2226 lines
566 KiB
Plaintext
2226 lines
566 KiB
Plaintext
[2026-07-15 02:02:30] stage 1/1: /home/ll/llm4rec/experiments/configs/v37_v29_r0_perception_lr6e7_ep10.yaml
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/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|2026-07-15 02:02:33] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-15 02:02:33,862 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 02:02:33,864 >> 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": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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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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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 02:02:34,637 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 02:02:34,638 >> 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": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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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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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 02:02:34,638 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 02:02:34,639 >> 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": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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||
"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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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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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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||
"num_hidden_layers": 28,
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||
"num_key_value_heads": 8,
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||
"pad_token_id": 151643,
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||
"rms_norm_eps": 1e-06,
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||
"rope_parameters": {
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||
"rope_theta": 1000000,
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||
"rope_type": "default"
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||
},
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||
"sliding_window": null,
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||
"tie_word_embeddings": false,
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||
"transformers_version": "5.6.0",
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||
"use_cache": false,
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||
"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|2026-07-15 02:02:35] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v37_r0_perception.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: 25091 examples [00:00, 220078.38 examples/s]
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Generating train split: 50108 examples [00:00, 235506.56 examples/s]
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Generating train split: 80000 examples [00:00, 243823.78 examples/s]
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Generating train split: 80000 examples [00:00, 239817.38 examples/s]
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Converting format of dataset (num_proc=16): 0%| | 0/80000 [00:00<?, ? examples/s]
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Converting format of dataset (num_proc=16): 33%|███▎ | 26661/80000 [00:00<00:00, 91387.62 examples/s]
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Converting format of dataset (num_proc=16): 66%|██████▋ | 53054/80000 [00:00<00:00, 147000.25 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 80000/80000 [00:00<00:00, 107947.15 examples/s]
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training example:
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input_ids:
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111850, 9370, 99722, 100354, 101964, 2198, 12389, 66582, 1028, 3252, 17, 15, 17, 20, 12, 15, 19, 12, 17, 16, 2198, 1311, 3252, 58, 45943, 12, 103946, 60, 220, 176247, 151942, 167610, 172095, 2198, 24225, 3252, 113188, 111916, 5122, 103946, 101092, 114225, 105149, 101070, 9909, 105118, 113362, 7552, 9370, 104650, 82700, 3837, 102406, 20002, 100020, 27442, 15946, 47606, 101939, 99722, 57191, 101070, 111850, 104378, 102122, 1773, 36509, 1028, 3252, 17, 15, 17, 20, 12, 15, 19, 12, 16, 24, 2198, 1311, 3252, 58, 45943, 12, 103946, 60, 220, 176247, 157006, 160442, 168766, 2198, 24225, 3252, 100354, 104536, 5122, 45181, 99845, 100461, 9370, 101939, 101070, 86119, 3837, 118609, 26939, 32664, 2073, 109770, 49111, 99336, 854, 91956, 40822, 24300, 100447, 854, 105230, 33126, 108247, 107086, 100166, 86119, 9370, 104520, 101964, 3837, 107614, 32664, 99722, 86119, 102875, 9370, 102145, 33108, 102146, 32108, 1773, 36509, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 17, 17, 2198, 1311, 3252, 58, 45943, 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167075, 173616, 11, 220, 176251, 158744, 162779, 171900, 11, 220, 176251, 159000, 167306, 174230, 8997, 14880, 83751, 63789, 20002, 104326, 31235, 87267, 108221, 9370, 101927, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 176251, 159828, 160094, 173114, 151645, 198, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-04-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_5165><s_c_4909>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_581><s_c_5956>
|
||
【2025-04-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5727><s_c_7951>
|
||
【2025-04-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1347><s_c_4468>
|
||
【2025-04-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_8049><s_c_7550>
|
||
【2025-05-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2980><s_c_1148>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_7319>
|
||
【2025-05-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_5563>
|
||
【2025-05-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_3973>
|
||
【2025-05-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_2221><s_c_4208>
|
||
【2025-05-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_7390><s_c_7476>
|
||
【2025-06-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3795><s_c_2513>
|
||
【2025-06-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_4468>
|
||
【2025-06-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_8049><s_c_4407>
|
||
【2025-06-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_3267>
|
||
【2025-07-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_7529>
|
||
【2025-07-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1230><s_c_2513>
|
||
【2025-07-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_6234><s_c_1423>
|
||
【2025-07-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_3614><s_c_7951>
|
||
【2025-07-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_5518>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_2403>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7877><s_c_875>
|
||
【2025-09-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_7894><s_c_3364>
|
||
【2025-09-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_7495><s_c_5956>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2616><s_b_4723><s_c_7951>
|
||
【2025-10-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4119><s_b_7238><s_c_5943>
|
||
【2025-10-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_535>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1687><s_c_7722>
|
||
【2025-10-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2154><s_b_6677><s_c_4027>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4332><s_c_5689>
|
||
【2025-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2949><s_b_4021><s_c_6428>
|
||
【2025-11-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
|
||
【2025-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_3206><s_c_4139>
|
||
【2025-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_651><s_b_6653><s_c_6762>
|
||
【2025-11-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_2793>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_3775>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7553><s_b_6160><s_c_4147>
|
||
【2025-11-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2688><s_b_8049><s_c_6999>
|
||
【2025-11-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7728><s_b_7894><s_c_3120>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_6477><s_c_875>
|
||
【2025-11-16】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7217><s_c_875>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1330><s_c_6751>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1534><s_c_4393>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_6804><s_c_2771>
|
||
【2025-11-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_3898><s_c_3026>
|
||
【2025-11-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_2793>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_4208>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7191>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3263><s_b_4386><s_c_7658>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2469><s_c_2224>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_2469><s_c_2224>
|
||
【2025-11-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7007><s_c_403>
|
||
【2025-11-23】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_697><s_c_4467>
|
||
【2025-11-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_606>
|
||
【2025-11-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_667><s_c_7216>
|
||
【2025-11-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_4208>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_7191>
|
||
【2025-11-28】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_7342><s_c_1708>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4223><s_b_7544><s_c_1401>
|
||
【2025-11-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1262>
|
||
【2025-11-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_6544><s_c_5347>
|
||
【2025-12-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5030><s_b_3313><s_c_7272>
|
||
【2025-12-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_870>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_3882>
|
||
【2025-12-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_3501>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_5434>
|
||
【2025-12-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_5627><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5343><s_c_2164>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7687><s_c_1906>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_6449>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2268>
|
||
【2025-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6824><s_b_6421><s_c_3387>
|
||
【2025-12-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_7342><s_c_616>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_2695>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7368><s_b_6861><s_c_4042>
|
||
【2025-12-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_5676><s_c_6831>
|
||
【2025-12-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3302><s_b_3107><s_c_3401>
|
||
【2025-12-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5540><s_b_573><s_c_3610>
|
||
【2025-12-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4953><s_c_5449>
|
||
【2025-12-15】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_451><s_c_5839>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3915><s_c_2118>
|
||
【2025-12-16】
|
||
13:31 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_2865><s_c_4923>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_341><s_c_4423>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_6724><s_c_3084>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_378>
|
||
08:01 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>
|
||
08:02 [广告-深度转化] <|ad_begin|><s_a_7182><s_b_1822><s_c_5059>
|
||
08:09 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7613><s_c_8003>
|
||
08:12 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_6244><s_c_5359>
|
||
08:18 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5339><s_c_1939>
|
||
08:55 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5084><s_c_5518>
|
||
09:08 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5339><s_c_1939>
|
||
09:23 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_209><s_c_1>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2960><s_c_5359>
|
||
【2025-12-18】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_7191>
|
||
10:22 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_2960><s_c_5359>
|
||
12:26 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4851><s_c_5359>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1813><s_c_3026>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_6724><s_c_3084>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4991><s_b_6462><s_c_7722>
|
||
05:19 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_4898><s_c_5553>
|
||
07:59 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7261><s_c_3090>
|
||
【2025-12-20】
|
||
09:42 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_7457><s_c_5359>
|
||
【2025-12-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_464><s_b_451><s_c_6611>
|
||
【2025-12-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_1423>
|
||
08:39 [广告-深度转化] <|ad_begin|><s_a_8092><s_b_4252><s_c_5359>
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_7337><s_c_5359>
|
||
08:59 [广告-深度转化] <|ad_begin|><s_a_5062><s_b_6244><s_c_5349>
|
||
【2025-12-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1055><s_c_2118>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6653><s_c_378>
|
||
【2025-12-27】
|
||
07:23 [广告-深度转化] <|ad_begin|><s_a_3251><s_b_7019><s_c_7616>
|
||
【2025-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1937><s_b_1373><s_c_6005>
|
||
【2025-12-30】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4318><s_b_5511><s_c_5563>
|
||
【2025-12-31】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_2403>
|
||
09:50 [广告-深度转化] <|ad_begin|><s_a_532><s_b_2339><s_c_5359>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_283><s_b_451><s_c_2403>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
|
||
02:34 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_96><s_c_5359>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_3854><s_c_1834>
|
||
06:31 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_5452>
|
||
08:02 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_4595>
|
||
09:23 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_1719>
|
||
12:24 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_96><s_c_5359>
|
||
【2026-01-02】
|
||
08:46 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_3447>
|
||
11:47 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6123><s_c_8010>
|
||
12:15 [广告-深度转化] <|ad_begin|><s_a_1108><s_b_8008><s_c_4977>
|
||
23:26 [广告-深度转化] <|ad_begin|><s_a_1836><s_b_3661><s_c_664>
|
||
23:27 [广告-深度转化] <|ad_begin|><s_a_458><s_b_123><s_c_4595>
|
||
【2026-01-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_665><s_c_1246>
|
||
00:21 [广告-深度转化] <|ad_begin|><s_a_3433><s_b_147><s_c_2135>
|
||
03:25 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_2339><s_c_401>
|
||
03:27 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
|
||
08:36 [广告-深度转化] <|ad_begin|><s_a_3876><s_b_5131><s_c_3447>
|
||
【2026-01-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_4208>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
|
||
02:21 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_5887><s_c_5209>
|
||
02:31 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_7180><s_c_2695>
|
||
05:15 [广告-深度转化] <|ad_begin|><s_a_3433><s_b_147><s_c_2135>
|
||
08:16 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_3589><s_c_3501>
|
||
10:44 [广告-深度转化] <|ad_begin|><s_a_458><s_b_2485><s_c_917>
|
||
【2026-01-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2109><s_b_6545><s_c_5087>
|
||
02:56 [广告-深度转化] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
|
||
03:16 [广告-深度转化] <|ad_begin|><s_a_4609><s_b_147><s_c_987>
|
||
03:20 [广告-点击] <|ad_begin|><s_a_7417><s_b_6592><s_c_4631>
|
||
03:24 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
|
||
03:24 [广告-点击] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
|
||
08:34 [广告-点击] <|ad_begin|><s_a_1351><s_b_7963><s_c_5687>
|
||
08:53 [广告-点击] <|ad_begin|><s_a_6162><s_b_5810><s_c_6227>
|
||
23:34 [广告-点击] <|ad_begin|><s_a_3001><s_b_6244><s_c_237>
|
||
23:48 [广告-点击] <|ad_begin|><s_a_1351><s_b_7963><s_c_5687>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_2348><s_b_765><s_c_5004>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3651><s_c_1786>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5699><s_c_1786>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1343><s_b_3048><s_c_1937>
|
||
01:24 [广告-点击] <|ad_begin|><s_a_6140><s_b_4898><s_c_6047>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
09:14 [广告-深度转化] <|ad_begin|><s_a_2624><s_b_147><s_c_3650>
|
||
09:14 [广告-点击] <|ad_begin|><s_a_2624><s_b_147><s_c_3650>
|
||
09:46 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
10:35 [广告-点击] <|ad_begin|><s_a_3001><s_b_1411><s_c_7732>
|
||
10:44 [广告-点击] <|ad_begin|><s_a_3001><s_b_1411><s_c_7732>
|
||
11:19 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
23:31 [广告-点击] <|ad_begin|><s_a_6926><s_b_3447><s_c_1541>
|
||
23:39 [广告-点击] <|ad_begin|><s_a_2470><s_b_1549><s_c_2411>
|
||
23:43 [广告-点击] <|ad_begin|><s_a_1636><s_b_7877><s_c_2438>
|
||
23:44 [广告-点击] <|ad_begin|><s_a_1754><s_b_1411><s_c_5059>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_3898><s_c_4790>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6758>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_3898><s_c_6805>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_7417><s_b_2221><s_c_987>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2339><s_c_5699>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3651><s_c_1786>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7954><s_b_4062><s_c_5779>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2461><s_c_6449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6498><s_c_5747>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_954><s_b_3840><s_c_5449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5699><s_c_1786>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5176><s_c_2998>
|
||
01:21 [广告-点击] <|ad_begin|><s_a_7417><s_b_5887><s_c_5209>
|
||
02:13 [广告-点击] <|ad_begin|><s_a_7417><s_b_6021><s_c_6486>
|
||
02:15 [广告-点击] <|ad_begin|><s_a_3001><s_b_177><s_c_2678>
|
||
02:16 [广告-点击] <|ad_begin|><s_a_1754><s_b_4033><s_c_6954>
|
||
【2026-01-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_3680><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6138><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5540><s_b_6374><s_c_7395>
|
||
11:06 [广告-点击] <|ad_begin|><s_a_3308><s_b_6162><s_c_2369>
|
||
【2026-01-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4991><s_b_6462><s_c_7722>
|
||
【2026-01-11】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_423><s_c_4252>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_697><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4515><s_b_5727><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5436><s_b_5449><s_c_912>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5101><s_c_2020>
|
||
【2026-01-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4409><s_b_5727><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1204><s_b_2377><s_c_5735>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5908><s_b_8002><s_c_1832>
|
||
【2026-01-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_3486>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_875>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3392><s_c_4233>
|
||
02:41 [广告-点击] <|ad_begin|><s_a_7331><s_b_5473><s_c_4693>
|
||
13:50 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_6261><s_c_6227>
|
||
13:50 [广告-点击] <|ad_begin|><s_a_1210><s_b_6261><s_c_6227>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3127><s_c_6278>
|
||
00:31 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
|
||
00:31 [广告-点击] <|ad_begin|><s_a_5368><s_b_5419><s_c_6442>
|
||
01:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4733><s_c_1364>
|
||
01:39 [广告-点击] <|ad_begin|><s_a_5115><s_b_4733><s_c_1364>
|
||
【2026-01-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1142><s_c_3486>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8125><s_c_5160>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_3240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_8125><s_c_4481>
|
||
07:24 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_353><s_c_2447>
|
||
07:24 [广告-点击] <|ad_begin|><s_a_5115><s_b_353><s_c_2447>
|
||
【2026-01-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_6462><s_c_4820>
|
||
02:56 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_4603>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_562><s_b_7214><s_c_853>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_562><s_b_7214><s_c_853>
|
||
10:07 [广告-深度转化] <|ad_begin|><s_a_7038><s_b_451><s_c_3356>
|
||
10:07 [广告-点击] <|ad_begin|><s_a_7038><s_b_451><s_c_3356>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_4516><s_c_8075>
|
||
03:43 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4010><s_c_698>
|
||
03:43 [广告-点击] <|ad_begin|><s_a_5115><s_b_4010><s_c_698>
|
||
23:18 [广告-点击] <|ad_begin|><s_a_4517><s_b_4932><s_c_2531>
|
||
【2026-01-20】
|
||
08:26 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1702><s_c_47>
|
||
08:26 [广告-点击] <|ad_begin|><s_a_5687><s_b_1702><s_c_47>
|
||
08:31 [广告-点击] <|ad_begin|><s_a_6162><s_b_2671><s_c_2671>
|
||
10:18 [广告-点击] <|ad_begin|><s_a_4157><s_b_4324><s_c_5906>
|
||
【2026-01-21】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
|
||
02:21 [广告-点击] <|ad_begin|><s_a_4157><s_b_2489><s_c_8042>
|
||
【2026-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_763><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6728><s_b_6462><s_c_3240>
|
||
00:51 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_581><s_c_1064>
|
||
08:10 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
10:15 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_2485><s_c_3026>
|
||
10:42 [视频-收藏/长播] <|video_begin|><s_a_2253><s_b_4037><s_c_853>
|
||
10:51 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_526><s_c_2800>
|
||
11:04 [视频-关注/长播] <|video_begin|><s_a_1336><s_b_1822><s_c_7616>
|
||
12:32 [视频-收藏/长播] <|video_begin|><s_a_3510><s_b_7181><s_c_3830>
|
||
【2026-01-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5436><s_b_1808><s_c_3449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4953><s_b_4618><s_c_646>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3392><s_c_4233>
|
||
04:32 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
|
||
04:32 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_1148>
|
||
04:48 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_1642><s_c_5230>
|
||
06:17 [视频-点赞/长播] <|video_begin|><s_a_4946><s_b_971><s_c_3867>
|
||
06:23 [视频-评论/长播] <|video_begin|><s_a_532><s_b_7963><s_c_519>
|
||
22:15 [视频-浏览] <|video_begin|><s_a_3510><s_b_3951><s_c_1767>
|
||
【2026-01-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_367><s_b_2461><s_c_2379>
|
||
01:20 [广告-深度转化] <|ad_begin|><s_a_6219><s_b_2737><s_c_3501>
|
||
01:20 [广告-点击] <|ad_begin|><s_a_6219><s_b_2737><s_c_3501>
|
||
21:51 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_6436><s_c_4548>
|
||
21:51 [广告-点击] <|ad_begin|><s_a_5368><s_b_6436><s_c_4548>
|
||
【2026-01-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_3898><s_c_5881>
|
||
00:33 [广告-点击] <|ad_begin|><s_a_6118><s_b_1282><s_c_7288>
|
||
08:05 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_1596><s_c_7320>
|
||
11:18 [视频-转发/长播] <|video_begin|><s_a_2983><s_b_7878><s_c_6948>
|
||
11:28 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7344><s_c_7609>
|
||
22:05 [视频-收藏/长播] <|video_begin|><s_a_1003><s_b_7138><s_c_99>
|
||
【2026-01-26】
|
||
00:37 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7894><s_c_8085>
|
||
12:18 [视频-收藏/长播] <|video_begin|><s_a_2364><s_b_4541><s_c_2661>
|
||
12:21 [视频-收藏/长播] <|video_begin|><s_a_2253><s_b_741><s_c_7609>
|
||
12:46 [视频-转发/收藏/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_6379>
|
||
13:58 [视频-收藏/长播] <|video_begin|><s_a_4392><s_b_2310><s_c_2262>
|
||
22:21 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_4746><s_c_3775>
|
||
23:08 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_3274><s_c_5654>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_7342><s_c_7264>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_1519><s_c_7334>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_326><s_c_6535>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6511><s_b_6511><s_c_1675>
|
||
01:19 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
|
||
01:19 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
|
||
02:46 [视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>
|
||
10:07 [广告-深度转化] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
|
||
10:07 [广告-点击] <|ad_begin|><s_a_2954><s_b_4242><s_c_3016>
|
||
11:44 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_7164><s_c_5654>
|
||
21:51 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4252><s_c_2460>
|
||
22:17 [视频-收藏/长播] <|video_begin|><s_a_6843><s_b_3803><s_c_3355>
|
||
23:56 [视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_3898><s_c_5563>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_5727><s_c_6278>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7734><s_b_4706><s_c_2950>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5116><s_b_5012><s_c_6698>
|
||
04:34 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_5727><s_c_5305>
|
||
12:39 [广告-点击] <|ad_begin|><s_a_1909><s_b_3502><s_c_6390>
|
||
22:09 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
|
||
22:09 [广告-点击] <|ad_begin|><s_a_5894><s_b_7342><s_c_6036>
|
||
22:15 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
|
||
22:15 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_3026>
|
||
23:16 [视频-评论/长播] <|video_begin|><s_a_3251><s_b_765><s_c_3034>
|
||
23:21 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_8108><s_c_3447>
|
||
23:21 [视频-评论/长播] <|video_begin|><s_a_1108><s_b_2246><s_c_4288>
|
||
【2026-01-29】
|
||
09:29 [视频-点赞/长播] <|video_begin|><s_a_2253><s_b_7727><s_c_7609>
|
||
【2026-01-30】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6278>
|
||
06:33 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_4092>
|
||
06:33 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_4092>
|
||
07:46 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
|
||
07:46 [广告-点击] <|ad_begin|><s_a_1596><s_b_1029><s_c_5833>
|
||
08:06 [广告-深度转化] <|ad_begin|><s_a_7729><s_b_7946><s_c_7893>
|
||
08:06 [广告-点击] <|ad_begin|><s_a_7729><s_b_7946><s_c_7893>
|
||
08:38 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5131><s_c_5734>
|
||
【2026-01-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8085><s_b_6891><s_c_2793>
|
||
00:00 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_1148>
|
||
00:00 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_1148>
|
||
03:05 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_3973><s_c_1148>
|
||
03:05 [广告-点击] <|ad_begin|><s_a_5894><s_b_3973><s_c_1148>
|
||
04:07 [广告-深度转化] <|ad_begin|><s_a_5541><s_b_1404><s_c_6222>
|
||
04:07 [广告-点击] <|ad_begin|><s_a_5541><s_b_1404><s_c_6222>
|
||
09:21 [广告-点击] <|ad_begin|><s_a_2470><s_b_1751><s_c_4939>
|
||
09:46 [视频-关注/长播] <|video_begin|><s_a_2253><s_b_3313><s_c_2462>
|
||
12:12 [视频-点赞/长播] <|video_begin|><s_a_4946><s_b_4404><s_c_656>
|
||
12:19 [视频-评论/长播] <|video_begin|><s_a_194><s_b_6761><s_c_5941>
|
||
13:21 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3630><s_b_4618><s_c_4604>
|
||
06:15 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_3063><s_c_3447>
|
||
06:15 [广告-点击] <|ad_begin|><s_a_3463><s_b_3063><s_c_3447>
|
||
10:17 [视频-转发/长播] <|video_begin|><s_a_4646><s_b_6344><s_c_7900>
|
||
【2026-02-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_765><s_c_1036>
|
||
01:52 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
|
||
01:52 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_1423>
|
||
03:03 [广告-深度转化] <|ad_begin|><s_a_7378><s_b_7100><s_c_4288>
|
||
03:03 [广告-点击] <|ad_begin|><s_a_7378><s_b_7100><s_c_4288>
|
||
04:31 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5131><s_c_5673>
|
||
07:25 [视频-评论/长播] <|video_begin|><s_a_1108><s_b_176><s_c_113>
|
||
11:50 [视频-收藏/长播] <|video_begin|><s_a_1336><s_b_1310><s_c_4165>
|
||
12:14 [广告-点击] <|ad_begin|><s_a_2624><s_b_2671><s_c_2671>
|
||
13:29 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_7342><s_c_7945>
|
||
13:34 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
|
||
13:37 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
|
||
23:08 [视频-转发/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_987>
|
||
【2026-02-03】
|
||
01:35 [广告-点击] <|ad_begin|><s_a_2996><s_b_4324><s_c_7979>
|
||
11:45 [广告-点击] <|ad_begin|><s_a_5139><s_b_5182><s_c_6162>
|
||
11:46 [广告-点击] <|ad_begin|><s_a_5139><s_b_5182><s_c_6162>
|
||
22:17 [视频-关注/长播] <|video_begin|><s_a_1106><s_b_7344><s_c_987>
|
||
22:37 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_752>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_1012>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1572><s_b_6467><s_c_7691>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1572><s_b_6467><s_c_752>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1572><s_b_6467><s_c_7691>
|
||
08:34 [视频-收藏/长播] <|video_begin|><s_a_1106><s_b_6244><s_c_6896>
|
||
08:39 [视频-关注/评论/长播] <|video_begin|><s_a_1108><s_b_4723><s_c_4423>
|
||
21:56 [视频-收藏/长播] <|video_begin|><s_a_5629><s_b_7344><s_c_7609>
|
||
22:24 [视频-长播] <|video_begin|><s_a_633><s_b_6726><s_c_2652>
|
||
22:24 [视频-长播] <|video_begin|><s_a_3510><s_b_2575><s_c_2341>
|
||
22:25 [视频-长播] <|video_begin|><s_a_6697><s_b_628><s_c_2205>
|
||
22:25 [视频-长播] <|video_begin|><s_a_3433><s_b_7304><s_c_4309>
|
||
【2026-02-05】
|
||
00:21 [视频-长播] <|video_begin|><s_a_1336><s_b_1545><s_c_4165>
|
||
00:35 [视频-长播] <|video_begin|><s_a_3216><s_b_7342><s_c_1834>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5636><s_b_2824><s_c_7791>
|
||
01:25 [视频-长播] <|video_begin|><s_a_524><s_b_1740><s_c_5553>
|
||
01:25 [视频-长播] <|video_begin|><s_a_524><s_b_7333><s_c_94>
|
||
01:31 [视频-长播] <|video_begin|><s_a_3216><s_b_1310><s_c_1613>
|
||
02:29 [视频-长播] <|video_begin|><s_a_2616><s_b_2307><s_c_1834>
|
||
02:29 [视频-长播] <|video_begin|><s_a_6704><s_b_7246><s_c_4913>
|
||
02:43 [视频-长播] <|video_begin|><s_a_3632><s_b_4932><s_c_3742>
|
||
02:43 [视频-长播] <|video_begin|><s_a_3632><s_b_763><s_c_7106>
|
||
02:43 [视频-长播] <|video_begin|><s_a_1336><s_b_1310><s_c_7718>
|
||
02:43 [视频-长播] <|video_begin|><s_a_6321><s_b_7344><s_c_3036>
|
||
02:47 [视频-长播] <|video_begin|><s_a_1336><s_b_1288><s_c_5563>
|
||
03:31 [视频-长播] <|video_begin|><s_a_1336><s_b_5384><s_c_360>
|
||
03:31 [视频-长播] <|video_begin|><s_a_7561><s_b_620><s_c_5162>
|
||
04:39 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
|
||
04:39 [广告-点击] <|ad_begin|><s_a_5894><s_b_7063><s_c_6036>
|
||
05:11 [视频-长播] <|video_begin|><s_a_6329><s_b_5061><s_c_1109>
|
||
05:52 [视频-长播] <|video_begin|><s_a_1276><s_b_3989><s_c_3751>
|
||
05:53 [视频-长播] <|video_begin|><s_a_335><s_b_1404><s_c_6614>
|
||
05:53 [视频-长播] <|video_begin|><s_a_4479><s_b_8007><s_c_2661>
|
||
05:53 [视频-长播] <|video_begin|><s_a_6352><s_b_3915><s_c_2135>
|
||
07:58 [视频-长播] <|video_begin|><s_a_1726><s_b_7344><s_c_4994>
|
||
08:02 [视频-长播] <|video_begin|><s_a_5058><s_b_4305><s_c_6416>
|
||
08:12 [视频-长播] <|video_begin|><s_a_1336><s_b_697><s_c_3464>
|
||
08:22 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_6416>
|
||
08:47 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_7609>
|
||
08:47 [视频-长播] <|video_begin|><s_a_1106><s_b_4944><s_c_1306>
|
||
09:31 [视频-长播] <|video_begin|><s_a_6704><s_b_6234><s_c_354>
|
||
09:31 [视频-长播] <|video_begin|><s_a_5058><s_b_5384><s_c_6833>
|
||
09:58 [视频-长播] <|video_begin|><s_a_2253><s_b_526><s_c_4200>
|
||
11:43 [广告-点击] <|ad_begin|><s_a_7039><s_b_2671><s_c_3777>
|
||
11:54 [广告-点击] <|ad_begin|><s_a_7039><s_b_2504><s_c_907>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_7039><s_b_3465><s_c_2319>
|
||
11:58 [视频-长播] <|video_begin|><s_a_1336><s_b_7525><s_c_6222>
|
||
12:03 [视频-长播] <|video_begin|><s_a_1106><s_b_4305><s_c_1774>
|
||
12:03 [视频-长播] <|video_begin|><s_a_1336><s_b_177><s_c_2600>
|
||
12:03 [视频-长播] <|video_begin|><s_a_2688><s_b_6234><s_c_6486>
|
||
13:42 [视频-长播] <|video_begin|><s_a_575><s_b_5244><s_c_6222>
|
||
14:01 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_1399><s_c_6154>
|
||
14:04 [视频-关注/长播] <|video_begin|><s_a_4922><s_b_1399><s_c_557>
|
||
14:06 [视频-长播] <|video_begin|><s_a_3510><s_b_7963><s_c_7566>
|
||
14:06 [视频-长播] <|video_begin|><s_a_3510><s_b_4460><s_c_2403>
|
||
14:09 [视频-长播] <|video_begin|><s_a_1106><s_b_4746><s_c_5563>
|
||
14:09 [视频-长播] <|video_begin|><s_a_4946><s_b_3651><s_c_5815>
|
||
14:09 [视频-关注/长播] <|video_begin|><s_a_6843><s_b_1399><s_c_121>
|
||
14:10 [视频-长播] <|video_begin|><s_a_3510><s_b_3618><s_c_4932>
|
||
14:10 [视频-关注/长播] <|video_begin|><s_a_6401><s_b_1399><s_c_6022>
|
||
14:15 [视频-长播] <|video_begin|><s_a_5072><s_b_6690><s_c_7790>
|
||
14:15 [视频-长播] <|video_begin|><s_a_1726><s_b_2817><s_c_3033>
|
||
14:16 [视频-长播] <|video_begin|><s_a_4946><s_b_588><s_c_6623>
|
||
14:16 [视频-长播] <|video_begin|><s_a_148><s_b_124><s_c_3576>
|
||
14:18 [视频-长播] <|video_begin|><s_a_2253><s_b_2381><s_c_5091>
|
||
14:18 [视频-长播] <|video_begin|><s_a_1194><s_b_2826><s_c_3784>
|
||
14:21 [视频-长播] <|video_begin|><s_a_2335><s_b_5231><s_c_2225>
|
||
14:21 [视频-关注/长播] <|video_begin|><s_a_2411><s_b_7888><s_c_4067>
|
||
14:22 [视频-长播] <|video_begin|><s_a_7830><s_b_2486><s_c_6977>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_4295><s_c_5717>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4295><s_c_5717>
|
||
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从泛化兴趣到专业化聚焦的收藏品认知演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化兴趣到专业化聚焦的收藏品认知演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从泛化兴趣到专业化聚焦的收藏品认知演化", "events": [{"date": "2025-12-17", "action": "[广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>", "logic": "初始触发：被动接收大量泛化的“老物件上门回收”广告，形成初步认知。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>", "logic": "兴趣聚焦：从泛化的“老物件”概念，收敛到对特定品类“古钱币”的价值和历史产生主动兴趣，并参与评论互动。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>", "logic": "认知跃迁：兴趣从“物品本身”深化至“专业交易场景”，关注点转向“拍卖会”这一专业变现或投资渠道，完成了从了解到实践的认知闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-03-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7396><s_b_7655><s_c_1541>
|
||
【2025-03-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2564><s_b_3734><s_c_412>
|
||
【2025-03-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_2852><s_c_1397>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2234><s_b_4561><s_c_559>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6434><s_b_3734><s_c_2178>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1606><s_b_1526><s_c_1152>
|
||
【2025-03-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2234><s_b_3734><s_c_3079>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1606><s_b_3734><s_c_6530>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_263><s_b_3734><s_c_6530>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2234><s_b_3734><s_c_1189>
|
||
【2025-03-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4228><s_b_3159><s_c_2639>
|
||
【2025-03-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_1426><s_c_7428>
|
||
【2025-03-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2564><s_b_3734><s_c_7732>
|
||
【2025-03-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2234><s_b_3734><s_c_6250>
|
||
【2025-03-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2234><s_b_3734><s_c_3533>
|
||
【2025-03-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_1426><s_c_7428>
|
||
【2025-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_1426><s_c_7428>
|
||
【2025-03-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7471><s_b_697><s_c_2290>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_122><s_b_7206><s_c_6777>
|
||
【2025-04-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_3772><s_c_1335>
|
||
【2025-04-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1302><s_b_8049><s_c_5692>
|
||
【2025-04-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_2852><s_c_1397>
|
||
【2025-04-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_440><s_b_7342><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1148><s_b_5106><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7952><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3898><s_b_3319><s_c_2403>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8103>
|
||
【2025-04-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1542><s_b_3802><s_c_774>
|
||
【2025-04-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2063><s_b_3734><s_c_7732>
|
||
【2025-04-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1374><s_b_2347><s_c_1306>
|
||
【2025-04-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3324><s_b_4538><s_c_5346>
|
||
【2025-05-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8136><s_b_8049><s_c_1763>
|
||
【2025-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4321><s_b_5982><s_c_4315>
|
||
【2025-05-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_8049><s_c_405>
|
||
【2025-05-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_5801><s_c_4227>
|
||
【2025-05-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4515><s_b_3319><s_c_4043>
|
||
【2025-05-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_4231><s_c_6325>
|
||
【2025-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_4782><s_c_5358>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8155><s_b_187><s_c_528>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2237><s_b_1526><s_c_2625>
|
||
【2025-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_686><s_b_4692><s_c_5347>
|
||
【2025-06-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8077><s_b_3734><s_c_1103>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2564><s_b_3734><s_c_1076>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6878><s_b_3734><s_c_7150>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1951><s_c_944>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3324><s_b_5176><s_c_843>
|
||
【2025-06-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_506><s_c_3176>
|
||
【2025-06-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5244><s_b_3335><s_c_2023>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5244><s_b_222><s_c_2307>
|
||
【2025-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_340><s_b_266><s_c_2950>
|
||
【2025-06-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4624><s_b_566><s_c_959>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4624><s_b_7878><s_c_3225>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2063><s_b_3734><s_c_7732>
|
||
【2025-06-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7897><s_b_5090><s_c_3762>
|
||
【2025-07-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5047><s_b_8081><s_c_7978>
|
||
【2025-07-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4769><s_b_514><s_c_6387>
|
||
【2025-09-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7728><s_b_5442><s_c_3338>
|
||
【2025-09-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3254><s_b_7858><s_c_3026>
|
||
【2025-10-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3254><s_b_4480><s_c_367>
|
||
【2025-12-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_6278>
|
||
【2025-12-09】
|
||
04:54 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_1935>
|
||
【2025-12-10】
|
||
14:33 [广告-点击] <|ad_begin|><s_a_7471><s_b_7823><s_c_1005>
|
||
【2025-12-11】
|
||
04:54 [广告-点击] <|ad_begin|><s_a_3062><s_b_7214><s_c_1148>
|
||
【2025-12-13】
|
||
02:25 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_7719>
|
||
【2025-12-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5946><s_b_2357><s_c_6278>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3254><s_b_1892><s_c_3026>
|
||
16:06 [广告-点击] <|ad_begin|><s_a_5988><s_b_4275><s_c_3338>
|
||
【2025-12-19】
|
||
04:32 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_1935>
|
||
09:12 [广告-点击] <|ad_begin|><s_a_3062><s_b_4491><s_c_3953>
|
||
【2025-12-26】
|
||
10:05 [广告-点击] <|ad_begin|><s_a_606><s_b_581><s_c_7244>
|
||
【2025-12-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_5090><s_c_6335>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_5357>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3379><s_b_3107><s_c_3852>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_3335><s_c_6256>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_5193>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_566><s_c_7994>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_5090><s_c_6335>
|
||
【2025-12-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6600><s_c_3526>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_5270><s_c_6498>
|
||
【2026-01-01】
|
||
04:34 [广告-点击] <|ad_begin|><s_a_6166><s_b_4692><s_c_686>
|
||
【2026-01-02】
|
||
15:34 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_6228>
|
||
16:57 [广告-点击] <|ad_begin|><s_a_6303><s_b_6006><s_c_1935>
|
||
【2026-01-06】
|
||
13:40 [广告-点击] <|ad_begin|><s_a_1351><s_b_1411><s_c_1803>
|
||
【2026-01-11】
|
||
02:05 [广告-点击] <|ad_begin|><s_a_6168><s_b_1190><s_c_7490>
|
||
02:09 [广告-点击] <|ad_begin|><s_a_1584><s_b_6234><s_c_1080>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5653><s_b_5090><s_c_2143>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_566><s_c_7994>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_5193>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5027><s_b_5090><s_c_7006>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_2553><s_c_7791>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_5193>
|
||
【2026-01-12】
|
||
02:09 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_6228>
|
||
【2026-01-13】
|
||
01:44 [广告-点击] <|ad_begin|><s_a_3062><s_b_6442><s_c_1161>
|
||
04:10 [广告-点击] <|ad_begin|><s_a_7328><s_b_7218><s_c_2261>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_566><s_c_7994>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_2553><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_5193>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5027><s_b_5090><s_c_7006>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_5193>
|
||
23:03 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_4341>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1258><s_c_2032>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1258><s_c_2032>
|
||
【2026-01-15】
|
||
01:30 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_6228>
|
||
01:32 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_1935>
|
||
04:18 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_7719>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_2792><s_c_3111>
|
||
23:31 [广告-点击] <|ad_begin|><s_a_3862><s_b_4142><s_c_346>
|
||
【2026-01-18】
|
||
10:31 [广告-点击] <|ad_begin|><s_a_3254><s_b_6234><s_c_1352>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_2553><s_c_7791>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_5090><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6694><s_c_6629>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2852><s_c_3515>
|
||
【2026-01-19】
|
||
15:51 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_1935>
|
||
【2026-01-20】
|
||
10:39 [广告-点击] <|ad_begin|><s_a_3862><s_b_4142><s_c_346>
|
||
15:21 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_6228>
|
||
【2026-01-21】
|
||
09:37 [广告-点击] <|ad_begin|><s_a_5555><s_b_5511><s_c_5061>
|
||
【2026-01-22】
|
||
10:19 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_2854><s_c_4636>
|
||
10:19 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_5194>
|
||
10:27 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6234><s_c_646>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_6379>
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_6234><s_c_5932>
|
||
10:41 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_5727><s_c_6856>
|
||
10:47 [视频-点赞/长播] <|video_begin|><s_a_7268><s_b_3137><s_c_3062>
|
||
10:49 [视频-点赞/长播] <|video_begin|><s_a_701><s_b_5511><s_c_516>
|
||
14:56 [视频-点赞/长播] <|video_begin|><s_a_8127><s_b_6234><s_c_2315>
|
||
14:59 [视频-点赞/长播] <|video_begin|><s_a_4540><s_b_7823><s_c_6486>
|
||
21:23 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_6228>
|
||
【2026-01-23】
|
||
05:04 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_5102><s_c_5737>
|
||
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_3447><s_c_6185>
|
||
05:30 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_775><s_c_3338>
|
||
14:06 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_5647><s_c_6227>
|
||
14:58 [广告-点击] <|ad_begin|><s_a_3062><s_b_3589><s_c_8085>
|
||
【2026-01-24】
|
||
04:26 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_6519><s_c_3576>
|
||
08:12 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6006><s_c_2248>
|
||
08:17 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_7214><s_c_7548>
|
||
08:19 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_6379><s_c_5961>
|
||
19:10 [广告-点击] <|ad_begin|><s_a_5632><s_b_6946><s_c_7244>
|
||
【2026-01-25】
|
||
06:30 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7295><s_c_5554>
|
||
08:48 [视频-点赞/长播] <|video_begin|><s_a_2402><s_b_1190><s_c_5733>
|
||
09:15 [视频-点赞/长播] <|video_begin|><s_a_4540><s_b_6442><s_c_3429>
|
||
10:31 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7823><s_c_6919>
|
||
11:23 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_6234><s_c_5555>
|
||
11:42 [广告-点击] <|ad_begin|><s_a_5555><s_b_4916><s_c_3338>
|
||
15:53 [视频-评论/点赞/长播] <|video_begin|><s_a_6877><s_b_4477><s_c_814>
|
||
16:58 [视频-评论/点赞/长播] <|video_begin|><s_a_5197><s_b_7129><s_c_3995>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_1402>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_3423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_5193>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_6160><s_c_724>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4783><s_b_5090><s_c_3423>
|
||
【2026-01-26】
|
||
17:45 [视频-点赞/长播] <|video_begin|><s_a_5452><s_b_5090><s_c_7719>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_2553><s_c_3165>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_7791>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_889>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_3423>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5302><s_c_4693>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_5090><s_c_2758>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5090><s_c_2273>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5090><s_c_2758>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7760><s_b_5090><s_c_4845>
|
||
【2026-01-27】
|
||
04:15 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_4944><s_c_2568>
|
||
04:55 [视频-点赞/长播] <|video_begin|><s_a_655><s_b_4996><s_c_1935>
|
||
05:09 [视频-点赞/长播] <|video_begin|><s_a_1369><s_b_7823><s_c_2551>
|
||
05:37 [广告-点击] <|ad_begin|><s_a_5485><s_b_1206><s_c_3338>
|
||
13:52 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_6219><s_b_1410><s_c_7790>
|
||
14:17 [视频-点赞/长播] <|video_begin|><s_a_5433><s_b_6234><s_c_5555>
|
||
15:50 [广告-点击] <|ad_begin|><s_a_1726><s_b_1206><s_c_7806>
|
||
【2026-01-28】
|
||
05:11 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_1929><s_c_8140>
|
||
05:32 [视频-点赞/长播] <|video_begin|><s_a_7378><s_b_5511><s_c_5679>
|
||
08:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_5511><s_c_6616>
|
||
08:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2690><s_c_2568>
|
||
09:17 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_2817><s_c_7671>
|
||
【2026-01-29】
|
||
02:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_5983><s_b_6973><s_c_1620>
|
||
02:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6006><s_c_5576>
|
||
06:00 [广告-点击] <|ad_begin|><s_a_1509><s_b_5893><s_c_6621>
|
||
08:23 [视频-评论/长播] <|video_begin|><s_a_4540><s_b_6891><s_c_1767>
|
||
10:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_7823><s_c_5737>
|
||
10:13 [视频-点赞/长播] <|video_begin|><s_a_5122><s_b_5917><s_c_4605>
|
||
10:21 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_6173>
|
||
13:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_4035><s_b_6234><s_c_4263>
|
||
14:36 [广告-点击] <|ad_begin|><s_a_3062><s_b_4932><s_c_4263>
|
||
15:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_2927><s_c_405>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4640><s_b_4613><s_c_6214>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>
|
||
【2026-01-30】
|
||
02:10 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_987>
|
||
02:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_8143><s_b_3193><s_c_1004>
|
||
04:49 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_6234><s_c_308>
|
||
05:06 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_5061><s_c_3338>
|
||
12:14 [视频-点赞/长播] <|video_begin|><s_a_7668><s_b_4753><s_c_8085>
|
||
12:37 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_4259><s_c_5236>
|
||
12:37 [视频-评论/长播] <|video_begin|><s_a_726><s_b_3313><s_c_6831>
|
||
18:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_3338><s_c_4512>
|
||
18:30 [视频-收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_2319>
|
||
18:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_6919>
|
||
18:33 [视频-评论/点赞/长播] <|video_begin|><s_a_6988><s_b_697><s_c_1716>
|
||
18:34 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1892><s_c_6191>
|
||
18:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_1981><s_b_1929><s_c_7754>
|
||
18:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_6166><s_b_5511><s_c_1935>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_904><s_b_2965><s_c_846>
|
||
23:21 [广告-点击] <|ad_begin|><s_a_1726><s_b_1258><s_c_1935>
|
||
【2026-01-31】
|
||
02:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_4543>
|
||
12:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_1190><s_b_4198><s_c_4730>
|
||
17:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_1119><s_c_7719>
|
||
18:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_1726><s_b_4932><s_c_3501>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3854><s_c_5358>
|
||
【2026-02-01】
|
||
00:11 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_2789><s_c_5903>
|
||
03:55 [广告-点击] <|ad_begin|><s_a_5632><s_b_7525><s_c_2237>
|
||
06:54 [视频-点赞/长播] <|video_begin|><s_a_6936><s_b_665><s_c_1038>
|
||
06:54 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_7038><s_b_1873><s_c_7517>
|
||
08:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_2899><s_b_5511><s_c_308>
|
||
09:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_7268><s_b_6006><s_c_3475>
|
||
11:15 [视频-点赞/长播] <|video_begin|><s_a_7328><s_b_3338><s_c_3338>
|
||
11:21 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_2458><s_c_1935>
|
||
12:56 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_4324><s_c_2517>
|
||
12:59 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_3313><s_c_7295>
|
||
13:26 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_3137><s_c_1004>
|
||
16:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_3589><s_c_7609>
|
||
17:04 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_3422><s_c_6583>
|
||
17:04 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_4996><s_c_7786>
|
||
17:04 [视频-点赞/长播] <|video_begin|><s_a_4035><s_b_6234><s_c_1767>
|
||
17:17 [视频-点赞/长播] <|video_begin|><s_a_8143><s_b_3472><s_c_3995>
|
||
17:22 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_1411><s_c_47>
|
||
18:23 [视频-收藏/点赞/长播] <|video_begin|><s_a_174><s_b_6436><s_c_7244>
|
||
【2026-02-02】
|
||
00:57 [广告-点击] <|ad_begin|><s_a_3062><s_b_6006><s_c_7556>
|
||
02:39 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_47>
|
||
03:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_1190><s_b_827><s_c_871>
|
||
05:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_4996><s_c_7790>
|
||
05:25 [视频-收藏/点赞/长播] <|video_begin|><s_a_2817><s_b_6234><s_c_6915>
|
||
05:57 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_727><s_c_3288>
|
||
07:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_2899><s_b_5893><s_c_4373>
|
||
07:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_8037><s_b_2690><s_c_6379>
|
||
07:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_655><s_b_7608><s_c_1935>
|
||
【2026-02-03】
|
||
10:56 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_7342><s_c_3338>
|
||
11:01 [广告-点击] <|ad_begin|><s_a_3062><s_b_7333><s_c_6191>
|
||
15:08 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_4508><s_c_853>
|
||
15:48 [广告-点击] <|ad_begin|><s_a_3062><s_b_6442><s_c_1161>
|
||
16:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_4216><s_c_2370>
|
||
16:39 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_5353>
|
||
16:44 [视频-点赞/长播] <|video_begin|><s_a_7683><s_b_6234><s_c_3338>
|
||
16:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_6988><s_b_7458><s_c_2153>
|
||
16:56 [视频-点赞/长播] <|video_begin|><s_a_7460><s_b_5647><s_c_2321>
|
||
17:03 [视频-点赞/长播] <|video_begin|><s_a_5433><s_b_6234><s_c_2678>
|
||
17:27 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_6006><s_c_1935>
|
||
18:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_1880><s_b_4996><s_c_4673>
|
||
18:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_4032><s_b_6196><s_c_2369>
|
||
18:50 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4059><s_c_5576>
|
||
18:59 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_697><s_c_7616>
|
||
19:54 [视频-评论/点赞/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_6988>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1103><s_c_8172>
|
||
【2026-02-04】
|
||
05:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_581><s_c_3338>
|
||
05:44 [视频-收藏/点赞/长播] <|video_begin|><s_a_287><s_b_1188><s_c_1215>
|
||
06:41 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4944><s_c_2530>
|
||
08:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_5988><s_b_6891><s_c_719>
|
||
08:55 [视频-收藏/点赞/长播] <|video_begin|><s_a_7424><s_b_2458><s_c_2530>
|
||
09:00 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_1929><s_c_4252>
|
||
13:56 [广告-点击] <|ad_begin|><s_a_4393><s_b_6234><s_c_5099>
|
||
14:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_4032><s_b_6334><s_c_3998>
|
||
17:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_7822><s_b_988><s_c_2852>
|
||
17:26 [视频-评论/长播] <|video_begin|><s_a_2115><s_b_2690><s_c_7790>
|
||
17:30 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_6234><s_c_8140>
|
||
17:43 [广告-点击] <|ad_begin|><s_a_6165><s_b_5090><s_c_3984>
|
||
17:43 [视频-评论/长播] <|video_begin|><s_a_2402><s_b_4246><s_c_3016>
|
||
17:50 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_7344><s_c_1939>
|
||
19:23 [视频-收藏/点赞/长播] <|video_begin|><s_a_3300><s_b_3198><s_c_1004>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4783><s_b_5090><s_c_889>
|
||
22:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_2721><s_c_6047>
|
||
23:04 [视频-收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_56><s_c_1423>
|
||
23:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_25><s_c_6286>
|
||
23:10 [视频-收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_6196><s_c_2954>
|
||
【2026-02-05】
|
||
07:17 [视频-收藏/点赞/长播] <|video_begin|><s_a_5988><s_b_5511><s_c_1953>
|
||
07:33 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_6583>
|
||
07:42 [视频-长播] <|video_begin|><s_a_1088><s_b_6006><s_c_1322>
|
||
09:55 [视频-长播] <|video_begin|><s_a_2817><s_b_6234><s_c_3309>
|
||
09:55 [视频-长播] <|video_begin|><s_a_3062><s_b_2027><s_c_8037>
|
||
10:03 [视频-长播] <|video_begin|><s_a_3062><s_b_1892><s_c_5776>
|
||
10:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_7378><s_b_5511><s_c_553>
|
||
10:11 [视频-长播] <|video_begin|><s_a_3062><s_b_1892><s_c_6919>
|
||
10:13 [视频-长播] <|video_begin|><s_a_3300><s_b_7333><s_c_1219>
|
||
10:22 [视频-长播] <|video_begin|><s_a_8113><s_b_5916><s_c_6870>
|
||
10:22 [视频-长播] <|video_begin|><s_a_1369><s_b_25><s_c_230>
|
||
10:28 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_8061>
|
||
10:36 [视频-长播] <|video_begin|><s_a_6219><s_b_4984><s_c_6915>
|
||
10:40 [视频-长播] <|video_begin|><s_a_4818><s_b_1300><s_c_4783>
|
||
10:40 [视频-长播] <|video_begin|><s_a_8113><s_b_4879><s_c_853>
|
||
10:40 [视频-长播] <|video_begin|><s_a_3062><s_b_978><s_c_8140>
|
||
10:40 [视频-长播] <|video_begin|><s_a_5632><s_b_3319><s_c_6486>
|
||
10:45 [视频-长播] <|video_begin|><s_a_7683><s_b_3193><s_c_3845>
|
||
10:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_8143><s_b_4143><s_c_1524>
|
||
10:48 [视频-长播] <|video_begin|><s_a_3300><s_b_5511><s_c_3338>
|
||
10:50 [视频-长播] <|video_begin|><s_a_8113><s_b_1720><s_c_2115>
|
||
10:50 [视频-长播] <|video_begin|><s_a_4393><s_b_2485><s_c_7295>
|
||
10:51 [视频-长播] <|video_begin|><s_a_1584><s_b_2482><s_c_6676>
|
||
10:51 [视频-长播] <|video_begin|><s_a_7424><s_b_7261><s_c_2530>
|
||
10:55 [视频-长播] <|video_begin|><s_a_3062><s_b_2458><s_c_1542>
|
||
11:03 [视频-长播] <|video_begin|><s_a_3766><s_b_6924><s_c_6268>
|
||
11:03 [视频-长播] <|video_begin|><s_a_6168><s_b_7823><s_c_320>
|
||
11:03 [视频-长播] <|video_begin|><s_a_5433><s_b_5511><s_c_853>
|
||
11:11 [视频-长播] <|video_begin|><s_a_8113><s_b_5431><s_c_4892>
|
||
11:11 [视频-长播] <|video_begin|><s_a_1336><s_b_7342><s_c_5576>
|
||
11:11 [视频-长播] <|video_begin|><s_a_3062><s_b_1822><s_c_557>
|
||
12:01 [视频-长播] <|video_begin|><s_a_8113><s_b_5841><s_c_2370>
|
||
12:05 [视频-长播] <|video_begin|><s_a_6219><s_b_1190><s_c_3380>
|
||
12:09 [视频-长播] <|video_begin|><s_a_3062><s_b_6379><s_c_6390>
|
||
12:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_2899><s_b_7888><s_c_3725>
|
||
12:20 [视频-长播] <|video_begin|><s_a_6757><s_b_6551><s_c_4209>
|
||
12:20 [视频-长播] <|video_begin|><s_a_7799><s_b_3832><s_c_1352>
|
||
12:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_2899><s_b_6234><s_c_3670>
|
||
12:23 [视频-长播] <|video_begin|><s_a_6219><s_b_581><s_c_2853>
|
||
12:28 [视频-长播] <|video_begin|><s_a_3062><s_b_5511><s_c_1946>
|
||
12:28 [视频-长播] <|video_begin|><s_a_8113><s_b_4870><s_c_3111>
|
||
12:29 [视频-长播] <|video_begin|><s_a_3062><s_b_7888><s_c_6057>
|
||
12:29 [视频-长播] <|video_begin|><s_a_1576><s_b_1002><s_c_7945>
|
||
12:29 [视频-长播] <|video_begin|><s_a_8113><s_b_3408><s_c_7599>
|
||
12:36 [视频-长播] <|video_begin|><s_a_726><s_b_7218><s_c_1935>
|
||
12:36 [视频-长播] <|video_begin|><s_a_6219><s_b_5904><s_c_5486>
|
||
12:48 [视频-长播] <|video_begin|><s_a_4741><s_b_2289><s_c_2190>
|
||
12:55 [视频-长播] <|video_begin|><s_a_2015><s_b_4949><s_c_6831>
|
||
12:55 [视频-长播] <|video_begin|><s_a_3713><s_b_6234><s_c_4757>
|
||
13:12 [视频-长播] <|video_begin|><s_a_8113><s_b_5102><s_c_851>
|
||
13:12 [视频-长播] <|video_begin|><s_a_6168><s_b_3338><s_c_6191>
|
||
13:12 [视频-长播] <|video_begin|><s_a_1088><s_b_2909><s_c_5555>
|
||
13:23 [视频-长播] <|video_begin|><s_a_3062><s_b_7214><s_c_8063>
|
||
13:23 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_2658>
|
||
13:27 [视频-点赞/长播] <|video_begin|><s_a_1369><s_b_4033><s_c_5563>
|
||
14:07 [视频-长播] <|video_begin|><s_a_3062><s_b_4491><s_c_2530>
|
||
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）： 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、广告-点击、广告-深度转化
|
||
核心提取逻辑 (递进性准则)：
|
||
按时间顺序提取 5 步以内的行为链，要求后项交互B必须是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是因为 A 才产生的延伸需求，严禁提取任何品类平级、内容重复或仅因天气/促销产生的凑单并列行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目中，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：从被动游戏广告触达到主动探索游戏世界观与角色设定的兴趣深化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动游戏广告触达到主动探索游戏世界观与角色设定的兴趣深化",
|
||
"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"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条从被动接收游戏广告到主动探索游戏世界观，并最终深化为对角色设定产生浓厚兴趣的行为链。
|
||
|
||
我首先注意到，用户的早期行为主要集中在饲养宠物（特别是金丝熊）和购买一些生活用品上，比如从三月初开始，他密集地购买了金丝熊活体 <|prod_begin|><s_a_3763><s_b_2852><s_c_1397>、<|prod_begin|><s_a_3763><s_b_1426><s_c_7428> 以及大量的饲料、垫料和玩具。这表明他当时的核心兴趣是宠物饲养。同时，他也关注了一些手工文创和颜值才艺类直播，展现出对可爱、治愈和互动内容的偏好。
|
||
|
||
直到2025年12月，用户的行为模式开始出现一个显著的转折点。在12月13日，我观察到他首次点击了一则关于《超自然行动组》的游戏广告 <|ad_begin|><s_a_3062><s_b_4733><s_c_7719>。这则广告具体展示了角色“羽子”的装备、任务和战斗过程，这似乎是他与该游戏IP的初次接触，是一次被动的、由广告驱动的兴趣触发。在此之前，他的游戏相关行为并不突出，这次点击可以看作是一颗兴趣的种子。
|
||
|
||
这颗种子在接下来的一个多月里开始萌芽。到了2026年1月22日，我发现他不再仅仅是被动地看广告，而是主动点赞并长时间观看了一个关于“超自然行动组”闺蜜游戏日常的视频 <|video_begin|><s_a_3062><s_b_4932><s_c_5194>。这个行为非常关键，它标志着用户的兴趣从对广告所展示的“玩法”的初步认知，深化到了对游戏“日常趣味性”和角色个性的主动关注。这说明广告内容成功地转化为了他的主动探索行为，他对这个游戏世界的兴趣正在加深。
|
||
|
||
紧接着，在1月24日，我看到了一个更有趣的现象。他点赞了一个深度解析《第五人格》梦之女巫角色设计的视频 <|video_begin|><s_a_3062><s_b_6006><s_c_2248>。这个视频探讨了角色的神话灵感、设计演变等深层内容。这对我来说是一个强烈的信号，表明他的兴趣已经从单纯的游戏内容消费，跃迁到了对游戏角色如何被创造、其背后的世界观和美学构建的探究层面。更重要的是，他的兴趣范围从《超自然行动组》横向拓展到了风格相似但设计不同的《第五人格》，这说明他已经形成了一个更为抽象的偏好——对“游戏角色设计”本身的浓厚兴趣，而不仅仅局限于某一款游戏。
|
||
|
||
最终，在1月29日，我发现他点击了一款《超自然行动》的二次元周边相框商品 <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>。这一步可以说是整个兴趣链的闭环。用户的关注点从纯粹的线上数字内容，延伸到了希望在现实生活中拥有实体周边。这不仅代表了他对该游戏IP的高度认同，也表明他希望将这种虚拟世界的喜爱转化为一种物理的、可触摸的收藏。这是粉丝身份认同的典型表现，也是兴趣深度和粘性的最终体现。
|
||
|
||
综上所述，我推断出一条清晰的兴趣深化路径：用户最初因一次广告点击 <|ad_begin|><s_a_3062><s_b_4733><s_c_7719> 对《超自然行动组》产生初步认知，随后通过主动观看相关的趣味日常视频 <|video_begin|><s_a_3062><s_b_4932><s_c_5194> 加深了兴趣。接着，他的关注点升华，开始探索更深层次的角色设计理念，甚至将这种兴趣拓展到了同品类的其他游戏 <|video_begin|><s_a_3062><s_b_6006><s_c_2248>。最终，这种强烈的兴趣促使他关注并点击了相关的实体周边商品 <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>，完成了从被动触达到主动探索，再到渴望拥有的完整行为闭环。未来，他有较大概率会被类似的游戏角色设计解析、世界观探讨以及相关的实体或虚拟周边商品所吸引。</think>
|
||
{"logic_chain": {"name": "从被动游戏广告触达到主动探索游戏世界观与角色设定的兴趣深化", "events": [{"date": "2025-12-13", "action": "[广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_7719>", "logic": "初始触发：被动接收并点击了特定游戏《超自然行动组》的角色及玩法广告，建立了初步认知。"}, {"date": "2026-01-22", "action": "[视频-点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_5194>", "logic": "兴趣确认与加深：从广告的单向灌输，转变为主动观看并点赞与该游戏相关的二次创作内容，关注点从“玩法展示”转向了“游戏日常/趣味性”，交互深度增加。"}, {"date": "2026-01-24", "action": "[视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6006><s_c_2248>", "logic": "认知跃迁与横向拓展：兴趣从游戏日常的表层内容，跃迁至对游戏角色设计的深度解析（如设计灵感、演变过程），体现了对游戏世界观和美学构建的探究。同时，兴趣从《超自然行动组》拓展到同品类但有不同设计风格的《第五人格》，表明用户已形成对“角色设计”这一抽象概念的关注。"}, {"date": "2026-01-29", "action": "[商品-点击] <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>", "logic": "行为闭环：兴趣从线上的内容消费，延伸至对线下实体周边的关注，形成了从“了解到探索再到拥有”的完整兴趣闭环，是认知深度和粉丝身份认同的最终体现。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-08-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3305><s_b_4575><s_c_3510>
|
||
【2025-08-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1566><s_b_1523><s_c_6805>
|
||
【2025-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7079><s_b_2671><s_c_5291>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7667><s_b_6634><s_c_1599>
|
||
【2025-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7271><s_b_3206><s_c_1649>
|
||
【2025-09-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_4026><s_c_6077>
|
||
【2025-09-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1180><s_b_1875><s_c_4421>
|
||
【2025-09-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6343><s_b_4538><s_c_6278>
|
||
【2025-09-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2293><s_b_2960><s_c_7546>
|
||
【2025-09-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_5693><s_c_1146>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5059><s_b_2532><s_c_16>
|
||
【2025-09-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_3055>
|
||
【2025-09-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6217><s_b_729><s_c_4421>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_773><s_b_5693><s_c_7601>
|
||
【2025-10-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_575><s_c_3386>
|
||
【2025-10-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6693><s_b_7687><s_c_4114>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3381><s_b_3920><s_c_2871>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6444><s_c_6646>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_5577><s_c_7222>
|
||
【2025-10-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_5653><s_c_4586>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1498><s_b_1624><s_c_2760>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1498><s_b_5537><s_c_5347>
|
||
【2025-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3763><s_b_7878><s_c_2193>
|
||
【2025-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6081><s_b_4956><s_c_6095>
|
||
【2025-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4299><s_b_506><s_c_367>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_672><s_c_4375>
|
||
【2025-11-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4019><s_b_4303><s_c_1115>
|
||
【2025-11-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_4516><s_c_5156>
|
||
【2025-11-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_4516><s_c_526>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5981><s_b_3633><s_c_424>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1582><s_b_4400><s_c_2866>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1991><s_b_8117><s_c_3267>
|
||
【2025-11-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7884><s_b_5231><s_c_2303>
|
||
【2025-11-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6081><s_b_2716><s_c_5717>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1498><s_b_4488><s_c_5126>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6478><s_b_6065><s_c_2382>
|
||
【2025-12-08】
|
||
02:55 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_6108>
|
||
13:21 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_5511><s_c_3476>
|
||
【2025-12-09】
|
||
14:00 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_1021><s_c_5162>
|
||
【2025-12-10】
|
||
22:11 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_4033><s_c_2369>
|
||
【2025-12-11】
|
||
20:35 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1206><s_c_6292>
|
||
【2025-12-13】
|
||
02:48 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6616>
|
||
05:50 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6616>
|
||
07:38 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_620><s_c_5621>
|
||
09:05 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_77>
|
||
10:58 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1991><s_c_7586>
|
||
10:58 [广告-点击] <|ad_begin|><s_a_2832><s_b_1991><s_c_7586>
|
||
21:15 [广告-点击] <|ad_begin|><s_a_3613><s_b_7342><s_c_7638>
|
||
【2025-12-14】
|
||
07:14 [广告-点击] <|ad_begin|><s_a_8159><s_b_404><s_c_6583>
|
||
08:31 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1952><s_c_6390>
|
||
08:31 [广告-点击] <|ad_begin|><s_a_1608><s_b_1952><s_c_6390>
|
||
21:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_1206><s_c_4032>
|
||
21:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_4032>
|
||
【2025-12-17】
|
||
21:15 [广告-点击] <|ad_begin|><s_a_7892><s_b_5893><s_c_2509>
|
||
【2025-12-19】
|
||
22:00 [广告-点击] <|ad_begin|><s_a_2845><s_b_4711><s_c_1179>
|
||
【2025-12-21】
|
||
05:53 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_5893><s_c_1322>
|
||
05:53 [广告-点击] <|ad_begin|><s_a_4403><s_b_5893><s_c_1322>
|
||
06:45 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_1724>
|
||
06:45 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_1724>
|
||
【2025-12-22】
|
||
06:39 [广告-点击] <|ad_begin|><s_a_4403><s_b_5893><s_c_1322>
|
||
22:55 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_2370>
|
||
22:55 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_2370>
|
||
【2025-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1582><s_b_2312><s_c_2871>
|
||
11:26 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_665><s_c_6680>
|
||
11:26 [广告-点击] <|ad_begin|><s_a_1375><s_b_665><s_c_6680>
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2262>
|
||
11:52 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2262>
|
||
【2025-12-24】
|
||
06:01 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2509>
|
||
06:01 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2509>
|
||
07:58 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3518><s_c_6227>
|
||
07:58 [广告-点击] <|ad_begin|><s_a_4403><s_b_3518><s_c_6227>
|
||
【2025-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_5247><s_c_5099>
|
||
23:38 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_6108>
|
||
23:38 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_6108>
|
||
【2025-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6637><s_b_3428><s_c_2931>
|
||
【2025-12-29】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3389><s_b_321><s_c_6719>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1919><s_b_850><s_c_1235>
|
||
03:25 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_3475>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_3475>
|
||
05:46 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_7276>
|
||
05:46 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_7276>
|
||
【2025-12-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4532><s_b_7801><s_c_886>
|
||
【2026-01-02】
|
||
05:22 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4120>
|
||
05:47 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7874>
|
||
05:47 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7874>
|
||
06:07 [广告-点击] <|ad_begin|><s_a_6921><s_b_7608><s_c_77>
|
||
07:05 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6234><s_c_3897>
|
||
07:05 [广告-点击] <|ad_begin|><s_a_6399><s_b_6234><s_c_3897>
|
||
【2026-01-03】
|
||
00:03 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_4548>
|
||
00:03 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_4548>
|
||
【2026-01-05】
|
||
06:20 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_665><s_c_3047>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_4024><s_b_665><s_c_3047>
|
||
10:20 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7395>
|
||
10:20 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_7395>
|
||
11:48 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_142>
|
||
11:48 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_142>
|
||
【2026-01-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1113><s_c_1041>
|
||
10:06 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_3995>
|
||
10:06 [广告-点击] <|ad_begin|><s_a_1608><s_b_7608><s_c_3995>
|
||
23:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_3062>
|
||
23:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_1141><s_c_3062>
|
||
【2026-01-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_7027><s_c_1159>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1582><s_b_7027><s_c_6203>
|
||
02:53 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_3026>
|
||
02:53 [广告-点击] <|ad_begin|><s_a_4024><s_b_1141><s_c_3026>
|
||
21:53 [广告-点击] <|ad_begin|><s_a_491><s_b_7608><s_c_1004>
|
||
22:18 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_959>
|
||
22:18 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_959>
|
||
【2026-01-08】
|
||
02:07 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_959>
|
||
02:07 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_959>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_572><s_b_7205><s_c_3389>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5962><s_b_3802><s_c_4908>
|
||
02:51 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4491><s_c_959>
|
||
02:51 [广告-点击] <|ad_begin|><s_a_3308><s_b_4491><s_c_959>
|
||
11:22 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5964>
|
||
【2026-01-09】
|
||
08:44 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1206><s_c_1148>
|
||
08:44 [广告-点击] <|ad_begin|><s_a_1608><s_b_1206><s_c_1148>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7760><s_b_5581><s_c_3530>
|
||
【2026-01-12】
|
||
01:39 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4626>
|
||
01:39 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4626>
|
||
02:08 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_581><s_c_5851>
|
||
02:08 [广告-点击] <|ad_begin|><s_a_1935><s_b_581><s_c_5851>
|
||
08:00 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_1368>
|
||
08:00 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_1368>
|
||
【2026-01-13】
|
||
10:53 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_1141><s_c_2262>
|
||
10:53 [广告-点击] <|ad_begin|><s_a_4403><s_b_1141><s_c_2262>
|
||
18:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6519><s_c_4794>
|
||
18:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_6519><s_c_4794>
|
||
21:48 [广告-点击] <|ad_begin|><s_a_1393><s_b_1230><s_c_5563>
|
||
【2026-01-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6081><s_b_7236><s_c_6628>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1582><s_b_572><s_c_1787>
|
||
05:51 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_7571><s_c_6122>
|
||
05:51 [广告-点击] <|ad_begin|><s_a_7931><s_b_7571><s_c_6122>
|
||
07:45 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_6686>
|
||
07:45 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_6686>
|
||
【2026-01-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3027><s_b_487><s_c_6699>
|
||
【2026-01-17】
|
||
05:20 [广告-点击] <|ad_begin|><s_a_8159><s_b_6234><s_c_842>
|
||
09:59 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_1206><s_c_5563>
|
||
09:59 [广告-点击] <|ad_begin|><s_a_7879><s_b_1206><s_c_5563>
|
||
11:21 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_5209>
|
||
11:21 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_5209>
|
||
【2026-01-18】
|
||
00:41 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5061>
|
||
00:41 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5061>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_4706><s_c_526>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2375><s_b_1220><s_c_5193>
|
||
12:41 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_1141><s_c_3026>
|
||
12:41 [广告-点击] <|ad_begin|><s_a_6399><s_b_1141><s_c_3026>
|
||
16:10 [广告-点击] <|ad_begin|><s_a_7314><s_b_3127><s_c_2704>
|
||
17:10 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_7486>
|
||
【2026-01-20】
|
||
08:17 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_3026>
|
||
08:17 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_3026>
|
||
【2026-01-21】
|
||
06:32 [广告-深度转化] <|ad_begin|><s_a_562><s_b_2966><s_c_2370>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_562><s_b_2966><s_c_2370>
|
||
【2026-01-22】
|
||
01:26 [视频-点赞/长播] <|video_begin|><s_a_6258><s_b_2497><s_c_7315>
|
||
01:49 [视频-收藏/长播] <|video_begin|><s_a_3005><s_b_964><s_c_1806>
|
||
10:10 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_3447><s_c_77>
|
||
10:10 [广告-点击] <|ad_begin|><s_a_4024><s_b_3447><s_c_77>
|
||
21:37 [视频-评论/长播] <|video_begin|><s_a_5144><s_b_6519><s_c_4160>
|
||
21:48 [视频-关注/长播] <|video_begin|><s_a_1527><s_b_713><s_c_1835>
|
||
【2026-01-23】
|
||
10:17 [广告-点击] <|ad_begin|><s_a_4024><s_b_665><s_c_3346>
|
||
12:21 [视频-转发/长播] <|video_begin|><s_a_2364><s_b_1991><s_c_7899>
|
||
21:40 [视频-转发/长播] <|video_begin|><s_a_5991><s_b_3772><s_c_2315>
|
||
【2026-01-25】
|
||
05:12 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_1952><s_c_1148>
|
||
05:12 [广告-点击] <|ad_begin|><s_a_8159><s_b_1952><s_c_1148>
|
||
23:14 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_7738>
|
||
23:33 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
|
||
23:33 [广告-点击] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
|
||
【2026-01-26】
|
||
04:50 [视频-评论/长播] <|video_begin|><s_a_532><s_b_5419><s_c_7257>
|
||
【2026-01-27】
|
||
00:17 [视频-关注/长播] <|video_begin|><s_a_562><s_b_757><s_c_6831>
|
||
00:18 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
|
||
04:50 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4147>
|
||
04:50 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4147>
|
||
21:38 [视频-浏览] <|video_begin|><s_a_7075><s_b_3044><s_c_5187>
|
||
【2026-01-28】
|
||
23:48 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_978><s_c_499>
|
||
23:48 [广告-点击] <|ad_begin|><s_a_2526><s_b_978><s_c_499>
|
||
【2026-01-29】
|
||
04:23 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_2173>
|
||
04:23 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_2173>
|
||
07:15 [广告-点击] <|ad_begin|><s_a_1383><s_b_7261><s_c_3995>
|
||
【2026-01-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3318><s_b_7986><s_c_3318>
|
||
10:08 [视频-收藏/长播] <|video_begin|><s_a_6704><s_b_7952><s_c_443>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_1587><s_c_7986>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_4570><s_c_202>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1715><s_c_7799>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_1268><s_c_8029>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5577><s_c_5795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5221><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1570><s_b_5373><s_c_1004>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1571><s_b_5231><s_c_191>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3318><s_b_202><s_c_3318>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_4975><s_c_6074>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_7369><s_c_837>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_5638><s_c_1129>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_1038><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_7027><s_c_6597>
|
||
20:51 [视频-评论/长播] <|video_begin|><s_a_2578><s_b_6234><s_c_3191>
|
||
21:09 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_7608><s_c_6278>
|
||
21:09 [广告-点击] <|ad_begin|><s_a_7931><s_b_7608><s_c_6278>
|
||
21:22 [广告-深度转化] <|ad_begin|><s_a_7443><s_b_177><s_c_2344>
|
||
21:22 [广告-点击] <|ad_begin|><s_a_7443><s_b_177><s_c_2344>
|
||
【2026-02-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5631><s_b_6342><s_c_7210>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3389><s_b_321><s_c_6719>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6343><s_b_6180><s_c_2397>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_572><s_c_1787>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_7178><s_c_7477>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_990><s_c_7334>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_1798><s_c_3456>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_4136><s_c_4133>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_572><s_c_6965>
|
||
19:04 [视频-评论/长播] <|video_begin|><s_a_6388><s_b_7525><s_c_7534>
|
||
【2026-02-04】
|
||
02:00 [视频-长播] <|video_begin|><s_a_3356><s_b_3636><s_c_1471>
|
||
02:00 [视频-长播] <|video_begin|><s_a_6401><s_b_7162><s_c_1764>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6343><s_b_7537><s_c_7169>
|
||
02:18 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3221>
|
||
02:21 [视频-长播] <|video_begin|><s_a_3346><s_b_5002><s_c_2403>
|
||
02:23 [视频-长播] <|video_begin|><s_a_5416><s_b_2031><s_c_8019>
|
||
02:23 [视频-长播] <|video_begin|><s_a_2526><s_b_7571><s_c_5061>
|
||
02:36 [视频-长播] <|video_begin|><s_a_4185><s_b_697><s_c_856>
|
||
09:44 [视频-长播] <|video_begin|><s_a_2253><s_b_5449><s_c_25>
|
||
09:44 [视频-长播] <|video_begin|><s_a_4808><s_b_4410><s_c_4318>
|
||
09:52 [视频-长播] <|video_begin|><s_a_1076><s_b_852><s_c_4541>
|
||
09:52 [视频-长播] <|video_begin|><s_a_3142><s_b_3915><s_c_7935>
|
||
09:52 [视频-长播] <|video_begin|><s_a_7533><s_b_455><s_c_3238>
|
||
10:36 [视频-长播] <|video_begin|><s_a_4999><s_b_2668><s_c_7806>
|
||
10:36 [视频-长播] <|video_begin|><s_a_836><s_b_757><s_c_2595>
|
||
10:36 [视频-长播] <|video_begin|><s_a_532><s_b_1337><s_c_7719>
|
||
10:42 [视频-长播] <|video_begin|><s_a_2578><s_b_2799><s_c_2298>
|
||
11:07 [视频-长播] <|video_begin|><s_a_2253><s_b_4688><s_c_2568>
|
||
11:07 [视频-长播] <|video_begin|><s_a_5254><s_b_6761><s_c_2568>
|
||
11:07 [视频-长播] <|video_begin|><s_a_7003><s_b_4010><s_c_853>
|
||
11:07 [视频-长播] <|video_begin|><s_a_2408><s_b_697><s_c_1161>
|
||
12:42 [视频-长播] <|video_begin|><s_a_7579><s_b_770><s_c_1806>
|
||
12:49 [视频-长播] <|video_begin|><s_a_7984><s_b_1642><s_c_3958>
|
||
12:49 [视频-长播] <|video_begin|><s_a_2051><s_b_4689><s_c_4180>
|
||
13:13 [视频-长播] <|video_begin|><s_a_5260><s_b_727><s_c_7>
|
||
13:13 [视频-长播] <|video_begin|><s_a_2051><s_b_7498><s_c_8091>
|
||
13:28 [视频-长播] <|video_begin|><s_a_3829><s_b_3456><s_c_1118>
|
||
13:28 [视频-长播] <|video_begin|><s_a_3801><s_b_6776><s_c_5798>
|
||
13:28 [视频-长播] <|video_begin|><s_a_532><s_b_3456><s_c_5563>
|
||
13:34 [视频-长播] <|video_begin|><s_a_4088><s_b_6727><s_c_2082>
|
||
13:34 [视频-长播] <|video_begin|><s_a_2364><s_b_1745><s_c_428>
|
||
13:34 [视频-长播] <|video_begin|><s_a_532><s_b_6519><s_c_7738>
|
||
13:34 [视频-长播] <|video_begin|><s_a_2587><s_b_184><s_c_6771>
|
||
13:39 [视频-长播] <|video_begin|><s_a_2051><s_b_7498><s_c_480>
|
||
13:46 [视频-长播] <|video_begin|><s_a_7460><s_b_3456><s_c_4343>
|
||
22:43 [视频-长播] <|video_begin|><s_a_1585><s_b_5198><s_c_4561>
|
||
【2026-02-05】
|
||
01:38 [视频-长播] <|video_begin|><s_a_308><s_b_672><s_c_3777>
|
||
01:38 [视频-长播] <|video_begin|><s_a_5564><s_b_2246><s_c_143>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1643><s_b_7493><s_c_4224>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5577><s_c_5795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6081><s_b_6020><s_c_559>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1498><s_b_1907><s_c_5135>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_572><s_b_7205><s_c_3389>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5962><s_b_3802><s_c_4908>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_3915><s_c_5331>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_5022><s_c_3824>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_2990><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_3624><s_c_5589>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>
|
||
02:22 [视频-长播] <|video_begin|><s_a_5295><s_b_7554><s_c_5673>
|
||
02:22 [视频-长播] <|video_begin|><s_a_3532><s_b_1206><s_c_1225>
|
||
03:15 [视频-长播] <|video_begin|><s_a_5058><s_b_1434><s_c_3048>
|
||
03:28 [视频-长播] <|video_begin|><s_a_5058><s_b_4305><s_c_5776>
|
||
04:11 [视频-长播] <|video_begin|><s_a_7984><s_b_2547><s_c_5928>
|
||
04:11 [视频-长播] <|video_begin|><s_a_2015><s_b_5760><s_c_6616>
|
||
04:11 [视频-长播] <|video_begin|><s_a_2015><s_b_5797><s_c_416>
|
||
04:11 [视频-长播] <|video_begin|><s_a_760><s_b_3845><s_c_359>
|
||
04:48 [视频-长播] <|video_begin|><s_a_4088><s_b_6435><s_c_2695>
|
||
04:48 [视频-长播] <|video_begin|><s_a_7462><s_b_876><s_c_7759>
|
||
04:53 [视频-长播] <|video_begin|><s_a_3766><s_b_3009><s_c_2530>
|
||
04:53 [视频-长播] <|video_begin|><s_a_2253><s_b_4203><s_c_1114>
|
||
05:23 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2262>
|
||
05:23 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2262>
|
||
08:12 [广告-点击] <|ad_begin|><s_a_1754><s_b_4733><s_c_142>
|
||
08:19 [视频-长播] <|video_begin|><s_a_4088><s_b_2497><s_c_3352>
|
||
10:01 [视频-长播] <|video_begin|><s_a_570><s_b_3147><s_c_1708>
|
||
10:17 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1402>
|
||
10:17 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_1402>
|
||
10:51 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3363>
|
||
10:51 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3363>
|
||
12:18 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_3419>
|
||
12:18 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_3419>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4182><s_b_1676><s_c_1726>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7271><s_b_6454><s_c_7656>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_4136><s_c_4133>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1582><s_b_3131><s_c_3604>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家，同时具备数据格式化能力，请根据以上用户交互历史，针对指定主题提取具有行为递进逻辑及内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 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、广告-点击、广告-深度转化
|
||
核心提取逻辑 (递进性准则)：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
||
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
||
请围绕以下主题提取行为逻辑链：
|
||
主题：从被动娱乐到主动求知的认知转变
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动娱乐到主动求知的认知转变",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这份用户行为数据。任务是需要我基于用户的交互时间线，梳理出一条从被动娱乐到主动求知的认知转变的行为逻辑链。
|
||
|
||
我首先注意到，这位用户的行为在很长一段时间内都表现出非常稳定的偏好。从2025年8月到11月，他的消费行为主要集中在两个明确的领域：一是户外活动，特别是钓鱼，他购买了大量的渔具，如诱饵笼 <|prod_begin|><s_a_7079><s_b_2671><s_c_5291>、鱼钩 <|prod_begin|><s_a_6343><s_b_4538><s_c_6278>、鱼竿 <|prod_begin|><s_a_5981><s_b_3633><s_c_424> 和各种鱼缸及配件 <|prod_begin|><s_a_1498><s_b_5537><s_c_5347>，还关注了渔具清仓和钓竿推荐的直播间 <|living_begin|><s_a_773><s_b_4026><s_c_6077>；二是一些生活日用品和食品，比如男鞋 <|prod_begin|><s_a_3305><s_b_4575><s_c_3510>、泡面 <|prod_begin|><s_a_8138><s_b_5726><s_c_3055> 和手机 <|prod_begin|><s_a_307><s_b_5577><s_c_7222>。这期间，他的行为模式相对务实，围绕着个人爱好和生活必需品展开。
|
||
|
||
进入2025年12月后，我观察到一个显著的变化。用户的注意力开始大量被短剧广告所吸引。从12月8日开始，他密集地点击和深度转化了大量古装、仙侠、都市情感、悬疑等题材的短剧广告，例如 <|ad_begin|><s_a_1608><s_b_7608><s_c_6108>、<|ad_begin|><s_a_1608><s_b_6234><s_c_6616> 和 <|ad_begin|><s_a_6921><s_b_6234><s_c_2370> 等。这种行为一直持续到2026年1月下旬，表明他在这段时间内，内容消费的主要动机是寻求剧情刺激和情感满足，这是一种典型的被动式娱乐消费。
|
||
|
||
然而，在2026年1月29日，我捕捉到了一个关键的转折点。在连续消费了近两个月的娱乐性短剧广告后，用户首次对一个完全不同类型的内容产生了兴趣。他点击了一则关于AI技术应用的广告 <|ad_begin|><s_a_1383><s_b_7261><s_c_3995>。这个广告内容涵盖了AI在食品加工、农业、健身等多个领域的应用，强调的是学习和实践。我认为，这次点击行为标志着一个认知上的萌芽，用户的兴趣开始从纯粹的娱乐内容，向具有实用价值和知识性的技术领域延伸。
|
||
|
||
这个新萌发的兴趣点很快就得到了进一步的验证和深化。几天后的2026年2月5日，用户的行为表现出更强的主动性和目的性。他主动点击了一本名为《用 AI赚钱》的书籍商品 <|prod_begin|><s_a_2078><s_b_513><s_c_4365>。这表明，他对于AI的兴趣已经从泛化的技术认知，迅速聚焦到了一个非常具体且带有功利性的目标——“赚钱”。这不再是被动地接收信息，而是主动去寻找能将这项技术转化为生产力或商业价值的途径。
|
||
|
||
最关键的一步发生在同一天。在点击了这本书之后，用户迅速做出了购买决策，完成了对这本AI书籍 <|prod_begin|><s_a_2078><s_b_513><s_c_4365> 的购买。这个行为形成了从了解到决策的闭环，说明他已经完全认可了通过学习AI来提升自身价值的理念，并愿意为此进行知识付费。这与他之前大量消费免费短剧内容的行为模式形成了鲜明对比，标志着他从一个被动的娱乐内容消费者，向一个主动的知识探索者和付费学习者完成了转变。
|
||
|
||
综上所述，我认为用户的认知转变路径清晰可见。他最初沉浸在短剧等被动娱乐内容中，但在2026年1月29日，一次关于AI技术应用的广告点击 <|ad_begin|><s_a_1383><s_b_7261><s_c_3995> 触发了他的兴趣点转移。这种兴趣很快就具体化为对“用AI赚钱”这一功利性目标的追求，体现在2月5日主动点击了相关书籍 <|prod_begin|><s_a_2078><s_b_513><s_c_4365>。最终，通过当天的购买行为 <|prod_begin|><s_a_2078><s_b_513><s_c_4365>，他完成了从被动娱乐到主动求知的关键一步。基于这条逻辑链，我推测该用户未来可能会继续关注与AI技术、在线课程或个人技能提升相关的内容，并有较大概率被能够带来实际收益的知识付费产品所吸引。</think>
|
||
{"logic_chain": {"name": "从被动娱乐到主动求知的认知转变", "events": [{"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_1383><s_b_7261><s_c_3995>", "logic": "兴趣触发：在长期观看娱乐性短剧后，首次对一个明确指向“AI技术应用”的广告产生点击行为，标志着兴趣点从纯粹的剧情消费向技术应用领域偏移。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>", "logic": "需求聚焦：兴趣从泛化的“AI技术应用”收敛到具体的“用AI赚钱”，体现了从认知到功利性需求的转化，行为从被动接收广告转为主动点击带有明确商业目的的商品。"}, {"date": "2026-02-05", "action": "[商品-购买] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>", "logic": "决策闭环：在同一天内完成了从点击到了解再到购买的完整决策流程，确认了将AI作为生产力工具的认知，并愿意为此付费，完成了从娱乐消费者到知识付费者的身份转变。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-02-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1542><s_b_1801><s_c_5126>
|
||
【2024-02-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5027><s_b_1692><s_c_4079>
|
||
【2024-02-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1606><s_b_614><s_c_7677>
|
||
【2024-03-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7884><s_b_2863><s_c_6237>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4389><s_b_5050><s_c_5468>
|
||
【2024-03-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_2852><s_c_845>
|
||
【2024-03-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6119><s_b_7581><s_c_724>
|
||
【2024-03-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2564><s_b_5426><s_c_5650>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1571><s_b_1801><s_c_4393>
|
||
【2024-04-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5411><s_c_28>
|
||
【2024-05-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_5409><s_c_6369>
|
||
【2024-05-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_4386><s_c_1358>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3908><s_b_746><s_c_1358>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_3408><s_c_7348>
|
||
【2024-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_111><s_c_4829>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_2641><s_c_5104>
|
||
【2024-06-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7032><s_c_7581>
|
||
【2024-07-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1309><s_b_4984><s_c_2006>
|
||
【2024-07-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3132><s_b_5951><s_c_6384>
|
||
【2024-08-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2564><s_b_5426><s_c_5650>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2564><s_b_2558><s_c_7323>
|
||
【2024-08-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4390><s_b_6454><s_c_7938>
|
||
【2024-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_999><s_b_989><s_c_6710>
|
||
【2025-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2404><s_b_7342><s_c_3846>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_3916><s_c_899>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3878><s_b_734><s_c_2860>
|
||
【2025-01-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_263><s_b_4296><s_c_6327>
|
||
【2025-01-16】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_205><s_b_765><s_c_6218>
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_5824><s_b_594><s_c_2302>
|
||
【2025-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_5429><s_c_1708>
|
||
【2025-01-20】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_5172><s_c_3676>
|
||
【2025-02-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_581><s_c_3189>
|
||
【2025-02-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_3006><s_c_8129>
|
||
【2025-03-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5234><s_b_2497><s_c_7978>
|
||
【2025-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_206><s_b_5270><s_c_7311>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_6960><s_c_7267>
|
||
【2025-04-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_1227><s_c_1957>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5337><s_b_581><s_c_713>
|
||
【2025-04-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_273><s_b_7749><s_c_4042>
|
||
【2025-05-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_206><s_b_5786><s_c_1787>
|
||
【2025-07-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1201><s_b_3297><s_c_4977>
|
||
【2025-07-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
|
||
【2025-07-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
|
||
【2025-07-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5782><s_b_2789><s_c_3207>
|
||
【2025-07-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3460><s_b_7960><s_c_8052>
|
||
【2025-07-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_6234><s_c_2513>
|
||
【2025-08-18】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_4050><s_c_5518>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_8006><s_b_7342><s_c_4467>
|
||
【2025-08-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_680><s_b_765><s_c_2403>
|
||
【2025-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5047><s_b_6878><s_c_6965>
|
||
【2025-08-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_2486><s_c_5558>
|
||
【2025-09-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_478><s_b_7144><s_c_291>
|
||
【2025-09-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_2583><s_c_3022>
|
||
【2025-10-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_3138><s_c_2887>
|
||
【2025-11-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7994><s_b_6451><s_c_7557>
|
||
【2025-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_273><s_b_7749><s_c_4042>
|
||
【2025-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6451><s_b_7571><s_c_7065>
|
||
【2025-12-10】
|
||
16:00 [广告-点击] <|ad_begin|><s_a_398><s_b_3851><s_c_3317>
|
||
【2025-12-11】
|
||
17:29 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6435><s_c_5563>
|
||
17:29 [广告-点击] <|ad_begin|><s_a_2899><s_b_6435><s_c_5563>
|
||
【2025-12-12】
|
||
15:14 [广告-点击] <|ad_begin|><s_a_4479><s_b_6123><s_c_74>
|
||
【2025-12-14】
|
||
02:36 [广告-深度转化] <|ad_begin|><s_a_5991><s_b_6234><s_c_5851>
|
||
02:36 [广告-点击] <|ad_begin|><s_a_5991><s_b_6234><s_c_5851>
|
||
【2025-12-17】
|
||
14:09 [广告-点击] <|ad_begin|><s_a_4751><s_b_2357><s_c_853>
|
||
【2025-12-19】
|
||
16:52 [广告-点击] <|ad_begin|><s_a_447><s_b_7024><s_c_7456>
|
||
【2025-12-20】
|
||
02:15 [广告-深度转化] <|ad_begin|><s_a_1458><s_b_6880><s_c_4087>
|
||
02:15 [广告-点击] <|ad_begin|><s_a_1458><s_b_6880><s_c_4087>
|
||
05:10 [广告-点击] <|ad_begin|><s_a_4343><s_b_8002><s_c_88>
|
||
16:14 [广告-点击] <|ad_begin|><s_a_6577><s_b_3727><s_c_899>
|
||
【2025-12-21】
|
||
01:14 [广告-点击] <|ad_begin|><s_a_6548><s_b_2182><s_c_3317>
|
||
03:37 [广告-点击] <|ad_begin|><s_a_1596><s_b_353><s_c_7945>
|
||
【2025-12-27】
|
||
03:16 [广告-点击] <|ad_begin|><s_a_2158><s_b_6047><s_c_5216>
|
||
【2025-12-28】
|
||
01:58 [广告-点击] <|ad_begin|><s_a_4540><s_b_8074><s_c_5823>
|
||
02:05 [广告-点击] <|ad_begin|><s_a_6850><s_b_3594><s_c_5553>
|
||
03:05 [广告-点击] <|ad_begin|><s_a_6904><s_b_7386><s_c_3464>
|
||
03:13 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_6173>
|
||
05:03 [广告-点击] <|ad_begin|><s_a_6904><s_b_4879><s_c_6171>
|
||
【2026-01-02】
|
||
17:05 [广告-点击] <|ad_begin|><s_a_7984><s_b_4944><s_c_3495>
|
||
【2026-01-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5682><s_b_3302><s_c_944>
|
||
【2026-01-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4641><s_b_3480><s_c_848>
|
||
【2026-01-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7911><s_c_5983>
|
||
【2026-01-07】
|
||
16:29 [广告-点击] <|ad_begin|><s_a_7328><s_b_2824><s_c_4887>
|
||
【2026-01-09】
|
||
14:27 [广告-点击] <|ad_begin|><s_a_7374><s_b_7546><s_c_7076>
|
||
【2026-01-10】
|
||
02:34 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_8129>
|
||
【2026-01-12】
|
||
16:16 [广告-点击] <|ad_begin|><s_a_4078><s_b_8086><s_c_1136>
|
||
【2026-01-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5085><s_b_6845><s_c_1298>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5085><s_b_6845><s_c_1298>
|
||
【2026-01-17】
|
||
02:04 [广告-点击] <|ad_begin|><s_a_1375><s_b_1141><s_c_3475>
|
||
【2026-01-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3013><s_b_3480><s_c_1515>
|
||
【2026-01-20】
|
||
13:51 [广告-点击] <|ad_begin|><s_a_3062><s_b_6946><s_c_5553>
|
||
【2026-01-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4446><s_b_93><s_c_1453>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7689><s_b_7986><s_c_5404>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7689><s_b_7986><s_c_5404>
|
||
【2026-01-22】
|
||
14:54 [视频-点赞/长播] <|video_begin|><s_a_2578><s_b_2029><s_c_6067>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5337><s_b_4561><s_c_1079>
|
||
【2026-01-23】
|
||
09:01 [视频-关注/点赞/长播] <|video_begin|><s_a_4088><s_b_6234><s_c_8127>
|
||
09:28 [视频-点赞/长播] <|video_begin|><s_a_1494><s_b_3636><s_c_406>
|
||
16:31 [视频-转发/收藏/长播] <|video_begin|><s_a_3482><s_b_1103><s_c_25>
|
||
16:41 [视频-转发/长播] <|video_begin|><s_a_3743><s_b_727><s_c_4952>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4345><s_b_3776><s_c_3687>
|
||
【2026-01-24】
|
||
04:07 [广告-点击] <|ad_begin|><s_a_5687><s_b_581><s_c_1317>
|
||
04:12 [视频-评论/长播] <|video_begin|><s_a_6408><s_b_5169><s_c_6805>
|
||
05:03 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_4932><s_c_5971>
|
||
05:13 [广告-点击] <|ad_begin|><s_a_7249><s_b_4878><s_c_4467>
|
||
05:17 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_1411><s_c_5970>
|
||
05:42 [视频-关注/长播] <|video_begin|><s_a_5254><s_b_1411><s_c_3550>
|
||
07:13 [广告-点击] <|ad_begin|><s_a_5485><s_b_414><s_c_1935>
|
||
15:51 [视频-评论/长播] <|video_begin|><s_a_5727><s_b_8060><s_c_3970>
|
||
【2026-01-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1459><s_b_2857><s_c_3236>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2506><s_b_5280><s_c_8075>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_53><s_b_7901><s_c_7901>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_53><s_b_844><s_c_7901>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_3776><s_c_5846>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_504><s_b_4472><s_c_7610>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4970><s_b_4768><s_c_3611>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5734><s_b_6348><s_c_829>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5734><s_b_298><s_c_262>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3542><s_b_1267><s_c_298>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4345><s_b_3776><s_c_3687>
|
||
【2026-01-26】
|
||
12:58 [视频-评论/长播] <|video_begin|><s_a_5120><s_b_6782><s_c_513>
|
||
13:02 [视频-评论/长播] <|video_begin|><s_a_2402><s_b_6537><s_c_616>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_53><s_b_844><s_c_7901>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1165><s_b_6894><s_c_224>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8150><s_b_4902><s_c_133>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2093><s_b_6517><s_c_880>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8165><s_b_1679><s_c_1878>
|
||
【2026-01-27】
|
||
09:52 [视频-浏览] <|video_begin|><s_a_3849><s_b_988><s_c_1184>
|
||
17:43 [视频-评论/长播] <|video_begin|><s_a_1272><s_b_3129><s_c_5554>
|
||
【2026-01-28】
|
||
03:47 [视频-评论/长播] <|video_begin|><s_a_3906><s_b_8181><s_c_499>
|
||
04:02 [广告-点击] <|ad_begin|><s_a_6810><s_b_552><s_c_6366>
|
||
04:21 [视频-评论/长播] <|video_begin|><s_a_2125><s_b_1232><s_c_2984>
|
||
04:22 [视频-评论/长播] <|video_begin|><s_a_6372><s_b_2381><s_c_1708>
|
||
07:43 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_6234><s_c_1451>
|
||
09:47 [视频-收藏/长播] <|video_begin|><s_a_7679><s_b_800><s_c_4373>
|
||
10:37 [视频-评论/长播] <|video_begin|><s_a_6548><s_b_1188><s_c_4805>
|
||
10:45 [视频-转发/长播] <|video_begin|><s_a_3818><s_b_4059><s_c_7786>
|
||
12:19 [视频-转发/长播] <|video_begin|><s_a_2654><s_b_4583><s_c_499>
|
||
12:28 [视频-浏览] <|video_begin|><s_a_3356><s_b_1227><s_c_3429>
|
||
13:56 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_946><s_c_6725>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4148><s_b_788><s_c_4180>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4148><s_b_4618><s_c_2987>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4148><s_b_7164><s_c_2528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4148><s_b_4268><s_c_1649>
|
||
【2026-01-29】
|
||
02:41 [视频-点赞/长播] <|video_begin|><s_a_4088><s_b_3790><s_c_141>
|
||
07:12 [视频-评论/长播] <|video_begin|><s_a_4032><s_b_6519><s_c_2951>
|
||
07:17 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_1523><s_c_887>
|
||
07:44 [视频-点赞/长播] <|video_begin|><s_a_956><s_b_7546><s_c_7688>
|
||
07:53 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_205><s_c_5054>
|
||
07:53 [视频-评论/长播] <|video_begin|><s_a_2116><s_b_1434><s_c_3238>
|
||
08:26 [视频-点赞/长播] <|video_begin|><s_a_2252><s_b_4571><s_c_5402>
|
||
08:54 [视频-点赞/长播] <|video_begin|><s_a_2411><s_b_765><s_c_4357>
|
||
08:54 [视频-评论/长播] <|video_begin|><s_a_2015><s_b_5760><s_c_236>
|
||
09:14 [视频-点赞/长播] <|video_begin|><s_a_3532><s_b_7181><s_c_6927>
|
||
09:22 [视频-评论/长播] <|video_begin|><s_a_6843><s_b_2632><s_c_4611>
|
||
12:59 [视频-点赞/长播] <|video_begin|><s_a_3762><s_b_7138><s_c_4724>
|
||
14:11 [视频-评论/点赞/长播] <|video_begin|><s_a_1726><s_b_631><s_c_1703>
|
||
14:21 [视频-评论/长播] <|video_begin|><s_a_4540><s_b_1201><s_c_6676>
|
||
16:06 [视频-评论/长播] <|video_begin|><s_a_4401><s_b_33><s_c_4939>
|
||
16:42 [视频-浏览] <|video_begin|><s_a_2402><s_b_2882><s_c_1339>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_2327><s_c_3449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6927><s_b_6944><s_c_2753>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2327><s_c_3449>
|
||
【2026-01-30】
|
||
04:29 [广告-点击] <|ad_begin|><s_a_1584><s_b_4033><s_c_4913>
|
||
13:26 [视频-关注/长播] <|video_begin|><s_a_8113><s_b_6234><s_c_859>
|
||
13:58 [视频-点赞/长播] <|video_begin|><s_a_6548><s_b_4917><s_c_2025>
|
||
18:00 [视频-转发/长播] <|video_begin|><s_a_3539><s_b_1806><s_c_4421>
|
||
18:09 [视频-转发/长播] <|video_begin|><s_a_2402><s_b_6532><s_c_7374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7024><s_c_5022>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3888><s_b_2451><s_c_4262>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7397><s_b_6048><s_c_2805>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6869><s_b_7208><s_c_6760>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4926><s_b_2003><s_c_5993>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4926><s_b_3378><s_c_5926>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4926><s_b_3378><s_c_4910>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4926><s_b_3378><s_c_1990>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7514><s_b_5373><s_c_936>
|
||
【2026-01-31】
|
||
05:47 [视频-转发/长播] <|video_begin|><s_a_4032><s_b_1642><s_c_6408>
|
||
06:58 [视频-转发/长播] <|video_begin|><s_a_7328><s_b_7386><s_c_6275>
|
||
06:58 [视频-转发/长播] <|video_begin|><s_a_1056><s_b_1642><s_c_399>
|
||
09:50 [视频-评论/长播] <|video_begin|><s_a_457><s_b_931><s_c_1148>
|
||
11:35 [视频-评论/长播] <|video_begin|><s_a_4531><s_b_6295><s_c_118>
|
||
13:58 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_4041><s_c_1767>
|
||
13:58 [视频-评论/长播] <|video_begin|><s_a_829><s_b_765><s_c_6420>
|
||
15:24 [视频-评论/长播] <|video_begin|><s_a_4025><s_b_5691><s_c_8112>
|
||
15:32 [视频-收藏/长播] <|video_begin|><s_a_7038><s_b_765><s_c_6275>
|
||
15:44 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_3691><s_c_1162>
|
||
16:29 [视频-收藏/长播] <|video_begin|><s_a_5181><s_b_3606><s_c_2309>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3569><s_b_2858><s_c_5928>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4570><s_b_5363><s_c_806>
|
||
20:35 [视频-点赞/长播] <|video_begin|><s_a_410><s_b_4594><s_c_139>
|
||
【2026-02-01】
|
||
02:32 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_6047><s_c_77>
|
||
03:17 [广告-点击] <|ad_begin|><s_a_795><s_b_6234><s_c_8129>
|
||
04:52 [视频-评论/长播] <|video_begin|><s_a_3766><s_b_7776><s_c_1119>
|
||
05:14 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_6435><s_c_3026>
|
||
09:19 [视频-点赞/长播] <|video_begin|><s_a_6548><s_b_5429><s_c_4724>
|
||
09:19 [视频-转发/长播] <|video_begin|><s_a_6492><s_b_796><s_c_8129>
|
||
09:27 [视频-点赞/长播] <|video_begin|><s_a_571><s_b_908><s_c_5554>
|
||
09:27 [视频-点赞/长播] <|video_begin|><s_a_1369><s_b_4026><s_c_236>
|
||
14:22 [视频-收藏/长播] <|video_begin|><s_a_4032><s_b_5718><s_c_2025>
|
||
14:31 [视频-关注/点赞/长播] <|video_begin|><s_a_5181><s_b_6973><s_c_2407>
|
||
15:25 [视频-评论/长播] <|video_begin|><s_a_7774><s_b_4323><s_c_7675>
|
||
15:25 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_4059><s_c_6275>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3726><s_b_3435><s_c_2444>
|
||
【2026-02-02】
|
||
05:18 [视频-转发/长播] <|video_begin|><s_a_1726><s_b_7024><s_c_2568>
|
||
05:34 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_6007>
|
||
10:46 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_4212>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_1666><s_b_4216><s_c_559>
|
||
17:28 [视频-评论/长播] <|video_begin|><s_a_1527><s_b_1411><s_c_5563>
|
||
17:28 [视频-评论/点赞/长播] <|video_begin|><s_a_1318><s_b_4878><s_c_1170>
|
||
18:34 [视频-评论/长播] <|video_begin|><s_a_2408><s_b_759><s_c_3026>
|
||
【2026-02-03】
|
||
03:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_6234><s_c_4673>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_562><s_b_311><s_c_3034>
|
||
05:46 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_1119>
|
||
07:54 [广告-点击] <|ad_begin|><s_a_4815><s_b_1141><s_c_1935>
|
||
08:57 [视频-关注/长播] <|video_begin|><s_a_2015><s_b_7604><s_c_5807>
|
||
12:49 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7024><s_c_7622>
|
||
15:16 [视频-评论/长播] <|video_begin|><s_a_1234><s_b_4010><s_c_4467>
|
||
15:34 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_5841><s_c_7609>
|
||
17:08 [视频-收藏/长播] <|video_begin|><s_a_7830><s_b_3009><s_c_7241>
|
||
18:29 [视频-点赞/长播] <|video_begin|><s_a_2213><s_b_5378><s_c_1423>
|
||
【2026-02-04】
|
||
09:41 [视频-点赞/长播] <|video_begin|><s_a_6595><s_b_593><s_c_5554>
|
||
09:50 [视频-点赞/长播] <|video_begin|><s_a_4284><s_b_7971><s_c_6873>
|
||
【2026-02-05】
|
||
05:42 [视频-关注/长播] <|video_begin|><s_a_8127><s_b_2799><s_c_1752>
|
||
05:55 [视频-长播] <|video_begin|><s_a_7008><s_b_5631><s_c_4631>
|
||
05:55 [视频-长播] <|video_begin|><s_a_1726><s_b_5171><s_c_6583>
|
||
06:00 [视频-长播] <|video_begin|><s_a_16><s_b_581><s_c_607>
|
||
06:03 [视频-长播] <|video_begin|><s_a_7679><s_b_6234><s_c_5687>
|
||
06:03 [视频-长播] <|video_begin|><s_a_3510><s_b_4033><s_c_3026>
|
||
06:03 [视频-长播] <|video_begin|><s_a_2004><s_b_4879><s_c_4017>
|
||
06:06 [视频-长播] <|video_begin|><s_a_3766><s_b_297><s_c_8085>
|
||
06:06 [视频-长播] <|video_begin|><s_a_2015><s_b_6761><s_c_1707>
|
||
06:22 [视频-长播] <|video_begin|><s_a_3738><s_b_2799><s_c_853>
|
||
06:22 [视频-长播] <|video_begin|><s_a_2135><s_b_3854><s_c_6557>
|
||
06:26 [视频-长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1935>
|
||
06:26 [视频-长播] <|video_begin|><s_a_1726><s_b_1292><s_c_3026>
|
||
06:26 [视频-长播] <|video_begin|><s_a_3689><s_b_6234><s_c_503>
|
||
06:26 [视频-长播] <|video_begin|><s_a_2015><s_b_3235><s_c_1000>
|
||
06:38 [视频-长播] <|video_begin|><s_a_4032><s_b_6519><s_c_5531>
|
||
06:38 [视频-长播] <|video_begin|><s_a_2015><s_b_6782><s_c_2344>
|
||
06:38 [视频-长播] <|video_begin|><s_a_2015><s_b_2221><s_c_2568>
|
||
08:10 [视频-长播] <|video_begin|><s_a_3689><s_b_6038><s_c_5452>
|
||
08:10 [视频-长播] <|video_begin|><s_a_3829><s_b_6525><s_c_7137>
|
||
08:10 [视频-长播] <|video_begin|><s_a_5295><s_b_1069><s_c_607>
|
||
08:10 [视频-长播] <|video_begin|><s_a_8113><s_b_2826><s_c_47>
|
||
08:12 [视频-长播] <|video_begin|><s_a_7385><s_b_6234><s_c_4595>
|
||
08:12 [视频-长播] <|video_begin|><s_a_4858><s_b_5145><s_c_6792>
|
||
08:24 [视频-长播] <|video_begin|><s_a_4393><s_b_1952><s_c_7683>
|
||
08:25 [视频-长播] <|video_begin|><s_a_16><s_b_6715><s_c_7320>
|
||
08:25 [视频-长播] <|video_begin|><s_a_5903><s_b_575><s_c_1939>
|
||
08:31 [视频-长播] <|video_begin|><s_a_8113><s_b_706><s_c_2224>
|
||
08:31 [视频-长播] <|video_begin|><s_a_1726><s_b_7024><s_c_2568>
|
||
08:31 [视频-长播] <|video_begin|><s_a_6027><s_b_2902><s_c_4247>
|
||
08:31 [视频-长播] <|video_begin|><s_a_3766><s_b_2865><s_c_3742>
|
||
08:32 [视频-长播] <|video_begin|><s_a_3738><s_b_7348><s_c_2697>
|
||
09:17 [视频-长播] <|video_begin|><s_a_655><s_b_7498><s_c_1935>
|
||
09:17 [视频-长播] <|video_begin|><s_a_6399><s_b_6234><s_c_2756>
|
||
09:19 [视频-长播] <|video_begin|><s_a_3655><s_b_2817><s_c_4543>
|
||
09:19 [视频-长播] <|video_begin|><s_a_5023><s_b_3009><s_c_1462>
|
||
09:25 [视频-长播] <|video_begin|><s_a_7130><s_b_876><s_c_4373>
|
||
09:25 [视频-长播] <|video_begin|><s_a_8159><s_b_5419><s_c_439>
|
||
09:41 [视频-长播] <|video_begin|><s_a_1335><s_b_980><s_c_141>
|
||
09:41 [视频-长播] <|video_begin|><s_a_6150><s_b_4771><s_c_2344>
|
||
09:41 [视频-长播] <|video_begin|><s_a_1981><s_b_6084><s_c_5687>
|
||
15:08 [视频-长播] <|video_begin|><s_a_3766><s_b_2902><s_c_5823>
|
||
15:08 [视频-长播] <|video_begin|><s_a_6760><s_b_5760><s_c_1583>
|
||
15:10 [视频-长播] <|video_begin|><s_a_2015><s_b_7975><s_c_7790>
|
||
15:10 [视频-长播] <|video_begin|><s_a_5023><s_b_4404><s_c_3552>
|
||
15:41 [视频-长播] <|video_begin|><s_a_1527><s_b_6442><s_c_7616>
|
||
15:41 [视频-长播] <|video_begin|><s_a_1726><s_b_2497><s_c_503>
|
||
15:41 [视频-长播] <|video_begin|><s_a_1106><s_b_978><s_c_6583>
|
||
15:41 [视频-评论/长播] <|video_begin|><s_a_2146><s_b_4323><s_c_2211>
|
||
15:51 [视频-长播] <|video_begin|><s_a_599><s_b_4899><s_c_6557>
|
||
15:51 [视频-长播] <|video_begin|><s_a_2015><s_b_5951><s_c_2452>
|
||
15:51 [视频-长播] <|video_begin|><s_a_5452><s_b_5394><s_c_7244>
|
||
角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，根据以上用户交互历史，针对目标主题抽取兼具行为递进性与内在关联性的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
|
||
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从泛化身体不适到特定功能矫正的健康需求探索
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化身体不适到特定功能矫正的健康需求探索",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从泛化身体不适到特定功能矫正的健康需求探索","events":[{"date":"2025-04-21","action":"[商品-购买] <|prod_begin|><s_a_273><s_b_7749><s_c_4042>","logic":"初始触发：购买针对婴幼儿特定行为（咬指甲）的辅助产品，表明用户关注点中存在儿童健康或行为矫正的需求场景。"},{"date":"2025-04-19","action":"[商品-购买] <|prod_begin|><s_a_5337><s_b_581><s_c_713>","logic":"需求聚焦：从宽泛的儿童行为问题，收敛到对“扁平足”、“xo型腿”这类更具体的生理结构问题的解决方案探索，体现了对健康问题认知的深化和精准化。"},{"date":"2026-01-22","action":"[商品-点击] <|prod_begin|><s_a_5337><s_b_4561><s_c_1079>","logic":"认知扩展与对比：在已有矫正鞋垫购买经验的基础上，进一步点击了另一款产品，其标题增加了“成人”、“久站疼痛”等新变量，表明用户可能在对比不同产品的功能细节或将需求从儿童扩展至成人，是对前期解决方案的评估和优化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
你是一个推荐系统助手，擅长根据用户属性与多域历史行为预测用户的内容偏好。
|
||
用户多域历史行为：
|
||
用户在商品域: 浏览过的商品有 <|prod_begin|><s_a_2452><s_b_3795><s_c_4591>, <|prod_begin|><s_a_911><s_b_3923><s_c_3621>, <|prod_begin|><s_a_2056><s_b_2771><s_c_6669>, <|prod_begin|><s_a_8101><s_b_6803><s_c_8101>, <|prod_begin|><s_a_5114><s_b_4924><s_c_133>, <|prod_begin|><s_a_1443><s_b_4613><s_c_7097>, <|prod_begin|><s_a_3337><s_b_5799><s_c_3860>, <|prod_begin|><s_a_2700><s_b_419><s_c_7748>, <|prod_begin|><s_a_7513><s_b_2660><s_c_4773>, <|prod_begin|><s_a_3245><s_b_3076><s_c_7420>；购买/点击过的商品有 <|prod_begin|><s_a_5982><s_b_6763><s_c_7171>；点击过的商品有 <|prod_begin|><s_a_662><s_b_7813><s_c_7791>, <|prod_begin|><s_a_310><s_b_1657><s_c_7019>, <|prod_begin|><s_a_5410><s_b_2448><s_c_5347>, <|prod_begin|><s_a_1938><s_b_2999><s_c_3749>, <|prod_begin|><s_a_5982><s_b_7572><s_c_7329>。
|
||
用户在视频域: 完播过的视频有 <|video_begin|><s_a_3300><s_b_4508><s_c_5621>, <|video_begin|><s_a_5720><s_b_5511><s_c_8091>, <|video_begin|><s_a_1187><s_b_2817><s_c_47>, <|video_begin|><s_a_3914><s_b_7174><s_c_943>, <|video_begin|><s_a_7830><s_b_6186><s_c_329>, <|video_begin|><s_a_4419><s_b_4041><s_c_6762>, <|video_begin|><s_a_5739><s_b_6358><s_c_3356>；长播过的视频有 <|video_begin|><s_a_7328><s_b_3338><s_c_7287>, <|video_begin|><s_a_2015><s_b_2486><s_c_3763>, <|video_begin|><s_a_2135><s_b_4878><s_c_1368>；浏览过的视频有 <|video_begin|><s_a_457><s_b_1795><s_c_6881>, <|video_begin|><s_a_3510><s_b_184><s_c_1655>, <|video_begin|><s_a_4343><s_b_7391><s_c_5882>, <|video_begin|><s_a_3510><s_b_6234><s_c_2636>, <|video_begin|><s_a_1881><s_b_4915><s_c_7754>, <|video_begin|><s_a_6958><s_b_3009><s_c_70>, <|video_begin|><s_a_6321><s_b_6582><s_c_2530>, <|video_begin|><s_a_3510><s_b_2870><s_c_535>, <|video_begin|><s_a_3510><s_b_6234><s_c_3225>, <|video_begin|><s_a_1106><s_b_4092><s_c_1306>, <|video_begin|><s_a_1881><s_b_3447><s_c_4909>, <|video_begin|><s_a_5181><s_b_3951><s_c_4770>。
|
||
用户在广告域: 点击过的广告有 <|ad_begin|><s_a_1351><s_b_5668><s_c_1708>, <|ad_begin|><s_a_7586><s_b_3636><s_c_6550>, <|ad_begin|><s_a_1726><s_b_4578><s_c_4859>, <|ad_begin|><s_a_3104><s_b_5400><s_c_4952>, <|ad_begin|><s_a_3140><s_b_6874><s_c_2791>, <|ad_begin|><s_a_5229><s_b_4733><s_c_6173>, <|ad_begin|><s_a_1041><s_b_3044><s_c_88>, <|ad_begin|><s_a_1383><s_b_7214><s_c_5563>, <|ad_begin|><s_a_7075><s_b_2918><s_c_3847>, <|ad_begin|><s_a_7331><s_b_7445><s_c_6177>。
|
||
请推断用户接下来最可能交互的广告。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<|ad_begin|><s_a_8159><s_b_233><s_c_5061><|im_end|>
|
||
<|endoftext|><|endoftext|><|endoftext|>
|
||
label_ids:
|
||
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{"logic_chain": {"name": "从泛化兴趣到专业化聚焦的收藏品认知演化", "events": [{"date": "2025-12-17", "action": "[广告-深度转化] <|ad_begin|><s_a_3251><s_b_4723><s_c_4341>", "logic": "初始触发：被动接收大量泛化的“老物件上门回收”广告，形成初步认知。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_2132><s_b_5131><s_c_2482>", "logic": "兴趣聚焦：从泛化的“老物件”概念，收敛到对特定品类“古钱币”的价值和历史产生主动兴趣，并参与评论互动。"}, {"date": "2026-01-27", "action": "[视频-评论/长播] <|video_begin|><s_a_6099><s_b_2246><s_c_814>", "logic": "认知跃迁：兴趣从“物品本身”深化至“专业交易场景”，关注点转向“拍卖会”这一专业变现或投资渠道，完成了从了解到实践的认知闭环。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，挖掘出一条从被动接收游戏广告到主动探索游戏世界观，并最终深化为对角色设定产生浓厚兴趣的行为链。
|
||
|
||
我首先注意到，用户的早期行为主要集中在饲养宠物（特别是金丝熊）和购买一些生活用品上，比如从三月初开始，他密集地购买了金丝熊活体 <|prod_begin|><s_a_3763><s_b_2852><s_c_1397>、<|prod_begin|><s_a_3763><s_b_1426><s_c_7428> 以及大量的饲料、垫料和玩具。这表明他当时的核心兴趣是宠物饲养。同时，他也关注了一些手工文创和颜值才艺类直播，展现出对可爱、治愈和互动内容的偏好。
|
||
|
||
直到2025年12月，用户的行为模式开始出现一个显著的转折点。在12月13日，我观察到他首次点击了一则关于《超自然行动组》的游戏广告 <|ad_begin|><s_a_3062><s_b_4733><s_c_7719>。这则广告具体展示了角色“羽子”的装备、任务和战斗过程，这似乎是他与该游戏IP的初次接触，是一次被动的、由广告驱动的兴趣触发。在此之前，他的游戏相关行为并不突出，这次点击可以看作是一颗兴趣的种子。
|
||
|
||
这颗种子在接下来的一个多月里开始萌芽。到了2026年1月22日，我发现他不再仅仅是被动地看广告，而是主动点赞并长时间观看了一个关于“超自然行动组”闺蜜游戏日常的视频 <|video_begin|><s_a_3062><s_b_4932><s_c_5194>。这个行为非常关键，它标志着用户的兴趣从对广告所展示的“玩法”的初步认知，深化到了对游戏“日常趣味性”和角色个性的主动关注。这说明广告内容成功地转化为了他的主动探索行为，他对这个游戏世界的兴趣正在加深。
|
||
|
||
紧接着，在1月24日，我看到了一个更有趣的现象。他点赞了一个深度解析《第五人格》梦之女巫角色设计的视频 <|video_begin|><s_a_3062><s_b_6006><s_c_2248>。这个视频探讨了角色的神话灵感、设计演变等深层内容。这对我来说是一个强烈的信号，表明他的兴趣已经从单纯的游戏内容消费，跃迁到了对游戏角色如何被创造、其背后的世界观和美学构建的探究层面。更重要的是，他的兴趣范围从《超自然行动组》横向拓展到了风格相似但设计不同的《第五人格》，这说明他已经形成了一个更为抽象的偏好——对“游戏角色设计”本身的浓厚兴趣，而不仅仅局限于某一款游戏。
|
||
|
||
最终，在1月29日，我发现他点击了一款《超自然行动》的二次元周边相框商品 <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>。这一步可以说是整个兴趣链的闭环。用户的关注点从纯粹的线上数字内容，延伸到了希望在现实生活中拥有实体周边。这不仅代表了他对该游戏IP的高度认同，也表明他希望将这种虚拟世界的喜爱转化为一种物理的、可触摸的收藏。这是粉丝身份认同的典型表现，也是兴趣深度和粘性的最终体现。
|
||
|
||
综上所述，我推断出一条清晰的兴趣深化路径：用户最初因一次广告点击 <|ad_begin|><s_a_3062><s_b_4733><s_c_7719> 对《超自然行动组》产生初步认知，随后通过主动观看相关的趣味日常视频 <|video_begin|><s_a_3062><s_b_4932><s_c_5194> 加深了兴趣。接着，他的关注点升华，开始探索更深层次的角色设计理念，甚至将这种兴趣拓展到了同品类的其他游戏 <|video_begin|><s_a_3062><s_b_6006><s_c_2248>。最终，这种强烈的兴趣促使他关注并点击了相关的实体周边商品 <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>，完成了从被动触达到主动探索，再到渴望拥有的完整行为闭环。未来，他有较大概率会被类似的游戏角色设计解析、世界观探讨以及相关的实体或虚拟周边商品所吸引。</think>
|
||
{"logic_chain": {"name": "从被动游戏广告触达到主动探索游戏世界观与角色设定的兴趣深化", "events": [{"date": "2025-12-13", "action": "[广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_7719>", "logic": "初始触发：被动接收并点击了特定游戏《超自然行动组》的角色及玩法广告，建立了初步认知。"}, {"date": "2026-01-22", "action": "[视频-点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_5194>", "logic": "兴趣确认与加深：从广告的单向灌输，转变为主动观看并点赞与该游戏相关的二次创作内容，关注点从“玩法展示”转向了“游戏日常/趣味性”，交互深度增加。"}, {"date": "2026-01-24", "action": "[视频-点赞/长播] <|video_begin|><s_a_3062><s_b_6006><s_c_2248>", "logic": "认知跃迁与横向拓展：兴趣从游戏日常的表层内容，跃迁至对游戏角色设计的深度解析（如设计灵感、演变过程），体现了对游戏世界观和美学构建的探究。同时，兴趣从《超自然行动组》拓展到同品类但有不同设计风格的《第五人格》，表明用户已形成对“角色设计”这一抽象概念的关注。"}, {"date": "2026-01-29", "action": "[商品-点击] <|prod_begin|><s_a_4699><s_b_5096><s_c_2930>", "logic": "行为闭环：兴趣从线上的内容消费，延伸至对线下实体周边的关注，形成了从“了解到探索再到拥有”的完整兴趣闭环，是认知深度和粉丝身份认同的最终体现。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这份用户行为数据。任务是需要我基于用户的交互时间线，梳理出一条从被动娱乐到主动求知的认知转变的行为逻辑链。
|
||
|
||
我首先注意到，这位用户的行为在很长一段时间内都表现出非常稳定的偏好。从2025年8月到11月，他的消费行为主要集中在两个明确的领域：一是户外活动，特别是钓鱼，他购买了大量的渔具，如诱饵笼 <|prod_begin|><s_a_7079><s_b_2671><s_c_5291>、鱼钩 <|prod_begin|><s_a_6343><s_b_4538><s_c_6278>、鱼竿 <|prod_begin|><s_a_5981><s_b_3633><s_c_424> 和各种鱼缸及配件 <|prod_begin|><s_a_1498><s_b_5537><s_c_5347>，还关注了渔具清仓和钓竿推荐的直播间 <|living_begin|><s_a_773><s_b_4026><s_c_6077>；二是一些生活日用品和食品，比如男鞋 <|prod_begin|><s_a_3305><s_b_4575><s_c_3510>、泡面 <|prod_begin|><s_a_8138><s_b_5726><s_c_3055> 和手机 <|prod_begin|><s_a_307><s_b_5577><s_c_7222>。这期间，他的行为模式相对务实，围绕着个人爱好和生活必需品展开。
|
||
|
||
进入2025年12月后，我观察到一个显著的变化。用户的注意力开始大量被短剧广告所吸引。从12月8日开始，他密集地点击和深度转化了大量古装、仙侠、都市情感、悬疑等题材的短剧广告，例如 <|ad_begin|><s_a_1608><s_b_7608><s_c_6108>、<|ad_begin|><s_a_1608><s_b_6234><s_c_6616> 和 <|ad_begin|><s_a_6921><s_b_6234><s_c_2370> 等。这种行为一直持续到2026年1月下旬，表明他在这段时间内，内容消费的主要动机是寻求剧情刺激和情感满足，这是一种典型的被动式娱乐消费。
|
||
|
||
然而，在2026年1月29日，我捕捉到了一个关键的转折点。在连续消费了近两个月的娱乐性短剧广告后，用户首次对一个完全不同类型的内容产生了兴趣。他点击了一则关于AI技术应用的广告 <|ad_begin|><s_a_1383><s_b_7261><s_c_3995>。这个广告内容涵盖了AI在食品加工、农业、健身等多个领域的应用，强调的是学习和实践。我认为，这次点击行为标志着一个认知上的萌芽，用户的兴趣开始从纯粹的娱乐内容，向具有实用价值和知识性的技术领域延伸。
|
||
|
||
这个新萌发的兴趣点很快就得到了进一步的验证和深化。几天后的2026年2月5日，用户的行为表现出更强的主动性和目的性。他主动点击了一本名为《用 AI赚钱》的书籍商品 <|prod_begin|><s_a_2078><s_b_513><s_c_4365>。这表明，他对于AI的兴趣已经从泛化的技术认知，迅速聚焦到了一个非常具体且带有功利性的目标——“赚钱”。这不再是被动地接收信息，而是主动去寻找能将这项技术转化为生产力或商业价值的途径。
|
||
|
||
最关键的一步发生在同一天。在点击了这本书之后，用户迅速做出了购买决策，完成了对这本AI书籍 <|prod_begin|><s_a_2078><s_b_513><s_c_4365> 的购买。这个行为形成了从了解到决策的闭环，说明他已经完全认可了通过学习AI来提升自身价值的理念，并愿意为此进行知识付费。这与他之前大量消费免费短剧内容的行为模式形成了鲜明对比，标志着他从一个被动的娱乐内容消费者，向一个主动的知识探索者和付费学习者完成了转变。
|
||
|
||
综上所述，我认为用户的认知转变路径清晰可见。他最初沉浸在短剧等被动娱乐内容中，但在2026年1月29日，一次关于AI技术应用的广告点击 <|ad_begin|><s_a_1383><s_b_7261><s_c_3995> 触发了他的兴趣点转移。这种兴趣很快就具体化为对“用AI赚钱”这一功利性目标的追求，体现在2月5日主动点击了相关书籍 <|prod_begin|><s_a_2078><s_b_513><s_c_4365>。最终，通过当天的购买行为 <|prod_begin|><s_a_2078><s_b_513><s_c_4365>，他完成了从被动娱乐到主动求知的关键一步。基于这条逻辑链，我推测该用户未来可能会继续关注与AI技术、在线课程或个人技能提升相关的内容，并有较大概率被能够带来实际收益的知识付费产品所吸引。</think>
|
||
{"logic_chain": {"name": "从被动娱乐到主动求知的认知转变", "events": [{"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_1383><s_b_7261><s_c_3995>", "logic": "兴趣触发：在长期观看娱乐性短剧后，首次对一个明确指向“AI技术应用”的广告产生点击行为，标志着兴趣点从纯粹的剧情消费向技术应用领域偏移。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>", "logic": "需求聚焦：兴趣从泛化的“AI技术应用”收敛到具体的“用AI赚钱”，体现了从认知到功利性需求的转化，行为从被动接收广告转为主动点击带有明确商业目的的商品。"}, {"date": "2026-02-05", "action": "[商品-购买] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>", "logic": "决策闭环：在同一天内完成了从点击到了解再到购买的完整决策流程，确认了将AI作为生产力工具的认知，并愿意为此付费，完成了从娱乐消费者到知识付费者的身份转变。"}]}}<|im_end|>
|
||
{"logic_chain":{"name":"从泛化身体不适到特定功能矫正的健康需求探索","events":[{"date":"2025-04-21","action":"[商品-购买] <|prod_begin|><s_a_273><s_b_7749><s_c_4042>","logic":"初始触发：购买针对婴幼儿特定行为（咬指甲）的辅助产品，表明用户关注点中存在儿童健康或行为矫正的需求场景。"},{"date":"2025-04-19","action":"[商品-购买] <|prod_begin|><s_a_5337><s_b_581><s_c_713>","logic":"需求聚焦：从宽泛的儿童行为问题，收敛到对“扁平足”、“xo型腿”这类更具体的生理结构问题的解决方案探索，体现了对健康问题认知的深化和精准化。"},{"date":"2026-01-22","action":"[商品-点击] <|prod_begin|><s_a_5337><s_b_4561><s_c_1079>","logic":"认知扩展与对比：在已有矫正鞋垫购买经验的基础上，进一步点击了另一款产品，其标题增加了“成人”、“久站疼痛”等新变量，表明用户可能在对比不同产品的功能细节或将需求从儿童扩展至成人，是对前期解决方案的评估和优化。"}]}}<|im_end|>
|
||
<|ad_begin|><s_a_8159><s_b_233><s_c_5061><|im_end|>
|
||
|
||
[INFO|configuration_utils.py:769] 2026-07-15 02:03:00,219 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-15 02:03:00,219 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": null,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": 151643,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": false,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:748] 2026-07-15 02:03:00,544 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-15 02:03:00,544 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-15 02:03:00,686 >> Generate config GenerationConfig {
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"pad_token_id": 151643,
|
||
"use_cache": false
|
||
}
|
||
|
||
|
||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
|
||
Loading weights: 39%|███▉ | 121/311 [00:00<00:00, 1207.62it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2111.75it/s]
|
||
[INFO|configuration_utils.py:978] 2026-07-15 02:03:00,984 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-15 02:03:00,984 >> Generate config GenerationConfig {
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-15 02:03:00,984 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-15 02:03:00] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[INFO|trainer.py:1469] 2026-07-15 02:03:01,111 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-15 02:03:01,111 >> Num examples = 1,786
|
||
[INFO|trainer.py:1471] 2026-07-15 02:03:01,111 >> Num Epochs = 1
|
||
[INFO|trainer.py:1472] 2026-07-15 02:03:01,111 >> Num update steps per epoch = 447
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||
[INFO|trainer.py:1473] 2026-07-15 02:03:01,111 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-15 02:03:01,111 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
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[INFO|trainer.py:1477] 2026-07-15 02:03:01,111 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-15 02:03:01,111 >> Total optimization steps = 447
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[INFO|trainer.py:1479] 2026-07-15 02:03:01,111 >> Number of trainable parameters = 801,433,600
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0%| | 0/447 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-15 02:03:01,351 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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{'loss': '1.977', 'grad_norm': '6.219', 'learning_rate': '3.857e-07', 'epoch': '0.0224'}
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{'loss': '1.914', 'grad_norm': '7.594', 'learning_rate': '5.998e-07', 'epoch': '0.04479'}
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{'loss': '2.083', 'grad_norm': '15.81', 'learning_rate': '5.982e-07', 'epoch': '0.06719'}
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{'loss': '1.773', 'grad_norm': '24.12', 'learning_rate': '5.951e-07', 'epoch': '0.08959'}
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{'loss': '1.948', 'grad_norm': '14.31', 'learning_rate': '5.904e-07', 'epoch': '0.112'}
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{'loss': '1.721', 'grad_norm': '11.94', 'learning_rate': '5.842e-07', 'epoch': '0.1344'}
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{'loss': '2.064', 'grad_norm': '6.312', 'learning_rate': '5.764e-07', 'epoch': '0.1568'}
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{'loss': '1.887', 'grad_norm': '6.719', 'learning_rate': '5.673e-07', 'epoch': '0.1792'}
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{'loss': '1.745', 'grad_norm': '9.062', 'learning_rate': '5.567e-07', 'epoch': '0.2016'}
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{'loss': '1.881', 'grad_norm': '4.5', 'learning_rate': '5.91e-08', 'epoch': '0.8063'}
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{'loss': '1.864', 'grad_norm': '7.406', 'learning_rate': '5.052e-10', 'epoch': '0.9854'}
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100%|██████████| 447/447 [58:58<00:00, 6.50s/it][INFO|trainer.py:1823] 2026-07-15 03:01:59,184 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
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||
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||
|
||
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||
{'train_runtime': '3538', 'train_samples_per_second': '0.505', 'train_steps_per_second': '0.126', 'train_loss': '1.928', 'epoch': '1'}
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[INFO|trainer.py:3815] 2026-07-15 03:01:59,220 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10
|
||
[INFO|configuration_utils.py:533] 2026-07-15 03:01:59,221 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-15 03:01:59,221 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10/generation_config.json
|
||
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||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.21it/s]
|
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.21it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-15 03:02:00,053 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-15 03:02:00,169 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-15 03:02:00,191 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 198082373GF
|
||
train_loss = 1.9282
|
||
train_runtime = 0:58:58.10
|
||
train_samples_per_second = 0.505
|
||
train_steps_per_second = 0.126
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v37_v29_r0_perception_lr6e7_ep10/training_loss.png
|
||
[WARNING|2026-07-15 03:02:00] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-15 03:02:00] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-15 03:02:00,284 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|