2245 lines
555 KiB
Plaintext
2245 lines
555 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|2026-07-06 03:42:26] 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:771] 2026-07-06 03:42:27,744 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-06 03:42:27,746 >> 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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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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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",
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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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"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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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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}
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[INFO|configuration_utils.py:771] 2026-07-06 03:42:31,544 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-06 03:42:31,545 >> 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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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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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",
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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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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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"rms_norm_eps": 1e-06,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:771] 2026-07-06 03:42:31,920 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-06 03:42:31,920 >> Model config Qwen3Config {
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||
"architectures": [
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||
"Qwen3ForCausalLM"
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],
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"attention_bias": false,
|
||
"attention_dropout": 0.0,
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||
"bos_token_id": 151643,
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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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"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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"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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"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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],
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}
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|
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[INFO|2026-07-06 03:42:33] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/20260706_overnight/data/final_only.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: 16660 examples [00:00, 153650.35 examples/s]
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Generating train split: 32480 examples [00:00, 167005.01 examples/s]
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Converting format of dataset (num_proc=16): 77%|███████▋ | 25078/32480 [00:00<00:00, 83346.35 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 32480/32480 [00:00<00:00, 60947.03 examples/s]
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training example:
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input_ids:
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||
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167469, 175213, 11, 220, 176251, 153143, 163054, 169712, 11, 220, 176251, 156784, 160214, 170500, 3407, 14880, 104210, 100001, 105814, 102050, 75882, 20002, 18493, 99200, 102122, 101047, 100160, 43815, 1773, 14, 26865, 151645, 198, 151644, 77091, 198, 75882, 20002, 104044, 99729, 9370, 87140, 18830, 25, 220, 176245, 151685, 164413, 169152, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2375><s_b_455><s_c_110>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_3712><s_c_2496>
|
||
【2025-09-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_3712><s_c_2496>
|
||
【2025-09-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4672><s_b_203><s_c_4856>
|
||
【2025-09-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5540><s_b_1226><s_c_5004>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5278><s_b_5658><s_c_1023>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_4430><s_c_2028>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_3712><s_c_2496>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4672><s_b_203><s_c_4856>
|
||
【2025-09-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1380><s_c_398>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
||
【2025-10-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_7378>
|
||
【2025-10-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6202>
|
||
【2025-10-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_7125>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1972><s_c_5674>
|
||
【2025-10-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_7476>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5961><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1258><s_b_5727><s_c_1379>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6215><s_b_5634><s_c_2616>
|
||
【2025-10-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3313><s_c_6202>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3952><s_c_1943>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7675><s_c_5376>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_1206><s_c_7241>
|
||
【2025-11-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_8049><s_c_5054>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_530><s_c_4053>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_5521><s_c_6369>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_7754>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_3790><s_c_5205>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_909>
|
||
【2025-11-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7349><s_b_6454><s_c_2084>
|
||
【2025-11-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7342><s_c_2425>
|
||
【2025-11-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_4209>
|
||
【2025-11-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
【2025-11-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_164><s_c_3038>
|
||
【2025-12-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_239><s_b_7180><s_c_4043>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8022><s_c_1423>
|
||
【2025-12-06】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_3026>
|
||
【2025-12-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7655><s_c_2298>
|
||
【2025-12-09】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4409><s_b_7342><s_c_1423>
|
||
【2025-12-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4092><s_b_8049><s_c_99>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2168><s_b_3313><s_c_616>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_4538><s_c_2146>
|
||
【2025-12-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_582><s_b_4679><s_c_2268>
|
||
【2025-12-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_8049><s_c_5120>
|
||
【2025-12-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_2246><s_c_1423>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6475><s_b_3015><s_c_4512>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6238><s_b_6454><s_c_6735>
|
||
05:13 [广告-点击] <|ad_begin|><s_a_1754><s_b_2504><s_c_532>
|
||
【2025-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_4037><s_c_7602>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_6000><s_c_1335>
|
||
19:11 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_4949><s_c_4147>
|
||
19:11 [广告-点击] <|ad_begin|><s_a_7879><s_b_4949><s_c_4147>
|
||
19:17 [广告-点击] <|ad_begin|><s_a_7331><s_b_2504><s_c_1020>
|
||
19:20 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
21:28 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4208>
|
||
21:28 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4208>
|
||
21:48 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1162>
|
||
21:48 [广告-点击] <|ad_begin|><s_a_3641><s_b_5763><s_c_3589>
|
||
【2025-12-17】
|
||
18:02 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_7395>
|
||
19:49 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1469>
|
||
22:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_1747><s_c_5563>
|
||
【2025-12-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6910><s_b_8125><s_c_5779>
|
||
12:06 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_5349><s_c_372>
|
||
12:06 [广告-点击] <|ad_begin|><s_a_3091><s_b_5349><s_c_372>
|
||
21:05 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
|
||
21:05 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_3363>
|
||
23:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_3363>
|
||
【2025-12-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7971><s_c_4365>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6804><s_c_7296>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_5904><s_c_4506>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_3082><s_b_5904><s_c_4506>
|
||
09:00 [广告-点击] <|ad_begin|><s_a_3069><s_b_6519><s_c_2912>
|
||
【2025-12-20】
|
||
01:51 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_3913>
|
||
02:00 [广告-点击] <|ad_begin|><s_a_3069><s_b_7571><s_c_853>
|
||
02:33 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_362>
|
||
【2025-12-21】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_1658><s_b_8022><s_c_4512>
|
||
01:31 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2921>
|
||
06:44 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6486>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_1427><s_b_404><s_c_5563>
|
||
11:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_7214><s_c_77>
|
||
【2025-12-23】
|
||
20:20 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_1277><s_c_7602>
|
||
20:20 [广告-点击] <|ad_begin|><s_a_3069><s_b_1277><s_c_7602>
|
||
【2025-12-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_423><s_c_5054>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2174><s_b_7007><s_c_7007>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5461><s_b_6230><s_c_2967>
|
||
08:05 [广告-点击] <|ad_begin|><s_a_7892><s_b_4571><s_c_3026>
|
||
【2025-12-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4512>
|
||
06:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
|
||
06:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7566>
|
||
07:27 [广告-点击] <|ad_begin|><s_a_7331><s_b_2504><s_c_4352>
|
||
22:18 [广告-点击] <|ad_begin|><s_a_5313><s_b_6172><s_c_2225>
|
||
【2025-12-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_423><s_c_2403>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_7395>
|
||
【2025-12-27】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6640><s_b_7410><s_c_2475>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_8022><s_c_6278>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5461><s_b_6230><s_c_2967>
|
||
【2025-12-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_1206><s_c_1423>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3898><s_b_8035><s_c_5956>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6519><s_c_3589>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5461><s_b_6230><s_c_2967>
|
||
【2025-12-29】
|
||
18:02 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_581><s_c_7096>
|
||
18:02 [广告-点击] <|ad_begin|><s_a_3069><s_b_581><s_c_7096>
|
||
【2025-12-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_4043>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4460><s_b_1185><s_c_5979>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
|
||
【2025-12-31】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_239><s_b_1206><s_c_1423>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5461><s_b_6230><s_c_2967>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_6426><s_c_803>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2174><s_b_7007><s_c_7007>
|
||
【2026-01-01】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3080><s_b_5106><s_c_5150>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_6278>
|
||
【2026-01-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_5384><s_c_141>
|
||
【2026-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3712><s_c_574>
|
||
01:47 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_3191>
|
||
17:17 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2225>
|
||
17:23 [广告-点击] <|ad_begin|><s_a_3014><s_b_6379><s_c_787>
|
||
17:57 [广告-点击] <|ad_begin|><s_a_7342><s_b_928><s_c_3659>
|
||
17:58 [广告-点击] <|ad_begin|><s_a_2799><s_b_3727><s_c_6815>
|
||
19:41 [广告-点击] <|ad_begin|><s_a_1393><s_b_3447><s_c_7548>
|
||
19:48 [广告-点击] <|ad_begin|><s_a_3014><s_b_7019><s_c_2771>
|
||
19:56 [广告-点击] <|ad_begin|><s_a_7879><s_b_1277><s_c_3650>
|
||
19:56 [广告-点击] <|ad_begin|><s_a_3536><s_b_6244><s_c_5076>
|
||
20:46 [广告-点击] <|ad_begin|><s_a_4020><s_b_6047><s_c_7375>
|
||
21:01 [广告-点击] <|ad_begin|><s_a_3069><s_b_2990><s_c_853>
|
||
22:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_1402>
|
||
【2026-01-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7650><s_c_4487>
|
||
【2026-01-06】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_6426><s_c_803>
|
||
00:46 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3416>
|
||
02:37 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_587><s_c_2454>
|
||
02:37 [广告-点击] <|ad_begin|><s_a_7892><s_b_587><s_c_2454>
|
||
【2026-01-07】
|
||
19:56 [广告-点击] <|ad_begin|><s_a_6162><s_b_2504><s_c_5217>
|
||
【2026-01-08】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_6426><s_c_803>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2174><s_b_7007><s_c_7007>
|
||
05:46 [广告-点击] <|ad_begin|><s_a_4678><s_b_3727><s_c_5609>
|
||
13:04 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_7180><s_c_7566>
|
||
13:04 [广告-点击] <|ad_begin|><s_a_4815><s_b_7180><s_c_7566>
|
||
19:19 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2912>
|
||
19:19 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2912>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7180><s_c_875>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_3280><s_c_655>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2008><s_c_6108>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_839><s_c_1272>
|
||
09:18 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2756>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_2756>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_7331><s_b_716><s_c_5609>
|
||
16:09 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_3284><s_c_1402>
|
||
16:09 [广告-点击] <|ad_begin|><s_a_1119><s_b_3284><s_c_1402>
|
||
【2026-01-11】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_4502><s_c_4487>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_1246>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6426><s_c_4462>
|
||
23:15 [广告-点击] <|ad_begin|><s_a_6162><s_b_2504><s_c_7598>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7714><s_b_7410><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2181>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7729><s_b_765><s_c_1423>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3277><s_b_2852><s_c_7499>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_6944><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_209><s_b_2963><s_c_761>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_5392>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4092><s_b_481><s_c_5798>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3712><s_c_3712>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6426><s_c_803>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5237><s_c_7517>
|
||
【2026-01-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_4479>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7729><s_b_6561><s_c_875>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6833>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3526><s_b_4275><s_c_536>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_1354>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4252>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5461><s_b_6230><s_c_2967>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
|
||
【2026-01-18】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_423><s_c_1423>
|
||
【2026-01-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_4329><s_c_2789>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1656><s_b_1410><s_c_1941>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5422><s_b_7687><s_c_6597>
|
||
【2026-01-20】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_330>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_375><s_b_2865><s_c_1423>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6426><s_c_4462>
|
||
【2026-01-21】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_5166><s_b_697><s_c_6266>
|
||
19:04 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_3402>
|
||
19:19 [广告-点击] <|ad_begin|><s_a_7039><s_b_2504><s_c_4263>
|
||
【2026-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6601><s_b_839><s_c_2190>
|
||
--:-- [直播-关注] <|living_begin|><s_a_231><s_b_5384><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_4342><s_c_557>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_697><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_4009><s_c_7240>
|
||
06:24 [广告-点击] <|ad_begin|><s_a_2201><s_b_2312><s_c_6962>
|
||
06:34 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3106>
|
||
06:34 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3106>
|
||
06:42 [广告-点击] <|ad_begin|><s_a_2201><s_b_2312><s_c_6962>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7495><s_c_4467>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3898><s_c_1957>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_4208>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3672>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_8049><s_c_4043>
|
||
06:02 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
|
||
【2026-01-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_5165><s_c_3038>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_451><s_c_4631>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1290><s_c_1828>
|
||
【2026-01-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_7675><s_c_6404>
|
||
15:02 [视频-收藏/长播] <|video_begin|><s_a_6321><s_b_2357><s_c_7598>
|
||
22:33 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3510><s_b_1645><s_c_141>
|
||
【2026-01-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7804><s_b_3923><s_c_5629>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_6426><s_c_4895>
|
||
00:40 [视频-关注/点赞/长播] <|video_begin|><s_a_6705><s_b_6790><s_c_1421>
|
||
02:10 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5452><s_b_4953><s_c_3029>
|
||
19:35 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_5328><s_c_6559>
|
||
23:53 [视频-关注/点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_6416>
|
||
【2026-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6601><s_b_765><s_c_3041>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7675><s_c_3697>
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_8008><s_c_6046>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6824><s_b_370><s_c_2768>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_8026><s_c_4481>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4262><s_b_4965><s_c_3315>
|
||
00:55 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_2262>
|
||
09:22 [视频-长播] <|video_begin|><s_a_3510><s_b_5706><s_c_2781>
|
||
13:24 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3829><s_b_5727><s_c_5563>
|
||
15:46 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_8072><s_c_629>
|
||
22:58 [视频-长播] <|video_begin|><s_a_3858><s_b_7571><s_c_656>
|
||
23:05 [视频-长播] <|video_begin|><s_a_6321><s_b_3447><s_c_5673>
|
||
23:48 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1883><s_b_6234><s_c_3036>
|
||
23:50 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5907><s_b_8060><s_c_2636>
|
||
23:50 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_2015><s_b_5812><s_c_3970>
|
||
【2026-01-30】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_451><s_c_2262>
|
||
00:02 [视频-评论/点赞/长播] <|video_begin|><s_a_5003><s_b_168><s_c_1874>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_4462>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3712><s_c_2024>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7804><s_b_5712><s_c_5629>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5158><s_b_3923><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_6230><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_3930><s_c_3055>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7804><s_b_3923><s_c_5629>
|
||
00:53 [视频-长播] <|video_begin|><s_a_4795><s_b_1575><s_c_195>
|
||
08:39 [视频-长播] <|video_begin|><s_a_2158><s_b_7261><s_c_4586>
|
||
21:34 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_7099>
|
||
【2026-01-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4246><s_b_1410><s_c_2053>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_54><s_b_4498><s_c_6816>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3868><s_b_3072><s_c_1195>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8129><s_b_6658><s_c_5985>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5586><s_b_1798><s_c_7586>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_326><s_c_6762>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_4009><s_c_7240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5543><s_c_7978>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_3723><s_c_4422>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_702><s_c_528>
|
||
02:00 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_6705><s_b_2969><s_c_1009>
|
||
【2026-02-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7915>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1399><s_c_6387>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1307><s_b_176><s_c_4288>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_526><s_c_5779>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_147><s_c_3936>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_526><s_c_5779>
|
||
01:56 [视频-关注/点赞/长播] <|video_begin|><s_a_7561><s_b_6033><s_c_5159>
|
||
06:23 [视频-长播] <|video_begin|><s_a_194><s_b_3952><s_c_4466>
|
||
08:44 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3935><s_b_5349><s_c_6278>
|
||
08:44 [视频-关注/点赞/长播] <|video_begin|><s_a_1108><s_b_1575><s_c_7315>
|
||
08:44 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_6776><s_b_4475><s_c_7315>
|
||
08:57 [视频-长播] <|video_begin|><s_a_3858><s_b_1606><s_c_4636>
|
||
08:57 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_16><s_b_5349><s_c_6616>
|
||
08:57 [视频-关注/转发/点赞/长播] <|video_begin|><s_a_6140><s_b_3815><s_c_7106>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_464><s_b_8022><s_c_1423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6634><s_c_2020>
|
||
03:50 [视频-关注/点赞/长播] <|video_begin|><s_a_16><s_b_4746><s_c_4636>
|
||
06:02 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_2344><s_b_4838><s_c_3676>
|
||
06:07 [视频-评论/点赞/长播] <|video_begin|><s_a_2450><s_b_7608><s_c_141>
|
||
06:38 [视频-长播] <|video_begin|><s_a_6552><s_b_4970><s_c_2038>
|
||
06:38 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_5907><s_b_6051><s_c_7900>
|
||
11:59 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_7385><s_b_1822><s_c_5349>
|
||
12:07 [视频-长播] <|video_begin|><s_a_5907><s_b_800><s_c_6007>
|
||
12:07 [视频-长播] <|video_begin|><s_a_3829><s_b_4953><s_c_845>
|
||
12:14 [视频-长播] <|video_begin|><s_a_1106><s_b_5101><s_c_141>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_1380><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6426><s_c_3729>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_803>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4887><s_b_526><s_c_1103>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_4386><s_c_1112>
|
||
03:04 [视频-长播] <|video_begin|><s_a_2627><s_b_3618><s_c_6704>
|
||
04:36 [视频-长播] <|video_begin|><s_a_5907><s_b_6730><s_c_5654>
|
||
04:36 [视频-长播] <|video_begin|><s_a_5907><s_b_6519><s_c_3010>
|
||
05:29 [视频-长播] <|video_begin|><s_a_4487><s_b_6234><s_c_237>
|
||
07:24 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_5187>
|
||
07:27 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_5187>
|
||
08:02 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1832>
|
||
08:11 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_1119>
|
||
12:04 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_1395>
|
||
20:50 [视频-长播] <|video_begin|><s_a_8110><s_b_727><s_c_4512>
|
||
22:26 [视频-长播] <|video_begin|><s_a_2051><s_b_5070><s_c_4636>
|
||
22:30 [视频-长播] <|video_begin|><s_a_1981><s_b_6730><s_c_61>
|
||
22:30 [视频-长播] <|video_begin|><s_a_7830><s_b_850><s_c_2468>
|
||
22:30 [视频-长播] <|video_begin|><s_a_7003><s_b_7776><s_c_5055>
|
||
22:30 [视频-长播] <|video_begin|><s_a_3606><s_b_6234><s_c_2319>
|
||
22:30 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_3424>
|
||
22:39 [视频-长播] <|video_begin|><s_a_1106><s_b_57><s_c_47>
|
||
22:39 [视频-长播] <|video_begin|><s_a_5476><s_b_928><s_c_499>
|
||
22:48 [视频-长播] <|video_begin|><s_a_148><s_b_1645><s_c_5531>
|
||
22:48 [视频-长播] <|video_begin|><s_a_16><s_b_204><s_c_47>
|
||
22:48 [视频-长播] <|video_begin|><s_a_6329><s_b_7756><s_c_5875>
|
||
23:49 [视频-长播] <|video_begin|><s_a_16><s_b_2828><s_c_136>
|
||
23:49 [视频-长播] <|video_begin|><s_a_6154><s_b_5445><s_c_1612>
|
||
【2026-02-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_56><s_c_5054>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_5882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_1940><s_c_3729>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6351><s_c_2262>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1454><s_b_2812><s_c_5347>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_5237><s_c_2273>
|
||
00:08 [视频-长播] <|video_begin|><s_a_50><s_b_370><s_c_853>
|
||
00:08 [视频-转发/长播] <|video_begin|><s_a_6140><s_b_3712><s_c_1642>
|
||
01:03 [视频-长播] <|video_begin|><s_a_2015><s_b_7665><s_c_457>
|
||
10:23 [视频-长播] <|video_begin|><s_a_5144><s_b_575><s_c_3358>
|
||
10:23 [视频-长播] <|video_begin|><s_a_2015><s_b_438><s_c_5881>
|
||
10:23 [视频-长播] <|video_begin|><s_a_94><s_b_6646><s_c_2536>
|
||
10:23 [视频-长播] <|video_begin|><s_a_1143><s_b_6234><s_c_6500>
|
||
【2026-02-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_7007><s_c_7007>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6426><s_c_3729>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7804><s_b_3923><s_c_5629>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6426><s_c_3729>
|
||
01:18 [视频-长播] <|video_begin|><s_a_5295><s_b_800><s_c_141>
|
||
01:18 [视频-长播] <|video_begin|><s_a_6154><s_b_3422><s_c_47>
|
||
01:31 [广告-点击] <|ad_begin|><s_a_7879><s_b_665><s_c_7264>
|
||
01:41 [广告-点击] <|ad_begin|><s_a_7374><s_b_396><s_c_1439>
|
||
01:43 [视频-长播] <|video_begin|><s_a_2015><s_b_6519><s_c_4178>
|
||
01:43 [视频-长播] <|video_begin|><s_a_6955><s_b_1413><s_c_4923>
|
||
01:43 [视频-长播] <|video_begin|><s_a_6321><s_b_5270><s_c_8010>
|
||
02:14 [视频-长播] <|video_begin|><s_a_2015><s_b_800><s_c_4261>
|
||
02:18 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_8096>
|
||
02:49 [视频-长播] <|video_begin|><s_a_1143><s_b_1264><s_c_5449>
|
||
06:57 [视频-点赞/长播] <|video_begin|><s_a_6258><s_b_2224><s_c_4377>
|
||
07:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5416>
|
||
07:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5416>
|
||
07:21 [视频-长播] <|video_begin|><s_a_2223><s_b_4275><s_c_2704>
|
||
07:21 [视频-长播] <|video_begin|><s_a_2015><s_b_57><s_c_6278>
|
||
07:21 [视频-关注/点赞/长播] <|video_begin|><s_a_1164><s_b_1069><s_c_1767>
|
||
07:36 [视频-长播] <|video_begin|><s_a_2015><s_b_4288><s_c_607>
|
||
10:50 [视频-长播] <|video_begin|><s_a_3510><s_b_1504><s_c_499>
|
||
10:50 [视频-长播] <|video_begin|><s_a_6329><s_b_4246><s_c_2968>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6022>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_6022>
|
||
14:08 [广告-点击] <|ad_begin|><s_a_3463><s_b_6379><s_c_7754>
|
||
14:08 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
||
14:14 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
|
||
14:14 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
|
||
14:50 [广告-点击] <|ad_begin|><s_a_4515><s_b_6442><s_c_5563>
|
||
15:00 [广告-点击] <|ad_begin|><s_a_3463><s_b_1822><s_c_1162>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6351><s_c_2262>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_3131><s_c_2681>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_3840><s_c_7994>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_3915><s_c_4354>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3712><s_c_1418>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_3666><s_c_1076>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 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 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请围绕以下主题提取行为逻辑链：
|
||
主题：从泛化养生到聚焦传统文化疗愈的兴趣演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化养生到聚焦传统文化疗愈的兴趣演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain": {"name": "从泛化养生到聚焦传统文化疗愈的兴趣演化", "events": [{"date": "2025-12-10", "action": "[商品-购买] <|prod_begin|><s_a_8174><s_b_4538><s_c_2146>", "logic": "初始阶段：表现出对草本植物、高含量等概念的健康养生兴趣，但行为停留在物质补充层面。"}, {"date": "2025-12-13", "action": "[直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_8049><s_c_5120>", "logic": "兴趣深化与转向：首次对“法道主题”、“修行演唱”等精神文化内容产生深度互动（打赏），标志着兴趣从纯粹的物质养生转向了精神与文化层面的疗愈探索。"}, {"date": "2025-12-27", "action": "[直播-关注/打赏] <|living_begin|><s_a_6640><s_b_7410><s_c_2475>", "logic": "兴趣确认与聚焦：再次打赏明确指向“佛系养生”、“心灵滋养”、“观音文化”的直播，进一步收敛并确认了其在传统文化与精神慰藉方向上的核心诉求，完成了从身体到心灵的认知闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-07-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_6184><s_c_4586>
|
||
【2025-07-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_6184><s_c_4586>
|
||
【2025-07-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_4246><s_c_4037>
|
||
【2025-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_5022><s_c_4037>
|
||
【2025-09-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3388><s_b_1206><s_c_6383>
|
||
【2025-09-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_5485>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3576><s_b_1636><s_c_3550>
|
||
【2025-09-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3278><s_c_1303>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_416><s_b_4302><s_c_7978>
|
||
【2025-09-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_423><s_c_2808>
|
||
--:-- [直播-关注] <|living_begin|><s_a_77><s_b_7342><s_c_3423>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_3614><s_c_7951>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
|
||
【2025-09-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4133>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_8008><s_c_70>
|
||
【2025-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6766><s_b_7412><s_c_1131>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4663><s_c_7340>
|
||
【2025-09-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_5087><s_c_1307>
|
||
【2025-10-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6766><s_b_7412><s_c_1131>
|
||
【2025-10-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_5426><s_c_4740>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_2550><s_c_1787>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3592><s_b_7457><s_c_6965>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_469><s_b_1811><s_c_7319>
|
||
【2025-10-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_3569><s_c_677>
|
||
【2025-10-24】
|
||
--:-- [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_2547><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_6234><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_3737><s_c_3882>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4280><s_b_1966><s_c_2643>
|
||
【2025-10-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_4722>
|
||
【2025-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_5488><s_c_2224>
|
||
【2025-11-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5014><s_b_1259><s_c_3198>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_7238><s_c_586>
|
||
【2025-11-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7342><s_c_2145>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_2513>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_2513>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2904><s_b_5449><s_c_4886>
|
||
【2025-11-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3388><s_b_3569><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
【2025-11-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3388><s_b_1258><s_c_535>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_7951>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_726><s_b_7342><s_c_7951>
|
||
【2025-11-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_537><s_b_702><s_c_5974>
|
||
【2025-11-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_697><s_c_3589>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_5081><s_c_6278>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7954><s_b_1519><s_c_259>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_2883>
|
||
【2025-11-20】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6475><s_b_240><s_c_3026>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_384><s_b_6095><s_c_7951>
|
||
【2025-11-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_8049><s_c_299>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1790><s_b_3569><s_c_4849>
|
||
【2025-11-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_726><s_b_7342><s_c_6278>
|
||
【2025-11-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_3887>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6359><s_b_6776><s_c_1708>
|
||
【2025-11-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_7951>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_6676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_566><s_c_1828>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1304><s_b_5474><s_c_7556>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_8125><s_c_6628>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4931><s_b_451><s_c_5563>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8025><s_c_6779>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_2990><s_c_1741>
|
||
【2025-11-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1957>
|
||
【2025-11-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_3280><s_c_6278>
|
||
【2025-11-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6477><s_c_7616>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_53><s_c_5318>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6477><s_c_6266>
|
||
【2025-12-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_3898><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_7819>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7819><s_b_7911><s_c_674>
|
||
【2025-12-13】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6698><s_b_7808><s_c_7951>
|
||
【2025-12-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_96><s_b_5165><s_c_3038>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_5563>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6311><s_c_677>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5572><s_b_5487><s_c_3122>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3514><s_b_3133><s_c_2408>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
|
||
【2025-12-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_7893>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5572><s_b_5487><s_c_3122>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4390><s_b_3569><s_c_7486>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8057><s_b_1686><s_c_5692>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3514><s_b_3133><s_c_2408>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_345><s_b_2498><s_c_8036>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_3209><s_c_7791>
|
||
【2025-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4688><s_b_6722><s_c_5650>
|
||
【2025-12-31】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5051><s_b_5369><s_c_5462>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8057><s_b_1686><s_c_5692>
|
||
【2026-01-03】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6950><s_b_6545><s_c_732>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5051><s_b_5369><s_c_5462>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_3456>
|
||
【2026-01-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_647><s_b_7911><s_c_7261>
|
||
【2026-01-06】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_8174><s_b_5044><s_c_1295>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2836><s_b_5><s_c_7547>
|
||
【2026-01-08】
|
||
02:15 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_4733><s_c_656>
|
||
03:33 [广告-深度转化] <|ad_begin|><s_a_786><s_b_1471><s_c_2902>
|
||
【2026-01-09】
|
||
06:17 [广告-深度转化] <|ad_begin|><s_a_5144><s_b_2422><s_c_827>
|
||
【2026-01-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_620><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_6278>
|
||
01:41 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_697><s_c_827>
|
||
03:17 [广告-深度转化] <|ad_begin|><s_a_5792><s_b_4404><s_c_3014>
|
||
【2026-01-11】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3388><s_b_3569><s_c_4783>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_7951>
|
||
03:28 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_6726><s_c_7677>
|
||
12:24 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5169><s_c_4446>
|
||
12:28 [广告-深度转化] <|ad_begin|><s_a_7251><s_b_1288><s_c_5807>
|
||
【2026-01-12】
|
||
07:27 [广告-深度转化] <|ad_begin|><s_a_143><s_b_4733><s_c_6067>
|
||
【2026-01-13】
|
||
01:24 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5175><s_c_5185>
|
||
11:04 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7514><s_c_7374>
|
||
【2026-01-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_3569><s_c_3026>
|
||
01:02 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7870><s_c_3955>
|
||
01:05 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_4010><s_c_3726>
|
||
01:15 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4838><s_c_2031>
|
||
12:27 [广告-深度转化] <|ad_begin|><s_a_786><s_b_353><s_c_7950>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
|
||
00:48 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
|
||
04:10 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6220><s_c_4735>
|
||
【2026-01-17】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
|
||
02:14 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7162><s_c_616>
|
||
08:17 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_1640>
|
||
【2026-01-18】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_4519>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_5515><s_c_7323>
|
||
14:55 [广告-深度转化] <|ad_begin|><s_a_1666><s_b_2701><s_c_7534>
|
||
【2026-01-19】
|
||
04:30 [广告-深度转化] <|ad_begin|><s_a_443><s_b_5666><s_c_4319>
|
||
04:43 [广告-深度转化] <|ad_begin|><s_a_4320><s_b_2130><s_c_99>
|
||
06:28 [广告-深度转化] <|ad_begin|><s_a_250><s_b_7684><s_c_6463>
|
||
06:37 [广告-深度转化] <|ad_begin|><s_a_250><s_b_1529><s_c_5851>
|
||
【2026-01-20】
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_1666><s_b_2701><s_c_7534>
|
||
12:20 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_4010><s_c_1640>
|
||
12:35 [广告-深度转化] <|ad_begin|><s_a_250><s_b_4958><s_c_6757>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_967><s_b_8049><s_c_2513>
|
||
02:20 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_581><s_c_987>
|
||
15:08 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_56><s_c_6390>
|
||
【2026-01-22】
|
||
04:44 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_8049><s_c_3026>
|
||
04:48 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_2826><s_c_1767>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_2816><s_c_18>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_202>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_1741>
|
||
04:50 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_581><s_c_4654>
|
||
04:51 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_6726><s_c_1038>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_6220><s_c_4735>
|
||
【2026-01-23】
|
||
02:37 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_2695>
|
||
02:49 [广告-深度转化] <|ad_begin|><s_a_6846><s_b_7768><s_c_2309>
|
||
03:03 [广告-深度转化] <|ad_begin|><s_a_759><s_b_4340><s_c_5502>
|
||
03:17 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_7677>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3230><s_c_4184>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_724><s_c_3456>
|
||
【2026-01-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_4342><s_c_3026>
|
||
01:08 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_3042><s_c_5833>
|
||
01:14 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1029><s_c_1405>
|
||
01:29 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_5687>
|
||
01:32 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_697><s_c_6479>
|
||
01:35 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_843><s_c_7902>
|
||
01:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
01:37 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
01:37 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
|
||
01:40 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_978><s_c_3659>
|
||
01:40 [广告-点击] <|ad_begin|><s_a_6166><s_b_978><s_c_3659>
|
||
01:41 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6186><s_c_5858>
|
||
01:41 [广告-点击] <|ad_begin|><s_a_5115><s_b_6186><s_c_5858>
|
||
01:45 [广告-点击] <|ad_begin|><s_a_2899><s_b_4944><s_c_3026>
|
||
01:49 [广告-点击] <|ad_begin|><s_a_3641><s_b_3587><s_c_7333>
|
||
01:50 [广告-点击] <|ad_begin|><s_a_7112><s_b_7261><s_c_5104>
|
||
03:20 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_1752>
|
||
03:21 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
|
||
03:22 [广告-深度转化] <|ad_begin|><s_a_5333><s_b_4340><s_c_6278>
|
||
03:22 [广告-点击] <|ad_begin|><s_a_5333><s_b_4340><s_c_6278>
|
||
03:23 [广告-点击] <|ad_begin|><s_a_4340><s_b_7200><s_c_6616>
|
||
03:25 [广告-深度转化] <|ad_begin|><s_a_4818><s_b_581><s_c_3356>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_4818><s_b_581><s_c_3356>
|
||
03:26 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
|
||
03:27 [广告-点击] <|ad_begin|><s_a_3641><s_b_588><s_c_7268>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2510><s_b_3942><s_c_7491>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_5><s_c_4352>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_965>
|
||
07:54 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_846>
|
||
11:57 [广告-深度转化] <|ad_begin|><s_a_7381><s_b_1259><s_c_6047>
|
||
11:57 [广告-点击] <|ad_begin|><s_a_7381><s_b_1259><s_c_6047>
|
||
12:05 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_846>
|
||
12:06 [广告-点击] <|ad_begin|><s_a_6303><s_b_6599><s_c_597>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
||
03:31 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_5267>
|
||
03:31 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_5267>
|
||
03:33 [广告-点击] <|ad_begin|><s_a_4340><s_b_2206><s_c_5434>
|
||
03:35 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7342><s_c_366>
|
||
03:35 [广告-点击] <|ad_begin|><s_a_2817><s_b_7342><s_c_366>
|
||
03:37 [广告-点击] <|ad_begin|><s_a_5632><s_b_5081><s_c_1118>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_3569><s_c_3498>
|
||
【2026-01-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6320><s_b_5218><s_c_2215>
|
||
13:16 [广告-点击] <|ad_begin|><s_a_1584><s_b_7608><s_c_2077>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_5687><s_b_1596><s_c_47>
|
||
13:19 [广告-点击] <|ad_begin|><s_a_1584><s_b_7608><s_c_2077>
|
||
【2026-01-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_3534>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_2916><s_c_8015>
|
||
11:22 [广告-点击] <|ad_begin|><s_a_3641><s_b_4733><s_c_1402>
|
||
15:12 [广告-点击] <|ad_begin|><s_a_5695><s_b_5952><s_c_5809>
|
||
15:13 [广告-点击] <|ad_begin|><s_a_5023><s_b_7165><s_c_322>
|
||
16:10 [视频-长播] <|video_begin|><s_a_3364><s_b_3472><s_c_7616>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_366><s_b_5892><s_c_7486>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_537><s_b_1966><s_c_4635>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1966><s_c_2226>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6950><s_b_6545><s_c_732>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_67><s_b_2864><s_c_5215>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_5007><s_c_1397>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1695><s_c_2892>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_396><s_c_7210>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_67><s_b_2864><s_c_5215>
|
||
13:00 [视频-长播] <|video_begin|><s_a_16><s_b_5646><s_c_5944>
|
||
13:00 [视频-长播] <|video_begin|><s_a_1990><s_b_1638><s_c_4266>
|
||
【2026-01-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6627><s_b_6776><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8180><s_b_5369><s_c_7368>
|
||
11:24 [广告-点击] <|ad_begin|><s_a_4020><s_b_1519><s_c_7333>
|
||
【2026-01-30】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_1180>
|
||
【2026-01-31】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5051><s_b_5369><s_c_5462>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_635><s_b_5007><s_c_1397>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
|
||
05:05 [视频-长播] <|video_begin|><s_a_5181><s_b_6924><s_c_7548>
|
||
07:44 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_987>
|
||
07:44 [视频-长播] <|video_begin|><s_a_807><s_b_3845><s_c_2568>
|
||
07:51 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4010><s_c_3725>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_5115><s_b_4010><s_c_3725>
|
||
07:56 [广告-点击] <|ad_begin|><s_a_3641><s_b_1588><s_c_3973>
|
||
13:03 [视频-长播] <|video_begin|><s_a_1440><s_b_6782><s_c_4994>
|
||
14:55 [视频-长播] <|video_begin|><s_a_6321><s_b_3549><s_c_2551>
|
||
15:01 [视频-长播] <|video_begin|><s_a_1881><s_b_4021><s_c_5197>
|
||
15:01 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_113>
|
||
15:01 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_4079>
|
||
15:01 [视频-关注/长播] <|video_begin|><s_a_668><s_b_697><s_c_5671>
|
||
15:11 [视频-长播] <|video_begin|><s_a_4032><s_b_1715><s_c_1858>
|
||
15:11 [视频-长播] <|video_begin|><s_a_6321><s_b_57><s_c_6659>
|
||
15:11 [视频-长播] <|video_begin|><s_a_2015><s_b_6924><s_c_4451>
|
||
15:28 [视频-长播] <|video_begin|><s_a_2536><s_b_5373><s_c_3026>
|
||
15:28 [视频-长播] <|video_begin|><s_a_6321><s_b_4794><s_c_6156>
|
||
【2026-02-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2925><s_b_419><s_c_7750>
|
||
05:02 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_6519><s_c_4629>
|
||
05:27 [广告-点击] <|ad_begin|><s_a_5229><s_b_4733><s_c_6784>
|
||
05:30 [广告-点击] <|ad_begin|><s_a_5229><s_b_4733><s_c_6784>
|
||
【2026-02-02】
|
||
02:59 [视频-长播] <|video_begin|><s_a_1013><s_b_5367><s_c_2409>
|
||
03:13 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_3501>
|
||
03:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5719><s_c_2595>
|
||
03:23 [广告-点击] <|ad_begin|><s_a_5368><s_b_5719><s_c_2595>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_6303><s_b_6379><s_c_4318>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8057><s_b_1686><s_c_5692>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_1125>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3514><s_b_3133><s_c_2408>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_4057>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5572><s_b_5487><s_c_3122>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5712><s_c_1125>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_2498><s_c_8036>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_2649><s_c_2827>
|
||
16:16 [视频-长播] <|video_begin|><s_a_3942><s_b_1747><s_c_7799>
|
||
16:46 [视频-长播] <|video_begin|><s_a_4284><s_b_5668><s_c_2213>
|
||
16:46 [视频-长播] <|video_begin|><s_a_1761><s_b_7877><s_c_5162>
|
||
16:46 [视频-长播] <|video_begin|><s_a_6843><s_b_7776><s_c_1774>
|
||
【2026-02-03】
|
||
04:19 [视频-长播] <|video_begin|><s_a_4284><s_b_6234><s_c_2513>
|
||
04:19 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_6601>
|
||
04:19 [视频-长播] <|video_begin|><s_a_4615><s_b_6924><s_c_5416>
|
||
04:19 [视频-点赞/长播] <|video_begin|><s_a_2393><s_b_1284><s_c_1148>
|
||
04:30 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_1111>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_5369><s_c_5993>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7859><s_b_5449><s_c_4908>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_4545><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_1361><s_c_5220>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6655><s_b_5649><s_c_2063>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_266><s_c_1644>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5952><s_c_8019>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7537><s_c_3494>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_107><s_b_6887><s_c_50>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7218><s_b_5449><s_c_6072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_8163><s_c_1091>
|
||
08:45 [视频-长播] <|video_begin|><s_a_6594><s_b_6776><s_c_7103>
|
||
09:16 [视频-长播] <|video_begin|><s_a_6099><s_b_6776><s_c_8019>
|
||
14:30 [视频-长播] <|video_begin|><s_a_16><s_b_6782><s_c_2309>
|
||
14:30 [视频-长播] <|video_begin|><s_a_6321><s_b_6782><s_c_4487>
|
||
14:30 [视频-长播] <|video_begin|><s_a_6855><s_b_4010><s_c_2784>
|
||
14:30 [视频-关注/点赞/长播] <|video_begin|><s_a_4505><s_b_665><s_c_4629>
|
||
【2026-02-04】
|
||
02:43 [视频-长播] <|video_begin|><s_a_4284><s_b_4944><s_c_2647>
|
||
02:43 [视频-长播] <|video_begin|><s_a_5314><s_b_582><s_c_7517>
|
||
02:43 [视频-长播] <|video_begin|><s_a_1703><s_b_2780><s_c_2225>
|
||
02:43 [视频-关注/长播] <|video_begin|><s_a_4284><s_b_6234><s_c_535>
|
||
02:55 [视频-长播] <|video_begin|><s_a_6140><s_b_6776><s_c_8183>
|
||
06:28 [广告-点击] <|ad_begin|><s_a_4340><s_b_6540><s_c_7125>
|
||
06:29 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4541><s_c_1389>
|
||
06:29 [广告-点击] <|ad_begin|><s_a_786><s_b_4541><s_c_1389>
|
||
06:31 [广告-深度转化] <|ad_begin|><s_a_786><s_b_928><s_c_7005>
|
||
06:31 [广告-点击] <|ad_begin|><s_a_786><s_b_928><s_c_7005>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_3915><s_b_2752><s_c_3913>
|
||
06:34 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_3042><s_c_5833>
|
||
06:34 [广告-点击] <|ad_begin|><s_a_5368><s_b_3042><s_c_5833>
|
||
06:37 [广告-深度转化] <|ad_begin|><s_a_786><s_b_3673><s_c_2679>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_786><s_b_3673><s_c_2679>
|
||
06:38 [广告-深度转化] <|ad_begin|><s_a_1658><s_b_1288><s_c_4067>
|
||
06:38 [广告-点击] <|ad_begin|><s_a_1658><s_b_1288><s_c_4067>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_786><s_b_1747><s_c_1232>
|
||
06:40 [广告-点击] <|ad_begin|><s_a_805><s_b_1288><s_c_4487>
|
||
06:46 [广告-深度转化] <|ad_begin|><s_a_786><s_b_5754><s_c_5308>
|
||
06:46 [广告-点击] <|ad_begin|><s_a_786><s_b_5754><s_c_5308>
|
||
06:47 [广告-点击] <|ad_begin|><s_a_786><s_b_6495><s_c_4208>
|
||
06:47 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7603><s_c_5967>
|
||
06:47 [广告-点击] <|ad_begin|><s_a_786><s_b_7603><s_c_5967>
|
||
11:27 [视频-长播] <|video_begin|><s_a_1576><s_b_3942><s_c_3766>
|
||
11:27 [视频-长播] <|video_begin|><s_a_2688><s_b_5668><s_c_8113>
|
||
11:27 [视频-关注/长播] <|video_begin|><s_a_4522><s_b_4746><s_c_1451>
|
||
12:07 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_7598>
|
||
12:07 [视频-长播] <|video_begin|><s_a_6510><s_b_3235><s_c_3622>
|
||
12:25 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7272><s_c_3003>
|
||
12:25 [广告-点击] <|ad_begin|><s_a_786><s_b_7272><s_c_3003>
|
||
12:26 [广告-点击] <|ad_begin|><s_a_4340><s_b_4878><s_c_4454>
|
||
15:25 [视频-长播] <|video_begin|><s_a_4615><s_b_6047><s_c_6047>
|
||
15:25 [视频-长播] <|video_begin|><s_a_2015><s_b_5349><s_c_2370>
|
||
16:26 [视频-长播] <|video_begin|><s_a_7075><s_b_6234><s_c_6585>
|
||
16:26 [视频-长播] <|video_begin|><s_a_3364><s_b_3472><s_c_1613>
|
||
16:26 [视频-长播] <|video_begin|><s_a_16><s_b_5349><s_c_2370>
|
||
16:26 [视频-点赞/长播] <|video_begin|><s_a_3364><s_b_4010><s_c_6585>
|
||
16:35 [视频-长播] <|video_begin|><s_a_16><s_b_7514><s_c_6557>
|
||
16:41 [视频-长播] <|video_begin|><s_a_4284><s_b_978><s_c_6442>
|
||
16:41 [视频-长播] <|video_begin|><s_a_5023><s_b_1916><s_c_5768>
|
||
16:41 [视频-长播] <|video_begin|><s_a_807><s_b_5102><s_c_141>
|
||
16:41 [视频-关注/长播] <|video_begin|><s_a_2450><s_b_5244><s_c_4451>
|
||
16:47 [视频-关注/长播] <|video_begin|><s_a_16><s_b_6234><s_c_3291>
|
||
【2026-02-05】
|
||
01:30 [视频-长播] <|video_begin|><s_a_4284><s_b_6379><s_c_2647>
|
||
02:51 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7162><s_c_627>
|
||
02:51 [广告-点击] <|ad_begin|><s_a_786><s_b_7162><s_c_627>
|
||
02:53 [广告-点击] <|ad_begin|><s_a_4340><s_b_6047><s_c_3766>
|
||
02:53 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
|
||
02:53 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_2514>
|
||
02:54 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
|
||
02:56 [广告-深度转化] <|ad_begin|><s_a_790><s_b_1656><s_c_4939>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_790><s_b_1656><s_c_4939>
|
||
02:59 [广告-点击] <|ad_begin|><s_a_6303><s_b_4733><s_c_6278>
|
||
03:01 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_2904><s_c_4058>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_5044><s_c_1295>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_5><s_c_7547>
|
||
09:19 [视频-长播] <|video_begin|><s_a_2015><s_b_3302><s_c_3742>
|
||
12:49 [广告-深度转化] <|ad_begin|><s_a_6705><s_b_7214><s_c_296>
|
||
12:49 [广告-点击] <|ad_begin|><s_a_6705><s_b_7214><s_c_296>
|
||
12:50 [广告-点击] <|ad_begin|><s_a_143><s_b_7551><s_c_6379>
|
||
12:54 [广告-深度转化] <|ad_begin|><s_a_250><s_b_2345><s_c_4194>
|
||
12:54 [广告-点击] <|ad_begin|><s_a_250><s_b_2345><s_c_4194>
|
||
12:55 [广告-点击] <|ad_begin|><s_a_557><s_b_3898><s_c_6173>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3932><s_c_899>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_3627><s_b_3932><s_c_899>
|
||
12:58 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_3824>
|
||
13:02 [广告-点击] <|ad_begin|><s_a_786><s_b_4794><s_c_320>
|
||
13:03 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6058><s_c_7353>
|
||
13:03 [广告-点击] <|ad_begin|><s_a_786><s_b_6058><s_c_7353>
|
||
13:04 [广告-点击] <|ad_begin|><s_a_143><s_b_7608><s_c_7125>
|
||
13:09 [广告-深度转化] <|ad_begin|><s_a_786><s_b_4010><s_c_4913>
|
||
13:09 [广告-点击] <|ad_begin|><s_a_786><s_b_4010><s_c_4913>
|
||
13:10 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
|
||
13:13 [广告-点击] <|ad_begin|><s_a_3622><s_b_5241><s_c_4842>
|
||
13:14 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_2489><s_c_8042>
|
||
13:14 [广告-点击] <|ad_begin|><s_a_4020><s_b_2489><s_c_8042>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_4340><s_b_6973><s_c_6278>
|
||
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。
|
||
|
||
主题：从汽车消费意向到新年祈福装饰的关联决策
|
||
|
||
输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
["<|prod_begin|><s_a_7618><s_b_8008><s_c_70>", "<|prod_begin|><s_a_6766><s_b_7412><s_c_1131>", "<|prod_begin|><s_a_4280><s_b_1966><s_c_2643>", "<|living_begin|><s_a_1229><s_b_5727><s_c_4722>", "<|prod_begin|><s_a_5572><s_b_5487><s_c_3122>", "<|prod_begin|><s_a_3514><s_b_3133><s_c_2408>", "<|prod_begin|><s_a_6488><s_b_7537><s_c_3494>", "<|prod_begin|><s_a_8057><s_b_1686><s_c_5692>", "<|prod_begin|><s_a_345><s_b_2498><s_c_8036>", "<|ad_begin|><s_a_6137><s_b_6726><s_c_7677>", "<|prod_begin|><s_a_345><s_b_5712><s_c_1125>", "<|video_begin|><s_a_3942><s_b_1747><s_c_7799>", "<|prod_begin|><s_a_7218><s_b_5449><s_c_6072>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2022-11-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2074><s_c_6643>
|
||
【2022-12-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2826><s_b_6454><s_c_7188>
|
||
【2022-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6910><s_b_5699><s_c_2956>
|
||
【2023-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_990><s_c_8017>
|
||
【2023-02-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4501><s_b_1878><s_c_3280>
|
||
【2023-02-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_5638><s_c_888>
|
||
【2023-04-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5022><s_b_5437><s_c_2226>
|
||
【2023-04-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6903><s_b_3206><s_c_7656>
|
||
【2023-07-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5756><s_b_97><s_c_198>
|
||
【2023-08-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_2469><s_c_5658>
|
||
【2023-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_4062><s_c_6159>
|
||
【2023-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_2615><s_c_5658>
|
||
【2023-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5010><s_b_7388><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_7878><s_c_2204>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3379><s_b_4062><s_c_2161>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_8019>
|
||
【2023-08-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5010><s_b_7388><s_c_7978>
|
||
【2023-09-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3202><s_b_4618><s_c_6387>
|
||
【2023-09-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5237><s_c_3387>
|
||
【2023-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_731><s_c_5916>
|
||
【2023-10-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7550><s_b_2965><s_c_398>
|
||
【2023-12-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_6489><s_c_3616>
|
||
【2023-12-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_2098><s_c_5331>
|
||
【2023-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_2098><s_c_5331>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-02-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_801><s_c_7366>
|
||
【2024-02-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_668><s_c_3010>
|
||
【2024-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7493><s_b_876><s_c_490>
|
||
【2024-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7878><s_c_1112>
|
||
【2024-11-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_3206><s_c_1026>
|
||
【2024-11-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_801><s_c_1103>
|
||
【2025-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6202>
|
||
【2025-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8178><s_b_3313><s_c_2616>
|
||
【2025-02-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_2448><s_c_7840>
|
||
【2025-03-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6913><s_c_1255>
|
||
【2025-03-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_1025><s_c_3634>
|
||
【2025-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8120><s_b_164><s_c_174>
|
||
【2025-03-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1362><s_c_3329>
|
||
【2025-04-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_7754>
|
||
【2025-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_233><s_c_5190>
|
||
【2025-05-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_233><s_c_5190>
|
||
【2025-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_233><s_c_5190>
|
||
【2025-09-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_7951>
|
||
【2025-09-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_801><s_c_1103>
|
||
【2025-09-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3958>
|
||
【2025-10-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_990><s_c_3659>
|
||
【2025-10-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2174><s_b_1692><s_c_5000>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_1692><s_c_5000>
|
||
【2025-11-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6091><s_b_3378><s_c_2237>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7232><s_b_6489><s_c_6235>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_5449><s_c_6988>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7306><s_b_4462><s_c_7812>
|
||
【2025-11-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_2919><s_c_6011>
|
||
【2025-11-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7232><s_b_4021><s_c_4393>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_6489><s_c_7871>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
|
||
【2025-11-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_4538><s_c_5291>
|
||
【2025-11-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_3606><s_c_646>
|
||
【2025-11-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_1216><s_c_7992>
|
||
【2025-11-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_1668><s_c_3240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_202><s_c_7156>
|
||
【2025-11-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_989><s_c_7187>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_741><s_c_1374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_670><s_b_5627><s_c_4431>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5346><s_b_3393><s_c_2173>
|
||
【2025-11-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1066><s_b_5302><s_c_4937>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2956><s_c_5064>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_202><s_c_7156>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7023><s_b_3456><s_c_2757>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6194><s_c_8096>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5699><s_c_6752>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5219><s_b_5044><s_c_888>
|
||
【2025-12-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_1188><s_c_3226>
|
||
【2025-12-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_202><s_c_7156>
|
||
【2025-12-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2532><s_c_1720>
|
||
【2025-12-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_3718><s_c_6718>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
|
||
【2025-12-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5022><s_b_1899><s_c_5286>
|
||
【2025-12-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2069><s_c_1014>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2807><s_b_2448><s_c_6718>
|
||
【2026-01-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3702><s_c_3842>
|
||
【2026-01-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_3206><s_c_6661>
|
||
【2026-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_177><s_c_1644>
|
||
【2026-01-04】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_2425>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2004><s_b_765><s_c_677>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_231><s_b_6561><s_c_6266>
|
||
【2026-01-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1144><s_c_6524>
|
||
【2026-01-06】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_451><s_c_3026>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4567><s_b_1410><s_c_6306>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3526><s_b_3794><s_c_7675>
|
||
【2026-01-07】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_535>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_3026>
|
||
【2026-01-08】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_1906><s_c_602>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_677>
|
||
【2026-01-09】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_5728><s_b_6337><s_c_5054>
|
||
【2026-01-10】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6731><s_b_7406><s_c_1716>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7058><s_b_5462><s_c_3364>
|
||
【2026-01-11】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_4288><s_c_875>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_2556><s_c_875>
|
||
【2026-01-12】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_7616>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_6913><s_c_875>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_3313><s_c_7066>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_7722>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_680><s_b_593><s_c_7241>
|
||
02:03 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1501>
|
||
03:16 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_6047><s_c_3995>
|
||
03:44 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_978><s_c_4636>
|
||
05:17 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_1411><s_c_3995>
|
||
11:03 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_6409>
|
||
18:01 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6956>
|
||
【2026-01-13】
|
||
21:49 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_4949><s_c_6767>
|
||
【2026-01-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3589>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6239>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2757><s_b_6818><s_c_823>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_3206><s_c_6661>
|
||
17:37 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_260>
|
||
19:29 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
|
||
【2026-01-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6802>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5106><s_c_7951>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6913><s_c_2403>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_3313><s_c_536>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_3417><s_c_1935>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_6234><s_c_4186>
|
||
23:45 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6123><s_c_3026>
|
||
【2026-01-17】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3567>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_451><s_c_1803>
|
||
01:15 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_3472><s_c_7609>
|
||
【2026-01-18】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_3280><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_4342><s_c_4636>
|
||
19:28 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_3363>
|
||
22:41 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6616>
|
||
【2026-01-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5728><s_b_843><s_c_4527>
|
||
22:58 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
|
||
【2026-01-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_5384><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_6234><s_c_3404>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6404>
|
||
05:55 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_3280><s_c_401>
|
||
13:09 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6616>
|
||
【2026-01-21】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_4427>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7888><s_c_5100>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_209><s_b_6234><s_c_1707>
|
||
11:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_77>
|
||
【2026-01-22】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_6278>
|
||
14:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_728>
|
||
【2026-01-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
|
||
02:57 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_6244><s_c_6047>
|
||
03:03 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_8179><s_c_1719>
|
||
06:08 [广告-深度转化] <|ad_begin|><s_a_491><s_b_2497><s_c_1935>
|
||
【2026-01-24】
|
||
00:24 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_1494><s_c_47>
|
||
18:21 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6962>
|
||
21:46 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6816>
|
||
【2026-01-25】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_7722>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7242><s_b_1523><s_c_531>
|
||
21:43 [视频-收藏/长播] <|video_begin|><s_a_3632><s_b_3358><s_c_7106>
|
||
22:34 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1397>
|
||
【2026-01-26】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_3676>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_3745>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_5843>
|
||
05:44 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5978>
|
||
15:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4949><s_c_3877>
|
||
15:15 [广告-深度转化] <|ad_begin|><s_a_655><s_b_4949><s_c_3877>
|
||
15:24 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3428><s_c_5785>
|
||
【2026-01-27】
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
|
||
15:07 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_5776>
|
||
19:34 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2820>
|
||
19:34 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2820>
|
||
19:51 [广告-点击] <|ad_begin|><s_a_655><s_b_7495><s_c_6954>
|
||
20:00 [广告-点击] <|ad_begin|><s_a_655><s_b_234><s_c_1099>
|
||
20:28 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_3766>
|
||
22:56 [广告-点击] <|ad_begin|><s_a_7097><s_b_5893><s_c_7076>
|
||
23:00 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_907>
|
||
23:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_907>
|
||
【2026-01-28】
|
||
06:21 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6234><s_c_3554>
|
||
06:21 [广告-点击] <|ad_begin|><s_a_923><s_b_6234><s_c_3554>
|
||
06:29 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_7342><s_c_7343>
|
||
06:29 [广告-点击] <|ad_begin|><s_a_1708><s_b_7342><s_c_7343>
|
||
08:26 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
|
||
08:26 [广告-点击] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
|
||
13:11 [广告-点击] <|ad_begin|><s_a_655><s_b_6519><s_c_2140>
|
||
13:32 [广告-深度转化] <|ad_begin|><s_a_6275><s_b_4571><s_c_5563>
|
||
13:32 [广告-点击] <|ad_begin|><s_a_6275><s_b_4571><s_c_5563>
|
||
21:45 [广告-点击] <|ad_begin|><s_a_4815><s_b_5349><s_c_6185>
|
||
【2026-01-29】
|
||
03:01 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
|
||
03:01 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_655><s_b_800><s_c_875>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_3193><s_b_6234><s_c_6022>
|
||
09:45 [广告-点击] <|ad_begin|><s_a_3193><s_b_6234><s_c_6022>
|
||
13:06 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5776>
|
||
13:06 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_5776>
|
||
20:05 [广告-点击] <|ad_begin|><s_a_7479><s_b_620><s_c_7598>
|
||
20:08 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_7081><s_c_5901>
|
||
20:08 [广告-点击] <|ad_begin|><s_a_4646><s_b_7081><s_c_5901>
|
||
20:21 [广告-点击] <|ad_begin|><s_a_655><s_b_594><s_c_1451>
|
||
20:23 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2470>
|
||
21:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2379><s_c_6784>
|
||
21:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_2379><s_c_6784>
|
||
21:57 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3476>
|
||
【2026-01-30】
|
||
00:37 [视频-评论/长播] <|video_begin|><s_a_7830><s_b_5237><s_c_6873>
|
||
01:08 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_7566>
|
||
01:08 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_7566>
|
||
05:29 [视频-点赞/长播] <|video_begin|><s_a_3005><s_b_4688><s_c_5217>
|
||
07:50 [视频-点赞/长播] <|video_begin|><s_a_3001><s_b_2221><s_c_1767>
|
||
14:11 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_5349><s_c_1004>
|
||
14:11 [广告-点击] <|ad_begin|><s_a_5185><s_b_5349><s_c_1004>
|
||
16:46 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2561>
|
||
20:13 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
||
21:26 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
|
||
21:31 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
|
||
21:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
|
||
【2026-01-31】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
||
02:33 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_2814>
|
||
02:40 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5851>
|
||
02:40 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5851>
|
||
02:52 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3766>
|
||
02:52 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3766>
|
||
03:08 [广告-深度转化] <|ad_begin|><s_a_795><s_b_7246><s_c_8042>
|
||
03:08 [广告-点击] <|ad_begin|><s_a_795><s_b_7246><s_c_8042>
|
||
04:14 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_2561>
|
||
04:14 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2561>
|
||
07:06 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_6234><s_c_2915>
|
||
07:06 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_2915>
|
||
14:49 [广告-深度转化] <|ad_begin|><s_a_923><s_b_665><s_c_2551>
|
||
14:49 [广告-点击] <|ad_begin|><s_a_923><s_b_665><s_c_2551>
|
||
17:21 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
17:21 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
18:24 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_5349>
|
||
20:14 [广告-点击] <|ad_begin|><s_a_655><s_b_5171><s_c_2814>
|
||
20:21 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
|
||
20:21 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
|
||
20:59 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_665><s_c_932>
|
||
20:59 [广告-点击] <|ad_begin|><s_a_2111><s_b_665><s_c_932>
|
||
21:54 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6782><s_c_2693>
|
||
21:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_6782><s_c_2693>
|
||
22:45 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_3913>
|
||
22:45 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_3913>
|
||
【2026-02-01】
|
||
08:07 [视频-评论/点赞/长播] <|video_begin|><s_a_1003><s_b_2069><s_c_5677>
|
||
09:57 [视频-评论/点赞/长播] <|video_begin|><s_a_4392><s_b_5329><s_c_4030>
|
||
10:04 [视频-长播] <|video_begin|><s_a_575><s_b_7875><s_c_5733>
|
||
11:12 [视频-长播] <|video_begin|><s_a_575><s_b_4410><s_c_6171>
|
||
11:14 [视频-长播] <|video_begin|><s_a_3346><s_b_5511><s_c_6077>
|
||
13:36 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_2693>
|
||
13:36 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_2693>
|
||
14:21 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_7548>
|
||
14:34 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
|
||
14:34 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1659>
|
||
21:35 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6535>
|
||
21:35 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6535>
|
||
22:00 [广告-深度转化] <|ad_begin|><s_a_655><s_b_6234><s_c_143>
|
||
22:00 [广告-点击] <|ad_begin|><s_a_655><s_b_6234><s_c_143>
|
||
22:37 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
22:47 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5349><s_c_6583>
|
||
22:47 [广告-点击] <|ad_begin|><s_a_655><s_b_5349><s_c_6583>
|
||
【2026-02-02】
|
||
03:31 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1000>
|
||
03:31 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1000>
|
||
04:11 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_908><s_c_1275>
|
||
04:57 [广告-点击] <|ad_begin|><s_a_655><s_b_4556><s_c_77>
|
||
05:21 [视频-长播] <|video_begin|><s_a_2135><s_b_4571><s_c_2584>
|
||
05:21 [视频-长播] <|video_begin|><s_a_2335><s_b_850><s_c_5737>
|
||
05:21 [视频-长播] <|video_begin|><s_a_4646><s_b_5200><s_c_47>
|
||
05:21 [视频-长播] <|video_begin|><s_a_6329><s_b_3235><s_c_619>
|
||
05:23 [视频-长播] <|video_begin|><s_a_1106><s_b_3589><s_c_3047>
|
||
05:59 [视频-长播] <|video_begin|><s_a_7034><s_b_4275><s_c_7464>
|
||
05:59 [视频-长播] <|video_begin|><s_a_3510><s_b_6848><s_c_3116>
|
||
05:59 [视频-长播] <|video_begin|><s_a_6329><s_b_4746><s_c_359>
|
||
05:59 [视频-长播] <|video_begin|><s_a_5910><s_b_5647><s_c_3777>
|
||
06:08 [视频-长播] <|video_begin|><s_a_2116><s_b_6973><s_c_3454>
|
||
06:17 [视频-长播] <|video_begin|><s_a_7830><s_b_852><s_c_2401>
|
||
10:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2643>
|
||
21:38 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
21:38 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
21:51 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6994>
|
||
21:51 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6994>
|
||
【2026-02-03】
|
||
02:58 [视频-长播] <|video_begin|><s_a_5058><s_b_5511><s_c_7899>
|
||
03:01 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_6227>
|
||
03:01 [视频-长播] <|video_begin|><s_a_5910><s_b_1358><s_c_2530>
|
||
03:04 [视频-长播] <|video_begin|><s_a_6219><s_b_7756><s_c_499>
|
||
03:12 [视频-长播] <|video_begin|><s_a_6030><s_b_1806><s_c_7410>
|
||
03:12 [视频-点赞/长播] <|video_begin|><s_a_6022><s_b_7047><s_c_4467>
|
||
03:41 [视频-长播] <|video_begin|><s_a_335><s_b_1277><s_c_6176>
|
||
03:45 [视频-长播] <|video_begin|><s_a_148><s_b_5800><s_c_5906>
|
||
03:45 [视频-长播] <|video_begin|><s_a_2526><s_b_1596><s_c_1178>
|
||
03:45 [视频-长播] <|video_begin|><s_a_5910><s_b_6379><s_c_7266>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_1798><s_c_7339>
|
||
05:58 [视频-长播] <|video_begin|><s_a_2135><s_b_2809><s_c_4235>
|
||
06:12 [广告-点击] <|ad_begin|><s_a_3578><s_b_4949><s_c_3742>
|
||
09:29 [视频-转发/长播] <|video_begin|><s_a_2526><s_b_1702><s_c_431>
|
||
10:01 [视频-长播] <|video_begin|><s_a_5858><s_b_3832><s_c_5305>
|
||
10:04 [视频-长播] <|video_begin|><s_a_5058><s_b_2854><s_c_3797>
|
||
10:04 [视频-长播] <|video_begin|><s_a_4075><s_b_5653><s_c_2530>
|
||
10:13 [视频-长播] <|video_begin|><s_a_6329><s_b_8072><s_c_853>
|
||
10:16 [视频-长播] <|video_begin|><s_a_2578><s_b_1277><s_c_7137>
|
||
10:22 [视频-长播] <|video_begin|><s_a_7830><s_b_438><s_c_677>
|
||
11:03 [视频-长播] <|video_begin|><s_a_5058><s_b_6051><s_c_3122>
|
||
11:03 [视频-长播] <|video_begin|><s_a_4862><s_b_876><s_c_5807>
|
||
11:04 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_927>
|
||
11:34 [视频-长播] <|video_begin|><s_a_5843><s_b_697><s_c_1457>
|
||
11:36 [视频-长播] <|video_begin|><s_a_5058><s_b_7180><s_c_1148>
|
||
11:36 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_2221><s_c_5563>
|
||
16:17 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5851>
|
||
16:17 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5851>
|
||
【2026-02-04】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5452>
|
||
00:30 [广告-点击] <|ad_begin|><s_a_6302><s_b_7535><s_c_3309>
|
||
02:28 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_7308>
|
||
07:30 [视频-长播] <|video_begin|><s_a_6321><s_b_7888><s_c_1578>
|
||
07:35 [视频-长播] <|video_begin|><s_a_6329><s_b_1994><s_c_6601>
|
||
07:50 [视频-长播] <|video_begin|><s_a_3346><s_b_251><s_c_3284>
|
||
08:01 [视频-长播] <|video_begin|><s_a_6030><s_b_1277><s_c_6222>
|
||
13:37 [广告-点击] <|ad_begin|><s_a_655><s_b_5349><s_c_7616>
|
||
14:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_5563>
|
||
20:22 [视频-长播] <|video_begin|><s_a_4815><s_b_6234><s_c_3913>
|
||
20:22 [视频-长播] <|video_begin|><s_a_5818><s_b_2497><s_c_5609>
|
||
20:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_3363>
|
||
20:49 [广告-点击] <|ad_begin|><s_a_5673><s_b_5349><s_c_3363>
|
||
21:35 [视频-长播] <|video_begin|><s_a_3510><s_b_3006><s_c_2530>
|
||
21:49 [视频-长播] <|video_begin|><s_a_4816><s_b_2941><s_c_3026>
|
||
21:49 [视频-长播] <|video_begin|><s_a_6140><s_b_1799><s_c_7598>
|
||
21:49 [视频-长播] <|video_begin|><s_a_3632><s_b_1822><s_c_1741>
|
||
21:49 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_4487>
|
||
21:49 [视频-长播] <|video_begin|><s_a_6704><s_b_2865><s_c_2212>
|
||
22:15 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_404><s_c_6185>
|
||
22:15 [广告-点击] <|ad_begin|><s_a_5673><s_b_404><s_c_6185>
|
||
22:27 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
23:06 [广告-深度转化] <|ad_begin|><s_a_923><s_b_4571><s_c_3026>
|
||
23:06 [广告-点击] <|ad_begin|><s_a_923><s_b_4571><s_c_3026>
|
||
23:21 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_907>
|
||
【2026-02-05】
|
||
01:09 [视频-长播] <|video_begin|><s_a_6401><s_b_1656><s_c_3021>
|
||
01:09 [视频-长播] <|video_begin|><s_a_3510><s_b_1399><s_c_1591>
|
||
02:09 [视频-长播] <|video_begin|><s_a_5720><s_b_3235><s_c_7951>
|
||
02:53 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
|
||
02:53 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2568>
|
||
05:20 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_6659>
|
||
05:20 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_6659>
|
||
06:39 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_2568>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_1393><s_b_581><s_c_2568>
|
||
10:31 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3363>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_1708><s_b_1021><s_c_5563>
|
||
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。
|
||
|
||
主题：从泛化情感寄托到聚焦现实法律问题的认知转变
|
||
|
||
输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
["<|ad_begin|><s_a_7097><s_b_6234><s_c_1501>", "<|ad_begin|><s_a_3001><s_b_6047><s_c_3995>", "<|ad_begin|><s_a_3001><s_b_978><s_c_4636>", "<|ad_begin|><s_a_3001><s_b_1411><s_c_3995>", "<|ad_begin|><s_a_3001><s_b_3472><s_c_7609>", "<|ad_begin|><s_a_3001><s_b_3280><s_c_401>", "<|ad_begin|><s_a_3001><s_b_6244><s_c_6047>", "<|ad_begin|><s_a_3001><s_b_8179><s_c_1719>", "<|video_begin|><s_a_3001><s_b_2221><s_c_1767>", "<|ad_begin|><s_a_795><s_b_7246><s_c_8042>", "<|video_begin|><s_a_5818><s_b_2497><s_c_5609>", "<|ad_begin|><s_a_5673><s_b_404><s_c_6185>", "<|ad_begin|><s_a_1393><s_b_581><s_c_2568>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-04-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5022><s_b_6065><s_c_3483>
|
||
【2024-08-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_3497><s_c_7556>
|
||
【2024-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4744><s_b_4292><s_c_7547>
|
||
【2024-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_7727><s_c_2524>
|
||
【2024-10-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5553><s_b_4250><s_c_7523>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_5658><s_c_7599>
|
||
【2024-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3955><s_b_6499><s_c_7802>
|
||
【2025-01-06】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7264>
|
||
【2025-01-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_3335><s_c_2587>
|
||
【2025-02-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_7304><s_c_5150>
|
||
【2025-02-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_502><s_b_3158><s_c_1982>
|
||
【2025-03-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_5426><s_c_7926>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7096><s_c_4890>
|
||
【2025-03-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7096><s_c_4890>
|
||
【2025-03-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_5426><s_c_7926>
|
||
【2025-04-05】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3092><s_b_665><s_c_2699>
|
||
【2025-05-08】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4579><s_b_8035><s_c_3038>
|
||
【2025-05-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_4724>
|
||
【2025-06-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4995><s_b_7912><s_c_7180>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5474><s_b_1590><s_c_2868>
|
||
【2025-06-21】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5760><s_c_7548>
|
||
【2025-07-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4000><s_c_5452>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_5727><s_c_3026>
|
||
【2025-07-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_6234><s_c_2298>
|
||
【2025-07-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_1434><s_c_909>
|
||
【2025-07-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_3614><s_c_2513>
|
||
【2025-07-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6737>
|
||
【2025-07-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1302><s_b_6973><s_c_4141>
|
||
【2025-07-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_4000><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7894><s_c_1433>
|
||
【2025-07-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6202><s_c_875>
|
||
【2025-07-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_697><s_c_875>
|
||
【2025-07-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4579><s_b_7052><s_c_3373>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_2050><s_b_1399><s_c_7462>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_778><s_b_5699><s_c_1993>
|
||
【2025-07-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_933><s_b_8035><s_c_3038>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1445><s_b_5961><s_c_6778>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1025><s_c_1272>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7270><s_c_7421>
|
||
【2025-08-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1258><s_b_4344><s_c_1379>
|
||
【2025-08-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4900><s_b_4538><s_c_1184>
|
||
【2025-08-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7809><s_c_7790>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_5352>
|
||
【2025-08-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_417><s_b_5328><s_c_4247>
|
||
【2025-08-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_875>
|
||
【2025-09-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_6944><s_c_6278>
|
||
【2025-09-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_4467>
|
||
【2025-09-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4294><s_b_2792><s_c_7556>
|
||
【2025-09-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_6234><s_c_7241>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6301><s_b_4803><s_c_2528>
|
||
【2025-09-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_6202>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4239><s_b_7302><s_c_6783>
|
||
【2025-10-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7349><s_b_3335><s_c_3861>
|
||
【2025-11-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3158><s_b_1654><s_c_2072>
|
||
【2025-11-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_746><s_c_6712>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3676>
|
||
【2025-11-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5131><s_b_6803><s_c_6416>
|
||
【2025-11-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2686><s_b_3497><s_c_2215>
|
||
【2025-11-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_451><s_c_4631>
|
||
【2025-12-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3586><s_c_616>
|
||
【2025-12-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_1399><s_c_2568>
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_7342><s_c_1834>
|
||
【2025-12-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_5304>
|
||
【2025-12-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_8049><s_c_2653>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3915><s_c_6278>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_3915><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5848><s_b_5908><s_c_111>
|
||
【2025-12-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
|
||
02:08 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_8003>
|
||
【2025-12-13】
|
||
21:37 [广告-深度转化] <|ad_begin|><s_a_4157><s_b_6973><s_c_3191>
|
||
【2025-12-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3456><s_c_4631>
|
||
07:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1265>
|
||
【2025-12-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6688><s_b_5050><s_c_55>
|
||
【2025-12-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3280><s_c_3589>
|
||
【2025-12-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4299><s_b_425><s_c_5347>
|
||
【2025-12-22】
|
||
06:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
|
||
09:03 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_46>
|
||
【2025-12-23】
|
||
06:14 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1741>
|
||
07:47 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_143>
|
||
13:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6436><s_c_5563>
|
||
【2025-12-24】
|
||
22:47 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5277><s_c_7616>
|
||
【2025-12-25】
|
||
03:35 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7264>
|
||
08:09 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_1206><s_c_8091>
|
||
09:42 [广告-深度转化] <|ad_begin|><s_a_3430><s_b_1141><s_c_681>
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_77>
|
||
【2025-12-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6853><s_b_4133><s_c_5785>
|
||
07:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4949><s_c_4978>
|
||
12:32 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_8113>
|
||
12:32 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_8113>
|
||
19:18 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3026>
|
||
19:23 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_3026>
|
||
19:23 [广告-点击] <|ad_begin|><s_a_1708><s_b_5349><s_c_3026>
|
||
21:14 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6022>
|
||
21:14 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6022>
|
||
【2025-12-27】
|
||
01:07 [广告-点击] <|ad_begin|><s_a_3069><s_b_6779><s_c_1935>
|
||
01:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2522>
|
||
01:28 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2522>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
07:53 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
23:21 [广告-点击] <|ad_begin|><s_a_4403><s_b_2497><s_c_3363>
|
||
23:40 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6879>
|
||
23:40 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_6879>
|
||
【2025-12-28】
|
||
13:59 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_4586>
|
||
14:06 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4058>
|
||
14:09 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1402>
|
||
【2025-12-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_5627><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_5511><s_c_5956>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_697><s_c_3026>
|
||
01:00 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_1402>
|
||
01:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1402>
|
||
04:59 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4373>
|
||
04:59 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4373>
|
||
06:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2497><s_c_1935>
|
||
06:38 [广告-点击] <|ad_begin|><s_a_3091><s_b_2497><s_c_1935>
|
||
14:32 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7811><s_c_439>
|
||
14:32 [广告-点击] <|ad_begin|><s_a_3091><s_b_7811><s_c_439>
|
||
【2025-12-31】
|
||
17:59 [广告-点击] <|ad_begin|><s_a_3510><s_b_6874><s_c_4859>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_3096>
|
||
23:33 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_581><s_c_7066>
|
||
23:33 [广告-点击] <|ad_begin|><s_a_4815><s_b_581><s_c_7066>
|
||
【2026-01-02】
|
||
00:50 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_1000>
|
||
00:50 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_1000>
|
||
11:36 [广告-点击] <|ad_begin|><s_a_3091><s_b_1715><s_c_2482>
|
||
14:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_646>
|
||
14:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_646>
|
||
【2026-01-03】
|
||
07:14 [广告-点击] <|ad_begin|><s_a_4157><s_b_7919><s_c_8042>
|
||
【2026-01-04】
|
||
04:03 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_3659>
|
||
04:03 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_3659>
|
||
04:23 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
|
||
04:23 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1000>
|
||
04:52 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_3775>
|
||
04:52 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_3775>
|
||
09:24 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5119><s_c_1935>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_4815><s_b_5119><s_c_1935>
|
||
09:52 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6903><s_c_6390>
|
||
09:52 [广告-点击] <|ad_begin|><s_a_2832><s_b_6903><s_c_6390>
|
||
【2026-01-05】
|
||
10:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_5543><s_c_6559>
|
||
12:26 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
12:26 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7323>
|
||
【2026-01-06】
|
||
06:52 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2460>
|
||
06:54 [广告-点击] <|ad_begin|><s_a_7097><s_b_4173><s_c_6390>
|
||
12:14 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
12:14 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_954>
|
||
03:37 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
|
||
03:37 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
|
||
03:49 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
|
||
03:49 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5851>
|
||
11:34 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_133>
|
||
11:34 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_133>
|
||
22:11 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4671>
|
||
22:11 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4671>
|
||
【2026-01-08】
|
||
03:46 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_853>
|
||
10:21 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2828><s_c_1935>
|
||
10:21 [广告-点击] <|ad_begin|><s_a_4815><s_b_2828><s_c_1935>
|
||
10:42 [广告-点击] <|ad_begin|><s_a_3091><s_b_6924><s_c_2118>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1307><s_b_6039><s_c_5388>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5476><s_b_3189><s_c_5563>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4058>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_746><s_c_2118>
|
||
【2026-01-12】
|
||
00:38 [广告-点击] <|ad_begin|><s_a_1351><s_b_7608><s_c_7945>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_876><s_c_7076>
|
||
10:03 [广告-点击] <|ad_begin|><s_a_1708><s_b_876><s_c_7076>
|
||
16:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
|
||
16:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
|
||
【2026-01-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_6234><s_c_7137>
|
||
【2026-01-14】
|
||
21:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
|
||
21:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_7205><s_c_2357>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1337><s_c_1935>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3234><s_b_48><s_c_4539>
|
||
【2026-01-17】
|
||
01:19 [广告-点击] <|ad_begin|><s_a_447><s_b_620><s_c_7106>
|
||
07:49 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1082>
|
||
21:05 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7106>
|
||
21:05 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7106>
|
||
22:23 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7395>
|
||
22:23 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7395>
|
||
【2026-01-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3865><s_b_5714><s_c_5404>
|
||
09:20 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4177>
|
||
【2026-01-20】
|
||
20:46 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_3261>
|
||
20:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6334><s_c_7638>
|
||
20:57 [广告-点击] <|ad_begin|><s_a_5863><s_b_6334><s_c_7638>
|
||
21:18 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3330>
|
||
21:18 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_3330>
|
||
【2026-01-21】
|
||
19:50 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1738>
|
||
【2026-01-22】
|
||
17:49 [视频-收藏/长播] <|video_begin|><s_a_7385><s_b_1822><s_c_5452>
|
||
20:35 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1009>
|
||
20:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1009>
|
||
【2026-01-23】
|
||
01:17 [广告-点击] <|ad_begin|><s_a_7097><s_b_1141><s_c_2678>
|
||
01:39 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2579>
|
||
01:39 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2579>
|
||
06:10 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
|
||
06:10 [广告-点击] <|ad_begin|><s_a_5998><s_b_5714><s_c_3501>
|
||
【2026-01-24】
|
||
06:07 [视频-点赞/长播] <|video_begin|><s_a_599><s_b_4305><s_c_2455>
|
||
【2026-01-25】
|
||
13:36 [视频-关注/长播] <|video_begin|><s_a_4646><s_b_2422><s_c_853>
|
||
21:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2082>
|
||
21:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2082>
|
||
【2026-01-27】
|
||
00:05 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_3189><s_c_5961>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2586>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2586>
|
||
09:53 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7145>
|
||
09:53 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_7145>
|
||
22:20 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_2960><s_c_6185>
|
||
22:20 [广告-点击] <|ad_begin|><s_a_4024><s_b_2960><s_c_6185>
|
||
【2026-01-28】
|
||
00:59 [视频-评论/点赞/长播] <|video_begin|><s_a_5568><s_b_4305><s_c_7815>
|
||
01:40 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_7549><s_c_2568>
|
||
01:40 [广告-点击] <|ad_begin|><s_a_8127><s_b_7549><s_c_2568>
|
||
21:02 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_2074><s_c_4783>
|
||
21:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1752>
|
||
21:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1752>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6861><s_c_4784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5848><s_b_5908><s_c_111>
|
||
00:49 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_6227>
|
||
22:17 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5633>
|
||
22:17 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_5633>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_366><s_b_24><s_c_3055>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_1103><s_c_3923>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_4516><s_c_5985>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1671><s_b_3435><s_c_5135>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1465><s_c_7072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7377><s_b_3435><s_c_7377>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
|
||
22:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7934>
|
||
23:23 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6674>
|
||
23:23 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_6674>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_4459>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3035><s_b_4839><s_c_6095>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7377><s_b_3435><s_c_7377>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6861><s_c_4784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4763><s_c_7506>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2360>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2638><s_c_875>
|
||
02:37 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_6771>
|
||
02:37 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_6771>
|
||
07:31 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
|
||
22:06 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
|
||
22:06 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2460>
|
||
22:37 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3589><s_c_3501>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_5331>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7056><s_b_5952><s_c_937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7864><s_c_5147>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_3348><s_c_939>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7787><s_b_8101><s_c_1282>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_3348><s_c_2674>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_1056>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4695><s_b_4613><s_c_4428>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5396><s_b_7971><s_c_3267>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5107><s_b_5449><s_c_519>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_8061><s_c_1783>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1827><s_b_4348><s_c_2490>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_4516><s_c_4360>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3760><s_b_4211><s_c_2496>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_868><s_c_1343>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5952><s_c_4459>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4885><s_b_5487><s_c_4459>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4695><s_b_4613><s_c_4428>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4885><s_b_5487><s_c_4459>
|
||
00:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7257>
|
||
00:33 [视频-长播] <|video_begin|><s_a_5910><s_b_4410><s_c_1986>
|
||
00:33 [视频-长播] <|video_begin|><s_a_5115><s_b_5119><s_c_4451>
|
||
00:33 [视频-长播] <|video_begin|><s_a_575><s_b_5025><s_c_6978>
|
||
00:51 [视频-长播] <|video_begin|><s_a_2135><s_b_2828><s_c_6973>
|
||
01:02 [视频-长播] <|video_begin|><s_a_8164><s_b_57><s_c_4212>
|
||
02:18 [视频-长播] <|video_begin|><s_a_1369><s_b_7877><s_c_4318>
|
||
02:18 [视频-长播] <|video_begin|><s_a_3510><s_b_1595><s_c_535>
|
||
02:23 [视频-长播] <|video_begin|><s_a_1883><s_b_3589><s_c_4631>
|
||
02:26 [视频-长播] <|video_begin|><s_a_2367><s_b_3009><s_c_141>
|
||
02:26 [视频-长播] <|video_begin|><s_a_5254><s_b_4259><s_c_25>
|
||
02:26 [视频-长播] <|video_begin|><s_a_2367><s_b_1002><s_c_141>
|
||
02:26 [视频-长播] <|video_begin|><s_a_3091><s_b_2941><s_c_4636>
|
||
02:40 [视频-长播] <|video_begin|><s_a_5254><s_b_6973><s_c_25>
|
||
02:40 [视频-长播] <|video_begin|><s_a_16><s_b_4127><s_c_1148>
|
||
08:04 [视频-长播] <|video_begin|><s_a_6586><s_b_8101><s_c_1957>
|
||
08:10 [视频-长播] <|video_begin|><s_a_8164><s_b_7246><s_c_360>
|
||
08:10 [视频-长播] <|video_begin|><s_a_2342><s_b_6495><s_c_2313>
|
||
08:10 [视频-长播] <|video_begin|><s_a_4522><s_b_7457><s_c_4977>
|
||
09:32 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_1740>
|
||
09:32 [视频-长播] <|video_begin|><s_a_532><s_b_6234><s_c_2568>
|
||
09:32 [视频-转发/长播] <|video_begin|><s_a_4646><s_b_7180><s_c_6047>
|
||
09:43 [视频-长播] <|video_begin|><s_a_4843><s_b_2865><s_c_7683>
|
||
10:50 [视频-长播] <|video_begin|><s_a_7385><s_b_6234><s_c_5964>
|
||
【2026-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
02:27 [视频-长播] <|video_begin|><s_a_5254><s_b_3153><s_c_6379>
|
||
02:27 [视频-长播] <|video_begin|><s_a_5254><s_b_2572><s_c_5061>
|
||
02:36 [视频-长播] <|video_begin|><s_a_6140><s_b_4864><s_c_853>
|
||
02:36 [视频-关注/长播] <|video_begin|><s_a_7246><s_b_7246><s_c_6313>
|
||
02:43 [视频-长播] <|video_begin|><s_a_2526><s_b_1227><s_c_7598>
|
||
02:46 [视频-长播] <|video_begin|><s_a_3363><s_b_2808><s_c_2262>
|
||
02:46 [视频-长播] <|video_begin|><s_a_2526><s_b_4278><s_c_3616>
|
||
06:46 [视频-长播] <|video_begin|><s_a_3510><s_b_581><s_c_4654>
|
||
06:46 [视频-长播] <|video_begin|><s_a_2616><s_b_1645><s_c_2873>
|
||
06:51 [视频-长播] <|video_begin|><s_a_5991><s_b_3589><s_c_7466>
|
||
06:51 [视频-长播] <|video_begin|><s_a_7390><s_b_7180><s_c_141>
|
||
06:52 [视频-长播] <|video_begin|><s_a_3373><s_b_6426><s_c_6583>
|
||
06:52 [视频-长播] <|video_begin|><s_a_6958><s_b_404><s_c_4636>
|
||
06:52 [视频-长播] <|video_begin|><s_a_7385><s_b_3235><s_c_987>
|
||
06:57 [视频-长播] <|video_begin|><s_a_7984><s_b_6234><s_c_5209>
|
||
06:57 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_677>
|
||
06:57 [视频-长播] <|video_begin|><s_a_6995><s_b_5952><s_c_2205>
|
||
07:09 [视频-长播] <|video_begin|><s_a_6321><s_b_3589><s_c_2262>
|
||
07:09 [视频-长播] <|video_begin|><s_a_1336><s_b_2865><s_c_7506>
|
||
07:09 [视频-长播] <|video_begin|><s_a_1106><s_b_6818><s_c_5776>
|
||
20:16 [视频-长播] <|video_begin|><s_a_532><s_b_2555><s_c_853>
|
||
【2026-02-05】
|
||
01:11 [视频-长播] <|video_begin|><s_a_3510><s_b_8008><s_c_3026>
|
||
01:20 [视频-长播] <|video_begin|><s_a_4646><s_b_800><s_c_7900>
|
||
01:20 [视频-长播] <|video_begin|><s_a_4392><s_b_5841><s_c_237>
|
||
01:20 [视频-长播] <|video_begin|><s_a_4918><s_b_4460><s_c_2199>
|
||
08:16 [视频-长播] <|video_begin|><s_a_532><s_b_6234><s_c_3616>
|
||
08:16 [视频-长播] <|video_begin|><s_a_7004><s_b_6033><s_c_4318>
|
||
09:00 [视频-长播] <|video_begin|><s_a_4913><s_b_8018><s_c_1004>
|
||
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心抽取逻辑（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从娱乐消遣到寻求专业法律咨询的认知跃迁
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从娱乐消遣到寻求专业法律咨询的认知跃迁",
|
||
"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"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain": {"name": "从娱乐消遣到寻求专业法律咨询的认知跃迁", "events": [{"date": "2025-12-22", "action": "[广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>", "logic": "问题域接触：通过观看大量关于“出轨”、“情感纠葛”、“家庭矛盾”等主题的短剧广告，被动地接触并沉浸在相关问题情境中。"}, {"date": "2026-01-06", "action": "[直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7264>", "logic": "认知跃迁与路径修正：用户的兴趣点从虚构的剧情消费，转向了现实中的专业解决方案。主动对提供“刑案咨询”和“实务讲解”的直播主进行打赏，表明其需求从娱乐消遣升级为获取专业法律知识，是典型的认知跃迁。"}]}}<|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。
|
||
下面给出用户历史行为线索：
|
||
用户在直播域: 关注了主播 <|living_begin|><s_a_2828><s_b_8049><s_c_5956>, <|living_begin|><s_a_1307><s_b_6039><s_c_5054>, <|living_begin|><s_a_2828><s_b_8049><s_c_7951>, <|living_begin|><s_a_6492><s_b_451><s_c_6278>, <|living_begin|><s_a_2828><s_b_8049><s_c_5956>, <|living_begin|><s_a_6492><s_b_8049><s_c_6666>, <|living_begin|><s_a_1957><s_b_7342><s_c_4135>, <|living_begin|><s_a_4372><s_b_6039><s_c_6278>, <|living_begin|><s_a_2828><s_b_697><s_c_1000>, <|living_begin|><s_a_2828><s_b_5961><s_c_4868>, <|living_begin|><s_a_5728><s_b_852><s_c_3038>, <|living_begin|><s_a_6492><s_b_7342><s_c_6430>, <|living_begin|><s_a_3367><s_b_3854><s_c_6278>, <|living_begin|><s_a_6492><s_b_7603><s_c_875>, <|living_begin|><s_a_7723><s_b_1410><s_c_7722>, <|living_begin|><s_a_6492><s_b_451><s_c_4751>, <|living_begin|><s_a_1658><s_b_7603><s_c_3026>, <|living_begin|><s_a_3367><s_b_6039><s_c_6609>, <|living_begin|><s_a_3367><s_b_6039><s_c_6278>, <|living_begin|><s_a_283><s_b_451><s_c_5851>, <|living_begin|><s_a_2828><s_b_451><s_c_5392>, <|living_begin|><s_a_1658><s_b_451><s_c_535>, <|living_begin|><s_a_283><s_b_7342><s_c_2513>, <|living_begin|><s_a_5824><s_b_665><s_c_953>, <|living_begin|><s_a_2828><s_b_8049><s_c_7548>, <|living_begin|><s_a_4144><s_b_697><s_c_5401>, <|living_begin|><s_a_3367><s_b_6039><s_c_4519>, <|living_begin|><s_a_3367><s_b_6039><s_c_909>, <|living_begin|><s_a_436><s_b_1247><s_c_1379>, <|living_begin|><s_a_1957><s_b_7342><s_c_1148>, <|living_begin|><s_a_4372><s_b_6039><s_c_4467>, <|living_begin|><s_a_1860><s_b_580><s_c_6993>, <|living_begin|><s_a_1658><s_b_8049><s_c_6275>, <|living_begin|><s_a_4372><s_b_56><s_c_6278>, <|living_begin|><s_a_3367><s_b_7217><s_c_6278>, <|living_begin|><s_a_363><s_b_5270><s_c_2644>, <|living_begin|><s_a_1957><s_b_5627><s_c_3763>, <|living_begin|><s_a_6492><s_b_6234><s_c_677>, <|living_begin|><s_a_3367><s_b_6039><s_c_6266>, <|living_begin|><s_a_5728><s_b_3851><s_c_2535>, <|living_begin|><s_a_4372><s_b_839><s_c_4092>, <|living_begin|><s_a_4372><s_b_6051><s_c_6278>, <|living_begin|><s_a_283><s_b_451><s_c_1487>, <|living_begin|><s_a_4843><s_b_6234><s_c_2357>, <|living_begin|><s_a_469><s_b_1549><s_c_5230>, <|living_begin|><s_a_1658><s_b_7342><s_c_4987>, <|living_begin|><s_a_7305><s_b_1224><s_c_2695>, <|living_begin|><s_a_4931><s_b_1583><s_c_2686>, <|living_begin|><s_a_440><s_b_6234><s_c_1099>, <|living_begin|><s_a_7305><s_b_1873><s_c_6831>，首次打赏了 <|living_begin|><s_a_3713><s_b_2221><s_c_6278>, <|living_begin|><s_a_4843><s_b_2113><s_c_3970>, <|living_begin|><s_a_6263><s_b_7878><s_c_7264>, <|living_begin|><s_a_6492><s_b_8049><s_c_6758>, <|living_begin|><s_a_5782><s_b_2789><s_c_3207>, <|living_begin|><s_a_1658><s_b_6484><s_c_6557>, <|living_begin|><s_a_680><s_b_765><s_c_2403>, <|living_begin|><s_a_1790><s_b_6234><s_c_2513>, <|living_begin|><s_a_2828><s_b_2221><s_c_677>, <|living_begin|><s_a_231><s_b_7342><s_c_7951>, <|living_begin|><s_a_3188><s_b_6234><s_c_7951>, <|living_begin|><s_a_6640><s_b_3898><s_c_6831>, <|living_begin|><s_a_3188><s_b_7342><s_c_3973>, <|living_begin|><s_a_6456><s_b_3636><s_c_7839>, <|living_begin|><s_a_6492><s_b_7342><s_c_535>, <|living_begin|><s_a_3188><s_b_665><s_c_5988>, <|living_begin|><s_a_7888><s_b_7175><s_c_7754>, <|living_begin|><s_a_7823><s_b_1089><s_c_3676>, <|living_begin|><s_a_2828><s_b_1227><s_c_606>, <|living_begin|><s_a_3188><s_b_8049><s_c_1708>, <|living_begin|><s_a_7151><s_b_7342><s_c_4684>, <|living_begin|><s_a_6492><s_b_7342><s_c_3676>, <|living_begin|><s_a_5179><s_b_7342><s_c_6278>, <|living_begin|><s_a_2828><s_b_4010><s_c_3338>, <|living_begin|><s_a_4372><s_b_7342><s_c_6305>, <|living_begin|><s_a_3188><s_b_697><s_c_4631>, <|living_begin|><s_a_3188><s_b_7342><s_c_3026>, <|living_begin|><s_a_2828><s_b_3952><s_c_3501>, <|living_begin|><s_a_3713><s_b_1089><s_c_3026>, <|living_begin|><s_a_4372><s_b_5821><s_c_7683>, <|living_begin|><s_a_3713><s_b_7342><s_c_6583>, <|living_begin|><s_a_3713><s_b_4342><s_c_6278>, <|living_begin|><s_a_4372><s_b_1258><s_c_2957>, <|living_begin|><s_a_1790><s_b_759><s_c_6278>, <|living_begin|><s_a_6640><s_b_4050><s_c_6244>, <|living_begin|><s_a_3713><s_b_6973><s_c_3026>, <|living_begin|><s_a_6456><s_b_7232><s_c_7772>, <|living_begin|><s_a_3713><s_b_1227><s_c_535>, <|living_begin|><s_a_2828><s_b_5727><s_c_677>, <|living_begin|><s_a_6640><s_b_1258><s_c_6900>，给主播 <|living_begin|><s_a_2828><s_b_6234><s_c_7754>, <|living_begin|><s_a_7728><s_b_7808><s_c_3948>, <|living_begin|><s_a_3188><s_b_7342><s_c_6831> 打赏过，对主播 <|living_begin|><s_a_6627><s_b_6477><s_c_4512>, <|living_begin|><s_a_3409><s_b_1227><s_c_6278>, <|living_begin|><s_a_6492><s_b_451><s_c_1269>, <|living_begin|><s_a_5946><s_b_5757><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_3473><s_b_1984><s_c_3576>, <|prod_begin|><s_a_3908><s_b_1258><s_c_4591>, <|prod_begin|><s_a_4929><s_b_7827><s_c_7100>, <|prod_begin|><s_a_4484><s_b_5098><s_c_5650>, <|prod_begin|><s_a_4206><s_b_376><s_c_407>, <|prod_begin|><s_a_4484><s_b_3978><s_c_5344>, <|prod_begin|><s_a_513><s_b_1258><s_c_2032>, <|prod_begin|><s_a_355><s_b_7178><s_c_4908>, <|prod_begin|><s_a_355><s_b_7746><s_c_1234>, <|prod_begin|><s_a_5653><s_b_5090><s_c_3387>, <|prod_begin|><s_a_4273><s_b_2412><s_c_2976>, <|prod_begin|><s_a_2412><s_b_3089><s_c_6941>, <|prod_begin|><s_a_4206><s_b_376><s_c_407>, <|prod_begin|><s_a_6778><s_b_255><s_c_5267>, <|prod_begin|><s_a_2398><s_b_4782><s_c_3936>, <|prod_begin|><s_a_193><s_b_3981><s_c_4107>, <|prod_begin|><s_a_2266><s_b_441><s_c_2773>, <|prod_begin|><s_a_6778><s_b_483><s_c_7314>, <|prod_begin|><s_a_1522><s_b_171><s_c_4708>, <|prod_begin|><s_a_1522><s_b_171><s_c_4708>, <|prod_begin|><s_a_2412><s_b_7827><s_c_6941>, <|prod_begin|><s_a_6778><s_b_2065><s_c_4159>, <|prod_begin|><s_a_6778><s_b_4962><s_c_2273>, <|prod_begin|><s_a_4484><s_b_673><s_c_2836>, <|prod_begin|><s_a_4953><s_b_7178><s_c_5688>, <|prod_begin|><s_a_4206><s_b_379><s_c_107>, <|prod_begin|><s_a_355><s_b_7746><s_c_1234>, <|prod_begin|><s_a_4484><s_b_6985><s_c_2950>, <|prod_begin|><s_a_5913><s_b_3206><s_c_7690>, <|prod_begin|><s_a_355><s_b_7746><s_c_1234>, <|prod_begin|><s_a_7216><s_b_4916><s_c_527>, <|prod_begin|><s_a_5913><s_b_3206><s_c_7690>, <|prod_begin|><s_a_8138><s_b_7581><s_c_3923>, <|prod_begin|><s_a_4783><s_b_6467><s_c_480>, <|prod_begin|><s_a_6488><s_b_1103><s_c_2215>, <|prod_begin|><s_a_5459><s_b_5588><s_c_2509>, <|prod_begin|><s_a_2083><s_b_6642><s_c_6374>, <|prod_begin|><s_a_7938><s_b_1113><s_c_3881>, <|prod_begin|><s_a_3875><s_b_2098><s_c_2782>, <|prod_begin|><s_a_4953><s_b_7170><s_c_5504>, <|prod_begin|><s_a_2553><s_b_5002><s_c_4953>, <|prod_begin|><s_a_4484><s_b_6985><s_c_2950>, <|prod_begin|><s_a_355><s_b_7746><s_c_1234>, <|prod_begin|><s_a_3379><s_b_7178><s_c_944>, <|prod_begin|><s_a_2326><s_b_5608><s_c_7006>, <|prod_begin|><s_a_513><s_b_1258><s_c_2717>, <|prod_begin|><s_a_8138><s_b_2960><s_c_5062>，购买了 <|prod_begin|><s_a_7592><s_b_483><s_c_7245>, <|prod_begin|><s_a_513><s_b_1282><s_c_7925>。
|
||
用户视频行为: 深度观看了 <|video_begin|><s_a_3836><s_b_1002><s_c_997>, <|video_begin|><s_a_5907><s_b_6234><s_c_540>, <|video_begin|><s_a_3947><s_b_2918><s_c_7806>, <|video_begin|><s_a_148><s_b_4959><s_c_1520>, <|video_begin|><s_a_532><s_b_5002><s_c_7315>, <|video_begin|><s_a_4088><s_b_4944><s_c_2057>, <|video_begin|><s_a_5023><s_b_4092><s_c_5362>, <|video_begin|><s_a_6597><s_b_1089><s_c_6227>, <|video_begin|><s_a_1167><s_b_964><s_c_6856>, <|video_begin|><s_a_3578><s_b_6234><s_c_286>, <|video_begin|><s_a_3510><s_b_4944><s_c_3676>, <|video_begin|><s_a_2116><s_b_5511><s_c_5957>, <|video_begin|><s_a_3062><s_b_6545><s_c_143>, <|video_begin|><s_a_3528><s_b_7342><s_c_406>, <|video_begin|><s_a_4039><s_b_6234><s_c_3659>, <|video_begin|><s_a_2408><s_b_6519><s_c_6954>, <|video_begin|><s_a_3062><s_b_1258><s_c_143>, <|video_begin|><s_a_4751><s_b_5349><s_c_5815>, <|video_begin|><s_a_3062><s_b_759><s_c_3036>, <|video_begin|><s_a_1874><s_b_4541><s_c_7235>, <|video_begin|><s_a_5907><s_b_6551><s_c_6305>, <|video_begin|><s_a_2015><s_b_2632><s_c_2975>, <|video_begin|><s_a_6843><s_b_4037><s_c_3476>, <|video_begin|><s_a_2450><s_b_7047><s_c_5673>, <|video_begin|><s_a_16><s_b_4033><s_c_2530>, <|video_begin|><s_a_7542><s_b_6973><s_c_2653>, <|video_begin|><s_a_6834><s_b_915><s_c_1306>, <|video_begin|><s_a_3689><s_b_4037><s_c_997>, <|video_begin|><s_a_6597><s_b_7261><s_c_6278>, <|video_begin|><s_a_6843><s_b_6690><s_c_7790>, <|video_begin|><s_a_6955><s_b_6782><s_c_1738>, <|video_begin|><s_a_2015><s_b_3589><s_c_2514>, <|video_begin|><s_a_116><s_b_1002><s_c_2643>, <|video_begin|><s_a_3766><s_b_1952><s_c_4599>, <|video_begin|><s_a_3709><s_b_7016><s_c_2722>, <|video_begin|><s_a_7830><s_b_727><s_c_1840>, <|video_begin|><s_a_4751><s_b_1596><s_c_3217>, <|video_begin|><s_a_8164><s_b_1642><s_c_1933>, <|video_begin|><s_a_5023><s_b_5952><s_c_2984>, <|video_begin|><s_a_5991><s_b_1002><s_c_5776>, <|video_begin|><s_a_8164><s_b_558><s_c_5928>, <|video_begin|><s_a_5023><s_b_594><s_c_6067>, <|video_begin|><s_a_7830><s_b_4135><s_c_6154>, <|video_begin|><s_a_3510><s_b_5869><s_c_7899>, <|video_begin|><s_a_6597><s_b_727><s_c_6919>, <|video_begin|><s_a_7830><s_b_7455><s_c_5308>, <|video_begin|><s_a_2015><s_b_4399><s_c_907>, <|video_begin|><s_a_3510><s_b_4262><s_c_6583>, <|video_begin|><s_a_5023><s_b_4037><s_c_2416>, <|video_begin|><s_a_4031><s_b_4838><s_c_1423>，对视频 <|video_begin|><s_a_7751><s_b_4037><s_c_6416>, <|video_begin|><s_a_8164><s_b_2221><s_c_2568>, <|video_begin|><s_a_3766><s_b_8007><s_c_4344>, <|video_begin|><s_a_562><s_b_6234><s_c_3716>, <|video_begin|><s_a_6834><s_b_6582><s_c_1110>, <|video_begin|><s_a_4064><s_b_7608><s_c_1000> 有过点赞/长播行为，对视频 <|video_begin|><s_a_1291><s_b_7181><s_c_7187>, <|video_begin|><s_a_6597><s_b_5707><s_c_7924>, <|video_begin|><s_a_5144><s_b_1503><s_c_5405>, <|video_begin|><s_a_1880><s_b_3063><s_c_1485>, <|video_begin|><s_a_1880><s_b_5800><s_c_7970>, <|video_begin|><s_a_1651><s_b_7776><s_c_2393>, <|video_begin|><s_a_7830><s_b_1399><s_c_7124>, <|video_begin|><s_a_5023><s_b_7554><s_c_3843>, <|video_begin|><s_a_5907><s_b_6727><s_c_3834>, <|video_begin|><s_a_5629><s_b_6234><s_c_4468>, <|video_begin|><s_a_3386><s_b_1575><s_c_7733>, <|video_begin|><s_a_6904><s_b_558><s_c_6171>, <|video_begin|><s_a_4032><s_b_1282><s_c_997>, <|video_begin|><s_a_2116><s_b_3043><s_c_7951> 有过评论/长播行为，对视频 <|video_begin|><s_a_5018><s_b_5876><s_c_2401>, <|video_begin|><s_a_7830><s_b_1399><s_c_4171>, <|video_begin|><s_a_5023><s_b_7216><s_c_8061>, <|video_begin|><s_a_1880><s_b_6798><s_c_645>, <|video_begin|><s_a_1726><s_b_4291><s_c_1935>, <|video_begin|><s_a_5023><s_b_429><s_c_5679>, <|video_begin|><s_a_7751><s_b_4037><s_c_1230> 有过收藏/长播行为，对视频 <|video_begin|><s_a_3062><s_b_3589><s_c_7722>, <|video_begin|><s_a_7751><s_b_3857><s_c_2693>, <|video_begin|><s_a_7751><s_b_7492><s_c_1321>, <|video_begin|><s_a_4193><s_b_1798><s_c_5673> 有过关注/长播行为，对视频 <|video_begin|><s_a_6386><s_b_7342><s_c_3659>, <|video_begin|><s_a_5673><s_b_6234><s_c_2115>, <|video_begin|><s_a_1726><s_b_5676><s_c_141> 有过关注/点赞/长播行为，对视频 <|video_begin|><s_a_3801><s_b_6006><s_c_111>, <|video_begin|><s_a_7308><s_b_4746><s_c_111>, <|video_begin|><s_a_1883><s_b_7261><s_c_1740>, <|video_begin|><s_a_6510><s_b_5672><s_c_8109> 有过转发/长播行为，对视频 <|video_begin|><s_a_2125><s_b_7776><s_c_1170> 有过评论/收藏/长播行为，看过视频 <|video_begin|><s_a_4258><s_b_6170><s_c_845>。
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广告行为: 对广告 <|ad_begin|><s_a_5115><s_b_1510><s_c_3648>, <|ad_begin|><s_a_1210><s_b_5841><s_c_7718>, <|ad_begin|><s_a_5960><s_b_6234><s_c_4092>, <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>, <|ad_begin|><s_a_5687><s_b_1916><s_c_3725>, <|ad_begin|><s_a_4928><s_b_7214><s_c_7534>, <|ad_begin|><s_a_5368><s_b_6186><s_c_2447>, <|ad_begin|><s_a_5894><s_b_6726><s_c_1038>, <|ad_begin|><s_a_5115><s_b_1588><s_c_1402>, <|ad_begin|><s_a_7879><s_b_581><s_c_407>, <|ad_begin|><s_a_3627><s_b_5763><s_c_7028>, <|ad_begin|><s_a_1596><s_b_6907><s_c_535>, <|ad_begin|><s_a_5983><s_b_56><s_c_3709>, <|ad_begin|><s_a_5368><s_b_2031><s_c_7657>, <|ad_begin|><s_a_5687><s_b_6085><s_c_113>, <|ad_begin|><s_a_5368><s_b_414><s_c_4675>, <|ad_begin|><s_a_3627><s_b_1491><s_c_6601>, <|ad_begin|><s_a_1596><s_b_4410><s_c_625>, <|ad_begin|><s_a_3627><s_b_908><s_c_6748>, <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>, <|ad_begin|><s_a_2817><s_b_7870><s_c_3955>, <|ad_begin|><s_a_2817><s_b_6006><s_c_6879>, <|ad_begin|><s_a_1119><s_b_5511><s_c_875>, <|ad_begin|><s_a_2817><s_b_581><s_c_987>, <|ad_begin|><s_a_1596><s_b_1029><s_c_1405>, <|ad_begin|><s_a_6846><s_b_3992><s_c_809>, <|ad_begin|><s_a_4340><s_b_7181><s_c_2596>, <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>, <|ad_begin|><s_a_795><s_b_1277><s_c_7449>, <|ad_begin|><s_a_5115><s_b_5647><s_c_3391>, <|ad_begin|><s_a_5115><s_b_5108><s_c_594>, <|ad_begin|><s_a_5115><s_b_8104><s_c_2290>, <|ad_begin|><s_a_5115><s_b_1310><s_c_1364>, <|ad_begin|><s_a_5368><s_b_2549><s_c_1044>, <|ad_begin|><s_a_1596><s_b_2549><s_c_677>, <|ad_begin|><s_a_5115><s_b_1940><s_c_210>, <|ad_begin|><s_a_5115><s_b_6234><s_c_3877>, <|ad_begin|><s_a_2817><s_b_6782><s_c_6707>, <|ad_begin|><s_a_5115><s_b_3182><s_c_5667>, <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>, <|ad_begin|><s_a_4039><s_b_2826><s_c_8113>, <|ad_begin|><s_a_4540><s_b_4340><s_c_1935>, <|ad_begin|><s_a_1584><s_b_1310><s_c_6486>, <|ad_begin|><s_a_5368><s_b_4541><s_c_6122>, <|ad_begin|><s_a_5632><s_b_7877><s_c_842>, <|ad_begin|><s_a_3863><s_b_4009><s_c_7073>, <|ad_begin|><s_a_1584><s_b_651><s_c_2280>, <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>, <|ad_begin|><s_a_4403><s_b_1141><s_c_1223>, <|ad_begin|><s_a_5998><s_b_6006><s_c_1110>, <|ad_begin|><s_a_3091><s_b_6234><s_c_1858>, <|ad_begin|><s_a_4815><s_b_6435><s_c_141>, <|ad_begin|><s_a_4340><s_b_3827><s_c_113>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3589>, <|ad_begin|><s_a_5673><s_b_6234><s_c_2756>, <|ad_begin|><s_a_4340><s_b_5378><s_c_5713>, <|ad_begin|><s_a_3062><s_b_1223><s_c_3036>, <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>, <|ad_begin|><s_a_4403><s_b_2246><s_c_8075>, <|ad_begin|><s_a_1708><s_b_581><s_c_3522>, <|ad_begin|><s_a_4340><s_b_4932><s_c_846>, <|ad_begin|><s_a_5115><s_b_1029><s_c_4599>, <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>, <|ad_begin|><s_a_5673><s_b_665><s_c_6150>, <|ad_begin|><s_a_3641><s_b_7571><s_c_7333>, <|ad_begin|><s_a_4403><s_b_2221><s_c_3047>, <|ad_begin|><s_a_5185><s_b_6234><s_c_4611>, <|ad_begin|><s_a_4935><s_b_7608><s_c_7160>, <|ad_begin|><s_a_1474><s_b_3193><s_c_1659>, <|ad_begin|><s_a_5115><s_b_353><s_c_2447> 完成过深度转化，点击过广告 <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>, <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>, <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>, <|ad_begin|><s_a_143><s_b_2737><s_c_7616>, <|ad_begin|><s_a_5115><s_b_1029><s_c_7512>, <|ad_begin|><s_a_2470><s_b_3323><s_c_925>, <|ad_begin|><s_a_4403><s_b_1141><s_c_1223>, <|ad_begin|><s_a_1596><s_b_1029><s_c_625>, <|ad_begin|><s_a_5998><s_b_6006><s_c_1110>, <|ad_begin|><s_a_3091><s_b_6234><s_c_1858>, <|ad_begin|><s_a_4815><s_b_6435><s_c_141>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_143><s_b_6519><s_c_2084>, <|ad_begin|><s_a_4340><s_b_3827><s_c_113>, <|ad_begin|><s_a_3711><s_b_3992><s_c_4707>, <|ad_begin|><s_a_3069><s_b_6234><s_c_3589>, <|ad_begin|><s_a_104><s_b_168><s_c_6390>, <|ad_begin|><s_a_3113><s_b_168><s_c_480>, <|ad_begin|><s_a_250><s_b_620><s_c_4878>, <|ad_begin|><s_a_3113><s_b_168><s_c_6451>, <|ad_begin|><s_a_3829><s_b_6973><s_c_4611>, <|ad_begin|><s_a_3829><s_b_7608><s_c_7945>, <|ad_begin|><s_a_3829><s_b_6973><s_c_4611>, <|ad_begin|><s_a_3829><s_b_7608><s_c_7945>, <|ad_begin|><s_a_5673><s_b_6234><s_c_2756>, <|ad_begin|><s_a_1708><s_b_6436><s_c_5563>, <|ad_begin|><s_a_4340><s_b_5378><s_c_5713>, <|ad_begin|><s_a_3062><s_b_1223><s_c_3036>, <|ad_begin|><s_a_3627><s_b_727><s_c_4519>, <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>, <|ad_begin|><s_a_3627><s_b_5763><s_c_7028>, <|ad_begin|><s_a_7088><s_b_2799><s_c_8183>, <|ad_begin|><s_a_7042><s_b_6775><s_c_7268>, <|ad_begin|><s_a_4403><s_b_2246><s_c_8075>, <|ad_begin|><s_a_3113><s_b_168><s_c_480>, <|ad_begin|><s_a_104><s_b_168><s_c_6390>, <|ad_begin|><s_a_5687><s_b_7498><s_c_1337>, <|ad_begin|><s_a_3711><s_b_3992><s_c_4707>, <|ad_begin|><s_a_1708><s_b_581><s_c_3522>, <|ad_begin|><s_a_4340><s_b_4932><s_c_846>, <|ad_begin|><s_a_5115><s_b_1029><s_c_4599>, <|ad_begin|><s_a_4928><s_b_7963><s_c_1015>, <|ad_begin|><s_a_5910><s_b_6973><s_c_2344>, <|ad_begin|><s_a_1393><s_b_581><s_c_5138>, <|ad_begin|><s_a_4928><s_b_6234><s_c_47>, <|ad_begin|><s_a_3604><s_b_6358><s_c_5839>, <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>, <|ad_begin|><s_a_3711><s_b_3992><s_c_4707>, <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>, <|ad_begin|><s_a_5673><s_b_665><s_c_6150>, <|ad_begin|><s_a_5906><s_b_4142><s_c_4726>, <|ad_begin|><s_a_3641><s_b_7571><s_c_7333>, <|ad_begin|><s_a_4403><s_b_2221><s_c_3047>, <|ad_begin|><s_a_4403><s_b_3009><s_c_3026>, <|ad_begin|><s_a_3732><s_b_6234><s_c_3877>, <|ad_begin|><s_a_3113><s_b_168><s_c_6451>, <|ad_begin|><s_a_1351><s_b_2826><s_c_7106>, <|ad_begin|><s_a_5185><s_b_6234><s_c_4611>, <|ad_begin|><s_a_3711><s_b_3992><s_c_4707>, <|ad_begin|><s_a_5229><s_b_1413><s_c_6057>, <|ad_begin|><s_a_5229><s_b_1413><s_c_6057>, <|ad_begin|><s_a_4935><s_b_7608><s_c_7160>, <|ad_begin|><s_a_1474><s_b_3193><s_c_1659>, <|ad_begin|><s_a_5115><s_b_353><s_c_2447>。
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请基于这些线索总结该用户在各场景中的目标内容。/think<|im_end|>
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<|im_start|>assistant
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该用户最近喜欢的视频有: <|video_begin|><s_a_16><s_b_4552><s_c_1099><|im_end|>
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<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
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label_ids:
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/home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-06 03:42:55,648 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
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||
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labels:
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["<|ad_begin|><s_a_7097><s_b_6234><s_c_1501>", "<|ad_begin|><s_a_3001><s_b_6047><s_c_3995>", "<|ad_begin|><s_a_3001><s_b_978><s_c_4636>", "<|ad_begin|><s_a_3001><s_b_1411><s_c_3995>", "<|ad_begin|><s_a_3001><s_b_3472><s_c_7609>", "<|ad_begin|><s_a_3001><s_b_3280><s_c_401>", "<|ad_begin|><s_a_3001><s_b_6244><s_c_6047>", "<|ad_begin|><s_a_3001><s_b_8179><s_c_1719>", "<|video_begin|><s_a_3001><s_b_2221><s_c_1767>", "<|ad_begin|><s_a_795><s_b_7246><s_c_8042>", "<|video_begin|><s_a_5818><s_b_2497><s_c_5609>", "<|ad_begin|><s_a_5673><s_b_404><s_c_6185>", "<|ad_begin|><s_a_1393><s_b_581><s_c_2568>"]<|im_end|>
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{"logic_chain": {"name": "从娱乐消遣到寻求专业法律咨询的认知跃迁", "events": [{"date": "2025-12-22", "action": "[广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>", "logic": "问题域接触：通过观看大量关于“出轨”、“情感纠葛”、“家庭矛盾”等主题的短剧广告，被动地接触并沉浸在相关问题情境中。"}, {"date": "2026-01-06", "action": "[直播-首次打赏] <|living_begin|><s_a_4372><s_b_6234><s_c_7264>", "logic": "认知跃迁与路径修正：用户的兴趣点从虚构的剧情消费，转向了现实中的专业解决方案。主动对提供“刑案咨询”和“实务讲解”的直播主进行打赏，表明其需求从娱乐消遣升级为获取专业法律知识，是典型的认知跃迁。"}]}}<|im_end|>
|
||
该用户最近喜欢的视频有: <|video_begin|><s_a_16><s_b_4552><s_c_1099><|im_end|>
|
||
|
||
[INFO|2026-07-06 03:42:55] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-06 03:42:55] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-06 03:42:56,361 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-06 03:42:56,361 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-06 03:42:56,414 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
|
||
|
||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
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||
Loading weights: 1%| | 2/311 [00:00<00:17, 17.34it/s]
|
||
Loading weights: 23%|██▎ | 72/311 [00:00<00:00, 393.87it/s]
|
||
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|
||
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|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 687.30it/s]
|
||
[INFO|configuration_utils.py:980] 2026-07-06 03:42:57,487 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-06 03:42:57,487 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-06 03:42:57,789 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-06 03:42:57] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-06 03:42:57] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-06 03:42:57] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-06 03:42:57] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-06 03:42:57] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-06 03:42:57,830 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-06 03:42:57,937 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-06 03:42:57,937 >> Num examples = 1,186
|
||
[INFO|trainer.py:1471] 2026-07-06 03:42:57,937 >> Num Epochs = 1
|
||
[INFO|trainer.py:1472] 2026-07-06 03:42:57,937 >> Num update steps per epoch = 297
|
||
[INFO|trainer.py:1473] 2026-07-06 03:42:57,937 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-06 03:42:57,937 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-06 03:42:57,937 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-06 03:42:57,937 >> Total optimization steps = 297
|
||
[INFO|trainer.py:1479] 2026-07-06 03:42:57,937 >> Number of trainable parameters = 801,433,600
|
||
|
||
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100%|██████████| 297/297 [39:03<00:00, 6.31s/it][INFO|trainer.py:3815] 2026-07-06 04:22:01,212 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/checkpoint-297
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[INFO|configuration_utils.py:533] 2026-07-06 04:22:01,213 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/checkpoint-297/config.json
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[INFO|configuration_utils.py:816] 2026-07-06 04:22:01,214 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/checkpoint-297/generation_config.json
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||
{'loss': '2.342', 'grad_norm': '38.5', 'learning_rate': '8.889e-06', 'epoch': '0.01686'}
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||
{'loss': '1.706', 'grad_norm': '9.875', 'learning_rate': '2e-05', 'epoch': '0.03373'}
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{'loss': '1.748', 'grad_norm': '9.875', 'learning_rate': '1.999e-05', 'epoch': '0.05059'}
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||
{'loss': '1.568', 'grad_norm': '6.781', 'learning_rate': '1.994e-05', 'epoch': '0.06745'}
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||
{'loss': '1.347', 'grad_norm': '8.375', 'learning_rate': '1.987e-05', 'epoch': '0.08432'}
|
||
{'loss': '1.207', 'grad_norm': '8.562', 'learning_rate': '1.976e-05', 'epoch': '0.1012'}
|
||
{'loss': '1.324', 'grad_norm': '5.812', 'learning_rate': '1.963e-05', 'epoch': '0.118'}
|
||
{'loss': '1.165', 'grad_norm': '5.906', 'learning_rate': '1.947e-05', 'epoch': '0.1349'}
|
||
{'loss': '1.226', 'grad_norm': '5.969', 'learning_rate': '1.928e-05', 'epoch': '0.1518'}
|
||
{'loss': '1.235', 'grad_norm': '9.438', 'learning_rate': '1.906e-05', 'epoch': '0.1686'}
|
||
{'loss': '1.396', 'grad_norm': '6.75', 'learning_rate': '1.882e-05', 'epoch': '0.1855'}
|
||
{'loss': '1.026', 'grad_norm': '6.562', 'learning_rate': '1.855e-05', 'epoch': '0.2024'}
|
||
{'loss': '1.228', 'grad_norm': '4.156', 'learning_rate': '1.825e-05', 'epoch': '0.2192'}
|
||
{'loss': '1.25', 'grad_norm': '7.219', 'learning_rate': '1.793e-05', 'epoch': '0.2361'}
|
||
{'loss': '1.233', 'grad_norm': '5.5', 'learning_rate': '1.759e-05', 'epoch': '0.253'}
|
||
{'loss': '1.247', 'grad_norm': '7.5', 'learning_rate': '1.722e-05', 'epoch': '0.2698'}
|
||
{'loss': '1.071', 'grad_norm': '6.844', 'learning_rate': '1.684e-05', 'epoch': '0.2867'}
|
||
{'loss': '1.606', 'grad_norm': '6.812', 'learning_rate': '1.643e-05', 'epoch': '0.3035'}
|
||
{'loss': '1.147', 'grad_norm': '6.75', 'learning_rate': '1.6e-05', 'epoch': '0.3204'}
|
||
{'loss': '1.256', 'grad_norm': '6.312', 'learning_rate': '1.556e-05', 'epoch': '0.3373'}
|
||
{'loss': '1.006', 'grad_norm': '6.094', 'learning_rate': '1.509e-05', 'epoch': '0.3541'}
|
||
{'loss': '1.448', 'grad_norm': '2.969', 'learning_rate': '1.462e-05', 'epoch': '0.371'}
|
||
{'loss': '1.159', 'grad_norm': '6.438', 'learning_rate': '1.413e-05', 'epoch': '0.3879'}
|
||
{'loss': '1.183', 'grad_norm': '7.656', 'learning_rate': '1.362e-05', 'epoch': '0.4047'}
|
||
{'loss': '1.413', 'grad_norm': '7.906', 'learning_rate': '1.311e-05', 'epoch': '0.4216'}
|
||
{'loss': '1.192', 'grad_norm': '6.312', 'learning_rate': '1.259e-05', 'epoch': '0.4384'}
|
||
{'loss': '1.05', 'grad_norm': '7.562', 'learning_rate': '1.206e-05', 'epoch': '0.4553'}
|
||
{'loss': '1.427', 'grad_norm': '6.438', 'learning_rate': '1.152e-05', 'epoch': '0.4722'}
|
||
{'loss': '1.136', 'grad_norm': '7.719', 'learning_rate': '1.098e-05', 'epoch': '0.489'}
|
||
{'loss': '1.225', 'grad_norm': '6.781', 'learning_rate': '1.044e-05', 'epoch': '0.5059'}
|
||
{'loss': '1.274', 'grad_norm': '8.5', 'learning_rate': '9.891e-06', 'epoch': '0.5228'}
|
||
{'loss': '1.271', 'grad_norm': '7.344', 'learning_rate': '9.346e-06', 'epoch': '0.5396'}
|
||
{'loss': '1.02', 'grad_norm': '5.156', 'learning_rate': '8.803e-06', 'epoch': '0.5565'}
|
||
{'loss': '0.983', 'grad_norm': '6.438', 'learning_rate': '8.264e-06', 'epoch': '0.5734'}
|
||
{'loss': '1.528', 'grad_norm': '6.938', 'learning_rate': '7.729e-06', 'epoch': '0.5902'}
|
||
{'loss': '1.028', 'grad_norm': '7', 'learning_rate': '7.202e-06', 'epoch': '0.6071'}
|
||
{'loss': '1.148', 'grad_norm': '3.703', 'learning_rate': '6.683e-06', 'epoch': '0.6239'}
|
||
{'loss': '1.017', 'grad_norm': '10.12', 'learning_rate': '6.173e-06', 'epoch': '0.6408'}
|
||
{'loss': '1.176', 'grad_norm': '8.062', 'learning_rate': '5.675e-06', 'epoch': '0.6577'}
|
||
{'loss': '1.288', 'grad_norm': '6.812', 'learning_rate': '5.19e-06', 'epoch': '0.6745'}
|
||
{'loss': '1.237', 'grad_norm': '7.375', 'learning_rate': '4.719e-06', 'epoch': '0.6914'}
|
||
{'loss': '1.243', 'grad_norm': '5.812', 'learning_rate': '4.264e-06', 'epoch': '0.7083'}
|
||
{'loss': '1.018', 'grad_norm': '5.562', 'learning_rate': '3.826e-06', 'epoch': '0.7251'}
|
||
{'loss': '1.411', 'grad_norm': '4.125', 'learning_rate': '3.407e-06', 'epoch': '0.742'}
|
||
{'loss': '1.296', 'grad_norm': '3.625', 'learning_rate': '3.006e-06', 'epoch': '0.7589'}
|
||
{'loss': '1.016', 'grad_norm': '6.562', 'learning_rate': '2.627e-06', 'epoch': '0.7757'}
|
||
{'loss': '1.223', 'grad_norm': '5.812', 'learning_rate': '2.27e-06', 'epoch': '0.7926'}
|
||
{'loss': '1.183', 'grad_norm': '5.062', 'learning_rate': '1.936e-06', 'epoch': '0.8094'}
|
||
{'loss': '1.023', 'grad_norm': '7.438', 'learning_rate': '1.625e-06', 'epoch': '0.8263'}
|
||
{'loss': '1.104', 'grad_norm': '5.219', 'learning_rate': '1.34e-06', 'epoch': '0.8432'}
|
||
{'loss': '0.9863', 'grad_norm': '5.031', 'learning_rate': '1.08e-06', 'epoch': '0.86'}
|
||
{'loss': '1.721', 'grad_norm': '3.734', 'learning_rate': '8.469e-07', 'epoch': '0.8769'}
|
||
{'loss': '1.09', 'grad_norm': '8.062', 'learning_rate': '6.409e-07', 'epoch': '0.8938'}
|
||
{'loss': '1.115', 'grad_norm': '5.812', 'learning_rate': '4.628e-07', 'epoch': '0.9106'}
|
||
{'loss': '1.186', 'grad_norm': '7.812', 'learning_rate': '3.131e-07', 'epoch': '0.9275'}
|
||
{'loss': '1.17', 'grad_norm': '6.844', 'learning_rate': '1.921e-07', 'epoch': '0.9444'}
|
||
{'loss': '1.041', 'grad_norm': '6.469', 'learning_rate': '1.004e-07', 'epoch': '0.9612'}
|
||
{'loss': '1.327', 'grad_norm': '7.406', 'learning_rate': '3.805e-08', 'epoch': '0.9781'}
|
||
{'loss': '1.308', 'grad_norm': '5.094', 'learning_rate': '5.354e-09', 'epoch': '0.9949'}
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||
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Writing model shards: 0%| | 0/1 [00:00<?, ?it/s][A
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.11it/s][A
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.11it/s]
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||
[INFO|modeling_utils.py:3471] 2026-07-06 04:22:02,116 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/checkpoint-297/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-06 04:22:02,227 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/checkpoint-297/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-06 04:22:02,248 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/checkpoint-297/tokenizer_config.json
|
||
[INFO|trainer.py:1823] 2026-07-06 04:22:04,197 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
|
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100%|██████████| 297/297 [39:06<00:00, 6.31s/it]
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100%|██████████| 297/297 [39:06<00:00, 7.90s/it]
|
||
[INFO|trainer.py:3815] 2026-07-06 04:22:04,198 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5
|
||
[INFO|configuration_utils.py:533] 2026-07-06 04:22:04,199 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-06 04:22:04,199 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/generation_config.json
|
||
{'train_runtime': '2346', 'train_samples_per_second': '0.505', 'train_steps_per_second': '0.127', 'train_loss': '1.255', 'epoch': '1'}
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.16it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.16it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-06 04:22:05,069 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-06 04:22:05,180 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-06 04:22:05,202 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 131905129GF
|
||
train_loss = 1.255
|
||
train_runtime = 0:39:06.26
|
||
train_samples_per_second = 0.505
|
||
train_steps_per_second = 0.127
|
||
Figure saved at: /home/ll/llm4rec/experiments/20260706_overnight/outputs/v07_final_only_lr2e5/training_loss.png
|
||
[WARNING|2026-07-06 04:22:05] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-06 04:22:05] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-06 04:22:05,310 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|