><s_c_141>
05:16 [视频-长播] <|video_begin|><s_a_1207><s_b_7288><s_c_141>
05:40 [视频-长播] <|video_begin|><s_a_6154><s_b_6324><s_c_7410>
05:40 [视频-长播] <|video_begin|><s_a_2015><s_b_7246><s_c_4543>
05:40 [视频-长播] <|video_begin|><s_a_4615><s_b_1740><s_c_1591>
05:49 [视频-长播] <|video_begin|><s_a_7385><s_b_7498><s_c_3693>
05:49 [视频-长播] <|video_begin|><s_a_4615><s_b_6551><s_c_5061>
05:49 [视频-长播] <|video_begin|><s_a_2253><s_b_1822><s_c_853>
05:49 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7754>
05:59 [视频-长播] <|video_begin|><s_a_4808><s_b_5419><s_c_47>
05:59 [视频-长播] <|video_begin|><s_a_5659><s_b_3902><s_c_7899>
06:10 [视频-长播] <|video_begin|><s_a_3801><s_b_6436><s_c_47>
07:57 [广告-点击] <|ad_begin|><s_a_7259><s_b_3932><s_c_7003>
07:58 [广告-点击] <|ad_begin|><s_a_4632><s_b_3932><s_c_3709>
08:00 [广告-点击] <|ad_begin|><s_a_99><s_b_4753><s_c_7456>
08:05 [广告-点击] <|ad_begin|><s_a_7990><s_b_3932><s_c_3049>
08:08 [广告-点击] <|ad_begin|><s_a_1895><s_b_3932><s_c_3995>
08:10 [广告-点击] <|ad_begin|><s_a_2469><s_b_697><s_c_1552>
08:11 [广告-深度转化] <|ad_begin|><s_a_3579><s_b_3932><s_c_3014>
08:11 [广告-点击] <|ad_begin|><s_a_3579><s_b_3932><s_c_3014>
08:13 [广告-点击] <|ad_begin|><s_a_3622><s_b_3932><s_c_857>
08:14 [广告-点击] <|ad_begin|><s_a_698><s_b_5952><s_c_1914>
08:19 [广告-点击] <|ad_begin|><s_a_5368><s_b_4167><s_c_1253>
08:21 [广告-点击] <|ad_begin|><s_a_606><s_b_5081><s_c_372>
09:57 [视频-长播] <|video_begin|><s_a_457><s_b_530><s_c_7840>
10:23 [视频-长播] <|video_begin|><s_a_16><s_b_5646><s_c_7517>
10:23 [视频-长播] <|video_begin|><s_a_5991><s_b_7246><s_c_7609>
10:23 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_7921>
10:23 [视频-长播] <|video_begin|><s_a_5146><s_b_2221><s_c_6067>
10:35 [视频-长播] <|video_begin|><s_a_2015><s_b_7342><s_c_7106>
10:35 [视频-长播] <|video_begin|><s_a_6510><s_b_5646><s_c_2568>
10:47 [视频-长播] <|video_begin|><s_a_8159><s_b_3518><s_c_7566>
10:47 [视频-长播] <|video_begin|><s_a_7984><s_b_4203><s_c_7899>
10:47 [视频-长播] <|video_begin|><s_a_7443><s_b_7762><s_c_406>
10:47 [视频-长播] <|video_begin|><s_a_3363><s_b_3076><s_c_6278>
11:15 [视频-长播] <|video_begin|><s_a_3632><s_b_6051><s_c_7274>
11:27 [视频-长播] <|video_begin|><s_a_1100><s_b_6891><s_c_6154>
11:27 [视频-长播] <|video_begin|><s_a_6329><s_b_4120><s_c_2820>
11:27 [视频-长播] <|video_begin|><s_a_5144><s_b_6903><s_c_6278>
11:45 [视频-长播] <|video_begin|><s_a_7771><s_b_6519><s_c_4543>
11:45 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_6227>
11:45 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_3166><s_c_4212>
11:57 [视频-长播] <|video_begin|><s_a_1167><s_b_4939><s_c_5737>
12:07 [视频-长播] <|video_begin|><s_a_1336><s_b_2826><s_c_7718>
12:19 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_141>
12:31 [视频-长播] <|video_begin|><s_a_3632><s_b_6234><s_c_594>
12:31 [视频-长播] <|video_begin|><s_a_1336><s_b_6141><s_c_7106>
12:31 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_3775>
12:47 [视频-长播] <|video_begin|><s_a_2135><s_b_4432><s_c_677>
12:47 [视频-长播] <|video_begin|><s_a_4615><s_b_7870><s_c_6601>
12:47 [视频-长播] <|video_begin|><s_a_1106><s_b_3189><s_c_7006>
12:47 [视频-长播] <|video_begin|><s_a_3510><s_b_6519><s_c_1803>
12:59 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_853>
13:08 [视频-长播] <|video_begin|><s_a_2253><s_b_7288><s_c_141>
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。
主题：车载应急与养护意识的构建与实践
输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。/no_think<|im_end|>
<|im_start|>assistant
<think>
</think>
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<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
label_ids:
[-100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -100, -1
[INFO|configuration_utils.py:847] 2026-07-07 02:48:06,494 >> Model config Qwen3Config {
"architectures": [
"Qwen3ForCausalLM"
],
"attention_bias": false,
"attention_dropout": 0.0,
"bos_token_id": 151643,
"dtype": "bfloat16",
"eos_token_id": 151645,
"head_dim": 128,
"hidden_act": "silu",
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<think>
</think>
{"logic_chain": {"name": "从地域偏好到特定风物特产的兴趣收敛", "events": [{"date": "2025-11-21", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>", "logic": "兴趣沉浸：在长达数月对云南主播（尤其是临沧地区）的持续关注和互动中，不断被动接收地域文化和生活方式信息，形成对“云南”的深度情感连接和认知背景。"}, {"date": "2025-10-27", "action": "[商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>", "logic": "行为转化：基于对云南文化的长期兴趣，首次将线上情感消费（打赏/关注）转化为对具体地域风物（傣味腌菜）的实体消费尝试，实现了从“云体验”到“实体感知”的跨越。"}, {"date": "2026-01-17", "action": "[商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>", "logic": "兴趣聚焦与收敛：用户的兴趣点从泛化的“云南特产”进一步收敛到更具体的地理单元“永德县”（临沧市下辖县）。这表明用户不再满足于宽泛的地域标签，而是基于已有的认知（可能源于直播内容），开始对特定子区域的标志性产品进行精准探索，体现了认知地图的精细化。"}]}}<|im_end|>
<think>
</think>
{"logic_chain": {"name": "从泛化健康焦虑到聚焦特定问题的解决方案探索", "events": [{"date": "2025-06-26", "action": "[商品-购买] <|prod_begin|><s_a_2109><s_b_7591><s_c_3232>", "logic": "问题触发与初步尝试：首次购买明确指向“便秘”问题的产品，表明用户开始正视该健康问题，并尝试通过天然食疗方式解决。"}, {"date": "2025-06-29", "action": "[商品-购买] <|prod_begin|><s_a_8174><s_b_651><s_c_1272>", "logic": "认知升级与路径修正：在购买食疗产品后仅3天，用户迅速转向购买具有明确药理作用的“通便”胶囊。这表明食疗方案可能效果不佳或不及时，促使用户寻求更直接、更强效的药物解决方案，完成了从“调理”到“治疗”的认知跃迁。"}]}}<|im_end|>
<think>
好的，我将以推荐分析师的视角，对这项任务进行推理分析。
我接到的任务是分析用户从感知到身体不适，到最终寻求特定功效产品的决策路径。为了完成这个任务，我需要仔细梳理用户的行为时间线，找出能够体现这一决策过程的关键节点。
首先，我注意到用户的长期购买历史中，贯穿着大量的茶叶和少量酒类消费，这表明他可能是一位注重养生和生活品质的中年男性。然而，在2026年1月30日，我发现了一个值得关注的购买行为：用户购买了医用筋骨贴 <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>。这个行为与他之前以茶叶为主的消费模式有显著差异，我推测这可能是一个信号，表明用户近期可能遇到了肌肉或关节方面的身体不适问题。
紧接着，我将注意力集中在这次购买之后的时间段。在2026年2月3日，我观察到用户长时间观看了一个视频 <|video_begin|><s_a_3433><s_b_3433><s_c_7510>，这个视频的内容恰好是关于“泰国虎标镇通贴”的促销信息。这个行为非常关键，它说明用户在购买了通用型的筋骨贴后，可能仍在关注或被动接收到其他具有特定功效的同类产品信息。这次观看行为，我判断是用户问题意识的延续，也是他信息获取的一个重要环节，让他对“泰国虎标镇通贴”这个具体产品产生了初步认知。
基于这个发现，我继续追踪后续行为。果然，在第二天，也就是2026年2月4日，用户的行为出现了明确的递进。他主动点击了商品 <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>，这个商品正是前一天视频里推广的“泰国虎标镇通贴”，并且商品标题明确指出了“舒缓腰椎”的功效。这次点击行为不再是被动的视频浏览，而是带有强烈目的性的主动探索。用户通过点击进入商品详情页，去了解更具体的购买选项，比如“拍五盒发六盒”这样的优惠活动。
综合来看，用户的行为路径清晰地展现了一个从问题触发到决策收敛的过程。他可能先是感到了身体不适，于是购买了通用的筋骨贴 <|prod_begin|><s_a_7798><s_b_2864><s_c_4895> 作为初步解决方案。随后，通过观看视频 <|video_begin|><s_a_3433><s_b_3433><s_c_7510> 接触到了一个功效更具体的产品信息。最终，这种认知驱动他主动点击了该商品 <|prod_begin|><s_a_7798><s_b_3433><s_c_7366> 进行深入了解，完成了从被动接收信息到主动探索购买意向的转化。因此，我倾向于认为，未来向他推荐具有明确舒缓、镇痛功效的健康护理产品，有较大概率被他关注和接受。
我分析的行为逻辑链如下：首先，用户通过观看视频 <|video_begin|><s_a_3433><s_b_3433><s_c_7510> 接触到“泰国虎标镇通贴”的产品信息，形成了初步认知。紧接着，在第二天，他主动点击了该商品的链接 <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>，查看具体的购买选项，这标志着他的行为从被动的信息接收转变为主动的购买意向探索，完成了从认知到意向的决策闭环。</think>
{"logic_chain": {"name": "从身体不适到寻求特定功效产品的决策路径", "events": [{"date": "2026-02-03", "action": "[视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>", "logic": "问题触发与信息获取：通过观看视频，首次接触到“泰国虎标镇通贴”这一具体产品及其促销信息，形成初步认知。"}, {"date": "2026-02-04", "action": "[商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>", "logic": "决策收敛与意向确认：基于前一日获取的产品信息，用户主动点击商品链接，查看具体购买选项（如“拍五盒发六盒”），行为从被动信息接收转变为主动的购买意向探索，完成了从认知到意向的闭环。"}]}}<|im_end|>
<think>
</think>
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[INFO|2026-07-07 02:48:06] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
[INFO|2026-07-07 02:48:06] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
[INFO|modeling_utils.py:751] 2026-07-07 02:48:07,303 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
[INFO|modeling_utils.py:821] 2026-07-07 02:48:07,303 >> Will use dtype=torch.bfloat16 as defined in model's config object
[INFO|configuration_utils.py:1027] 2026-07-07 02:48:07,355 >> Generate config GenerationConfig {
"bos_token_id": 151643,
"eos_token_id": 151645,
"output_attentions": false,
"output_hidden_states": false,
"use_cache": false
}
Loading weights: 0%| | 0/311 [00:00<?, ?it/s] Loading weights: 37%|███▋ | 115/311 [00:00<00:00, 1145.11it/s] Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1958.45it/s]
[INFO|configuration_utils.py:980] 2026-07-07 02:48:08,229 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
[INFO|configuration_utils.py:1027] 2026-07-07 02:48:08,229 >> Generate config GenerationConfig {
"bos_token_id": 151643,
"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] 2026-07-07 02:48:08,562 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
[INFO|2026-07-07 02:48:08] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
[INFO|2026-07-07 02:48:08] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
[INFO|2026-07-07 02:48:08] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
[INFO|2026-07-07 02:48:08] llamafactory.model.adapter:144 >> Fine-tuning method: Full
[INFO|2026-07-07 02:48:08] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
[WARNING|trainer_utils.py:1238] 2026-07-07 02:48:08,584 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
[INFO|trainer.py:1469] 2026-07-07 02:48:08,696 >> ***** Running training *****
[INFO|trainer.py:1470] 2026-07-07 02:48:08,696 >> Num examples = 3,705
[INFO|trainer.py:1471] 2026-07-07 02:48:08,696 >> Num Epochs = 1
[INFO|trainer.py:1472] 2026-07-07 02:48:08,696 >> Num update steps per epoch = 927
[INFO|trainer.py:1473] 2026-07-07 02:48:08,696 >> Instantaneous batch size per device = 1
[INFO|trainer.py:1476] 2026-07-07 02:48:08,696 >> Total train batch size (w. parallel, distributed & accumulation) = 4
[INFO|trainer.py:1477] 2026-07-07 02:48:08,696 >> Gradient Accumulation steps = 4
[INFO|trainer.py:1478] 2026-07-07 02:48:08,696 >> Total optimization steps = 927
[INFO|trainer.py:1479] 2026-07-07 02:48:08,696 >> Number of trainable parameters = 801,433,600
0%| | 0/927 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-07 02:48:08,971 >> `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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{'loss': '1.332', 'grad_norm': '4.219', 'learning_rate': '1.81e-07', 'epoch': '0.9339'}
{'loss': '1.484', 'grad_norm': '2.641', 'learning_rate': '1.535e-07', 'epoch': '0.9393'}
{'loss': '1.298', 'grad_norm': '2.875', 'learning_rate': '1.283e-07', 'epoch': '0.9447'}
{'loss': '1.363', 'grad_norm': '3.688', 'learning_rate': '1.053e-07', 'epoch': '0.9501'}
{'loss': '1.516', 'grad_norm': '3.188', 'learning_rate': '8.451e-08', 'epoch': '0.9555'}
{'loss': '1.502', 'grad_norm': '2.203', 'learning_rate': '6.603e-08', 'epoch': '0.9609'}
{'loss': '1.431', 'grad_norm': '3.141', 'learning_rate': '4.981e-08', 'epoch': '0.9663'}
{'loss': '1.413', 'grad_norm': '2.547', 'learning_rate': '3.587e-08', 'epoch': '0.9717'}
{'loss': '1.351', 'grad_norm': '2.75', 'learning_rate': '2.421e-08', 'epoch': '0.9771'}
{'loss': '1.349', 'grad_norm': '2.922', 'learning_rate': '1.483e-08', 'epoch': '0.9825'}
{'loss': '1.423', 'grad_norm': '3.078', 'learning_rate': '7.738e-09', 'epoch': '0.9879'}
{'loss': '1.319', 'grad_norm': '2.688', 'learning_rate': '2.931e-09', 'epoch': '0.9933'}
{'loss': '1.364', 'grad_norm': '2.5', 'learning_rate': '4.121e-10', 'epoch': '0.9987'}
{'train_runtime': '8039', 'train_samples_per_second': '0.461', 'train_steps_per_second': '0.115', 'train_loss': '1.471', 'epoch': '1'} 100%|██████████| 927/927 [2:13:59<00:00, 6.87s/it] 100%|██████████| 927/927 [2:13:59<00:00, 8.67s/it]
[INFO|trainer.py:3815] 2026-07-07 05:02:07,713 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6
[INFO|configuration_utils.py:533] 2026-07-07 05:02:07,714 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/config.json
[INFO|configuration_utils.py:816] 2026-07-07 05:02:07,714 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/generation_config.json
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s] Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.17it/s] Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.17it/s]
[INFO|modeling_utils.py:3471] 2026-07-07 05:02:08,572 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/model.safetensors
[INFO|tokenization_utils_base.py:3278] 2026-07-07 05:02:08,686 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/chat_template.jinja
[INFO|tokenization_utils_base.py:2111] 2026-07-07 05:02:08,707 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/tokenizer_config.json
***** train metrics *****
epoch = 1.0
total_flos = 418334856GF
train_loss = 1.471
train_runtime = 2:13:59.01
train_samples_per_second = 0.461
train_steps_per_second = 0.115
Figure saved at: /home/ll/llm4rec/experiments/outputs/v12_user_cot_focus_lr15e6/training_loss.png
[WARNING|2026-07-07 05:02:08] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
[WARNING|2026-07-07 05:02:08] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
[INFO|modelcard.py:263] 2026-07-07 05:02:08,806 >> 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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