2256 lines
530 KiB
Plaintext
2256 lines
530 KiB
Plaintext
/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.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-10 23:45:31] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-10 23:45:31,431 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055/config.json
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[INFO|configuration_utils.py:847] 2026-07-10 23:45:31,433 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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[INFO|configuration_utils.py:769] 2026-07-10 23:45:32,121 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055/config.json
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[INFO|configuration_utils.py:847] 2026-07-10 23:45:32,122 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"initializer_range": 0.02,
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}
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[INFO|configuration_utils.py:769] 2026-07-10 23:45:32,122 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055/config.json
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[INFO|configuration_utils.py:847] 2026-07-10 23:45:32,123 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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[INFO|2026-07-10 23:45:32] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v21_product_rec_rebalance.jsonl...
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Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard.
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Generating train split: 0 examples [00:00, ? examples/s]
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Generating train split: 14866 examples [00:00, 135892.83 examples/s]
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Generating train split: 35890 examples [00:00, 164865.30 examples/s]
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Generating train split: 37594 examples [00:00, 160968.12 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 37594/37594 [00:00<00:00, 60716.33 examples/s]
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training example:
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input_ids:
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|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_1583><s_c_2530>
|
||
【2025-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_3569><s_c_6278>
|
||
【2025-02-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6477><s_c_5452>
|
||
【2025-02-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1399><s_c_6387>
|
||
【2025-02-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
|
||
【2025-03-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_225><s_b_446><s_c_2199>
|
||
【2025-03-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5334><s_c_814>
|
||
【2025-04-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_5044>
|
||
【2025-04-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_1275>
|
||
【2025-04-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4842><s_b_2289><s_c_4877>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_4136><s_c_6948>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_483><s_c_1131>
|
||
【2025-04-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_925>
|
||
【2025-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1565><s_b_1844><s_c_7648>
|
||
【2025-05-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_5588><s_c_1971>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_4023><s_c_1329>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_1966><s_c_7791>
|
||
【2025-05-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_3676>
|
||
【2025-05-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1315><s_b_6600><s_c_6236>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_3055>
|
||
【2025-06-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_4757>
|
||
【2025-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5009><s_b_7292><s_c_1664>
|
||
【2025-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_7947><s_c_5147>
|
||
【2025-06-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1799><s_c_5146>
|
||
【2025-06-30】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2616><s_b_7342><s_c_6596>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_1122>
|
||
【2025-07-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_1630><s_c_5882>
|
||
【2025-07-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6973><s_c_6278>
|
||
【2025-07-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1099><s_b_1711><s_c_7072>
|
||
【2025-08-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7658>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2113><s_c_6278>
|
||
【2025-08-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1259><s_c_6784>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
|
||
【2025-08-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1671><s_b_1443><s_c_6954>
|
||
【2025-08-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_8139><s_c_4262>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_4787><s_c_2199>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_8139><s_c_2926>
|
||
【2025-09-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
|
||
【2025-09-11】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6293><s_b_8191><s_c_1613>
|
||
【2025-09-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_4488><s_c_2024>
|
||
【2025-09-30】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
|
||
【2025-10-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4666><s_b_5588><s_c_4857>
|
||
【2025-10-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5706><s_b_1099><s_c_6072>
|
||
【2025-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3728><s_c_6256>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4692><s_c_6757>
|
||
【2025-10-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_7016><s_c_5291>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_729><s_c_8177>
|
||
【2025-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3728><s_c_6256>
|
||
【2025-11-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_4233>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_8002><s_c_5589>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4979><s_b_3569><s_c_5540>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_6757>
|
||
【2025-11-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6152><s_b_703><s_c_8075>
|
||
【2025-11-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4545><s_c_5692>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_3335><s_c_5221>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_5974><s_c_3165>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_4037><s_c_767>
|
||
【2025-12-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1523><s_b_7874><s_c_4060>
|
||
【2025-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4538><s_c_696>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_7178><s_c_2717>
|
||
【2025-12-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
|
||
13:12 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
|
||
13:38 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4216><s_c_2568>
|
||
【2025-12-09】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_3846>
|
||
11:55 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7383>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_5699><s_c_7101>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_1711><s_c_1472>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2904><s_c_6196>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_4613><s_c_329>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7566>
|
||
【2025-12-10】
|
||
09:32 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7344><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_263>
|
||
14:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5238><s_c_141>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3970>
|
||
【2025-12-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_2448><s_c_4462>
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6234><s_c_2758>
|
||
【2025-12-14】
|
||
01:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3517>
|
||
22:46 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6519><s_c_987>
|
||
【2025-12-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_2918>
|
||
22:00 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6616>
|
||
23:52 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5259>
|
||
【2025-12-16】
|
||
00:02 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_3877>
|
||
08:16 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5259>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6616>
|
||
【2025-12-19】
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
|
||
【2025-12-20】
|
||
23:01 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
|
||
【2025-12-21】
|
||
00:17 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_4033><s_c_7566>
|
||
【2025-12-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5036>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4733><s_c_5851>
|
||
【2025-12-27】
|
||
01:11 [广告-深度转化] <|ad_begin|><s_a_562><s_b_6776><s_c_3447>
|
||
【2025-12-28】
|
||
07:42 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_2604><s_c_7557>
|
||
【2025-12-29】
|
||
08:53 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_2246><s_c_3026>
|
||
12:12 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_77>
|
||
【2025-12-30】
|
||
08:53 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2497><s_c_77>
|
||
【2025-12-31】
|
||
08:27 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_3958>
|
||
13:24 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_978><s_c_7899>
|
||
【2026-01-02】
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_562><s_b_6776><s_c_3447>
|
||
【2026-01-03】
|
||
08:09 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_6616>
|
||
08:09 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_6616>
|
||
21:54 [广告-点击] <|ad_begin|><s_a_456><s_b_3447><s_c_3165>
|
||
【2026-01-04】
|
||
08:28 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
|
||
08:28 [广告-点击] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
|
||
12:43 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
|
||
12:43 [广告-点击] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_6031><s_b_2723><s_c_3984>
|
||
22:56 [广告-点击] <|ad_begin|><s_a_6031><s_b_2723><s_c_3984>
|
||
23:06 [广告-深度转化] <|ad_begin|><s_a_3099><s_b_1693><s_c_401>
|
||
23:06 [广告-点击] <|ad_begin|><s_a_3099><s_b_1693><s_c_401>
|
||
【2026-01-05】
|
||
14:09 [广告-点击] <|ad_begin|><s_a_7374><s_b_57><s_c_4742>
|
||
【2026-01-06】
|
||
11:43 [广告-深度转化] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
|
||
11:43 [广告-点击] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
|
||
【2026-01-07】
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7455><s_c_3026>
|
||
10:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_7455><s_c_3026>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4358><s_c_7754>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1423>
|
||
23:39 [广告-点击] <|ad_begin|><s_a_6594><s_b_6776><s_c_360>
|
||
【2026-01-09】
|
||
05:59 [广告-点击] <|ad_begin|><s_a_1383><s_b_7608><s_c_1389>
|
||
06:01 [广告-点击] <|ad_begin|><s_a_1351><s_b_3000><s_c_2165>
|
||
06:03 [广告-点击] <|ad_begin|><s_a_1351><s_b_3000><s_c_2165>
|
||
09:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5200><s_c_5563>
|
||
09:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_5200><s_c_5563>
|
||
13:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_970>
|
||
13:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_970>
|
||
【2026-01-10】
|
||
12:11 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
|
||
12:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
|
||
【2026-01-11】
|
||
00:48 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
|
||
00:48 [广告-点击] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
|
||
23:53 [广告-点击] <|ad_begin|><s_a_1351><s_b_7608><s_c_4435>
|
||
【2026-01-12】
|
||
08:00 [广告-点击] <|ad_begin|><s_a_2470><s_b_1751><s_c_4939>
|
||
08:02 [广告-点击] <|ad_begin|><s_a_1351><s_b_404><s_c_1620>
|
||
08:02 [广告-点击] <|ad_begin|><s_a_1726><s_b_6776><s_c_4890>
|
||
08:04 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_3697>
|
||
08:05 [广告-点击] <|ad_begin|><s_a_562><s_b_3727><s_c_4315>
|
||
08:09 [广告-点击] <|ad_begin|><s_a_1351><s_b_404><s_c_1620>
|
||
【2026-01-13】
|
||
22:12 [广告-点击] <|ad_begin|><s_a_6594><s_b_6776><s_c_360>
|
||
22:14 [广告-点击] <|ad_begin|><s_a_532><s_b_4342><s_c_1719>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3026>
|
||
【2026-01-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1002><s_c_6524>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
|
||
13:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4291>
|
||
05:54 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
|
||
05:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_2405>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_2405>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_1715><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_662><s_b_3206><s_c_2405>
|
||
23:33 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
23:33 [广告-点击] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
【2026-01-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2369><s_b_4106><s_c_1158>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_6716><s_c_3403>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_6716><s_c_3403>
|
||
【2026-01-18】
|
||
10:23 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6519><s_c_6268>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_7931><s_b_6519><s_c_6268>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1504><s_c_4225>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5553><s_b_2583><s_c_6762>
|
||
13:12 [广告-深度转化] <|ad_begin|><s_a_8164><s_b_581><s_c_2401>
|
||
13:12 [广告-点击] <|ad_begin|><s_a_8164><s_b_581><s_c_2401>
|
||
22:21 [广告-点击] <|ad_begin|><s_a_1169><s_b_7214><s_c_173>
|
||
【2026-01-19】
|
||
10:02 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_4325>
|
||
10:02 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_4325>
|
||
11:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_5749>
|
||
11:40 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6893><s_b_5509><s_c_4306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_2960><s_c_5795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
【2026-01-20】
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_868>
|
||
00:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_868>
|
||
00:53 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
|
||
00:53 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3428><s_b_1951><s_c_272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6478><s_b_3177><s_c_2382>
|
||
【2026-01-21】
|
||
03:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_8008><s_c_3014>
|
||
03:14 [广告-点击] <|ad_begin|><s_a_2111><s_b_8008><s_c_3014>
|
||
04:27 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2647>
|
||
04:27 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2647>
|
||
07:46 [广告-点击] <|ad_begin|><s_a_1351><s_b_5543><s_c_6559>
|
||
07:47 [广告-点击] <|ad_begin|><s_a_7638><s_b_4733><s_c_2462>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3428><s_b_1951><s_c_272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4387><s_b_810><s_c_5053>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
|
||
【2026-01-22】
|
||
05:51 [广告-点击] <|ad_begin|><s_a_99><s_b_6776><s_c_2672>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_664><s_c_6981>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
|
||
22:38 [广告-点击] <|ad_begin|><s_a_1169><s_b_2533><s_c_369>
|
||
【2026-01-23】
|
||
01:36 [广告-点击] <|ad_begin|><s_a_192><s_b_5786><s_c_3036>
|
||
01:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_77>
|
||
01:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_77>
|
||
04:17 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_3727><s_c_7899>
|
||
13:28 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_3116>
|
||
14:54 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
14:54 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
21:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
||
21:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
||
22:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_513><s_c_5563>
|
||
22:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_990><s_c_3054>
|
||
【2026-01-24】
|
||
09:53 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
09:53 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
14:48 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
14:48 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
【2026-01-25】
|
||
09:42 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3261>
|
||
09:42 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3261>
|
||
10:03 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_6519><s_c_7719>
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_7304><s_c_7368>
|
||
【2026-01-26】
|
||
00:28 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
|
||
00:28 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
|
||
05:46 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_575><s_c_5563>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_1576><s_b_4417><s_c_8039>
|
||
14:07 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
|
||
14:07 [广告-点击] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
|
||
14:10 [视频-点赞/长播] <|video_begin|><s_a_6359><s_b_6776><s_c_1708>
|
||
14:37 [视频-点赞/长播] <|video_begin|><s_a_539><s_b_4855><s_c_6832>
|
||
14:37 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_4723><s_c_5193>
|
||
14:37 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>
|
||
14:49 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_6776><s_c_7719>
|
||
23:12 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_713><s_c_6357>
|
||
23:12 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3456><s_c_7683>
|
||
23:17 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_1002><s_c_6771>
|
||
【2026-01-27】
|
||
03:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_1374>
|
||
03:18 [视频-点赞/长播] <|video_begin|><s_a_4396><s_b_3189><s_c_5267>
|
||
03:38 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
|
||
03:38 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
|
||
11:21 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_6261><s_c_3475>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5444><s_c_1664>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
22:35 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
|
||
22:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
|
||
【2026-01-28】
|
||
00:40 [广告-点击] <|ad_begin|><s_a_5904><s_b_978><s_c_6366>
|
||
09:18 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_665><s_c_4783>
|
||
09:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_7365>
|
||
09:18 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_4460><s_c_7719>
|
||
09:26 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_7776><s_c_7156>
|
||
09:26 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_3148><s_c_5186>
|
||
09:44 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_1531><s_c_7374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2074><s_c_1041>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_67><s_b_2074><s_c_4856>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2074><s_c_7742>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2074><s_c_1041>
|
||
14:00 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_3019><s_c_1306>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
|
||
23:04 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
|
||
【2026-01-29】
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
|
||
00:20 [广告-点击] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
|
||
06:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6776><s_c_6962>
|
||
06:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_6776><s_c_6962>
|
||
10:54 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_1423>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_3723><s_c_2484>
|
||
13:10 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
|
||
13:10 [视频-长播] <|video_begin|><s_a_16><s_b_4552><s_c_1495>
|
||
13:10 [视频-长播] <|video_begin|><s_a_2364><s_b_4041><s_c_5338>
|
||
13:18 [视频-长播] <|video_begin|><s_a_457><s_b_8008><s_c_6570>
|
||
13:18 [视频-长播] <|video_begin|><s_a_2408><s_b_8008><s_c_2482>
|
||
13:18 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_6816><s_c_7053>
|
||
13:22 [视频-长播] <|video_begin|><s_a_2051><s_b_7630><s_c_5563>
|
||
13:22 [视频-长播] <|video_begin|><s_a_6704><s_b_455><s_c_5063>
|
||
13:22 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_7864><s_c_7274>
|
||
13:22 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_6244><s_c_5944>
|
||
13:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
23:07 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_1799><s_c_5349>
|
||
23:50 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>
|
||
23:53 [广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>
|
||
【2026-01-30】
|
||
00:03 [视频-长播] <|video_begin|><s_a_532><s_b_3456><s_c_5258>
|
||
00:03 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4913>
|
||
04:58 [视频-长播] <|video_begin|><s_a_1106><s_b_876><s_c_7414>
|
||
05:00 [视频-长播] <|video_begin|><s_a_148><s_b_6006><s_c_1004>
|
||
22:03 [视频-长播] <|video_begin|><s_a_7751><s_b_4746><s_c_1906>
|
||
22:03 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_5904><s_c_5798>
|
||
22:04 [视频-长播] <|video_begin|><s_a_2051><s_b_1596><s_c_7864>
|
||
22:30 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_5654>
|
||
【2026-01-31】
|
||
06:56 [视频-长播] <|video_begin|><s_a_2051><s_b_2419><s_c_5258>
|
||
10:34 [视频-长播] <|video_begin|><s_a_2364><s_b_6170><s_c_5435>
|
||
10:34 [视频-长播] <|video_begin|><s_a_2051><s_b_6973><s_c_1>
|
||
10:34 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_3589><s_c_5231>
|
||
10:38 [广告-点击] <|ad_begin|><s_a_1383><s_b_5496><s_c_4636>
|
||
10:52 [视频-长播] <|video_begin|><s_a_457><s_b_727><s_c_3214>
|
||
10:52 [视频-长播] <|video_begin|><s_a_5941><s_b_4915><s_c_4859>
|
||
10:55 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_1935>
|
||
【2026-02-01】
|
||
13:34 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_2815><s_c_853>
|
||
13:42 [视频-长播] <|video_begin|><s_a_2051><s_b_6344><s_c_532>
|
||
13:42 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>
|
||
【2026-02-02】
|
||
10:05 [视频-长播] <|video_begin|><s_a_4615><s_b_850><s_c_2693>
|
||
10:53 [视频-长播] <|video_begin|><s_a_5371><s_b_6141><s_c_8136>
|
||
10:53 [视频-点赞/长播] <|video_begin|><s_a_6267><s_b_3189><s_c_5667>
|
||
10:53 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7106>
|
||
11:05 [视频-长播] <|video_begin|><s_a_5058><s_b_1795><s_c_7348>
|
||
11:08 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_1719>
|
||
11:08 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_5673>
|
||
11:13 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_5444><s_c_7289>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1002><s_c_6524>
|
||
23:41 [视频-长播] <|video_begin|><s_a_2364><s_b_6973><s_c_3777>
|
||
23:41 [视频-长播] <|video_begin|><s_a_4615><s_b_6261><s_c_1457>
|
||
【2026-02-03】
|
||
00:24 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_665><s_c_6150>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_6150>
|
||
00:53 [广告-点击] <|ad_begin|><s_a_1294><s_b_5176><s_c_7021>
|
||
07:43 [视频-长播] <|video_begin|><s_a_5254><s_b_2815><s_c_6416>
|
||
08:34 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2187><s_c_6278>
|
||
08:36 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_4636>
|
||
08:36 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_96><s_c_6185>
|
||
08:43 [视频-长播] <|video_begin|><s_a_532><s_b_4915><s_c_6278>
|
||
08:56 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2828><s_c_708>
|
||
08:56 [广告-点击] <|ad_begin|><s_a_2111><s_b_2828><s_c_708>
|
||
09:22 [视频-长播] <|video_begin|><s_a_532><s_b_2560><s_c_2530>
|
||
09:22 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_765><s_c_1004>
|
||
09:31 [视频-长播] <|video_begin|><s_a_4615><s_b_3832><s_c_814>
|
||
09:31 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_3447><s_c_7951>
|
||
09:31 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_6261><s_c_6357>
|
||
09:41 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_7616>
|
||
09:41 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_814>
|
||
09:46 [视频-长播] <|video_begin|><s_a_3801><s_b_6436><s_c_47>
|
||
12:53 [视频-长播] <|video_begin|><s_a_668><s_b_697><s_c_6364>
|
||
12:53 [视频-长播] <|video_begin|><s_a_457><s_b_2200><s_c_507>
|
||
12:57 [视频-长播] <|video_begin|><s_a_7542><s_b_4958><s_c_1708>
|
||
12:57 [视频-长播] <|video_begin|><s_a_1880><s_b_6436><s_c_1337>
|
||
13:06 [视频-长播] <|video_begin|><s_a_410><s_b_6779><s_c_6364>
|
||
22:13 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_2113><s_c_5349>
|
||
22:35 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
|
||
22:35 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
|
||
22:56 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
|
||
【2026-02-04】
|
||
14:38 [视频-长播] <|video_begin|><s_a_16><s_b_6436><s_c_141>
|
||
14:38 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_7106>
|
||
22:55 [视频-长播] <|video_begin|><s_a_2408><s_b_8008><s_c_5961>
|
||
22:56 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_3063><s_c_7702>
|
||
23:30 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
|
||
23:30 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
|
||
【2026-02-05】
|
||
00:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_1411><s_c_3236>
|
||
00:32 [视频-长播] <|video_begin|><s_a_2450><s_b_5663><s_c_2123>
|
||
00:32 [视频-长播] <|video_begin|><s_a_3632><s_b_57><s_c_3026>
|
||
00:32 [视频-长播] <|video_begin|><s_a_2051><s_b_1395><s_c_532>
|
||
00:32 [视频-长播] <|video_begin|><s_a_5023><s_b_8008><s_c_5405>
|
||
00:32 [视频-点赞/长播] <|video_begin|><s_a_5695><s_b_7126><s_c_8024>
|
||
00:37 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3456><s_c_7840>
|
||
00:44 [视频-长播] <|video_begin|><s_a_2051><s_b_6358><s_c_25>
|
||
00:44 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1940><s_c_6762>
|
||
00:47 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_2957>
|
||
00:50 [视频-长播] <|video_begin|><s_a_5023><s_b_6436><s_c_3284>
|
||
00:53 [视频-长播] <|video_begin|><s_a_3660><s_b_3472><s_c_3349>
|
||
00:55 [视频-长播] <|video_begin|><s_a_457><s_b_727><s_c_47>
|
||
00:56 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_2513>
|
||
13:59 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_689><s_c_2123>
|
||
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和内在联系的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 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 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从被动信息吸收到主动利用AI工具的认知跃迁
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动信息吸收到主动利用AI工具的认知跃迁",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
|
||
</think>
|
||
{"logic_chain":{"name":"从被动信息吸收到主动利用AI工具的认知跃迁","events":[{"date":"2026-01-26","action":"[视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>","logic":"信息积累与痛点形成：用户通过大量观看财经、科技、时政类视频，积累了海量信息，并收藏了关于“投资策略与心理学”的深度分析视频，表明其在信息处理和决策上可能遇到了瓶颈，产生了对更高效工具的需求。"},{"date":"2026-01-29","action":"[广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>","logic":"兴趣转向与工具探索：用户开始主动点击“免费人工智能课程”广告，标志着其兴趣从被动接收信息转向主动学习和了解能提升信息处理效率的AI工具，行为模式发生显著变化。"},{"date":"2026-02-01","action":"[视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>","logic":"认知深化与效率追求：用户收藏了关于“手机实用功能”以提升操作效率的视频。这一行为与探索AI工具的逻辑一致，共同指向其核心诉求——利用工具提升个人效率，进一步佐证了其从“信息消费”到“工具赋能”的认知转变。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-02-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1987><s_b_2828><s_c_4636>
|
||
【2025-02-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4326><s_b_7342><s_c_1148>
|
||
【2025-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6270><s_c_7805>
|
||
【2025-03-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3790><s_c_6278>
|
||
【2025-03-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_6234><s_c_3716>
|
||
【2025-03-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5815>
|
||
【2025-03-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_2411>
|
||
【2025-03-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6279><s_b_765><s_c_5956>
|
||
【2025-04-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3518><s_c_3026>
|
||
【2025-04-25】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
|
||
【2025-05-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_3676>
|
||
【2025-05-13】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1302><s_b_1227><s_c_6416>
|
||
【2025-05-16】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_3716>
|
||
【2025-05-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4092><s_b_7390><s_c_5956>
|
||
【2025-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6879><s_b_7891><s_c_3177>
|
||
【2025-05-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6561><s_c_3120>
|
||
【2025-05-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_7444><s_c_2006>
|
||
【2025-05-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_5923><s_c_3367>
|
||
【2025-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_6205><s_c_6925>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_2857><s_c_7366>
|
||
【2025-06-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_7813><s_c_6074>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6091><s_b_19><s_c_4877>
|
||
【2025-06-11】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_6278>
|
||
【2025-06-13】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_2688><s_b_6234><s_c_7951>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
|
||
【2025-06-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_4417><s_c_1122>
|
||
【2025-06-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6973><s_c_6988>
|
||
【2025-06-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_3284><s_c_1012>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6307><s_c_7493>
|
||
【2025-07-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_928><s_b_7960><s_c_2915>
|
||
【2025-07-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_750><s_b_6804><s_c_1080>
|
||
【2025-07-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_7813><s_c_6074>
|
||
【2025-07-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_1180>
|
||
【2025-07-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2425>
|
||
【2025-07-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_4976>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_6454><s_c_3074>
|
||
【2025-08-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4266><s_b_5699><s_c_368>
|
||
【2025-08-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_2864><s_c_330>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_2312><s_c_4352>
|
||
【2025-08-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_7665><s_c_2468>
|
||
【2025-08-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1873><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
|
||
【2025-08-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6489><s_c_4019>
|
||
【2025-08-27】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_5106><s_c_535>
|
||
【2025-09-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_607><s_b_451><s_c_2409>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_4782><s_c_1103>
|
||
【2025-09-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_3206><s_c_1386>
|
||
【2025-09-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
|
||
【2025-09-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5803><s_b_7342><s_c_2403>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_586><s_c_3434>
|
||
【2025-09-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_4208>
|
||
【2025-09-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_2403>
|
||
【2025-09-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3059><s_c_3676>
|
||
【2025-10-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_146>
|
||
【2025-10-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3009><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_4386><s_c_5345>
|
||
【2025-10-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_3589>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6974><s_b_7971><s_c_7690>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1778><s_b_5638><s_c_5665>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5929><s_b_4743><s_c_211>
|
||
【2025-10-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_2095><s_c_1335>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_581><s_c_4344>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_765><s_c_1708>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5929><s_b_4743><s_c_1644>
|
||
【2025-10-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7619><s_c_1912>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_3280><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_1424><s_c_2107>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3931><s_c_4547>
|
||
【2025-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3672><s_b_5612><s_c_5063>
|
||
【2025-10-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6561><s_c_6704>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5801><s_b_8125><s_c_6524>
|
||
【2025-10-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2352><s_c_944>
|
||
【2025-10-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3898>
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_7342><s_c_6011>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_1856><s_c_5671>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5322><s_c_3483>
|
||
【2025-10-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_264><s_b_765><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5342><s_b_4556><s_c_1084>
|
||
【2025-10-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
|
||
【2025-10-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5392>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5384><s_c_1306>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_275><s_c_2581>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3614><s_c_7506>
|
||
【2025-12-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_2725><s_c_7366>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_6095><s_c_1112>
|
||
【2025-12-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_4092>
|
||
【2025-12-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3120><s_b_6653><s_c_136>
|
||
【2026-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2375><s_b_2725><s_c_5472>
|
||
【2026-01-03】
|
||
14:58 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_927>
|
||
16:17 [广告-深度转化] <|ad_begin|><s_a_4751><s_b_315><s_c_6227>
|
||
【2026-01-04】
|
||
11:49 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_4636>
|
||
14:53 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_6726><s_c_2253>
|
||
【2026-01-05】
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_3616>
|
||
05:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2854><s_c_1614>
|
||
12:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5828>
|
||
【2026-01-06】
|
||
05:22 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_6123><s_c_6390>
|
||
06:29 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_907>
|
||
【2026-01-07】
|
||
14:56 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7455><s_c_5061>
|
||
15:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7054><s_c_4932>
|
||
【2026-01-08】
|
||
10:31 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_4173><s_c_5749>
|
||
14:13 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_2758><s_c_2369>
|
||
【2026-01-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_5912><s_c_7978>
|
||
14:55 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4807>
|
||
【2026-01-10】
|
||
02:56 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1642><s_c_6597>
|
||
13:44 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2912>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
|
||
06:53 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_7342><s_c_4784>
|
||
【2026-01-12】
|
||
15:20 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3636><s_c_1161>
|
||
【2026-01-14】
|
||
13:29 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_5061>
|
||
13:46 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_535>
|
||
15:48 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_6621>
|
||
【2026-01-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3760><s_b_4743><s_c_5224>
|
||
05:55 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6436><s_c_4595>
|
||
11:48 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_581><s_c_1614>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_1924><s_b_4009><s_c_1317>
|
||
13:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3678><s_c_5563>
|
||
【2026-01-16】
|
||
06:22 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_447>
|
||
10:25 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2118>
|
||
14:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2828><s_c_8051>
|
||
23:02 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7979>
|
||
【2026-01-17】
|
||
10:42 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7566>
|
||
13:29 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_4932>
|
||
【2026-01-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3260><s_b_8101><s_c_387>
|
||
03:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7180><s_c_5087>
|
||
03:43 [广告-点击] <|ad_begin|><s_a_2111><s_b_7180><s_c_5087>
|
||
12:51 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_7566>
|
||
【2026-01-20】
|
||
12:14 [广告-点击] <|ad_begin|><s_a_5727><s_b_4350><s_c_6380>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_2734><s_b_2504><s_c_3098>
|
||
12:40 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5589>
|
||
12:40 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5589>
|
||
13:09 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6519><s_c_6368>
|
||
13:09 [广告-点击] <|ad_begin|><s_a_7931><s_b_6519><s_c_6368>
|
||
15:12 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_6093>
|
||
15:12 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_6093>
|
||
【2026-01-21】
|
||
01:37 [广告-点击] <|ad_begin|><s_a_4157><s_b_7894><s_c_7880>
|
||
01:37 [广告-点击] <|ad_begin|><s_a_2796><s_b_2127><s_c_5967>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5985><s_b_4516><s_c_1041>
|
||
06:27 [广告-点击] <|ad_begin|><s_a_497><s_b_6234><s_c_3267>
|
||
10:56 [广告-点击] <|ad_begin|><s_a_7130><s_b_1206><s_c_5621>
|
||
13:11 [广告-点击] <|ad_begin|><s_a_7331><s_b_1549><s_c_1495>
|
||
13:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
13:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
14:25 [广告-深度转化] <|ad_begin|><s_a_3349><s_b_6234><s_c_3267>
|
||
14:25 [广告-点击] <|ad_begin|><s_a_3349><s_b_6234><s_c_3267>
|
||
【2026-01-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_6780><s_c_5985>
|
||
05:14 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_6489><s_c_7609>
|
||
05:25 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
05:25 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
05:42 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5650>
|
||
05:42 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5650>
|
||
06:31 [广告-深度转化] <|ad_begin|><s_a_3349><s_b_6234><s_c_3267>
|
||
06:31 [广告-点击] <|ad_begin|><s_a_3349><s_b_6234><s_c_3267>
|
||
【2026-01-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2375><s_b_5699><s_c_526>
|
||
06:23 [视频-关注/点赞/长播] <|video_begin|><s_a_1552><s_b_3166><s_c_2038>
|
||
06:37 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_528>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_528>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_4815><s_b_3678><s_c_4636>
|
||
12:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3742>
|
||
12:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3742>
|
||
14:18 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3742>
|
||
14:18 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3742>
|
||
【2026-01-24】
|
||
01:39 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_3235><s_c_1369>
|
||
01:39 [广告-点击] <|ad_begin|><s_a_6958><s_b_3235><s_c_1369>
|
||
11:03 [视频-点赞/长播] <|video_begin|><s_a_456><s_b_57><s_c_2226>
|
||
14:28 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
|
||
14:28 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3775>
|
||
14:36 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_7548>
|
||
14:36 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_7548>
|
||
【2026-01-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2563><s_b_4516><s_c_5044>
|
||
【2026-01-26】
|
||
06:53 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2918><s_c_7979>
|
||
13:15 [视频-评论/点赞/长播] <|video_begin|><s_a_3510><s_b_5349><s_c_4636>
|
||
14:48 [广告-深度转化] <|ad_begin|><s_a_1924><s_b_1471><s_c_4860>
|
||
14:48 [广告-点击] <|ad_begin|><s_a_1924><s_b_1471><s_c_4860>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7665><s_b_3790><s_c_5674>
|
||
05:18 [广告-点击] <|ad_begin|><s_a_2832><s_b_3678><s_c_3026>
|
||
06:28 [广告-点击] <|ad_begin|><s_a_3091><s_b_4173><s_c_5563>
|
||
12:31 [视频-长播] <|video_begin|><s_a_1253><s_b_915><s_c_6182>
|
||
12:31 [视频-长播] <|video_begin|><s_a_4862><s_b_170><s_c_2205>
|
||
12:31 [视频-长播] <|video_begin|><s_a_1575><s_b_4142><s_c_1949>
|
||
12:36 [视频-长播] <|video_begin|><s_a_6106><s_b_3803><s_c_1859>
|
||
14:13 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_366>
|
||
14:13 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_366>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7894><s_c_4852>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_1306>
|
||
03:08 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1614>
|
||
03:08 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1614>
|
||
08:07 [广告-点击] <|ad_begin|><s_a_6275><s_b_2029><s_c_6278>
|
||
10:31 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
10:31 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
11:14 [视频-长播] <|video_begin|><s_a_3099><s_b_1740><s_c_5563>
|
||
11:14 [视频-长播] <|video_begin|><s_a_6958><s_b_6234><s_c_6301>
|
||
11:14 [视频-长播] <|video_begin|><s_a_7369><s_b_6430><s_c_3116>
|
||
11:34 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
11:35 [广告-点击] <|ad_begin|><s_a_1393><s_b_7246><s_c_2636>
|
||
13:09 [广告-点击] <|ad_begin|><s_a_1393><s_b_2419><s_c_6278>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_1200><s_b_2504><s_c_7907>
|
||
13:17 [广告-点击] <|ad_begin|><s_a_7374><s_b_5637><s_c_907>
|
||
13:18 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7390><s_c_1015>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_5115><s_b_7390><s_c_1015>
|
||
13:19 [视频-长播] <|video_begin|><s_a_1766><s_b_170><s_c_2513>
|
||
13:56 [广告-点击] <|ad_begin|><s_a_491><s_b_581><s_c_7548>
|
||
【2026-01-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2701><s_c_4573>
|
||
05:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4033><s_c_5209>
|
||
05:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_5209>
|
||
07:10 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3108>
|
||
07:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3108>
|
||
10:21 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6244><s_c_5256>
|
||
10:21 [广告-点击] <|ad_begin|><s_a_5185><s_b_6244><s_c_5256>
|
||
11:20 [视频-点赞/长播] <|video_begin|><s_a_2350><s_b_4746><s_c_5673>
|
||
11:27 [视频-长播] <|video_begin|><s_a_5318><s_b_665><s_c_5589>
|
||
11:27 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_3551>
|
||
11:38 [视频-长播] <|video_begin|><s_a_6166><s_b_6434><s_c_7925>
|
||
11:56 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_4932>
|
||
11:56 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_4932>
|
||
14:50 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1832>
|
||
14:50 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1832>
|
||
15:09 [视频-点赞/长播] <|video_begin|><s_a_1326><s_b_5061><s_c_1093>
|
||
15:09 [视频-长播] <|video_begin|><s_a_7751><s_b_5101><s_c_7099>
|
||
15:16 [视频-长播] <|video_begin|><s_a_148><s_b_7342><s_c_4512>
|
||
15:21 [广告-点击] <|ad_begin|><s_a_923><s_b_5781><s_c_2194>
|
||
15:22 [视频-长播] <|video_begin|><s_a_1106><s_b_2828><s_c_4952>
|
||
15:22 [视频-长播] <|video_begin|><s_a_7830><s_b_850><s_c_2468>
|
||
15:25 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6234><s_c_6857>
|
||
15:25 [视频-点赞/长播] <|video_begin|><s_a_5134><s_b_697><s_c_6513>
|
||
15:25 [视频-长播] <|video_begin|><s_a_2422><s_b_7589><s_c_5839>
|
||
15:52 [视频-长播] <|video_begin|><s_a_6329><s_b_1277><s_c_607>
|
||
【2026-01-30】
|
||
01:01 [视频-长播] <|video_begin|><s_a_3510><s_b_1751><s_c_7410>
|
||
01:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5749>
|
||
03:54 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_3026>
|
||
03:54 [广告-点击] <|ad_begin|><s_a_5673><s_b_4746><s_c_3026>
|
||
06:07 [视频-长播] <|video_begin|><s_a_1106><s_b_5101><s_c_3648>
|
||
06:07 [视频-长播] <|video_begin|><s_a_2411><s_b_1916><s_c_2401>
|
||
13:59 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
13:59 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
14:47 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7342><s_c_3775>
|
||
14:47 [广告-点击] <|ad_begin|><s_a_2111><s_b_7342><s_c_3775>
|
||
15:26 [视频-长播] <|video_begin|><s_a_5371><s_b_7776><s_c_8136>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_5571><s_c_495>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2661><s_b_5576><s_c_7668>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5588><s_c_6555>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6827><s_c_1131>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_5571><s_c_495>
|
||
05:00 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_5727><s_c_607>
|
||
05:02 [视频-长播] <|video_begin|><s_a_2350><s_b_7390><s_c_5776>
|
||
12:01 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
12:01 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
12:22 [广告-点击] <|ad_begin|><s_a_1608><s_b_3589><s_c_3363>
|
||
12:25 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
12:25 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
12:38 [广告-点击] <|ad_begin|><s_a_3622><s_b_2918><s_c_6950>
|
||
12:56 [视频-点赞/长播] <|video_begin|><s_a_5062><s_b_7344><s_c_1009>
|
||
12:56 [视频-关注/点赞/长播] <|video_begin|><s_a_16><s_b_558><s_c_360>
|
||
13:42 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
13:42 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
【2026-02-01】
|
||
01:30 [广告-点击] <|ad_begin|><s_a_7331><s_b_7572><s_c_7298>
|
||
01:34 [广告-点击] <|ad_begin|><s_a_4157><s_b_6234><s_c_2194>
|
||
01:35 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_853>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3074><s_b_4538><s_c_6808>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7330><s_b_6804><s_c_7909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5778><s_b_1679><s_c_2282>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6767><s_b_2498><s_c_2692>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_7537><s_c_2028>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2956><s_c_3198>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3074><s_b_4538><s_c_6808>
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
03:51 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
05:19 [广告-点击] <|ad_begin|><s_a_3604><s_b_908><s_c_4291>
|
||
11:13 [视频-长播] <|video_begin|><s_a_7369><s_b_7821><s_c_3116>
|
||
11:30 [广告-点击] <|ad_begin|><s_a_7038><s_b_3932><s_c_7925>
|
||
11:53 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
||
11:53 [广告-点击] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
||
13:00 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
||
15:02 [广告-点击] <|ad_begin|><s_a_7331><s_b_7572><s_c_7298>
|
||
15:03 [视频-长播] <|video_begin|><s_a_6258><s_b_1873><s_c_1306>
|
||
15:03 [视频-长播] <|video_begin|><s_a_2677><s_b_57><s_c_5609>
|
||
15:15 [视频-长播] <|video_begin|><s_a_4999><s_b_3166><s_c_2357>
|
||
15:19 [广告-点击] <|ad_begin|><s_a_3463><s_b_7455><s_c_7598>
|
||
【2026-02-02】
|
||
00:48 [视频-长播] <|video_begin|><s_a_2688><s_b_3472><s_c_7979>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5500><s_b_7672><s_c_7414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1918><s_b_3435><s_c_4281>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4430><s_c_2950>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_4417><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7622><s_b_6293><s_c_511>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1918><s_b_3435><s_c_4281>
|
||
04:22 [视频-点赞/长播] <|video_begin|><s_a_2350><s_b_4944><s_c_5673>
|
||
04:22 [视频-长播] <|video_begin|><s_a_2015><s_b_1878><s_c_7106>
|
||
04:56 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
|
||
04:56 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
|
||
11:15 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
11:15 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
【2026-02-03】
|
||
00:38 [视频-长播] <|video_begin|><s_a_7411><s_b_7776><s_c_2695>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_5244><s_c_1553>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_13><s_b_6827><s_c_1391>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_4417><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_4417><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6827><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4430><s_c_2950>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6827><s_c_1131>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6827><s_c_1131>
|
||
05:54 [广告-点击] <|ad_begin|><s_a_1608><s_b_1445><s_c_3363>
|
||
07:40 [视频-长播] <|video_begin|><s_a_5907><s_b_8058><s_c_2568>
|
||
12:09 [视频-长播] <|video_begin|><s_a_7003><s_b_5101><s_c_7975>
|
||
12:15 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_4746><s_c_4636>
|
||
15:04 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_6871>
|
||
15:59 [视频-长播] <|video_begin|><s_a_3510><s_b_6436><s_c_141>
|
||
16:01 [广告-点击] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
||
23:22 [视频-长播] <|video_begin|><s_a_923><s_b_7762><s_c_4617>
|
||
23:22 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_3501>
|
||
23:32 [视频-点赞/长播] <|video_begin|><s_a_2672><s_b_648><s_c_6856>
|
||
23:34 [视频-长播] <|video_begin|><s_a_2750><s_b_2828><s_c_6078>
|
||
23:34 [视频-长播] <|video_begin|><s_a_1207><s_b_1292><s_c_7598>
|
||
【2026-02-04】
|
||
01:01 [视频-长播] <|video_begin|><s_a_836><s_b_5237><s_c_4487>
|
||
01:10 [视频-关注/长播] <|video_begin|><s_a_396><s_b_373><s_c_1306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1778><s_b_170><s_c_5267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5977><s_b_5610><s_c_3340>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_2246><s_c_8001>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_5882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_7877><s_c_1401>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3392><s_c_7690>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7007><s_c_7326>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_3127><s_c_7775>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_4538><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_2231><s_c_8029>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7339><s_b_2498><s_c_5044>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5711><s_c_7428>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5973><s_b_3131><s_c_5338>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_191><s_b_6819><s_c_5215>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7911><s_c_7486>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7388><s_c_2956>
|
||
06:44 [视频-长播] <|video_begin|><s_a_3510><s_b_3951><s_c_291>
|
||
06:47 [视频-长播] <|video_begin|><s_a_850><s_b_3472><s_c_3041>
|
||
08:51 [视频-长播] <|video_begin|><s_a_1936><s_b_1795><s_c_6254>
|
||
08:56 [视频-评论/点赞/长播] <|video_begin|><s_a_1883><s_b_5727><s_c_4636>
|
||
11:42 [视频-长播] <|video_begin|><s_a_2688><s_b_3065><s_c_619>
|
||
13:25 [视频-长播] <|video_begin|><s_a_4064><s_b_5374><s_c_141>
|
||
14:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7979>
|
||
14:20 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_7979>
|
||
23:34 [视频-长播] <|video_begin|><s_a_192><s_b_4417><s_c_2647>
|
||
23:34 [视频-长播] <|video_begin|><s_a_5843><s_b_2310><s_c_2294>
|
||
【2026-02-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_3206><s_c_6666>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6827><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2639><s_b_170><s_c_4315>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1290><s_c_1786>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_4417><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_176><s_b_170><s_c_887>
|
||
07:21 [视频-长播] <|video_begin|><s_a_5584><s_b_6000><s_c_7979>
|
||
07:24 [视频-长播] <|video_begin|><s_a_335><s_b_985><s_c_4200>
|
||
11:27 [视频-长播] <|video_begin|><s_a_1140><s_b_5101><s_c_1767>
|
||
12:11 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_853>
|
||
12:11 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_853>
|
||
13:52 [广告-点击] <|ad_begin|><s_a_2832><s_b_1642><s_c_3742>
|
||
15:05 [视频-长播] <|video_begin|><s_a_4396><s_b_5237><s_c_499>
|
||
15:07 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_4932>
|
||
角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心判定逻辑（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 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从被动观赏到主动实践的节日装饰决策链
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动观赏到主动实践的节日装饰决策链",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从被动观赏到主动实践的节日装饰决策链","events":[{"date":"2026-02-04","action":"[视频-关注/长播] <|video_begin|><s_a_396><s_b_373><s_c_1306>","logic":"兴趣触发：被动接收到关于“灯笼制作”的视频内容，对节日装饰产生初步兴趣，但认知停留在成品外观层面。"},{"date":"2026-01-29","action":"[商品-购买] <|prod_begin|><s_a_6488><s_b_2701><s_c_4573>","logic":"认知收敛与行动转化：从对灯笼成品的笼统兴趣，聚焦到实现其发光效果的核心组件“无线遥控LED灯芯”上，并完成购买。这表明用户已从欣赏转向实践，并对装饰方案的技术细节（无线、遥控）产生了明确的功能性需求，是典型的认知增量和行为深化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-04-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_8068><s_c_5347>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3120><s_b_2547><s_c_1786>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_1966><s_c_3809>
|
||
【2025-04-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_4516><s_c_7791>
|
||
【2025-05-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6650><s_b_5908><s_c_1278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7858><s_c_3936>
|
||
【2025-05-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_4538><s_c_6507>
|
||
【2025-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3379><s_b_3379><s_c_6011>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4014><s_b_6065><s_c_3198>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1925><s_b_4295><s_c_5640>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5274><s_c_574>
|
||
【2025-08-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5274><s_c_574>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6435><s_c_574>
|
||
【2025-08-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_3033>
|
||
【2025-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_7367><s_c_5191>
|
||
【2025-08-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7344><s_c_4647>
|
||
【2025-08-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_4578><s_c_1125>
|
||
【2025-09-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_582><s_b_6683><s_c_1272>
|
||
【2025-09-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_290>
|
||
【2025-09-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7912><s_c_1708>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1004><s_b_5449><s_c_2143>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_514><s_c_5879>
|
||
【2025-09-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8143><s_b_3044><s_c_99>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2075><s_b_2558><s_c_397>
|
||
【2025-09-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_3313><s_c_6153>
|
||
【2025-10-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_3973>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1959><s_b_1604><s_c_6808>
|
||
【2025-10-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_4722>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1380><s_c_3676>
|
||
【2025-10-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_6423><s_c_3970>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1454><s_b_1124><s_c_1553>
|
||
【2025-10-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_2221><s_c_3676>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3737><s_b_3564><s_c_5879>
|
||
【2025-10-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7396><s_b_7175><s_c_6704>
|
||
【2025-11-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7305><s_b_5409><s_c_677>
|
||
【2025-11-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_6761><s_c_4657>
|
||
【2025-11-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_2814>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_7200><s_c_6298>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1692><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4062><s_c_7366>
|
||
【2025-11-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3815><s_c_3026>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_665><s_c_4263>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_3840><s_c_805>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3882><s_b_1259><s_c_94>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7388><s_c_7366>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_1644>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_2498><s_c_104>
|
||
【2025-11-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
||
【2025-11-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3052><s_b_451><s_c_8061>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6595><s_c_2513>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6278>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3456><s_c_3026>
|
||
【2025-11-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_3363>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3898><s_c_2513>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_7529>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_5270><s_c_3970>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_1277><s_c_5961>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4043>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7959><s_c_5654>
|
||
--:-- [直播-关注] <|living_begin|><s_a_469><s_b_1811><s_c_7319>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_3614><s_c_7506>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_3953>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_6758>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_1828>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1701><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3302><s_c_925>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_7951>
|
||
【2025-11-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_7016><s_c_4851>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5711><s_c_6361>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_8143>
|
||
【2025-11-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_147><s_c_309>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_147><s_c_468>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_964><s_c_329>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_6209><s_c_6534>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_1532><s_c_2421>
|
||
【2025-11-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_370><s_c_6768>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_1297><s_c_4908>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_6467><s_c_4469>
|
||
【2025-12-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_6467><s_c_4469>
|
||
【2025-12-08】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_967><s_b_1282><s_c_7951>
|
||
【2025-12-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6653><s_c_3267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_4150><s_c_6524>
|
||
【2025-12-12】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6640><s_b_3853><s_c_1284>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_576><s_b_810><s_c_3798>
|
||
【2025-12-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_4062><s_c_5688>
|
||
【2025-12-16】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6590><s_b_765><s_c_3846>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_341><s_c_5267>
|
||
【2025-12-17】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6590><s_b_2918><s_c_7616>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_229><s_b_7342><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2533><s_b_2532><s_c_2717>
|
||
【2025-12-20】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_726><s_b_8008><s_c_2298>
|
||
【2025-12-21】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6665><s_b_8008><s_c_3016>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6665><s_b_8008><s_c_6904>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3409><s_b_59><s_c_7754>
|
||
【2025-12-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6653><s_c_7101>
|
||
【2025-12-23】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_6525><s_c_7754>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3409><s_b_7342><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_2918><s_c_4042>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_2918><s_c_1524>
|
||
【2025-12-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_315><s_b_7919><s_c_5563>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_5727><s_c_7951>
|
||
【2025-12-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7728><s_b_4917><s_c_3498>
|
||
【2025-12-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_726><s_b_2863><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_2475>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7471><s_b_451><s_c_5874>
|
||
【2025-12-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_993><s_b_6400><s_c_875>
|
||
【2025-12-31】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_967><s_b_3853><s_c_953>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6234><s_b_988><s_c_7750>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_7342><s_c_2881>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5934><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_77><s_b_4917><s_c_1004>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_229><s_b_7342><s_c_4467>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3740><s_b_1747><s_c_1943>
|
||
【2026-01-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7340><s_b_4021><s_c_1056>
|
||
【2026-01-06】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6633><s_b_6234><s_c_656>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_967><s_b_59><s_c_5563>
|
||
【2026-01-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7340><s_b_4021><s_c_1644>
|
||
【2026-01-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6815><s_b_2918><s_c_3494>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_77><s_b_988><s_c_7951>
|
||
【2026-01-09】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6633><s_b_7342><s_c_656>
|
||
【2026-01-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5782><s_b_6442><s_c_6757>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_967><s_b_4917><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4014><s_b_4386><s_c_708>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_5974><s_c_110>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4014><s_b_4386><s_c_708>
|
||
【2026-01-11】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5782><s_b_8049><s_c_615>
|
||
【2026-01-12】
|
||
02:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4845>
|
||
05:11 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_3475>
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
17:27 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1659>
|
||
23:54 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_7572><s_c_6047>
|
||
【2026-01-13】
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_5259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_2789><s_c_7295>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7340><s_b_4021><s_c_1644>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4014><s_b_4386><s_c_708>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_5974><s_c_110>
|
||
16:21 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
|
||
19:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6848><s_c_416>
|
||
【2026-01-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_2789><s_c_5673>
|
||
17:06 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5776>
|
||
【2026-01-15】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_967><s_b_1282><s_c_7616>
|
||
01:03 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4454>
|
||
03:15 [广告-深度转化] <|ad_begin|><s_a_923><s_b_2221><s_c_4102>
|
||
【2026-01-16】
|
||
04:54 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
05:58 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1206><s_c_3363>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_7878><s_c_1136>
|
||
11:21 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2173>
|
||
【2026-01-17】
|
||
07:07 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6123><s_c_1321>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_7270><s_c_4851>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5884><s_c_1726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_1966><s_c_1260>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3882><s_b_7270><s_c_4851>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_1966><s_c_1260>
|
||
08:14 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_1933>
|
||
14:53 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_5087>
|
||
23:38 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
|
||
【2026-01-18】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_967><s_b_451><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6633><s_b_7342><s_c_5563>
|
||
02:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_581><s_c_3026>
|
||
【2026-01-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3933><s_b_7342><s_c_5874>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_77><s_b_8049><s_c_1004>
|
||
02:39 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_8096>
|
||
03:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_3849>
|
||
06:39 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_3849>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_8002><s_c_1726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_5487><s_c_7978>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4009><s_c_7978>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4692><s_c_5297>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3158><s_b_8002><s_c_1726>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3158><s_b_4692><s_c_5297>
|
||
【2026-01-20】
|
||
09:39 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_2419><s_c_3363>
|
||
15:37 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
|
||
23:01 [广告-深度转化] <|ad_begin|><s_a_7008><s_b_3217><s_c_4373>
|
||
【2026-01-21】
|
||
09:09 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
|
||
15:29 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_3363>
|
||
21:38 [视频-转发/点赞/长播] <|video_begin|><s_a_629><s_b_5727><s_c_5217>
|
||
22:08 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_8109>
|
||
【2026-01-22】
|
||
04:44 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_5916>
|
||
【2026-01-23】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_967><s_b_8049><s_c_3498>
|
||
06:48 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2427>
|
||
【2026-01-24】
|
||
01:08 [广告-深度转化] <|ad_begin|><s_a_7008><s_b_1411><s_c_5059>
|
||
03:04 [视频-转发/点赞/长播] <|video_begin|><s_a_4078><s_b_6324><s_c_2425>
|
||
04:54 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_372>
|
||
22:54 [视频-转发/点赞/长播] <|video_begin|><s_a_6076><s_b_6901><s_c_5320>
|
||
【2026-01-25】
|
||
03:07 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
08:30 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
【2026-01-26】
|
||
00:23 [视频-转发/评论/收藏/点赞/长播] <|video_begin|><s_a_2734><s_b_4753><s_c_1708>
|
||
02:09 [视频-转发/点赞/长播] <|video_begin|><s_a_217><s_b_6400><s_c_6036>
|
||
05:14 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_2918><s_c_6227>
|
||
05:48 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_4173><s_c_3501>
|
||
【2026-01-27】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6590><s_b_988><s_c_208>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3><s_b_6387><s_c_1854>
|
||
08:10 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
|
||
08:11 [广告-深度转化] <|ad_begin|><s_a_1458><s_b_2372><s_c_7529>
|
||
09:16 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_8049><s_c_3026>
|
||
09:27 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
|
||
12:58 [广告-深度转化] <|ad_begin|><s_a_6302><s_b_7492><s_c_5673>
|
||
【2026-01-28】
|
||
13:41 [广告-深度转化] <|ad_begin|><s_a_4651><s_b_6726><s_c_3768>
|
||
16:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5776>
|
||
【2026-01-29】
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_1364><s_b_6234><s_c_825>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_1364><s_b_6234><s_c_825>
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_5833><s_c_5362>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_5833><s_c_5362>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_2990><s_c_2023>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2990><s_c_2023>
|
||
07:43 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2912>
|
||
07:43 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2912>
|
||
13:06 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_4755>
|
||
13:22 [广告-点击] <|ad_begin|><s_a_3113><s_b_4462><s_c_1080>
|
||
15:27 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_7268>
|
||
23:14 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>
|
||
【2026-01-30】
|
||
01:44 [广告-点击] <|ad_begin|><s_a_1096><s_b_664><s_c_5061>
|
||
02:23 [广告-点击] <|ad_begin|><s_a_8152><s_b_3189><s_c_416>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5557><s_b_1124><s_c_3887>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7072><s_b_7369><s_c_1832>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_4619><s_c_2908>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_4619><s_c_1416>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_1124><s_c_3887>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7072><s_b_7369><s_c_1832>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_4619><s_c_2908>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
|
||
10:07 [广告-点击] <|ad_begin|><s_a_1383><s_b_1822><s_c_4673>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_1383><s_b_1822><s_c_4673>
|
||
10:17 [广告-点击] <|ad_begin|><s_a_1383><s_b_1822><s_c_4673>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_3711><s_b_4278><s_c_6385>
|
||
20:57 [广告-点击] <|ad_begin|><s_a_2624><s_b_1373><s_c_7261>
|
||
【2026-01-31】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_77><s_b_988><s_c_6737>
|
||
01:14 [广告-点击] <|ad_begin|><s_a_2470><s_b_5378><s_c_3159>
|
||
04:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6727><s_c_5563>
|
||
04:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6727><s_c_5563>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
15:22 [广告-点击] <|ad_begin|><s_a_4942><s_b_5081><s_c_3047>
|
||
15:28 [广告-点击] <|ad_begin|><s_a_4942><s_b_5081><s_c_3047>
|
||
15:31 [广告-点击] <|ad_begin|><s_a_4942><s_b_5081><s_c_3047>
|
||
16:18 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
16:18 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
23:09 [广告-点击] <|ad_begin|><s_a_1383><s_b_4733><s_c_6737>
|
||
23:13 [广告-点击] <|ad_begin|><s_a_4942><s_b_2604><s_c_6222>
|
||
23:15 [广告-点击] <|ad_begin|><s_a_1041><s_b_5842><s_c_2693>
|
||
23:16 [广告-点击] <|ad_begin|><s_a_4942><s_b_2604><s_c_6222>
|
||
23:47 [视频-转发/评论/点赞/长播] <|video_begin|><s_a_6076><s_b_7333><s_c_1344>
|
||
【2026-02-01】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3026><s_b_7390><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_77><s_b_8049><s_c_3498>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_967><s_b_6234><s_c_3026>
|
||
02:46 [广告-点击] <|ad_begin|><s_a_1041><s_b_7181><s_c_47>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_1041><s_b_7181><s_c_47>
|
||
06:57 [广告-点击] <|ad_begin|><s_a_795><s_b_5349><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2312><s_c_1752>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2921><s_b_7827><s_c_1343>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2921><s_b_7827><s_c_1343>
|
||
08:16 [广告-点击] <|ad_begin|><s_a_472><s_b_4733><s_c_7719>
|
||
08:26 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4032>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_3014><s_b_7261><s_c_1472>
|
||
10:42 [视频-转发/点赞/长播] <|video_begin|><s_a_6076><s_b_5672><s_c_4977>
|
||
11:28 [视频-长播] <|video_begin|><s_a_4071><s_b_4059><s_c_1477>
|
||
11:28 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_7608><s_c_2586>
|
||
16:07 [广告-点击] <|ad_begin|><s_a_2015><s_b_6234><s_c_959>
|
||
17:49 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6782><s_c_7566>
|
||
17:49 [广告-点击] <|ad_begin|><s_a_4815><s_b_6782><s_c_7566>
|
||
19:51 [广告-点击] <|ad_begin|><s_a_2470><s_b_5781><s_c_143>
|
||
19:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6782><s_c_7566>
|
||
19:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_6782><s_c_7566>
|
||
23:30 [广告-深度转化] <|ad_begin|><s_a_458><s_b_7391><s_c_5563>
|
||
23:30 [广告-点击] <|ad_begin|><s_a_458><s_b_7391><s_c_5563>
|
||
23:36 [广告-点击] <|ad_begin|><s_a_2469><s_b_620><s_c_2693>
|
||
23:37 [广告-点击] <|ad_begin|><s_a_7479><s_b_96><s_c_6962>
|
||
23:40 [广告-点击] <|ad_begin|><s_a_2469><s_b_620><s_c_2693>
|
||
23:45 [广告-深度转化] <|ad_begin|><s_a_1666><s_b_4087><s_c_3026>
|
||
23:45 [广告-点击] <|ad_begin|><s_a_1666><s_b_4087><s_c_3026>
|
||
【2026-02-02】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_967><s_b_6525><s_c_7616>
|
||
04:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_5349><s_c_2568>
|
||
04:47 [广告-点击] <|ad_begin|><s_a_8152><s_b_3189><s_c_416>
|
||
04:52 [广告-点击] <|ad_begin|><s_a_250><s_b_799><s_c_4200>
|
||
04:59 [广告-点击] <|ad_begin|><s_a_250><s_b_3588><s_c_7124>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3379><s_b_6197><s_c_4233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3379><s_b_3982><s_c_5008>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5884><s_c_1726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1113><s_c_1041>
|
||
07:57 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6123><s_c_7934>
|
||
07:57 [广告-点击] <|ad_begin|><s_a_1393><s_b_6123><s_c_7934>
|
||
08:54 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7214><s_c_2369>
|
||
08:54 [广告-点击] <|ad_begin|><s_a_2817><s_b_7214><s_c_2369>
|
||
10:06 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_4707>
|
||
10:06 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_4707>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_1393><s_b_6123><s_c_7934>
|
||
11:19 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_4454>
|
||
11:19 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_4454>
|
||
16:14 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_697><s_c_4412>
|
||
16:14 [广告-点击] <|ad_begin|><s_a_5894><s_b_697><s_c_4412>
|
||
16:16 [广告-深度转化] <|ad_begin|><s_a_805><s_b_2308><s_c_3540>
|
||
16:16 [广告-点击] <|ad_begin|><s_a_805><s_b_2308><s_c_3540>
|
||
【2026-02-03】
|
||
01:48 [广告-深度转化] <|ad_begin|><s_a_923><s_b_7571><s_c_3576>
|
||
01:48 [广告-点击] <|ad_begin|><s_a_923><s_b_7571><s_c_3576>
|
||
02:11 [广告-点击] <|ad_begin|><s_a_3014><s_b_8151><s_c_25>
|
||
02:24 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3026>
|
||
02:24 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3026>
|
||
11:38 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_581><s_c_3356>
|
||
11:38 [广告-点击] <|ad_begin|><s_a_7038><s_b_581><s_c_3356>
|
||
【2026-02-04】
|
||
01:02 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_6022>
|
||
01:02 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_6022>
|
||
06:10 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_812>
|
||
06:10 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_812>
|
||
07:32 [广告-深度转化] <|ad_begin|><s_a_7847><s_b_6234><s_c_6306>
|
||
07:32 [广告-点击] <|ad_begin|><s_a_7847><s_b_6234><s_c_6306>
|
||
08:19 [广告-点击] <|ad_begin|><s_a_3069><s_b_672><s_c_4636>
|
||
08:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7568>
|
||
08:43 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7568>
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_3447><s_c_47>
|
||
11:52 [广告-点击] <|ad_begin|><s_a_5687><s_b_3447><s_c_47>
|
||
14:27 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_581><s_c_1004>
|
||
14:27 [广告-点击] <|ad_begin|><s_a_7931><s_b_581><s_c_1004>
|
||
18:42 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_4923>
|
||
23:38 [视频-转发/点赞/长播] <|video_begin|><s_a_2236><s_b_4550><s_c_875>
|
||
【2026-02-05】
|
||
00:59 [广告-点击] <|ad_begin|><s_a_1351><s_b_2799><s_c_6390>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_8003>
|
||
06:31 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_8003>
|
||
06:31 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_8003>
|
||
08:48 [广告-点击] <|ad_begin|><s_a_99><s_b_2485><s_c_5563>
|
||
09:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2419><s_c_3221>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_2832><s_b_2419><s_c_3221>
|
||
13:56 [广告-点击] <|ad_begin|><s_a_1880><s_b_2469><s_c_7243>
|
||
14:32 [广告-点击] <|ad_begin|><s_a_1726><s_b_665><s_c_5558>
|
||
15:21 [广告-点击] <|ad_begin|><s_a_5998><s_b_581><s_c_6072>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家，同时具备数据格式化能力，请根据以上用户交互历史，针对指定主题提取具有行为递进逻辑及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
|
||
核心提取逻辑 (递进性准则)：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 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：从被动娱乐到主动探索：对赛车游戏兴趣的具象化过程
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动娱乐到主动探索：对赛车游戏兴趣的具象化过程",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
|
||
</think>
|
||
{"logic_chain":{"name":"从被动娱乐到主动探索：对赛车游戏兴趣的具象化过程","events":[{"date":"2026-01-26","action":"[视频-转发/评论/收藏/点赞/长播] <|video_begin|><s_a_2734><s_b_4753><s_c_1708>","logic":"兴趣触发：通过深度互动（转发/评论/收藏/点赞/长播）一个赛车游戏视频，表现出对该品类的初步兴趣。"},{"date":"2026-01-26","action":"[视频-转发/点赞/长播] <|video_begin|><s_a_217><s_b_6400><s_c_6036>","logic":"兴趣聚焦：在同一天，用户的兴趣从泛化的赛车游戏，聚焦到了一款具体游戏《和平精英》中的赛车玩法，并进行了深度互动，体现了兴趣的快速收敛。"},{"date":"2026-01-29","action":"[视频-转发/评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>","logic":"对比与拓展：在聚焦《和平精英》后，用户又深度互动了另一款经典赛车游戏《极品飞车》，表明其正在对不同赛车游戏进行横向对比和体验拓展，认知从单一游戏玩法扩展到品类比较。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_5921>
|
||
【2025-02-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1596><s_c_6185>
|
||
【2025-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2221><s_c_4384>
|
||
【2025-04-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4467>
|
||
【2025-07-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1162><s_b_6780><s_c_1433>
|
||
【2025-07-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2555><s_b_6906><s_c_887>
|
||
【2025-08-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>
|
||
【2025-08-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
|
||
【2025-08-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_7687><s_c_234>
|
||
【2025-08-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
|
||
【2025-08-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5033><s_b_3760><s_c_5835>
|
||
【2025-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5033><s_b_3760><s_c_5835>
|
||
【2025-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_4875><s_c_340>
|
||
【2025-08-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_4875><s_c_340>
|
||
【2025-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_5726><s_c_2639>
|
||
【2025-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_5689>
|
||
【2025-08-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_7856><s_c_340>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2064><s_b_2985><s_c_4845>
|
||
【2025-09-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2064><s_b_2985><s_c_4845>
|
||
【2025-09-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_778><s_b_4433><s_c_6176>
|
||
【2025-09-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_3760><s_c_7909>
|
||
【2025-09-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_778><s_b_7096><s_c_2510>
|
||
【2025-09-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3377><s_b_1966><s_c_919>
|
||
【2025-09-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8007><s_b_6434><s_c_4908>
|
||
【2025-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_4875><s_c_340>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6421><s_b_6454><s_c_1572>
|
||
【2025-10-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1751><s_c_7101>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_1966><s_c_6011>
|
||
【2025-11-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4663><s_c_1023>
|
||
【2025-11-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_7856><s_c_7510>
|
||
【2025-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_2787><s_c_5962>
|
||
【2025-11-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1290><s_c_7807>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1930><s_c_7366>
|
||
【2025-11-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_4613><s_c_8180>
|
||
【2025-12-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_1990>
|
||
【2025-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_5373><s_c_4315>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_6318><s_c_1938>
|
||
【2025-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
|
||
【2025-12-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_7619><s_c_5449>
|
||
【2025-12-22】
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5219>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7032><s_c_1041>
|
||
【2025-12-23】
|
||
05:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5851>
|
||
【2025-12-24】
|
||
11:56 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7548>
|
||
【2025-12-25】
|
||
09:02 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_6227>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6048><s_c_2224>
|
||
【2025-12-27】
|
||
14:21 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_7548>
|
||
【2025-12-29】
|
||
11:50 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_6227>
|
||
【2025-12-30】
|
||
05:03 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3014>
|
||
【2025-12-31】
|
||
06:28 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2029><s_c_4932>
|
||
【2026-01-01】
|
||
02:52 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5349>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5426><s_c_6981>
|
||
23:29 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_5776>
|
||
【2026-01-02】
|
||
02:02 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5426><s_c_6981>
|
||
【2026-01-03】
|
||
08:54 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_7997>
|
||
12:32 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_3958>
|
||
【2026-01-04】
|
||
03:14 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7608><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_4240><s_c_354>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_5373><s_c_4315>
|
||
13:50 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6379><s_c_4291>
|
||
13:50 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_2653>
|
||
【2026-01-05】
|
||
02:52 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7608><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_705><s_b_5638><s_c_4452>
|
||
【2026-01-09】
|
||
03:52 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_641>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3096>
|
||
08:59 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2701><s_c_7480>
|
||
19:15 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_907>
|
||
【2026-01-11】
|
||
06:05 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7486>
|
||
【2026-01-12】
|
||
06:03 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_5511><s_c_4724>
|
||
【2026-01-13】
|
||
05:29 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2419><s_c_3026>
|
||
08:27 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_665><s_c_5349>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_280><s_b_2188><s_c_8045>
|
||
11:44 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7498><s_c_1148>
|
||
13:07 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6519><s_c_7160>
|
||
【2026-01-14】
|
||
13:52 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_6379><s_c_2194>
|
||
【2026-01-15】
|
||
09:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_314>
|
||
09:35 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_314>
|
||
10:01 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_314>
|
||
10:01 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_314>
|
||
22:07 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1230><s_c_3616>
|
||
22:07 [广告-点击] <|ad_begin|><s_a_2111><s_b_1230><s_c_3616>
|
||
22:34 [广告-点击] <|ad_begin|><s_a_6357><s_b_7288><s_c_2344>
|
||
【2026-01-16】
|
||
05:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_665><s_c_3363>
|
||
05:43 [广告-点击] <|ad_begin|><s_a_2111><s_b_665><s_c_3363>
|
||
08:05 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3659>
|
||
08:15 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4033><s_c_3026>
|
||
08:15 [广告-点击] <|ad_begin|><s_a_2832><s_b_4033><s_c_3026>
|
||
12:48 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_6093>
|
||
【2026-01-17】
|
||
02:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_260>
|
||
02:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_260>
|
||
06:08 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_581><s_c_509>
|
||
06:08 [广告-点击] <|ad_begin|><s_a_2832><s_b_581><s_c_509>
|
||
15:37 [广告-深度转化] <|ad_begin|><s_a_456><s_b_2918><s_c_3984>
|
||
15:37 [广告-点击] <|ad_begin|><s_a_456><s_b_2918><s_c_3984>
|
||
【2026-01-19】
|
||
01:11 [广告-点击] <|ad_begin|><s_a_7388><s_b_2381><s_c_2107>
|
||
07:35 [广告-点击] <|ad_begin|><s_a_4517><s_b_6426><s_c_1591>
|
||
08:30 [广告-点击] <|ad_begin|><s_a_4024><s_b_1141><s_c_5563>
|
||
【2026-01-20】
|
||
06:17 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_1206><s_c_2370>
|
||
06:17 [广告-点击] <|ad_begin|><s_a_1708><s_b_1206><s_c_2370>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_3297><s_c_3562>
|
||
【2026-01-22】
|
||
05:42 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_800><s_c_5654>
|
||
07:03 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_5851>
|
||
09:04 [视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_575><s_c_853>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2572><s_b_4743><s_c_4302>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_7877><s_c_6327>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2540><s_b_6065><s_c_2212>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4692><s_b_4516><s_c_2834>
|
||
20:38 [视频-关注/长播] <|video_begin|><s_a_2001><s_b_4305><s_c_3025>
|
||
21:47 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
|
||
【2026-01-23】
|
||
03:12 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6726><s_c_5543>
|
||
03:12 [广告-点击] <|ad_begin|><s_a_3528><s_b_6726><s_c_5543>
|
||
05:39 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5200><s_c_2599>
|
||
05:39 [广告-点击] <|ad_begin|><s_a_1608><s_b_5200><s_c_2599>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_7007><s_c_1906>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5827><s_b_3206><s_c_6753>
|
||
11:20 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
|
||
11:20 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
|
||
13:55 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7342><s_c_5073>
|
||
13:55 [广告-点击] <|ad_begin|><s_a_1608><s_b_7342><s_c_5073>
|
||
21:09 [视频-关注/点赞/长播] <|video_begin|><s_a_7385><s_b_2029><s_c_4636>
|
||
21:34 [视频-关注/长播] <|video_begin|><s_a_5058><s_b_6973><s_c_3709>
|
||
21:44 [视频-关注/点赞/长播] <|video_begin|><s_a_4178><s_b_1799><s_c_6707>
|
||
23:32 [视频-关注/点赞/长播] <|video_begin|><s_a_1393><s_b_4879><s_c_6559>
|
||
【2026-01-24】
|
||
02:25 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_6867>
|
||
02:25 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_6867>
|
||
05:31 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
05:31 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
06:27 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_7381><s_c_7900>
|
||
06:27 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_3236><s_c_2057>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4033><s_c_3026>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_4039><s_b_4033><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_5101><s_c_7691>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_1795><s_c_6327>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2540><s_b_6065><s_c_2212>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8007><s_b_5194><s_c_3250>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_5882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1025><s_c_4948>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6804><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1004><s_b_70><s_c_291>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_321><s_c_1125>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_2956><s_c_3909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_142>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8007><s_b_5194><s_c_3250>
|
||
11:56 [广告-点击] <|ad_begin|><s_a_7039><s_b_6860><s_c_1591>
|
||
12:09 [广告-点击] <|ad_begin|><s_a_7039><s_b_6860><s_c_25>
|
||
12:18 [广告-点击] <|ad_begin|><s_a_5062><s_b_2966><s_c_3895>
|
||
13:16 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
13:16 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
13:26 [广告-点击] <|ad_begin|><s_a_7039><s_b_6860><s_c_25>
|
||
【2026-01-25】
|
||
01:08 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1141><s_c_1659>
|
||
01:08 [广告-点击] <|ad_begin|><s_a_1393><s_b_1141><s_c_1659>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_7537><s_c_5647>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_8002><s_c_1726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_7054><s_c_712>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_7054><s_c_712>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2572><s_b_4516><s_c_919>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_5373><s_c_444>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6470><s_b_5373><s_c_3403>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_7019><s_c_7667>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_6860><s_c_8015>
|
||
10:47 [广告-点击] <|ad_begin|><s_a_4039><s_b_233><s_c_141>
|
||
14:09 [广告-点击] <|ad_begin|><s_a_5062><s_b_2966><s_c_3895>
|
||
【2026-01-26】
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
|
||
03:28 [广告-点击] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
|
||
05:52 [广告-点击] <|ad_begin|><s_a_2470><s_b_6860><s_c_4693>
|
||
06:33 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_876><s_c_3026>
|
||
06:33 [广告-点击] <|ad_begin|><s_a_1708><s_b_876><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_5487><s_c_1122>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_1101><s_c_936>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_679><s_c_1012>
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
|
||
12:51 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
|
||
【2026-01-27】
|
||
10:21 [视频-关注/长播] <|video_begin|><s_a_5181><s_b_6234><s_c_3036>
|
||
12:06 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_638>
|
||
12:27 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_575><s_c_853>
|
||
12:40 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_6379><s_c_6047>
|
||
13:01 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_506><s_c_6047>
|
||
13:05 [视频-关注/点赞/长播] <|video_begin|><s_a_3858><s_b_7414><s_c_2661>
|
||
13:05 [视频-关注/点赞/长播] <|video_begin|><s_a_6154><s_b_4885><s_c_5563>
|
||
【2026-01-28】
|
||
00:52 [视频-点赞/长播] <|video_begin|><s_a_6442><s_b_6436><s_c_7410>
|
||
01:10 [视频-关注/点赞/长播] <|video_begin|><s_a_4808><s_b_5419><s_c_223>
|
||
01:27 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_575><s_c_6916>
|
||
03:21 [视频-关注/点赞/长播] <|video_begin|><s_a_2111><s_b_6234><s_c_1339>
|
||
04:10 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_8058><s_c_1170>
|
||
04:10 [广告-点击] <|ad_begin|><s_a_1393><s_b_8058><s_c_1170>
|
||
07:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
07:28 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_5706><s_c_7072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3495><s_b_1099><s_c_343>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2923><s_b_6860><s_c_3084>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2923><s_b_6860><s_c_3084>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2572><s_b_4743><s_c_4302>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_6860><s_c_8015>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6470><s_b_5373><s_c_3403>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3495><s_b_1099><s_c_343>
|
||
11:24 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_2865><s_c_5823>
|
||
12:19 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_4794><s_c_7718>
|
||
13:21 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_1799><s_c_709>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2540><s_b_6065><s_c_2212>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_1002><s_c_6327>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2779><s_b_746><s_c_2212>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5373><s_b_5373><s_c_444>
|
||
10:42 [视频-点赞/长播] <|video_begin|><s_a_264><s_b_7386><s_c_3217>
|
||
11:06 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_581><s_c_7566>
|
||
11:06 [广告-点击] <|ad_begin|><s_a_7931><s_b_581><s_c_7566>
|
||
12:58 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_2584>
|
||
13:25 [视频-点赞/长播] <|video_begin|><s_a_1883><s_b_6234><s_c_5349>
|
||
21:36 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_581><s_c_2344>
|
||
【2026-01-30】
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6815>
|
||
00:19 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6815>
|
||
01:40 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
01:40 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
03:16 [广告-点击] <|ad_begin|><s_a_5998><s_b_6051><s_c_141>
|
||
06:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_677>
|
||
06:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_677>
|
||
07:41 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
|
||
07:41 [广告-点击] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_202><s_c_749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_1966><s_c_4425>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_4743><s_c_1076>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_1966><s_c_4425>
|
||
11:45 [视频-收藏/长播] <|video_begin|><s_a_1880><s_b_6442><s_c_4042>
|
||
【2026-01-31】
|
||
00:23 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_5349><s_c_3697>
|
||
00:51 [视频-关注/点赞/长播] <|video_begin|><s_a_3766><s_b_7246><s_c_1859>
|
||
01:38 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_5349><s_c_3026>
|
||
01:38 [广告-点击] <|ad_begin|><s_a_7939><s_b_5349><s_c_3026>
|
||
06:01 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_3589><s_c_3363>
|
||
06:01 [广告-点击] <|ad_begin|><s_a_1608><s_b_3589><s_c_3363>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_5087><s_c_329>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_5436><s_c_3773>
|
||
12:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
【2026-02-01】
|
||
09:19 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_6419>
|
||
13:16 [广告-深度转化] <|ad_begin|><s_a_7443><s_b_1141><s_c_6240>
|
||
13:16 [广告-点击] <|ad_begin|><s_a_7443><s_b_1141><s_c_6240>
|
||
【2026-02-02】
|
||
01:11 [视频-关注/点赞/长播] <|video_begin|><s_a_6140><s_b_8049><s_c_4196>
|
||
01:40 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_96><s_c_5217>
|
||
01:55 [广告-点击] <|ad_begin|><s_a_5673><s_b_404><s_c_5563>
|
||
02:22 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_6234><s_c_1752>
|
||
02:22 [广告-点击] <|ad_begin|><s_a_6275><s_b_6234><s_c_1752>
|
||
03:50 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_1322>
|
||
03:50 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_1322>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_6417><s_b_5511><s_c_1119>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_2918><s_c_1223>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_5673><s_b_2918><s_c_1223>
|
||
23:10 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_5349><s_c_3026>
|
||
23:10 [广告-点击] <|ad_begin|><s_a_7939><s_b_5349><s_c_3026>
|
||
【2026-02-03】
|
||
03:19 [视频-点赞/长播] <|video_begin|><s_a_4646><s_b_697><s_c_4479>
|
||
03:44 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_2699>
|
||
03:44 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_2699>
|
||
06:30 [视频-长播] <|video_begin|><s_a_4751><s_b_6782><s_c_7609>
|
||
06:30 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2051><s_b_2865><s_c_6557>
|
||
06:58 [视频-长播] <|video_begin|><s_a_3367><s_b_6234><s_c_646>
|
||
06:58 [视频-长播] <|video_begin|><s_a_4646><s_b_1740><s_c_853>
|
||
10:08 [广告-点击] <|ad_begin|><s_a_7097><s_b_5454><s_c_1935>
|
||
10:33 [视频-长播] <|video_begin|><s_a_4646><s_b_8022><s_c_99>
|
||
10:33 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_4033><s_c_5563>
|
||
11:56 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5823>
|
||
11:56 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5823>
|
||
14:26 [视频-长播] <|video_begin|><s_a_4646><s_b_6435><s_c_454>
|
||
14:32 [视频-长播] <|video_begin|><s_a_8110><s_b_6435><s_c_6390>
|
||
23:00 [视频-长播] <|video_begin|><s_a_4646><s_b_2889><s_c_5903>
|
||
【2026-02-04】
|
||
07:38 [视频-长播] <|video_begin|><s_a_6843><s_b_5099><s_c_7741>
|
||
07:38 [视频-长播] <|video_begin|><s_a_2015><s_b_5760><s_c_3998>
|
||
07:38 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_3116>
|
||
08:31 [视频-长播] <|video_begin|><s_a_5023><s_b_5093><s_c_3054>
|
||
09:51 [视频-长播] <|video_begin|><s_a_2015><s_b_3795><s_c_6977>
|
||
10:19 [视频-长播] <|video_begin|><s_a_923><s_b_558><s_c_5851>
|
||
10:19 [视频-长播] <|video_begin|><s_a_4178><s_b_2029><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3205><s_b_1628><s_c_1306>
|
||
10:30 [视频-长播] <|video_begin|><s_a_6321><s_b_7549><s_c_3309>
|
||
10:30 [视频-长播] <|video_begin|><s_a_2051><s_b_5511><s_c_7899>
|
||
10:30 [视频-长播] <|video_begin|><s_a_6321><s_b_4295><s_c_4153>
|
||
10:34 [视频-长播] <|video_begin|><s_a_4646><s_b_6790><s_c_5059>
|
||
11:00 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_2029><s_c_3775>
|
||
11:00 [广告-点击] <|ad_begin|><s_a_6417><s_b_2029><s_c_3775>
|
||
12:42 [视频-长播] <|video_begin|><s_a_3858><s_b_4203><s_c_5413>
|
||
12:57 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_6559>
|
||
13:00 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_6782><s_c_6047>
|
||
13:53 [视频-长播] <|video_begin|><s_a_6140><s_b_5952><s_c_7899>
|
||
13:53 [视频-长播] <|video_begin|><s_a_2015><s_b_7877><s_c_4611>
|
||
22:33 [视频-长播] <|video_begin|><s_a_4646><s_b_6006><s_c_5903>
|
||
22:51 [视频-长播] <|video_begin|><s_a_4646><s_b_5349><s_c_7671>
|
||
23:03 [视频-长播] <|video_begin|><s_a_5602><s_b_3714><s_c_3429>
|
||
23:03 [视频-长播] <|video_begin|><s_a_5907><s_b_4794><s_c_853>
|
||
23:22 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_6900>
|
||
23:22 [广告-点击] <|ad_begin|><s_a_7892><s_b_6234><s_c_6900>
|
||
23:52 [视频-长播] <|video_begin|><s_a_4646><s_b_6435><s_c_853>
|
||
23:52 [视频-长播] <|video_begin|><s_a_1786><s_b_90><s_c_1179>
|
||
23:55 [视频-长播] <|video_begin|><s_a_4646><s_b_6234><s_c_7657>
|
||
23:55 [视频-长播] <|video_begin|><s_a_3935><s_b_4120><s_c_853>
|
||
23:55 [视频-长播] <|video_begin|><s_a_1708><s_b_7342><s_c_3659>
|
||
【2026-02-05】
|
||
00:09 [视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_1822><s_c_1148>
|
||
00:14 [广告-点击] <|ad_begin|><s_a_5673><s_b_404><s_c_6185>
|
||
00:20 [视频-长播] <|video_begin|><s_a_2688><s_b_1282><s_c_3659>
|
||
00:20 [视频-长播] <|video_begin|><s_a_4646><s_b_7571><s_c_5749>
|
||
00:25 [视频-长播] <|video_begin|><s_a_923><s_b_2412><s_c_5087>
|
||
00:25 [视频-长播] <|video_begin|><s_a_6140><s_b_6234><s_c_853>
|
||
00:32 [视频-长播] <|video_begin|><s_a_4646><s_b_6442><s_c_3214>
|
||
00:39 [视频-长播] <|video_begin|><s_a_5673><s_b_5349><s_c_3501>
|
||
00:39 [视频-长播] <|video_begin|><s_a_4646><s_b_4851><s_c_3970>
|
||
01:00 [视频-长播] <|video_begin|><s_a_1708><s_b_3614><s_c_4636>
|
||
01:25 [视频-浏览] <|video_begin|><s_a_2015><s_b_6532><s_c_7548>
|
||
01:28 [视频-长播] <|video_begin|><s_a_1393><s_b_3614><s_c_5349>
|
||
02:16 [广告-点击] <|ad_begin|><s_a_6417><s_b_581><s_c_5749>
|
||
02:50 [视频-长播] <|video_begin|><s_a_4178><s_b_5841><s_c_3014>
|
||
02:54 [视频-长播] <|video_begin|><s_a_3069><s_b_6234><s_c_1939>
|
||
03:28 [视频-长播] <|video_begin|><s_a_7879><s_b_5496><s_c_987>
|
||
03:43 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7099>
|
||
03:43 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_7099>
|
||
05:26 [视频-长播] <|video_begin|><s_a_4646><s_b_6442><s_c_5622>
|
||
06:08 [视频-长播] <|video_begin|><s_a_6140><s_b_3063><s_c_1444>
|
||
06:08 [视频-长播] <|video_begin|><s_a_6166><s_b_5081><s_c_689>
|
||
06:13 [视频-长播] <|video_begin|><s_a_3373><s_b_3193><s_c_3225>
|
||
06:13 [视频-长播] <|video_begin|><s_a_2111><s_b_5419><s_c_2468>
|
||
06:13 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_1975>
|
||
09:05 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3080>
|
||
09:05 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3080>
|
||
10:09 [视频-长播] <|video_begin|><s_a_4646><s_b_1369><s_c_4512>
|
||
10:50 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_308>
|
||
14:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_3968>
|
||
14:12 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1206><s_c_5851>
|
||
14:12 [广告-点击] <|ad_begin|><s_a_2111><s_b_1206><s_c_5851>
|
||
15:23 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1000>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家，同时具备数据格式化能力，请根据以上用户交互历史，针对指定主题提取具有行为递进逻辑及内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
按时间顺序提取 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 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 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。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：从被动娱乐到主动寻求情感慰藉的路径探索
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动娱乐到主动寻求情感慰藉的路径探索",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从被动娱乐到主动寻求情感慰藉的路径探索","events":[{"date":"2025-12-22","action":"[广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5219>","logic":"初始阶段：用户被动接收并深度转化了大量以“家庭关系”、“情感纠葛”、“逆袭”为主题的短剧广告，表明其对该类内容存在初步兴趣。"},{"date":"2026-01-22","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_575><s_c_853>","logic":"兴趣深化与行为转变：用户从观看虚构的短剧，转向主动关注、点赞并长时观看真实社会事件中关于“家庭责任”与“牺牲”的纪实内容。行为从被动接收广告转为主动深度互动，兴趣点从“戏剧冲突”深化为“真实情感共鸣”。"},{"date":"2026-01-29","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_581><s_c_2344>","logic":"主题聚焦与认知确认：用户再次主动关注并深度互动另一则关于“家庭责任”与“孝道”的真实感人故事。这确认了其兴趣已从宽泛的“情感纠葛”收敛至更具正能量和社会价值的“亲情奉献”主题，完成了从消遣娱乐到寻求情感慰藉和正向价值认同的认知跃迁。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
你负责根据用户多域行为理解用户兴趣偏好，并输出该用户在各场景中的目标内容。
|
||
以下是一个用户的多域历史行为信息：
|
||
用户在直播域: 关注了主播 <|living_begin|><s_a_4372><s_b_7217><s_c_7616>, <|living_begin|><s_a_2828><s_b_8049><s_c_6278>, <|living_begin|><s_a_4372><s_b_4494><s_c_6940>, <|living_begin|><s_a_4326><s_b_1583><s_c_3948>, <|living_begin|><s_a_3713><s_b_2221><s_c_5911>, <|living_begin|><s_a_7146><s_b_7414><s_c_7951>，对主播 <|living_begin|><s_a_2828><s_b_6234><s_c_5349>, <|living_begin|><s_a_2828><s_b_5841><s_c_6704>, <|living_begin|><s_a_2828><s_b_6234><s_c_2460>, <|living_begin|><s_a_4372><s_b_7342><s_c_4467> 有过关注/首次打赏行为。
|
||
用户购物行为: 浏览了商品 <|prod_begin|><s_a_6152><s_b_449><s_c_2785>, <|prod_begin|><s_a_1570><s_b_7523><s_c_7222>, <|prod_begin|><s_a_1570><s_b_2271><s_c_4879>, <|prod_begin|><s_a_3511><s_b_3894><s_c_690>, <|prod_begin|><s_a_2230><s_b_1668><s_c_7274>, <|prod_begin|><s_a_815><s_b_5892><s_c_3773>, <|prod_begin|><s_a_6960><s_b_2864><s_c_1053>, <|prod_begin|><s_a_1308><s_b_1330><s_c_3317>, <|prod_begin|><s_a_4066><s_b_1799><s_c_3322>, <|prod_begin|><s_a_4633><s_b_2916><s_c_7601>, <|prod_begin|><s_a_7349><s_b_3335><s_c_3861>, <|prod_begin|><s_a_7349><s_b_6678><s_c_112>, <|prod_begin|><s_a_7349><s_b_4538><s_c_7491>, <|prod_begin|><s_a_3550><s_b_4386><s_c_7534>, <|prod_begin|><s_a_3550><s_b_2792><s_c_7534>, <|prod_begin|><s_a_6960><s_b_7190><s_c_7978>, <|prod_begin|><s_a_5136><s_b_3923><s_c_6150>, <|prod_begin|><s_a_6923><s_b_1916><s_c_3055>, <|prod_begin|><s_a_4633><s_b_5706><s_c_2072>, <|prod_begin|><s_a_7954><s_b_2476><s_c_1342>, <|prod_begin|><s_a_2837><s_b_964><s_c_550>, <|prod_begin|><s_a_385><s_b_2544><s_c_3353>, <|prod_begin|><s_a_385><s_b_6231><s_c_7057>, <|prod_begin|><s_a_8005><s_b_2868><s_c_4355>, <|prod_begin|><s_a_2568><s_b_3872><s_c_2674>, <|prod_begin|><s_a_5449><s_b_3601><s_c_7690>, <|prod_begin|><s_a_1480><s_b_1701><s_c_1786>, <|prod_begin|><s_a_40><s_b_1940><s_c_2262>, <|prod_begin|><s_a_4633><s_b_5706><s_c_2072>, <|prod_begin|><s_a_7550><s_b_546><s_c_909>, <|prod_begin|><s_a_513><s_b_8184><s_c_2221>, <|prod_begin|><s_a_2385><s_b_6772><s_c_34>, <|prod_begin|><s_a_1150><s_b_449><s_c_3085>, <|prod_begin|><s_a_7954><s_b_1799><s_c_4393>, <|prod_begin|><s_a_7618><s_b_266><s_c_2887>, <|prod_begin|><s_a_2837><s_b_5269><s_c_7517>, <|prod_begin|><s_a_2568><s_b_3278><s_c_6762>, <|prod_begin|><s_a_7433><s_b_1798><s_c_3456>, <|prod_begin|><s_a_5101><s_b_8137><s_c_3477>, <|prod_begin|><s_a_345><s_b_1002><s_c_8113>, <|prod_begin|><s_a_6974><s_b_7000><s_c_2526>, <|prod_begin|><s_a_5459><s_b_6606><s_c_3909>, <|prod_begin|><s_a_1703><s_b_2960><s_c_3456>, <|prod_begin|><s_a_7160><s_b_7660><s_c_2484>, <|prod_begin|><s_a_5982><s_b_7203><s_c_3435>，购买了 <|prod_begin|><s_a_3576><s_b_7633><s_c_5135>, <|prod_begin|><s_a_7506><s_b_746><s_c_2706>, <|prod_begin|><s_a_1193><s_b_3004><s_c_4856>, <|prod_begin|><s_a_3550><s_b_4075><s_c_5186>, <|prod_begin|><s_a_3550><s_b_1424><s_c_7534>, <|prod_begin|><s_a_3550><s_b_1424><s_c_5186>, <|prod_begin|><s_a_3550><s_b_1424><s_c_5186>, <|prod_begin|><s_a_3550><s_b_1424><s_c_7534>, <|prod_begin|><s_a_3550><s_b_7551><s_c_6171>, <|prod_begin|><s_a_7618><s_b_44><s_c_4857>, <|prod_begin|><s_a_330><s_b_1711><s_c_2144>, <|prod_begin|><s_a_4621><s_b_4782><s_c_1000>, <|prod_begin|><s_a_7651><s_b_4552><s_c_4508>, <|prod_begin|><s_a_5563><s_b_3369><s_c_4910>, <|prod_begin|><s_a_3550><s_b_7432><s_c_5186>, <|prod_begin|><s_a_3550><s_b_164><s_c_5186>, <|prod_begin|><s_a_3550><s_b_7432><s_c_5186>, <|prod_begin|><s_a_3550><s_b_759><s_c_7534>, <|prod_begin|><s_a_3550><s_b_1119><s_c_7266>, <|prod_begin|><s_a_3550><s_b_3217><s_c_7534>。
|
||
用户视频行为: 深度观看了 <|video_begin|><s_a_3346><s_b_4541><s_c_1364>, <|video_begin|><s_a_7539><s_b_5511><s_c_3659>, <|video_begin|><s_a_1726><s_b_3916><s_c_2341>, <|video_begin|><s_a_5476><s_b_6006><s_c_2530>, <|video_begin|><s_a_2213><s_b_4010><s_c_5331>, <|video_begin|><s_a_1815><s_b_2780><s_c_2070>, <|video_begin|><s_a_578><s_b_6606><s_c_5004>, <|video_begin|><s_a_16><s_b_2224><s_c_7073>, <|video_begin|><s_a_4032><s_b_7261><s_c_6278>, <|video_begin|><s_a_2015><s_b_1777><s_c_597>, <|video_begin|><s_a_16><s_b_3006><s_c_519>, <|video_begin|><s_a_6369><s_b_1230><s_c_4467>, <|video_begin|><s_a_2015><s_b_2882><s_c_1935>, <|video_begin|><s_a_1726><s_b_8108><s_c_532>, <|video_begin|><s_a_5991><s_b_7894><s_c_309>, <|video_begin|><s_a_1106><s_b_4410><s_c_7548>, <|video_begin|><s_a_116><s_b_7024><s_c_237>, <|video_begin|><s_a_4088><s_b_3182><s_c_1752>, <|video_begin|><s_a_4032><s_b_1155><s_c_4058>, <|video_begin|><s_a_4315><s_b_7162><s_c_8090>, <|video_begin|><s_a_4025><s_b_6484><s_c_7899>, <|video_begin|><s_a_5687><s_b_5511><s_c_4629>, <|video_begin|><s_a_3801><s_b_946><s_c_1764>, <|video_begin|><s_a_5910><s_b_727><s_c_329>, <|video_begin|><s_a_116><s_b_5754><s_c_5162>, <|video_begin|><s_a_5023><s_b_6436><s_c_6438>, <|video_begin|><s_a_6425><s_b_5511><s_c_5452>, <|video_begin|><s_a_3510><s_b_8008><s_c_3026>, <|video_begin|><s_a_3356><s_b_6400><s_c_722>, <|video_begin|><s_a_4032><s_b_7888><s_c_3475>, <|video_begin|><s_a_4346><s_b_7554><s_c_4518>, <|video_begin|><s_a_2408><s_b_4578><s_c_4859>, <|video_begin|><s_a_116><s_b_5893><s_c_2912>, <|video_begin|><s_a_5181><s_b_3006><s_c_7566>, <|video_begin|><s_a_8164><s_b_6234><s_c_4889>, <|video_begin|><s_a_4032><s_b_7381><s_c_2530>, <|video_begin|><s_a_5134><s_b_1940><s_c_8042>, <|video_begin|><s_a_4658><s_b_3845><s_c_5667>, <|video_begin|><s_a_2253><s_b_4641><s_c_141>, <|video_begin|><s_a_16><s_b_5763><s_c_5737>, <|video_begin|><s_a_1527><s_b_5511><s_c_141>, <|video_begin|><s_a_6356><s_b_1702><s_c_3330>, <|video_begin|><s_a_6627><s_b_3338><s_c_3450>, <|video_begin|><s_a_1726><s_b_6234><s_c_2298>, <|video_begin|><s_a_116><s_b_2799><s_c_4467>, <|video_begin|><s_a_5023><s_b_1494><s_c_1298>, <|video_begin|><s_a_7771><s_b_6436><s_c_2035>, <|video_begin|><s_a_4957><s_b_3589><s_c_1935>, <|video_begin|><s_a_189><s_b_5119><s_c_2568>, <|video_begin|><s_a_5254><s_b_56><s_c_3895>。
|
||
广告行为: 点击过广告 <|ad_begin|><s_a_5229><s_b_7514><s_c_1708>, <|ad_begin|><s_a_99><s_b_637><s_c_7616>, <|ad_begin|><s_a_5229><s_b_6710><s_c_6057>, <|ad_begin|><s_a_5229><s_b_4295><s_c_997>, <|ad_begin|><s_a_5229><s_b_1089><s_c_5253>, <|ad_begin|><s_a_824><s_b_3915><s_c_6725>, <|ad_begin|><s_a_5229><s_b_4134><s_c_1914>, <|ad_begin|><s_a_3356><s_b_1795><s_c_998>, <|ad_begin|><s_a_5122><s_b_1310><s_c_6240>, <|ad_begin|><s_a_4320><s_b_4550><s_c_6059>, <|ad_begin|><s_a_807><s_b_6047><s_c_2165>, <|ad_begin|><s_a_5229><s_b_1431><s_c_3429>, <|ad_begin|><s_a_7112><s_b_5106><s_c_401>, <|ad_begin|><s_a_7112><s_b_5106><s_c_401>, <|ad_begin|><s_a_7112><s_b_2485><s_c_1935>。
|
||
|
||
请根据以上信息，给出该用户在直播、电商、视频、广告场景中的目标内容。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
先按近期、高频、深度互动和跨域重复信号归纳用户兴趣，再筛掉与历史语义弱相关的候选；最终只输出最可能命中的视频 itemic 结果。
|
||
</think>
|
||
该用户最近喜欢的视频有: <|video_begin|><s_a_4522><s_b_2854><s_c_5899><|im_end|>
|
||
<|endoftext|>
|
||
label_ids:
|
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|
||
[INFO|configuration_utils.py:847] 2026-07-10 23:45:56,713 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
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],
|
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"attention_bias": false,
|
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"attention_dropout": 0.0,
|
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
|
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"hidden_act": "silu",
|
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
|
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"full_attention",
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"full_attention",
|
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"full_attention",
|
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
|
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"full_attention",
|
||
"full_attention",
|
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"full_attention",
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
||
"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
|
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"full_attention",
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"full_attention",
|
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"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"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": 151643,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": false,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
|
||
labels:
|
||
<think>
|
||
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
|
||
</think>
|
||
{"logic_chain":{"name":"从被动信息吸收到主动利用AI工具的认知跃迁","events":[{"date":"2026-01-26","action":"[视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>","logic":"信息积累与痛点形成：用户通过大量观看财经、科技、时政类视频，积累了海量信息，并收藏了关于“投资策略与心理学”的深度分析视频，表明其在信息处理和决策上可能遇到了瓶颈，产生了对更高效工具的需求。"},{"date":"2026-01-29","action":"[广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>","logic":"兴趣转向与工具探索：用户开始主动点击“免费人工智能课程”广告，标志着其兴趣从被动接收信息转向主动学习和了解能提升信息处理效率的AI工具，行为模式发生显著变化。"},{"date":"2026-02-01","action":"[视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>","logic":"认知深化与效率追求：用户收藏了关于“手机实用功能”以提升操作效率的视频。这一行为与探索AI工具的逻辑一致，共同指向其核心诉求——利用工具提升个人效率，进一步佐证了其从“信息消费”到“工具赋能”的认知转变。"}]}}<|im_end|>
|
||
{"logic_chain":{"name":"从被动观赏到主动实践的节日装饰决策链","events":[{"date":"2026-02-04","action":"[视频-关注/长播] <|video_begin|><s_a_396><s_b_373><s_c_1306>","logic":"兴趣触发：被动接收到关于“灯笼制作”的视频内容，对节日装饰产生初步兴趣，但认知停留在成品外观层面。"},{"date":"2026-01-29","action":"[商品-购买] <|prod_begin|><s_a_6488><s_b_2701><s_c_4573>","logic":"认知收敛与行动转化：从对灯笼成品的笼统兴趣，聚焦到实现其发光效果的核心组件“无线遥控LED灯芯”上，并完成购买。这表明用户已从欣赏转向实践，并对装饰方案的技术细节（无线、遥控）产生了明确的功能性需求，是典型的认知增量和行为深化。"}]}}<|im_end|>
|
||
<think>
|
||
按时间顺序筛选关键交互，抽取兴趣变化和行为转化链路，最终只返回合法 JSON。
|
||
</think>
|
||
{"logic_chain":{"name":"从被动娱乐到主动探索：对赛车游戏兴趣的具象化过程","events":[{"date":"2026-01-26","action":"[视频-转发/评论/收藏/点赞/长播] <|video_begin|><s_a_2734><s_b_4753><s_c_1708>","logic":"兴趣触发：通过深度互动（转发/评论/收藏/点赞/长播）一个赛车游戏视频，表现出对该品类的初步兴趣。"},{"date":"2026-01-26","action":"[视频-转发/点赞/长播] <|video_begin|><s_a_217><s_b_6400><s_c_6036>","logic":"兴趣聚焦：在同一天，用户的兴趣从泛化的赛车游戏，聚焦到了一款具体游戏《和平精英》中的赛车玩法，并进行了深度互动，体现了兴趣的快速收敛。"},{"date":"2026-01-29","action":"[视频-转发/评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>","logic":"对比与拓展：在聚焦《和平精英》后，用户又深度互动了另一款经典赛车游戏《极品飞车》，表明其正在对不同赛车游戏进行横向对比和体验拓展，认知从单一游戏玩法扩展到品类比较。"}]}}<|im_end|>
|
||
{"logic_chain":{"name":"从被动娱乐到主动寻求情感慰藉的路径探索","events":[{"date":"2025-12-22","action":"[广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5219>","logic":"初始阶段：用户被动接收并深度转化了大量以“家庭关系”、“情感纠葛”、“逆袭”为主题的短剧广告，表明其对该类内容存在初步兴趣。"},{"date":"2026-01-22","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_599><s_b_575><s_c_853>","logic":"兴趣深化与行为转变：用户从观看虚构的短剧，转向主动关注、点赞并长时观看真实社会事件中关于“家庭责任”与“牺牲”的纪实内容。行为从被动接收广告转为主动深度互动，兴趣点从“戏剧冲突”深化为“真实情感共鸣”。"},{"date":"2026-01-29","action":"[视频-关注/点赞/长播] <|video_begin|><s_a_4646><s_b_581><s_c_2344>","logic":"主题聚焦与认知确认：用户再次主动关注并深度互动另一则关于“家庭责任”与“孝道”的真实感人故事。这确认了其兴趣已从宽泛的“情感纠葛”收敛至更具正能量和社会价值的“亲情奉献”主题，完成了从消遣娱乐到寻求情感慰藉和正向价值认同的认知跃迁。"}]}}<|im_end|>
|
||
<think>
|
||
先按近期、高频、深度互动和跨域重复信号归纳用户兴趣，再筛掉与历史语义弱相关的候选；最终只输出最可能命中的视频 itemic 结果。
|
||
</think>
|
||
该用户最近喜欢的视频有: <|video_begin|><s_a_4522><s_b_2854><s_c_5899><|im_end|>
|
||
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||
[INFO|2026-07-10 23:45:56] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
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[INFO|2026-07-10 23:45:56] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
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[INFO|modeling_utils.py:748] 2026-07-10 23:45:57,034 >> loading weights file /home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055/model.safetensors
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[INFO|modeling_utils.py:821] 2026-07-10 23:45:57,034 >> Will use dtype=torch.bfloat16 as defined in model's config object
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||
[INFO|configuration_utils.py:1027] 2026-07-10 23:45:57,188 >> Generate config GenerationConfig {
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||
"eos_token_id": 151645,
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||
"output_attentions": false,
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"output_hidden_states": false,
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"pad_token_id": 151643,
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"use_cache": false
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}
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[INFO|configuration_utils.py:978] 2026-07-10 23:45:59,210 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055/generation_config.json
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[INFO|configuration_utils.py:1027] 2026-07-10 23:45:59,210 >> Generate config GenerationConfig {
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||
"do_sample": true,
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||
"eos_token_id": [
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||
151645,
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151643
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||
],
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"pad_token_id": 151643,
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"temperature": 0.6,
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"top_k": 20,
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"top_p": 0.95
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}
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[INFO|dynamic_module_utils.py:406] 2026-07-10 23:45:59,211 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055.
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[INFO|2026-07-10 23:45:59] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
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[INFO|2026-07-10 23:45:59] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
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[INFO|2026-07-10 23:45:59] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
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[INFO|2026-07-10 23:45:59] llamafactory.model.adapter:144 >> Fine-tuning method: Full
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[INFO|2026-07-10 23:45:59] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
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[INFO|trainer.py:1469] 2026-07-10 23:45:59,357 >> ***** Running training *****
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[INFO|trainer.py:1470] 2026-07-10 23:45:59,357 >> Num examples = 1,323
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[INFO|trainer.py:1471] 2026-07-10 23:45:59,357 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-10 23:45:59,357 >> Num update steps per epoch = 331
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[INFO|trainer.py:1473] 2026-07-10 23:45:59,357 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-10 23:45:59,357 >> Total train batch size (w. parallel, distributed & accumulation) = 4
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[INFO|trainer.py:1477] 2026-07-10 23:45:59,357 >> Gradient Accumulation steps = 4
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[INFO|trainer.py:1478] 2026-07-10 23:45:59,357 >> Total optimization steps = 106
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[INFO|trainer.py:1479] 2026-07-10 23:45:59,358 >> Number of trainable parameters = 801,433,600
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|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
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[INFO|trainer.py:3815] 2026-07-10 23:59:39,108 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032
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[INFO|configuration_utils.py:533] 2026-07-10 23:59:39,109 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032/config.json
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[INFO|configuration_utils.py:816] 2026-07-10 23:59:39,110 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032/generation_config.json
|
||
{'loss': '0.9166', 'grad_norm': '38.25', 'learning_rate': '2.199e-06', 'epoch': '0.01512'}
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||
{'loss': '0.8236', 'grad_norm': '40.5', 'learning_rate': '2.182e-06', 'epoch': '0.03023'}
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{'loss': '0.8143', 'grad_norm': '40.25', 'learning_rate': '2.139e-06', 'epoch': '0.04535'}
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||
{'loss': '0.619', 'grad_norm': '4.906', 'learning_rate': '2.072e-06', 'epoch': '0.06047'}
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{'loss': '0.7871', 'grad_norm': '38.75', 'learning_rate': '1.982e-06', 'epoch': '0.07559'}
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||
{'loss': '0.6626', 'grad_norm': '4.625', 'learning_rate': '1.872e-06', 'epoch': '0.0907'}
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||
{'loss': '0.63', 'grad_norm': '4.312', 'learning_rate': '1.744e-06', 'epoch': '0.1058'}
|
||
{'loss': '0.6887', 'grad_norm': '4.375', 'learning_rate': '1.601e-06', 'epoch': '0.1209'}
|
||
{'loss': '0.7747', 'grad_norm': '4.531', 'learning_rate': '1.446e-06', 'epoch': '0.1361'}
|
||
{'loss': '0.6845', 'grad_norm': '4.5', 'learning_rate': '1.284e-06', 'epoch': '0.1512'}
|
||
{'loss': '0.7352', 'grad_norm': '36.75', 'learning_rate': '1.117e-06', 'epoch': '0.1663'}
|
||
{'loss': '0.7789', 'grad_norm': '30.38', 'learning_rate': '9.495e-07', 'epoch': '0.1814'}
|
||
{'loss': '0.7242', 'grad_norm': '3.656', 'learning_rate': '7.857e-07', 'epoch': '0.1965'}
|
||
{'loss': '0.8204', 'grad_norm': '31.88', 'learning_rate': '6.292e-07', 'epoch': '0.2116'}
|
||
{'loss': '0.7025', 'grad_norm': '5.844', 'learning_rate': '4.837e-07', 'epoch': '0.2268'}
|
||
{'loss': '0.6883', 'grad_norm': '4.906', 'learning_rate': '3.524e-07', 'epoch': '0.2419'}
|
||
{'loss': '0.7953', 'grad_norm': '5.375', 'learning_rate': '2.385e-07', 'epoch': '0.257'}
|
||
{'loss': '0.7164', 'grad_norm': '14.5', 'learning_rate': '1.446e-07', 'epoch': '0.2721'}
|
||
{'loss': '0.6571', 'grad_norm': '4.781', 'learning_rate': '7.286e-08', 'epoch': '0.2872'}
|
||
{'loss': '0.8478', 'grad_norm': '29.88', 'learning_rate': '2.498e-08', 'epoch': '0.3023'}
|
||
{'loss': '0.8161', 'grad_norm': '5.469', 'learning_rate': '2.046e-09', 'epoch': '0.3175'}
|
||
{'train_runtime': '819.7', 'train_samples_per_second': '0.516', 'train_steps_per_second': '0.129', 'train_loss': '0.7456', 'epoch': '0.3205'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.21it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.21it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-10 23:59:39,940 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-10 23:59:40,058 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-10 23:59:40,080 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 0.3205
|
||
total_flos = 47166380GF
|
||
train_loss = 0.7456
|
||
train_runtime = 0:13:39.74
|
||
train_samples_per_second = 0.516
|
||
train_steps_per_second = 0.129
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032/training_loss.png
|
||
[WARNING|2026-07-10 23:59:40] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-10 23:59:40] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-10 23:59:40,177 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|