2149 lines
522 KiB
Plaintext
2149 lines
522 KiB
Plaintext
[2026-07-16 01:34:42] stage 1/1: /home/ll/llm4rec/experiments/configs/v46_v29_clean_user_evolution_lr5e7_ep045.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|2026-07-16 01:34:44] 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] 2026-07-16 01:34:44,788 >> 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] 2026-07-16 01:34:44,792 >> 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] 2026-07-16 01:34:45,456 >> 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] 2026-07-16 01:34:45,457 >> 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] 2026-07-16 01:34:45,460 >> 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] 2026-07-16 01:34:45,460 >> 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|2026-07-16 01:34:46] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v46_clean_user_evolution.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: 9250 examples [00:00, 116321.56 examples/s]
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Converting format of dataset (num_proc=16): 0%| | 0/9250 [00:00<?, ? examples/s]
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Converting format of dataset (num_proc=16): 6%|▌ | 578/9250 [00:00<00:04, 1800.43 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 9250/9250 [00:00<00:00, 20957.71 examples/s]
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Running tokenizer on dataset (num_proc=16): 0%| | 0/9250 [00:00<?, ? examples/s]
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Running tokenizer on dataset (num_proc=16): 6%|▋ | 579/9250 [00:02<00:37, 232.43 examples/s]
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Running tokenizer on dataset (num_proc=16): 50%|█████ | 4626/9250 [00:09<00:08, 539.92 examples/s]
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Running tokenizer on dataset (num_proc=16): 56%|█████▋ | 5204/9250 [00:10<00:07, 558.92 examples/s]
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Running tokenizer on dataset (num_proc=16): 69%|██████▉ | 6360/9250 [00:12<00:04, 613.66 examples/s]
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Running tokenizer on dataset (num_proc=16): 75%|███████▌ | 6938/9250 [00:13<00:03, 591.26 examples/s]
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Running tokenizer on dataset (num_proc=16): 81%|████████▏ | 7516/9250 [00:14<00:03, 556.77 examples/s]
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Running tokenizer on dataset (num_proc=16): 88%|████████▊ | 8094/9250 [00:15<00:02, 571.67 examples/s]
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Running tokenizer on dataset (num_proc=16): 94%|█████████▍| 8672/9250 [00:16<00:00, 580.49 examples/s]
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Running tokenizer on dataset (num_proc=16): 100%|██████████| 9250/9250 [00:17<00:00, 591.40 examples/s]
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Running tokenizer on dataset (num_proc=16): 100%|██████████| 9250/9250 [00:17<00:00, 533.02 examples/s]
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training example:
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input_ids:
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116, 56006, 108221, 362, 95522, 242, 112423, 33126, 100398, 5373, 33126, 100700, 104378, 100920, 3837, 77288, 99925, 102298, 104183, 105444, 9370, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 23031, 101153, 105444, 92374, 43815, 8997, 14880, 104548, 87752, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 107285, 106585, 100343, 27369, 26939, 101966, 101964, 105149, 102236, 98380, 271, 66017, 68805, 5122, 14880, 23031, 4718, 69162, 46423, 100414, 31526, 3837, 100166, 104506, 28311, 515, 220, 330, 24225, 30583, 788, 341, 262, 330, 606, 788, 330, 45181, 107285, 106585, 100343, 27369, 26939, 101966, 101964, 105149, 102236, 98380, 756, 262, 330, 12389, 788, 2278, 414, 341, 286, 330, 1028, 788, 330, 28189, 18506, 40175, 756, 286, 330, 1311, 788, 10545, 108221, 101070, 31905, 60, 220, 108221, 43815, 1, 9909, 100470, 103124, 59641, 15946, 108221, 38989, 29732, 3837, 110263, 65770, 99475, 7552, 345, 286, 330, 24225, 788, 330, 104913, 66394, 698, 414, 456, 262, 5133, 220, 456, 630, 99193, 105852, 5122, 103941, 102349, 100645, 101909, 30440, 99250, 2951, 22961, 85122, 97771, 9370, 4718, 3837, 53153, 102298, 73192, 5373, 104136, 5373, 105444, 60949, 57191, 4718, 40666, 244, 108593, 48391, 1773, 14, 2152, 5854, 766, 151645, 198, 151644, 77091, 198, 4913, 24225, 30583, 22317, 606, 3252, 45181, 107285, 106585, 100343, 27369, 26939, 101966, 101964, 105149, 102236, 98380, 2198, 12389, 66582, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 17, 21, 2198, 1311, 3252, 58, 87140, 12, 45861, 75650, 60, 220, 176245, 156626, 162562, 169164, 2198, 24225, 3252, 113188, 100385, 5122, 107285, 106585, 101888, 100343, 109313, 5373, 99602, 85767, 49567, 100461, 32108, 27369, 3837, 100565, 99937, 101199, 28291, 99632, 44091, 1773, 36509, 1028, 3252, 17, 15, 17, 21, 12, 15, 16, 12, 17, 24, 2198, 1311, 3252, 58, 87140, 12, 85641, 14, 107377, 14, 45861, 75650, 60, 220, 176245, 155747, 161090, 170301, 2198, 24225, 3252, 100565, 104536, 57218, 102217, 108221, 5122, 45181, 100461, 105302, 100343, 101290, 118609, 56137, 105149, 100135, 108107, 2073, 110775, 107223, 65, 57, 20, 33590, 107190, 2073, 102146, 108536, 854, 91956, 100407, 102111, 854, 91956, 99464, 70500, 854, 49567, 100398, 99615, 27442, 106645, 102217, 104199, 9909, 85641, 14, 107377, 48272, 105236, 45181, 107285, 102679, 26939, 101966, 102086, 110061, 100402, 1773, 9207, 60, 3417, 151645, 198, 151644, 872, 198, 105043, 101914, 72448, 110498, 3837, 85106, 104210, 42140, 99390, 13343, 32044, 101070, 71817, 104918, 100418, 5373, 42192, 100160, 114529, 9370, 107682, 108221, 104538, 8997, 20002, 42140, 99390, 100022, 101070, 9909, 36667, 59879, 20450, 45181, 99391, 26939, 99438, 108467, 7552, 28311, 16, 13, 508, 99260, 99391, 1457, 101927, 12, 101548, 60, 220, 176251, 153395, 166095, 172912, 198, 17, 13, 508, 99260, 99391, 1457, 101927, 12, 101548, 60, 220, 176251, 154447, 161227, 169092, 198, 18, 13, 508, 107886, 1457, 101927, 12, 102217, 101548, 14, 101548, 3837, 104232, 17, 32571, 60, 220, 176251, 159050, 160442, 169057, 198, 19, 13, 508, 107886, 1457, 45943, 12, 72651, 3837, 104232, 17, 32571, 60, 220, 176247, 153280, 167450, 169563, 198, 20, 13, 508, 104352, 1457, 45943, 12, 72651, 3837, 104232, 18, 32571, 60, 220, 176247, 153280, 166929, 175231, 198, 21, 13, 508, 104352, 1457, 45943, 12, 72651, 3837, 104232, 18, 32571, 60, 220, 176247, 155112, 160607, 169152, 198, 22, 13, 508, 104352, 1457, 45943, 12, 72651, 3837, 104232, 17, 32571, 60, 220, 176247, 158157, 161078, 170493, 198, 14880, 83751, 63789, 20002, 104326, 31235, 87267, 108221, 9370, 101927, 3837, 103941, 91680, 66017, 46944, 1509, 292, 3950, 1773, 14, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 10904, 116542, 111372, 10958, 100022, 104401, 101888, 104794, 58405, 99329, 2073, 109144, 103951, 97907, 66833, 5373, 99424, 99422, 39973, 113721, 3837, 90919, 176251, 159050, 160442, 169057, 33108, 176251, 154447, 161227, 169092, 71268, 106645, 102217, 101548, 14, 101548, 14, 101548, 49567, 101966, 104757, 8997, 10904, 100565, 104324, 10958, 59879, 20450, 104005, 33071, 104324, 101124, 108341, 111015, 36987, 101888, 104794, 58405, 99329, 2073, 109144, 103951, 97907, 66833, 854, 67071, 176251, 159050, 160442, 169057, 9370, 102217, 101548, 14, 101548, 100143, 24968, 2073, 101888, 104794, 101599, 2073, 108090, 116076, 97907, 105034, 102223, 854, 67071, 176251, 154447, 161227, 169092, 9370, 101548, 100143, 24968, 2073, 99605, 99424, 65577, 854, 67071, 176251, 153395, 166095, 172912, 9370, 101548, 100143, 8997, 10904, 104651, 104317, 10958, 99792, 104352, 100069, 5373, 108221, 102217, 57218, 99960, 38989, 29732, 58364, 46451, 33447, 41505, 101888, 104794, 58405, 99329, 2073, 109144, 103951, 97907, 66833, 854, 104918, 31235, 100873, 24968, 16872, 99796, 101927, 50404, 50511, 105443, 100147, 100022, 101479, 100696, 8997, 151668, 198, 176251, 154486, 165210, 173157, 151645, 198, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_843><s_c_4694>
|
||
【2023-10-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5831>
|
||
【2023-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3282><s_b_1002><s_c_7897>
|
||
【2023-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7084><s_c_3849>
|
||
【2023-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_4682><s_c_1414>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3428><s_c_749>
|
||
【2024-01-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-03-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_6522><s_c_3849>
|
||
【2024-04-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2990><s_c_7957>
|
||
【2024-04-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-05-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-07-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1884><s_b_5426><s_c_3055>
|
||
【2024-07-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_1638><s_c_1414>
|
||
【2024-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1951><s_c_3849>
|
||
【2024-09-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2003><s_c_368>
|
||
【2024-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
|
||
【2025-05-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3933><s_b_7342><s_c_3016>
|
||
【2025-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_322><s_b_2129><s_c_475>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4692><s_c_7187>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_864><s_c_6560>
|
||
【2025-06-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
|
||
【2025-06-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4838><s_c_2892>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5779>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3915><s_c_4512>
|
||
【2025-06-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_3880><s_c_2274>
|
||
【2025-07-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_2312><s_c_2524>
|
||
【2025-07-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_741><s_c_5405>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7755><s_c_259>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_3198><s_c_1023>
|
||
【2025-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7054><s_c_6387>
|
||
【2025-10-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_1966><s_c_5537>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1638><s_c_3909>
|
||
【2025-10-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7725><s_c_7935>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7547><s_c_2833>
|
||
【2025-10-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_282><s_c_2688>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_157><s_b_3614><s_c_1835>
|
||
【2025-10-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7951>
|
||
【2025-11-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_2912>
|
||
【2025-12-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_5654>
|
||
【2025-12-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_284><s_c_6278>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_993><s_b_6400><s_c_875>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_8049><s_c_7257>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_5934><s_c_3852>
|
||
【2025-12-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1925><s_c_4233>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_6676>
|
||
【2026-01-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_5563>
|
||
【2026-01-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_3408><s_c_1566>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_519>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7529>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_77>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3614><s_c_4304>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5582><s_c_5558>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
|
||
【2026-01-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
|
||
【2026-01-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
|
||
22:32 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_4242><s_c_6162>
|
||
22:32 [视频-评论/长播] <|video_begin|><s_a_7238><s_b_7146><s_c_4595>
|
||
22:49 [视频-评论/长播] <|video_begin|><s_a_3622><s_b_6442><s_c_4200>
|
||
22:49 [视频-长播] <|video_begin|><s_a_562><s_b_5081><s_c_997>
|
||
22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_7952><s_c_1379>
|
||
【2026-01-22】
|
||
12:43 [视频-评论/长播] <|video_begin|><s_a_3280><s_b_353><s_c_7612>
|
||
12:43 [视频-长播] <|video_begin|><s_a_2912><s_b_5467><s_c_5352>
|
||
12:43 [视频-点赞/长播] <|video_begin|><s_a_7238><s_b_3633><s_c_2369>
|
||
【2026-01-23】
|
||
12:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_4054><s_c_7268>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
|
||
01:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7857><s_b_7445><s_c_291>
|
||
13:31 [视频-长播] <|video_begin|><s_a_562><s_b_6209><s_c_3726>
|
||
13:31 [视频-评论/点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
|
||
【2026-01-25】
|
||
00:20 [视频-长播] <|video_begin|><s_a_4030><s_b_2966><s_c_5349>
|
||
09:20 [视频-评论/点赞/长播] <|video_begin|><s_a_6633><s_b_4010><s_c_638>
|
||
【2026-01-26】
|
||
04:12 [视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>
|
||
09:38 [视频-评论/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
|
||
09:38 [视频-长播] <|video_begin|><s_a_4193><s_b_2352><s_c_5105>
|
||
22:42 [视频-长播] <|video_begin|><s_a_5632><s_b_123><s_c_7880>
|
||
【2026-01-27】
|
||
12:10 [视频-长播] <|video_begin|><s_a_3280><s_b_4600><s_c_6162>
|
||
12:21 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
|
||
23:05 [视频-长播] <|video_begin|><s_a_5904><s_b_1822><s_c_1118>
|
||
23:05 [视频-评论/点赞/长播] <|video_begin|><s_a_2526><s_b_1596><s_c_932>
|
||
23:05 [视频-点赞/长播] <|video_begin|><s_a_807><s_b_5061><s_c_6162>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7260><s_c_3606>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_4538><s_c_708>
|
||
11:47 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_845>
|
||
11:47 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_728>
|
||
23:00 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1122>
|
||
23:00 [视频-长播] <|video_begin|><s_a_5144><s_b_6595><s_c_360>
|
||
23:00 [视频-长播] <|video_begin|><s_a_4615><s_b_4338><s_c_8128>
|
||
23:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6867><s_b_6076><s_c_5839>
|
||
23:19 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_1306>
|
||
23:19 [视频-长播] <|video_begin|><s_a_1726><s_b_4216><s_c_1935>
|
||
【2026-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3776><s_c_5231>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5781><s_c_5646>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3027><s_b_3320><s_c_7348>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_115><s_b_6304><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_6119><s_c_4431>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3152><s_c_2413>
|
||
00:52 [视频-长播] <|video_begin|><s_a_5935><s_b_8115><s_c_5193>
|
||
03:43 [视频-长播] <|video_begin|><s_a_6207><s_b_451><s_c_2309>
|
||
08:29 [视频-长播] <|video_begin|><s_a_6076><s_b_886><s_c_4932>
|
||
08:29 [视频-评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>
|
||
22:32 [视频-长播] <|video_begin|><s_a_447><s_b_3594><s_c_7456>
|
||
22:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>
|
||
22:32 [视频-点赞/长播] <|video_begin|><s_a_1742><s_b_5206><s_c_7288>
|
||
22:32 [视频-转发/长播] <|video_begin|><s_a_7176><s_b_1596><s_c_7287>
|
||
22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_3587><s_c_5839>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4979><s_b_1807><s_c_1863>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6402><s_b_716><s_c_7791>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_6544><s_c_846>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4624><s_b_2990><s_c_1882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5805><s_c_3944>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
|
||
03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7238><s_b_8000><s_c_1085>
|
||
03:02 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_7811><s_c_6162>
|
||
22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
|
||
22:49 [视频-转发/评论/长播] <|video_begin|><s_a_562><s_b_1424><s_c_1379>
|
||
23:08 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7391><s_c_1935>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_6780><s_c_3712>
|
||
02:41 [视频-评论/长播] <|video_begin|><s_a_4193><s_b_6874><s_c_6227>
|
||
02:41 [视频-长播] <|video_begin|><s_a_7268><s_b_5124><s_c_61>
|
||
02:41 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_6726><s_c_8036>
|
||
02:41 [视频-点赞/长播] <|video_begin|><s_a_2386><s_b_2485><s_c_889>
|
||
02:48 [视频-点赞/长播] <|video_begin|><s_a_6755><s_b_5277><s_c_5402>
|
||
08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6341><s_b_2969><s_c_5563>
|
||
08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_353><s_c_6162>
|
||
08:05 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_839><s_c_1752>
|
||
08:16 [视频-评论/长播] <|video_begin|><s_a_4862><s_b_5102><s_c_4994>
|
||
23:15 [视频-长播] <|video_begin|><s_a_5374><s_b_6421><s_c_1649>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_7687><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6925><s_c_7414>
|
||
02:09 [视频-长播] <|video_begin|><s_a_1726><s_b_5124><s_c_7297>
|
||
02:09 [视频-长播] <|video_begin|><s_a_2577><s_b_2549><s_c_7072>
|
||
02:09 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_594><s_c_5413>
|
||
02:17 [视频-长播] <|video_begin|><s_a_5032><s_b_4581><s_c_4200>
|
||
02:17 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_1021><s_c_6856>
|
||
23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_713><s_c_655>
|
||
23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_5206><s_c_1935>
|
||
23:39 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7525><s_c_7609>
|
||
【2026-02-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5607><s_c_3055>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_5719><s_c_136>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_744><s_b_4516><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_5798>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_1029><s_c_7325>
|
||
06:34 [视频-评论/长播] <|video_begin|><s_a_5485><s_b_5616><s_c_3062>
|
||
06:34 [视频-长播] <|video_begin|><s_a_4193><s_b_8002><s_c_5968>
|
||
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_639><s_b_5756><s_c_6162>
|
||
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
|
||
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
|
||
09:10 [视频-点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
|
||
12:13 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
|
||
12:13 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_4293><s_c_2215>
|
||
12:26 [视频-评论/点赞/长播] <|video_begin|><s_a_7152><s_b_7001><s_c_5732>
|
||
22:36 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_3267>
|
||
【2026-02-03】
|
||
01:45 [视频-点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_1351><s_b_6944><s_c_8003>
|
||
22:30 [视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>
|
||
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_7176><s_b_5966><s_c_1988>
|
||
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_5122><s_b_123><s_c_814>
|
||
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
|
||
22:30 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_1229><s_c_7650>
|
||
22:48 [视频-长播] <|video_begin|><s_a_4522><s_b_620><s_c_116>
|
||
22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
|
||
22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_6726><s_c_2215>
|
||
22:48 [视频-评论/点赞/长播] <|video_begin|><s_a_505><s_b_1596><s_c_1708>
|
||
22:48 [视频-点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
|
||
22:58 [视频-长播] <|video_begin|><s_a_1726><s_b_5551><s_c_4859>
|
||
22:58 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_1002><s_c_5677>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1290><s_c_2509>
|
||
00:13 [广告-深度转化] <|ad_begin|><s_a_3356><s_b_3932><s_c_1100>
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4340><s_c_1708>
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_6380>
|
||
00:24 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
|
||
00:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
|
||
00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
|
||
00:44 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_2345><s_c_4548>
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_357><s_c_5667>
|
||
00:48 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
|
||
00:53 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_294>
|
||
00:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
|
||
01:04 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_372>
|
||
01:04 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
|
||
01:05 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5511><s_c_3998>
|
||
03:12 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_581><s_c_6616>
|
||
03:22 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_827><s_c_6419>
|
||
03:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5727><s_c_25>
|
||
06:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6907><s_c_2253>
|
||
06:28 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4159>
|
||
06:32 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5511><s_c_1935>
|
||
06:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6962>
|
||
06:40 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6442><s_c_7003>
|
||
07:01 [广告-深度转化] <|ad_begin|><s_a_7584><s_b_697><s_c_5076>
|
||
09:40 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7054><s_c_3648>
|
||
11:47 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_8049><s_c_6805>
|
||
11:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_581><s_c_5087>
|
||
12:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1469><s_c_5668>
|
||
12:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7342><s_c_7904>
|
||
12:18 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_179>
|
||
12:21 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_1322>
|
||
13:31 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_915><s_c_3026>
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
|
||
13:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5419><s_c_1552>
|
||
13:46 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3375>
|
||
13:51 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3602><s_c_6094>
|
||
13:55 [广告-深度转化] <|ad_begin|><s_a_1909><s_b_7342><s_c_6629>
|
||
22:43 [视频-长播] <|video_begin|><s_a_6073><s_b_36><s_c_7274>
|
||
22:43 [视频-长播] <|video_begin|><s_a_6627><s_b_1002><s_c_7359>
|
||
22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7261><s_c_360>
|
||
23:00 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4859>
|
||
23:00 [视频-长播] <|video_begin|><s_a_3280><s_b_3596><s_c_5169>
|
||
23:00 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_439>
|
||
23:03 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4463><s_c_6286>
|
||
23:39 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_3447><s_c_6919>
|
||
【2026-02-05】
|
||
00:00 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1224><s_c_4858>
|
||
00:01 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_581><s_c_7945>
|
||
00:03 [视频-长播] <|video_begin|><s_a_4522><s_b_7877><s_c_6047>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_3230><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_7136><s_c_959>
|
||
00:08 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
|
||
00:11 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6084><s_c_5087>
|
||
00:12 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
|
||
00:16 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4491><s_c_2482>
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_3265>
|
||
00:23 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3889><s_c_5563>
|
||
00:27 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_6334><s_c_5563>
|
||
00:32 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
|
||
00:32 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
|
||
00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_4180>
|
||
01:59 [视频-评论/长播] <|video_begin|><s_a_3655><s_b_7019><s_c_5874>
|
||
01:59 [视频-长播] <|video_begin|><s_a_7331><s_b_2667><s_c_7297>
|
||
01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
|
||
01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_7261><s_c_1433>
|
||
01:59 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_4944><s_c_1743>
|
||
02:13 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_5106><s_c_1752>
|
||
02:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1717><s_c_3998>
|
||
02:28 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
|
||
02:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_1997>
|
||
02:34 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6379>
|
||
02:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1940><s_c_5502>
|
||
02:54 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
|
||
02:55 [广告-点击] <|ad_begin|><s_a_6057><s_b_1804><s_c_987>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
|
||
02:57 [广告-点击] <|ad_begin|><s_a_7611><s_b_6051><s_c_3026>
|
||
03:03 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
|
||
03:03 [广告-点击] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
|
||
03:06 [广告-点击] <|ad_begin|><s_a_422><s_b_5938><s_c_7668>
|
||
03:14 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
|
||
03:17 [广告-点击] <|ad_begin|><s_a_2711><s_b_177><s_c_2978>
|
||
03:19 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_5932>
|
||
03:20 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
|
||
03:26 [广告-点击] <|ad_begin|><s_a_6298><s_b_1527><s_c_4384>
|
||
06:02 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_4958><s_c_5563>
|
||
06:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
|
||
06:05 [广告-点击] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
|
||
06:05 [广告-点击] <|ad_begin|><s_a_6322><s_b_4812><s_c_6994>
|
||
06:08 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
|
||
06:13 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
|
||
06:16 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_4860>
|
||
06:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_4944><s_c_2451>
|
||
06:23 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6156>
|
||
06:25 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:27 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
|
||
06:30 [广告-点击] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
|
||
06:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_2899><s_b_620><s_c_2568>
|
||
06:34 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_4354><s_b_513><s_c_3212>
|
||
06:37 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_8160>
|
||
06:41 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
|
||
09:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_882>
|
||
09:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
|
||
09:09 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_987>
|
||
09:10 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_7510><s_b_1065><s_c_340>
|
||
09:14 [广告-点击] <|ad_begin|><s_a_5368><s_b_7214><s_c_6561>
|
||
09:15 [广告-点击] <|ad_begin|><s_a_7510><s_b_3617><s_c_345>
|
||
09:16 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
|
||
09:17 [广告-深度转化] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
|
||
09:22 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
10:51 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
|
||
10:53 [广告-深度转化] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
|
||
10:53 [广告-点击] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
|
||
10:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
|
||
10:54 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3404>
|
||
10:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_6390>
|
||
10:56 [广告-点击] <|ad_begin|><s_a_7931><s_b_665><s_c_1584>
|
||
10:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_3297><s_c_607>
|
||
12:51 [广告-点击] <|ad_begin|><s_a_1200><s_b_4240><s_c_823>
|
||
12:54 [广告-点击] <|ad_begin|><s_a_2581><s_b_2314><s_c_3284>
|
||
12:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_1232><s_c_6523>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
|
||
12:58 [广告-点击] <|ad_begin|><s_a_4217><s_b_6775><s_c_837>
|
||
12:59 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_2382><s_b_5200><s_c_5614>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
|
||
13:03 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
|
||
13:03 [广告-点击] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
|
||
13:04 [广告-点击] <|ad_begin|><s_a_4217><s_b_4262><s_c_1805>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_7547><s_c_638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_859><s_b_2372><s_c_4685>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5253><s_b_455><s_c_4948>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_662><s_b_5449><s_c_2447>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1670><s_b_3923><s_c_1521>
|
||
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进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）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从被动接收汽车信息到主动探索特定车型功能
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收汽车信息到主动探索特定车型功能",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
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汽车信息到主动探索特定车型功能的行为逻辑链。 我首先梳理了用户的整体行为时间线，发现他在2026年1月底之前，消费行为主要集中在茶叶、酒水、服饰以及一些生活用品上，例如购买了普洱茶 <|prod_begin|><s_a_7797><s_b_843><s_c_4694>、白兰地 和冲锋裤 <|prod_begin|><s_a_2048><s_b_3428><s_c_749>。他的直播关注内容也比较宽泛，从生活分享到二手车都有涉猎。 进入2026年1月下旬，我注意到用户的兴趣点开始出现一些新的变化。在1月26日，他观看了一个关于现代汽车豪华内饰和科技配置的视频 <|video_begin|><s_a_4957><s_b_2701><s_c_1111>。这个视频内容比较泛化，主要展示了中控大屏、语音控制等通用性的高科技功能。我认为，这可以看作是用户对汽车领域兴趣的初步萌芽，他可能是在无意间被这类内容吸引，处于一个被动接收信息的阶段，对具体的品牌和车型还没有明确的概念。 紧接着，在短短三天后的1月29日，用户的行为出现了明显的递进。他观看了一个关于一汽丰田bZ5车型的视频 <|video_begin|><s_a_4078><s_b_1229><s_c_2248>，并且进行了评论和点赞的深度互动。这与之前单纯的观看行为形成了鲜明对比。这次的视频内容不再是泛泛而谈的科技配置，而是聚焦于一个具体车型，并强调了其“精准操控”、“稳定性能”和“安全设计”等核心卖点。用户的点赞和评论行为表明，他不仅仅是看到了这条信息，更是对这些具体的功能点产生了认同或好奇，从而主动地表达了自己的态度。 我推测，从1月26日的泛化浏览到1月29日的深度互动，用户的兴趣已经完成了一次关键的收敛和升级。他不再满足于了解汽车有哪些酷炫的内饰，而是开始主动关注和评估特定车型的具体性能和安全特性。这个过程清晰地展现了他从一个对汽车内容被动接收的浏览者，转变为一个对特定车型功能有主动探索意愿的潜在消费者。
|
||
</think>
|
||
{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-02-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_5673>
|
||
【2025-06-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_3501>
|
||
【2025-06-05】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1302><s_b_1227><s_c_6416>
|
||
【2025-06-10】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_1790><s_b_5727><s_c_5563>
|
||
【2025-06-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_7893>
|
||
【2025-06-22】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
||
【2025-07-26】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_2990><s_c_6278>
|
||
【2025-08-13】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1659><s_b_6066><s_c_2189>
|
||
【2025-09-01】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2298>
|
||
【2025-09-04】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_870>
|
||
【2025-09-21】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7074><s_b_1089><s_c_8028>
|
||
【2025-09-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6456><s_b_4515><s_c_6059>
|
||
【2025-09-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3388><s_b_1258><s_c_535>
|
||
【2025-10-03】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_3790><s_c_677>
|
||
【2025-10-04】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3409><s_b_5727><s_c_3775>
|
||
【2025-10-09】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4407>
|
||
【2025-10-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
||
【2025-11-12】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_665><s_c_602>
|
||
【2025-11-15】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4818><s_b_4010><s_c_4208>
|
||
【2025-11-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_697><s_c_4467>
|
||
【2025-11-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_6234><s_c_6831>
|
||
【2025-11-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_7342><s_c_3026>
|
||
【2025-12-02】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_6387>
|
||
【2025-12-10】
|
||
14:18 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7608><s_c_3026>
|
||
【2025-12-11】
|
||
04:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5349><s_c_7076>
|
||
14:36 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_2419><s_c_2988>
|
||
16:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1004>
|
||
【2025-12-12】
|
||
16:45 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_665><s_c_8042>
|
||
17:28 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_3475>
|
||
【2025-12-13】
|
||
04:52 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_1740><s_c_4783>
|
||
05:08 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_3014>
|
||
05:31 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4373>
|
||
【2025-12-14】
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5714><s_c_2535>
|
||
14:06 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_4033><s_c_294>
|
||
17:05 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7194><s_c_77>
|
||
17:15 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_5511><s_c_1976>
|
||
【2025-12-15】
|
||
04:48 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_665><s_c_4548>
|
||
【2025-12-16】
|
||
05:24 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_7246><s_c_6185>
|
||
【2025-12-17】
|
||
05:10 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_142>
|
||
【2025-12-18】
|
||
18:09 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_5845>
|
||
【2025-12-20】
|
||
05:02 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_6962>
|
||
18:41 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_1616>
|
||
【2025-12-21】
|
||
17:20 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_834>
|
||
17:44 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
|
||
【2025-12-22】
|
||
11:25 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7076>
|
||
19:03 [广告-深度转化] <|ad_begin|><s_a_5485><s_b_7181><s_c_4365>
|
||
【2025-12-23】
|
||
04:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7772>
|
||
12:31 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7894><s_c_2530>
|
||
17:02 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1141><s_c_1110>
|
||
【2025-12-24】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_5328><s_c_536>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1962><s_b_6270><s_c_6993>
|
||
04:33 [广告-深度转化] <|ad_begin|><s_a_497><s_b_7342><s_c_3308>
|
||
18:27 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_6900>
|
||
【2025-12-25】
|
||
11:19 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_6616>
|
||
13:16 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3518><s_c_6227>
|
||
【2025-12-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3854><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_6477><s_c_2146>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_1036>
|
||
04:16 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_974>
|
||
11:06 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_1738>
|
||
【2025-12-27】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_2221><s_c_7319>
|
||
【2025-12-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_6973><s_c_2912>
|
||
【2025-12-30】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6704><s_b_5106><s_c_7951>
|
||
11:36 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7548>
|
||
12:29 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_4216><s_c_5563>
|
||
【2025-12-31】
|
||
05:25 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_5749>
|
||
【2026-01-01】
|
||
05:12 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
【2026-01-03】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_2221><s_c_3676>
|
||
13:06 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_6007>
|
||
【2026-01-04】
|
||
11:37 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_6007>
|
||
14:14 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5647>
|
||
【2026-01-05】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3188><s_b_2221><s_c_4208>
|
||
【2026-01-06】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_891>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_2918><s_c_5563>
|
||
【2026-01-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_2221><s_c_2513>
|
||
【2026-01-10】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1659><s_b_6779><s_c_236>
|
||
【2026-01-11】
|
||
02:45 [广告-点击] <|ad_begin|><s_a_7039><s_b_396><s_c_8003>
|
||
02:46 [广告-点击] <|ad_begin|><s_a_6126><s_b_7200><s_c_907>
|
||
02:49 [广告-点击] <|ad_begin|><s_a_6775><s_b_6162><s_c_2268>
|
||
09:33 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1720>
|
||
09:33 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1720>
|
||
09:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7395>
|
||
09:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7395>
|
||
10:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
|
||
10:53 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
|
||
【2026-01-13】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_7843><s_c_677>
|
||
17:26 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_7333>
|
||
【2026-01-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_8049><s_c_1649>
|
||
10:19 [广告-点击] <|ad_begin|><s_a_4340><s_b_6771><s_c_1462>
|
||
10:51 [广告-点击] <|ad_begin|><s_a_4287><s_b_4733><s_c_2165>
|
||
11:50 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6368>
|
||
11:50 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6368>
|
||
【2026-01-15】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3713><s_b_5334><s_c_589>
|
||
11:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
|
||
11:57 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3659>
|
||
12:53 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_3877>
|
||
【2026-01-16】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5946><s_b_3596><s_c_2253>
|
||
12:01 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
|
||
12:01 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
|
||
12:25 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_1148>
|
||
【2026-01-18】
|
||
13:25 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_2453>
|
||
【2026-01-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_1258><s_c_4512>
|
||
10:51 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2225>
|
||
10:51 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2225>
|
||
23:48 [广告-点击] <|ad_begin|><s_a_1169><s_b_7214><s_c_173>
|
||
【2026-01-20】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_6973><s_c_3026>
|
||
【2026-01-21】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5946><s_b_7878><s_c_6509>
|
||
05:34 [广告-点击] <|ad_begin|><s_a_1985><s_b_3504><s_c_1332>
|
||
05:39 [广告-点击] <|ad_begin|><s_a_5296><s_b_6874><s_c_2791>
|
||
06:35 [广告-点击] <|ad_begin|><s_a_472><s_b_1119><s_c_3062>
|
||
【2026-01-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_2482><s_c_3026>
|
||
13:40 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_7264>
|
||
14:07 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_457><s_b_665><s_c_3207>
|
||
14:14 [视频-关注/点赞/长播] <|video_begin|><s_a_4284><s_b_3417><s_c_3424>
|
||
18:42 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3766><s_b_5237><s_c_2513>
|
||
【2026-01-23】
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
|
||
03:51 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
|
||
11:48 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1984><s_c_4629>
|
||
12:17 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3062>
|
||
12:17 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3062>
|
||
12:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_6022><s_b_4246><s_c_7124>
|
||
12:54 [视频-关注/点赞/长播] <|video_begin|><s_a_2135><s_b_2027><s_c_6976>
|
||
13:08 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_6848><s_c_3116>
|
||
13:08 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_7722>
|
||
13:08 [视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_6924><s_c_5654>
|
||
13:08 [视频-关注/收藏/长播] <|video_begin|><s_a_4193><s_b_6924><s_c_6589>
|
||
13:19 [视频-关注/点赞/长播] <|video_begin|><s_a_2408><s_b_2231><s_c_5961>
|
||
13:19 [视频-关注/点赞/长播] <|video_begin|><s_a_4284><s_b_3803><s_c_3676>
|
||
13:48 [视频-关注/点赞/长播] <|video_begin|><s_a_532><s_b_6924><s_c_7622>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_6162><s_b_5473><s_c_907>
|
||
14:13 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_5121><s_c_5961>
|
||
14:13 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_5597><s_c_3111>
|
||
20:32 [视频-收藏/长播] <|video_begin|><s_a_5452><s_b_5841><s_c_5217>
|
||
【2026-01-25】
|
||
05:55 [视频-关注/长播] <|video_begin|><s_a_2526><s_b_581><s_c_3016>
|
||
18:08 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_2912>
|
||
23:48 [视频-关注/点赞/长播] <|video_begin|><s_a_7830><s_b_697><s_c_1170>
|
||
【2026-01-26】
|
||
12:02 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_1015>
|
||
12:02 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_1015>
|
||
12:42 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4932>
|
||
14:12 [视频-收藏/点赞/长播] <|video_begin|><s_a_6988><s_b_3803><s_c_6327>
|
||
14:22 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_665><s_c_1000>
|
||
18:05 [视频-关注/点赞/长播] <|video_begin|><s_a_6329><s_b_7272><s_c_6597>
|
||
18:05 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_4018><s_c_7244>
|
||
18:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_5146><s_b_144><s_c_2070>
|
||
18:11 [视频-评论/长播] <|video_begin|><s_a_3829><s_b_3915><s_c_3998>
|
||
20:41 [视频-评论/长播] <|video_begin|><s_a_2899><s_b_2799><s_c_7790>
|
||
23:49 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_6924><s_c_4405>
|
||
23:58 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3363>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7823><s_b_7858><s_c_5085>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
|
||
12:11 [广告-点击] <|ad_begin|><s_a_5568><s_b_7016><s_c_3008>
|
||
13:15 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_7571><s_c_1708>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_7097><s_b_7571><s_c_1708>
|
||
13:44 [视频-关注/点赞/长播] <|video_begin|><s_a_2252><s_b_4324><s_c_3364>
|
||
13:59 [视频-关注/点赞/长播] <|video_begin|><s_a_2335><s_b_3338><s_c_3454>
|
||
14:22 [视频-关注/点赞/长播] <|video_begin|><s_a_7830><s_b_5373><s_c_6176>
|
||
14:22 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_5714><s_c_6278>
|
||
19:23 [视频-点赞/长播] <|video_begin|><s_a_5584><s_b_6234><s_c_5267>
|
||
22:32 [广告-深度转化] <|ad_begin|><s_a_606><s_b_978><s_c_929>
|
||
22:32 [广告-点击] <|ad_begin|><s_a_606><s_b_978><s_c_929>
|
||
22:37 [广告-点击] <|ad_begin|><s_a_4258><s_b_1929><s_c_1803>
|
||
22:46 [广告-点击] <|ad_begin|><s_a_3604><s_b_827><s_c_4093>
|
||
【2026-01-28】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_7074><s_b_7218><s_c_6278>
|
||
02:25 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6477><s_c_6202>
|
||
02:46 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7342><s_c_47>
|
||
02:46 [广告-点击] <|ad_begin|><s_a_5960><s_b_7342><s_c_47>
|
||
05:34 [广告-点击] <|ad_begin|><s_a_4044><s_b_554><s_c_264>
|
||
05:43 [广告-点击] <|ad_begin|><s_a_4044><s_b_2966><s_c_1166>
|
||
09:13 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6771><s_c_5932>
|
||
10:18 [视频-关注/点赞/长播] <|video_begin|><s_a_4113><s_b_3338><s_c_4194>
|
||
10:18 [视频-收藏/点赞/长播] <|video_begin|><s_a_279><s_b_1277><s_c_7636>
|
||
10:54 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5349>
|
||
10:54 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5349>
|
||
11:43 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
|
||
11:43 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_6227>
|
||
12:28 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
|
||
12:28 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4927>
|
||
13:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7566>
|
||
13:23 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2116><s_b_6436><s_c_3026>
|
||
17:09 [广告-点击] <|ad_begin|><s_a_7479><s_b_8151><s_c_5518>
|
||
17:23 [视频-关注/点赞/长播] <|video_begin|><s_a_7390><s_b_727><s_c_5881>
|
||
17:26 [视频-关注/点赞/长播] <|video_begin|><s_a_2587><s_b_5646><s_c_1005>
|
||
17:26 [视频-关注/点赞/长播] <|video_begin|><s_a_2526><s_b_6436><s_c_7003>
|
||
17:26 [视频-关注/点赞/长播] <|video_begin|><s_a_5720><s_b_4010><s_c_1379>
|
||
【2026-01-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_3340><s_c_7951>
|
||
00:04 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_5553>
|
||
00:04 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_5553>
|
||
18:50 [视频-点赞/长播] <|video_begin|><s_a_3450><s_b_1546><s_c_4194>
|
||
【2026-01-30】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_8150><s_c_5563>
|
||
04:25 [视频-点赞/长播] <|video_begin|><s_a_2335><s_b_3338><s_c_3454>
|
||
04:58 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
04:58 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
11:25 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_7657>
|
||
11:25 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_7657>
|
||
13:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_4032>
|
||
13:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_4032>
|
||
14:03 [视频-关注/点赞/长播] <|video_begin|><s_a_5720><s_b_6436><s_c_3753>
|
||
14:03 [视频-关注/点赞/长播] <|video_begin|><s_a_1421><s_b_6436><s_c_6364>
|
||
14:03 [视频-关注/点赞/长播] <|video_begin|><s_a_5023><s_b_7333><s_c_1368>
|
||
14:03 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_7289>
|
||
14:32 [视频-关注/点赞/长播] <|video_begin|><s_a_6510><s_b_4753><s_c_1333>
|
||
【2026-01-31】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5946><s_b_5543><s_c_6278>
|
||
02:09 [广告-点击] <|ad_begin|><s_a_1169><s_b_2533><s_c_369>
|
||
02:24 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_2756>
|
||
02:24 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_2756>
|
||
03:10 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_7792>
|
||
03:10 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_7792>
|
||
05:22 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6510><s_b_6550><s_c_4247>
|
||
05:22 [视频-收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_7244>
|
||
05:29 [视频-关注/点赞/长播] <|video_begin|><s_a_2335><s_b_5196><s_c_3611>
|
||
05:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_7123><s_c_6676>
|
||
05:51 [视频-关注/点赞/长播] <|video_begin|><s_a_5903><s_b_8022><s_c_141>
|
||
05:57 [视频-关注/长播] <|video_begin|><s_a_6510><s_b_6550><s_c_7073>
|
||
05:58 [视频-点赞/长播] <|video_begin|><s_a_7074><s_b_4018><s_c_6162>
|
||
06:02 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_3147><s_c_2704>
|
||
17:58 [视频-关注/点赞/长播] <|video_begin|><s_a_5058><s_b_6874><s_c_5563>
|
||
18:20 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5349><s_c_3026>
|
||
18:20 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_3026>
|
||
【2026-02-01】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1659><s_b_2221><s_c_3676>
|
||
00:02 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5511><s_c_7333>
|
||
00:02 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_7333>
|
||
05:58 [广告-点击] <|ad_begin|><s_a_6877><s_b_3417><s_c_4859>
|
||
06:33 [视频-浏览] <|video_begin|><s_a_3062><s_b_56><s_c_47>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_7939><s_b_4033><s_c_4636>
|
||
14:10 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_974>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_974>
|
||
19:00 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
|
||
19:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
|
||
【2026-02-02】
|
||
00:16 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6085><s_c_4512>
|
||
00:16 [视频-关注/点赞/长播] <|video_begin|><s_a_2252><s_b_6924><s_c_510>
|
||
00:16 [视频-关注/点赞/长播] <|video_begin|><s_a_5023><s_b_6045><s_c_3419>
|
||
00:16 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_6550><s_c_6137>
|
||
00:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6436><s_c_5874>
|
||
05:24 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_4010><s_c_7838>
|
||
12:23 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7830><s_b_6973><s_c_8143>
|
||
12:23 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_6532><s_c_6812>
|
||
12:44 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_4932>
|
||
12:44 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_4932>
|
||
13:44 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_4599>
|
||
14:33 [视频-关注/点赞/长播] <|video_begin|><s_a_148><s_b_1029><s_c_2190>
|
||
14:33 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_6234><s_c_5162>
|
||
20:54 [广告-深度转化] <|ad_begin|><s_a_217><s_b_4899><s_c_6419>
|
||
20:54 [广告-点击] <|ad_begin|><s_a_217><s_b_4899><s_c_6419>
|
||
21:00 [广告-点击] <|ad_begin|><s_a_5687><s_b_2323><s_c_6857>
|
||
21:20 [广告-点击] <|ad_begin|><s_a_1909><s_b_1588><s_c_7073>
|
||
21:22 [广告-点击] <|ad_begin|><s_a_5687><s_b_2323><s_c_6857>
|
||
21:25 [广告-点击] <|ad_begin|><s_a_5687><s_b_2323><s_c_6857>
|
||
23:10 [广告-点击] <|ad_begin|><s_a_5632><s_b_7608><s_c_7188>
|
||
【2026-02-03】
|
||
05:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_3632><s_b_1411><s_c_1935>
|
||
13:29 [广告-点击] <|ad_begin|><s_a_1274><s_b_1141><s_c_77>
|
||
13:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_1141><s_c_77>
|
||
【2026-02-04】
|
||
04:26 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_5749>
|
||
04:26 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_5749>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_6962>
|
||
13:18 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_665><s_c_5749>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_3308><s_b_665><s_c_5749>
|
||
13:46 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_7342><s_c_3116>
|
||
13:46 [视频-点赞/长播] <|video_begin|><s_a_6188><s_b_4855><s_c_5964>
|
||
13:56 [视频-关注/点赞/长播] <|video_begin|><s_a_1013><s_b_3803><s_c_2517>
|
||
13:56 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_1494><s_c_2480>
|
||
14:25 [视频-点赞/长播] <|video_begin|><s_a_2135><s_b_672><s_c_1774>
|
||
14:25 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_4753><s_c_3931>
|
||
14:25 [视频-点赞/长播] <|video_begin|><s_a_4178><s_b_3338><s_c_3676>
|
||
14:30 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_6891><s_c_5921>
|
||
14:30 [视频-点赞/长播] <|video_begin|><s_a_3450><s_b_56><s_c_3495>
|
||
23:33 [视频-长播] <|video_begin|><s_a_6219><s_b_8049><s_c_471>
|
||
23:48 [视频-长播] <|video_begin|><s_a_6329><s_b_5489><s_c_2704>
|
||
23:48 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_708>
|
||
【2026-02-05】
|
||
00:06 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
00:06 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
||
04:56 [视频-长播] <|video_begin|><s_a_6510><s_b_4010><s_c_2522>
|
||
04:56 [视频-长播] <|video_begin|><s_a_5023><s_b_7756><s_c_6550>
|
||
04:56 [视频-长播] <|video_begin|><s_a_3935><s_b_1277><s_c_1395>
|
||
04:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3450><s_b_3417><s_c_2190>
|
||
04:56 [视频-关注/点赞/长播] <|video_begin|><s_a_2617><s_b_6726><s_c_5667>
|
||
05:06 [视频-长播] <|video_begin|><s_a_3689><s_b_6033><s_c_997>
|
||
05:06 [视频-关注/点赞/长播] <|video_begin|><s_a_3430><s_b_5672><s_c_2192>
|
||
05:06 [视频-点赞/长播] <|video_begin|><s_a_6329><s_b_6924><s_c_6278>
|
||
05:06 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_5145><s_c_4932>
|
||
05:06 [视频-点赞/长播] <|video_begin|><s_a_3454><s_b_6068><s_c_1306>
|
||
05:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_6329><s_b_7670><s_c_7925>
|
||
05:17 [视频-长播] <|video_begin|><s_a_7830><s_b_1503><s_c_1306>
|
||
05:17 [视频-长播] <|video_begin|><s_a_5907><s_b_800><s_c_2357>
|
||
05:17 [视频-长播] <|video_begin|><s_a_7830><s_b_169><s_c_3648>
|
||
05:17 [视频-长播] <|video_begin|><s_a_1880><s_b_6913><s_c_3454>
|
||
05:26 [视频-长播] <|video_begin|><s_a_3555><s_b_3235><s_c_4857>
|
||
09:06 [视频-长播] <|video_begin|><s_a_7460><s_b_5349><s_c_8140>
|
||
09:11 [视频-长播] <|video_begin|><s_a_4963><s_b_5961><s_c_428>
|
||
09:11 [视频-长播] <|video_begin|><s_a_3766><s_b_7498><s_c_2695>
|
||
09:11 [视频-长播] <|video_begin|><s_a_1985><s_b_6442><s_c_6357>
|
||
09:17 [视频-长播] <|video_begin|><s_a_8164><s_b_5374><s_c_6419>
|
||
09:17 [视频-长播] <|video_begin|><s_a_1985><s_b_1190><s_c_4595>
|
||
09:22 [视频-长播] <|video_begin|><s_a_2899><s_b_6234><s_c_1332>
|
||
09:24 [视频-长播] <|video_begin|><s_a_3062><s_b_1107><s_c_4986>
|
||
09:24 [视频-长播] <|video_begin|><s_a_3062><s_b_4203><s_c_1178>
|
||
09:32 [视频-长播] <|video_begin|><s_a_6219><s_b_2799><s_c_2636>
|
||
09:32 [视频-长播] <|video_begin|><s_a_511><s_b_6771><s_c_1935>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_6188><s_b_4352><s_c_3338>
|
||
09:43 [视频-长播] <|video_begin|><s_a_1985><s_b_3589><s_c_4267>
|
||
09:43 [视频-长播] <|video_begin|><s_a_5368><s_b_6006><s_c_1935>
|
||
09:43 [视频-长播] <|video_begin|><s_a_1985><s_b_7608><s_c_2530>
|
||
09:43 [视频-长播] <|video_begin|><s_a_1909><s_b_7214><s_c_6760>
|
||
09:43 [视频-长播] <|video_begin|><s_a_6219><s_b_6234><s_c_7383>
|
||
09:46 [视频-长播] <|video_begin|><s_a_4963><s_b_4033><s_c_497>
|
||
09:50 [视频-长播] <|video_begin|><s_a_4963><s_b_4432><s_c_3038>
|
||
09:52 [视频-长播] <|video_begin|><s_a_6219><s_b_978><s_c_2335>
|
||
09:52 [视频-长播] <|video_begin|><s_a_3738><s_b_6771><s_c_2341>
|
||
10:01 [视频-长播] <|video_begin|><s_a_2899><s_b_2799><s_c_2957>
|
||
10:01 [视频-长播] <|video_begin|><s_a_3062><s_b_123><s_c_7315>
|
||
10:05 [视频-长播] <|video_begin|><s_a_1985><s_b_3589><s_c_851>
|
||
10:05 [视频-长播] <|video_begin|><s_a_6219><s_b_4120><s_c_2957>
|
||
10:05 [视频-长播] <|video_begin|><s_a_6219><s_b_2789><s_c_274>
|
||
10:08 [视频-长播] <|video_begin|><s_a_5211><s_b_5511><s_c_4939>
|
||
10:08 [视频-长播] <|video_begin|><s_a_6219><s_b_6434><s_c_6461>
|
||
10:08 [视频-长播] <|video_begin|><s_a_1985><s_b_672><s_c_339>
|
||
10:14 [视频-长播] <|video_begin|><s_a_6219><s_b_2799><s_c_4673>
|
||
14:33 [视频-长播] <|video_begin|><s_a_4625><s_b_1471><s_c_4512>
|
||
14:33 [视频-长播] <|video_begin|><s_a_782><s_b_7608><s_c_6419>
|
||
14:33 [视频-长播] <|video_begin|><s_a_5720><s_b_8049><s_c_1935>
|
||
14:33 [视频-长播] <|video_begin|><s_a_7830><s_b_4010><s_c_1148>
|
||
14:38 [视频-长播] <|video_begin|><s_a_2067><s_b_2289><s_c_6771>
|
||
14:38 [视频-长播] <|video_begin|><s_a_6219><s_b_6771><s_c_2369>
|
||
14:43 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_7456>
|
||
14:43 [视频-长播] <|video_begin|><s_a_7830><s_b_4838><s_c_1206>
|
||
14:43 [视频-长播] <|video_begin|><s_a_5023><s_b_7455><s_c_2480>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心提取逻辑（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：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化动物兴趣到聚焦特定护农犬种的认知收敛
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化动物兴趣到聚焦特定护农犬种的认知收敛",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从泛化动物兴趣到聚焦特定护农犬种的认知收敛","events":[{"date":"2026-01-22","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_457><s_b_665><s_c_3207>","logic":"初始触发：被“西北刀客”这一IP下的护农、动物保护主题吸引，表现为对团队行为的泛化兴趣。"},{"date":"2026-01-23","action":"[视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_7722>","logic":"兴趣聚焦：从关注整个团队转向关注团队中的明星犬“青海”，认知从“团队护农”收敛至“特定犬只的成长史与能力”。"},{"date":"2026-01-23","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_6924><s_c_5654>","logic":"认知深化与扩展：兴趣从“青海”个体进一步扩展到其“后代”和“家族”概念，体现了从单一IP到家族谱系追踪的深度演化，认知增量为“繁衍”与“传承”。"},{"date":"2026-01-26","action":"[视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_665><s_c_1000>","logic":"认知闭环与情感投射：通过评论行为，主动参与到对“护农犬家族”精神（如传承、牺牲）的讨论中，完成了从被动观看到主动建构情感认知的闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-07-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
|
||
【2024-07-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8024><s_b_3737><s_c_4626>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2665><s_b_3480><s_c_7590>
|
||
【2025-11-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_3676>
|
||
【2025-11-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3409><s_b_7342><s_c_2921>
|
||
【2025-11-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3254><s_b_4223><s_c_2513>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3409><s_b_5727><s_c_439>
|
||
【2025-11-15】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3304><s_b_7342><s_c_6278>
|
||
【2025-11-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_6520><s_c_3026>
|
||
【2025-12-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1510><s_b_4369><s_c_3360>
|
||
【2025-12-07】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7707><s_b_7060><s_c_688>
|
||
【2025-12-08】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_513><s_b_3137><s_c_7073>
|
||
【2025-12-11】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
|
||
【2025-12-12】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4278><s_b_7827><s_c_678>
|
||
【2025-12-17】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_513><s_b_3137><s_c_7073>
|
||
【2025-12-19】
|
||
03:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_1939>
|
||
【2025-12-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3304><s_b_7342><s_c_7404>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4275><s_b_988><s_c_7675>
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_8136><s_b_7184><s_c_4200>
|
||
【2025-12-23】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7729><s_b_1929><s_c_677>
|
||
03:47 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5800><s_c_7244>
|
||
03:49 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5419><s_c_5673>
|
||
10:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6379><s_c_4405>
|
||
10:24 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_6084><s_c_1178>
|
||
10:40 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6379><s_c_3501>
|
||
11:00 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6782><s_c_2530>
|
||
14:19 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1822><s_c_534>
|
||
【2025-12-24】
|
||
05:04 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4313><s_c_3365>
|
||
10:55 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1002><s_c_8113>
|
||
15:43 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_1206><s_c_2084>
|
||
【2025-12-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_5727><s_c_567>
|
||
【2025-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
|
||
【2025-12-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3137><s_c_1128>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_647><s_b_1795><s_c_4267>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_647><s_b_1795><s_c_4267>
|
||
【2025-12-29】
|
||
15:24 [广告-深度转化] <|ad_begin|><s_a_174><s_b_6519><s_c_4771>
|
||
【2025-12-30】
|
||
04:16 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_7214><s_c_5186>
|
||
05:39 [广告-深度转化] <|ad_begin|><s_a_1754><s_b_3930><s_c_8037>
|
||
14:48 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_1595><s_c_6156>
|
||
【2026-01-01】
|
||
05:38 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_56><s_c_625>
|
||
09:27 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_853>
|
||
09:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4279><s_b_4538><s_c_4849>
|
||
【2026-01-02】
|
||
05:31 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_5632><s_c_842>
|
||
10:24 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
|
||
【2026-01-04】
|
||
03:57 [广告-深度转化] <|ad_begin|><s_a_655><s_b_3691><s_c_3913>
|
||
【2026-01-06】
|
||
03:51 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_876><s_c_3560>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_7262><s_c_3534>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
|
||
【2026-01-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_5543>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1795><s_c_5543>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7471><s_b_855><s_c_557>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_647><s_b_3072><s_c_4267>
|
||
【2026-01-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2002><s_b_3137><s_c_1251>
|
||
【2026-01-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3137><s_c_7295>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3923><s_b_200><s_c_3643>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6545><s_b_2323><s_c_378>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5947><s_b_741><s_c_2306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6249><s_b_649><s_c_2785>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3923><s_b_2171><s_c_1099>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6238><s_b_2323><s_c_6945>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6545><s_b_7236><s_c_1786>
|
||
【2026-01-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4614><s_b_6861><s_c_7978>
|
||
【2026-01-14】
|
||
03:59 [广告-深度转化] <|ad_begin|><s_a_8143><s_b_513><s_c_2509>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7517><s_b_746><s_c_5000>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2404><s_b_3185><s_c_6712>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5844><s_c_3232>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1002><s_c_4740>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_142>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_1795><s_c_5543>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_513><s_b_3137><s_c_7073>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1002><s_c_4740>
|
||
【2026-01-16】
|
||
04:02 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5093><s_c_7106>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1968><s_c_6792>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6217><s_b_5515><s_c_3928>
|
||
【2026-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_5429><s_c_1708>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4446><s_b_1966><s_c_5159>
|
||
【2026-01-18】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_315><s_b_7342><s_c_4043>
|
||
【2026-01-19】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_7396><s_b_765><s_c_7616>
|
||
11:25 [广告-点击] <|ad_begin|><s_a_3689><s_b_2799><s_c_2309>
|
||
12:03 [广告-点击] <|ad_begin|><s_a_5632><s_b_978><s_c_3637>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_4916><s_c_3923>
|
||
【2026-01-20】
|
||
03:56 [广告-点击] <|ad_begin|><s_a_1584><s_b_2918><s_c_4405>
|
||
10:11 [广告-点击] <|ad_begin|><s_a_8113><s_b_6946><s_c_6173>
|
||
15:08 [广告-点击] <|ad_begin|><s_a_5632><s_b_4932><s_c_4718>
|
||
【2026-01-21】
|
||
03:39 [广告-点击] <|ad_begin|><s_a_6738><s_b_798><s_c_6008>
|
||
05:52 [广告-点击] <|ad_begin|><s_a_1088><s_b_315><s_c_5245>
|
||
13:37 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7073>
|
||
13:58 [广告-点击] <|ad_begin|><s_a_759><s_b_3137><s_c_7904>
|
||
16:01 [视频-收藏/点赞/长播] <|video_begin|><s_a_7679><s_b_6234><s_c_5315>
|
||
【2026-01-22】
|
||
03:27 [视频-收藏/长播] <|video_begin|><s_a_7679><s_b_6234><s_c_6674>
|
||
03:27 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_4033><s_c_7548>
|
||
03:39 [视频-收藏/点赞/长播] <|video_begin|><s_a_7679><s_b_4323><s_c_5197>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_6738><s_b_798><s_c_6008>
|
||
14:09 [视频-收藏/长播] <|video_begin|><s_a_7679><s_b_7184><s_c_5563>
|
||
14:38 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_1000>
|
||
14:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_6321><s_b_1704><s_c_1614>
|
||
17:18 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_4265><s_c_3998>
|
||
17:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
|
||
17:27 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_631><s_c_5679>
|
||
17:38 [视频-关注/点赞/长播] <|video_begin|><s_a_4032><s_b_978><s_c_3026>
|
||
17:38 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_978><s_c_5563>
|
||
【2026-01-23】
|
||
03:45 [视频-点赞/长播] <|video_begin|><s_a_6188><s_b_3338><s_c_4243>
|
||
05:32 [视频-评论/点赞/长播] <|video_begin|><s_a_5903><s_b_876><s_c_7003>
|
||
09:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_3555><s_b_5893><s_c_4467>
|
||
09:59 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_5102><s_c_871>
|
||
15:12 [广告-点击] <|ad_begin|><s_a_4327><s_b_6234><s_c_7414>
|
||
15:18 [广告-深度转化] <|ad_begin|><s_a_825><s_b_1288><s_c_208>
|
||
15:18 [广告-点击] <|ad_begin|><s_a_825><s_b_1288><s_c_208>
|
||
15:52 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_631><s_c_2146>
|
||
15:52 [视频-关注/点赞/长播] <|video_begin|><s_a_3836><s_b_6234><s_c_7244>
|
||
15:52 [视频-关注/长播] <|video_begin|><s_a_1472><s_b_5511><s_c_2568>
|
||
15:52 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_2561><s_b_3899><s_c_3676>
|
||
16:02 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_581><s_c_7244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_3626>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
|
||
18:02 [广告-点击] <|ad_begin|><s_a_2817><s_b_4996><s_c_2704>
|
||
【2026-01-24】
|
||
06:28 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_978><s_c_1000>
|
||
06:37 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_775><s_c_2370>
|
||
08:55 [视频-关注/转发/收藏/点赞/长播] <|video_begin|><s_a_2817><s_b_5935><s_c_1339>
|
||
09:35 [视频-评论/长播] <|video_begin|><s_a_2402><s_b_5893><s_c_6962>
|
||
10:06 [视频-收藏/长播] <|video_begin|><s_a_655><s_b_3009><s_c_3370>
|
||
14:38 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_3952><s_c_2309>
|
||
14:38 [广告-点击] <|ad_begin|><s_a_1726><s_b_3952><s_c_2309>
|
||
16:38 [视频-转发/收藏/长播] <|video_begin|><s_a_7679><s_b_620><s_c_7790>
|
||
【2026-01-25】
|
||
06:57 [视频-收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_6234><s_c_5217>
|
||
07:27 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6456>
|
||
07:27 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6456>
|
||
08:37 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_1069><s_c_7244>
|
||
08:37 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_5833><s_c_7073>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5893><s_c_2568>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_8127><s_b_5893><s_c_2568>
|
||
09:22 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_2845><s_b_5893><s_c_1659>
|
||
09:39 [广告-点击] <|ad_begin|><s_a_5632><s_b_5632><s_c_7333>
|
||
09:58 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2643>
|
||
09:58 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2643>
|
||
10:26 [广告-点击] <|ad_begin|><s_a_1151><s_b_5727><s_c_7900>
|
||
11:56 [视频-关注/长播] <|video_begin|><s_a_4393><s_b_6047><s_c_7548>
|
||
11:56 [视频-转发/收藏/长播] <|video_begin|><s_a_717><s_b_7342><s_c_5851>
|
||
12:09 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_1752><s_c_7096>
|
||
12:09 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_6372><s_b_1701><s_c_907>
|
||
12:09 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_620><s_c_3555>
|
||
15:54 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_6727><s_c_6900>
|
||
16:13 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_2370>
|
||
16:13 [广告-点击] <|ad_begin|><s_a_8127><s_b_5840><s_c_2370>
|
||
16:13 [广告-点击] <|ad_begin|><s_a_606><s_b_5431><s_c_2370>
|
||
16:18 [广告-深度转化] <|ad_begin|><s_a_606><s_b_7181><s_c_4913>
|
||
16:18 [广告-点击] <|ad_begin|><s_a_606><s_b_7181><s_c_4913>
|
||
16:24 [广告-点击] <|ad_begin|><s_a_606><s_b_7655><s_c_5115>
|
||
16:34 [视频-收藏/点赞/长播] <|video_begin|><s_a_646><s_b_4916><s_c_5553>
|
||
16:41 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_800><s_c_6857>
|
||
17:05 [视频-关注/转发/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_2799><s_c_4212>
|
||
17:17 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_3836><s_b_3688><s_c_143>
|
||
20:05 [广告-点击] <|ad_begin|><s_a_6031><s_b_7024><s_c_7261>
|
||
【2026-01-26】
|
||
03:42 [广告-点击] <|ad_begin|><s_a_5632><s_b_7608><s_c_2038>
|
||
03:45 [视频-转发/收藏/长播] <|video_begin|><s_a_7679><s_b_2497><s_c_2460>
|
||
04:35 [广告-点击] <|ad_begin|><s_a_5632><s_b_3589><s_c_7160>
|
||
04:39 [广告-点击] <|ad_begin|><s_a_5632><s_b_4733><s_c_7073>
|
||
11:59 [视频-收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_4733><s_c_1719>
|
||
【2026-01-27】
|
||
03:32 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_4679><s_c_3716>
|
||
03:54 [广告-点击] <|ad_begin|><s_a_294><s_b_1878><s_c_6292>
|
||
04:54 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_2221><s_c_3047>
|
||
04:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_2221><s_c_3047>
|
||
05:20 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5749>
|
||
05:20 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5749>
|
||
10:10 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_5511><s_c_5217>
|
||
10:27 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_2221><s_c_5563>
|
||
10:27 [广告-点击] <|ad_begin|><s_a_4403><s_b_2221><s_c_5563>
|
||
10:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_2221><s_c_5563>
|
||
【2026-01-28】
|
||
04:20 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
|
||
04:20 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_8113>
|
||
05:40 [视频-收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_6234><s_c_987>
|
||
05:40 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_7344><s_c_6777>
|
||
12:32 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6258>
|
||
14:39 [视频-点赞/长播] <|video_begin|><s_a_7812><s_b_4358><s_c_3672>
|
||
14:39 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_2513>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_3137><s_c_7295>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_889><s_b_4230><s_c_3670>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3201><s_b_5431><s_c_5191>
|
||
【2026-01-29】
|
||
03:29 [视频-收藏/长播] <|video_begin|><s_a_7841><s_b_3337><s_c_6873>
|
||
03:49 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_2323><s_c_5932>
|
||
03:49 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_620><s_c_6686>
|
||
05:13 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_3009><s_c_3522>
|
||
05:13 [广告-点击] <|ad_begin|><s_a_5863><s_b_3009><s_c_3522>
|
||
05:31 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_2789><s_c_2543>
|
||
09:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_799><s_c_6962>
|
||
09:29 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1584><s_b_2817><s_c_6676>
|
||
09:29 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1584><s_b_3137><s_c_6497>
|
||
09:44 [广告-深度转化] <|ad_begin|><s_a_2299><s_b_6234><s_c_1339>
|
||
09:44 [广告-点击] <|ad_begin|><s_a_2299><s_b_6234><s_c_1339>
|
||
10:09 [广告-点击] <|ad_begin|><s_a_8113><s_b_631><s_c_6419>
|
||
15:48 [广告-深度转化] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
|
||
15:48 [广告-点击] <|ad_begin|><s_a_655><s_b_7608><s_c_5563>
|
||
15:50 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_6160><s_c_5901>
|
||
15:50 [广告-点击] <|ad_begin|><s_a_5687><s_b_6160><s_c_5901>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_3705><s_c_6250>
|
||
16:11 [广告-点击] <|ad_begin|><s_a_8127><s_b_7608><s_c_5209>
|
||
【2026-01-30】
|
||
03:59 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_2826><s_c_6067>
|
||
03:59 [广告-点击] <|ad_begin|><s_a_5687><s_b_2826><s_c_6067>
|
||
04:10 [广告-点击] <|ad_begin|><s_a_3014><s_b_2815><s_c_7676>
|
||
04:21 [广告-点击] <|ad_begin|><s_a_6548><s_b_5707><s_c_7173>
|
||
05:17 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_2799><s_c_4252>
|
||
05:17 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_6690><s_c_4405>
|
||
05:39 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_4636>
|
||
09:10 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5727><s_c_3010>
|
||
09:32 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3137><s_c_8042>
|
||
09:32 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_7622>
|
||
09:43 [广告-点击] <|ad_begin|><s_a_6760><s_b_4996><s_c_4932>
|
||
10:01 [广告-点击] <|ad_begin|><s_a_3308><s_b_2182><s_c_1708>
|
||
11:34 [视频-点赞/长播] <|video_begin|><s_a_1726><s_b_5329><s_c_7806>
|
||
13:07 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_7342><s_c_2636>
|
||
13:07 [广告-点击] <|ad_begin|><s_a_1393><s_b_7342><s_c_2636>
|
||
14:20 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_7342><s_c_4807>
|
||
14:20 [视频-关注/评论/收藏/点赞/长播] <|video_begin|><s_a_1088><s_b_5727><s_c_557>
|
||
14:29 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_3137><s_c_143>
|
||
14:29 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_7214><s_c_6757>
|
||
15:51 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_3137><s_c_3338>
|
||
15:53 [广告-点击] <|ad_begin|><s_a_7841><s_b_2918><s_c_178>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3898><s_c_6673>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_5934><s_c_3367>
|
||
16:08 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_855><s_c_640>
|
||
16:15 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_5727><s_c_6057>
|
||
16:15 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_6890>
|
||
16:15 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_2595>
|
||
16:15 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_4393><s_b_2817><s_c_3709>
|
||
16:22 [广告-点击] <|ad_begin|><s_a_7841><s_b_2918><s_c_2337>
|
||
16:24 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_7608><s_c_2551>
|
||
16:24 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_2799><s_c_5256>
|
||
16:29 [视频-评论/收藏/长播] <|video_begin|><s_a_4393><s_b_1740><s_c_2988>
|
||
16:32 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_6358><s_c_5673>
|
||
16:32 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_3589><s_c_6278>
|
||
【2026-01-31】
|
||
04:09 [视频-点赞/长播] <|video_begin|><s_a_7584><s_b_2206><s_c_3003>
|
||
04:09 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_5233><s_c_2513>
|
||
04:21 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_1085>
|
||
04:44 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5085>
|
||
06:24 [广告-深度转化] <|ad_begin|><s_a_6027><s_b_6946><s_c_6173>
|
||
06:24 [广告-点击] <|ad_begin|><s_a_6027><s_b_6946><s_c_6173>
|
||
06:45 [广告-点击] <|ad_begin|><s_a_7328><s_b_3417><s_c_1462>
|
||
07:00 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_3836><s_b_3916><s_c_7244>
|
||
07:41 [广告-点击] <|ad_begin|><s_a_606><s_b_2299><s_c_1935>
|
||
08:00 [视频-点赞/长播] <|video_begin|><s_a_1584><s_b_5172><s_c_2949>
|
||
08:03 [广告-点击] <|ad_begin|><s_a_5452><s_b_6874><s_c_6881>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_5102><s_c_1817>
|
||
08:52 [广告-点击] <|ad_begin|><s_a_7112><s_b_6334><s_c_1935>
|
||
17:05 [视频-评论/点赞/长播] <|video_begin|><s_a_4393><s_b_3137><s_c_4189>
|
||
17:08 [视频-评论/长播] <|video_begin|><s_a_4393><s_b_631><s_c_4307>
|
||
17:08 [视频-评论/点赞/长播] <|video_begin|><s_a_1472><s_b_631><s_c_5015>
|
||
【2026-02-01】
|
||
09:55 [广告-点击] <|ad_begin|><s_a_759><s_b_3137><s_c_7904>
|
||
10:38 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_7295><s_c_6962>
|
||
10:56 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_3417><s_c_6815>
|
||
10:56 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4258><s_b_3137><s_c_707>
|
||
11:03 [视频-评论/点赞/长播] <|video_begin|><s_a_4393><s_b_4996><s_c_5253>
|
||
15:07 [广告-点击] <|ad_begin|><s_a_1351><s_b_123><s_c_5807>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1798><s_c_1401>
|
||
【2026-02-02】
|
||
04:21 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5727><s_c_7616>
|
||
04:21 [视频-关注/点赞/长播] <|video_begin|><s_a_3062><s_b_6379><s_c_3265>
|
||
05:12 [视频-点赞/长播] <|video_begin|><s_a_7424><s_b_1002><s_c_3047>
|
||
07:03 [视频-关注/点赞/长播] <|video_begin|><s_a_3836><s_b_7894><s_c_853>
|
||
07:03 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_7295><s_c_907>
|
||
13:06 [视频-收藏/长播] <|video_begin|><s_a_3836><s_b_7655><s_c_4810>
|
||
13:06 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5727><s_c_1940>
|
||
13:06 [视频-评论/长播] <|video_begin|><s_a_1088><s_b_6114><s_c_6057>
|
||
13:06 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_7460><s_b_4265><s_c_143>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5917><s_b_3129><s_c_202>
|
||
20:31 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>
|
||
21:39 [视频-关注/长播] <|video_begin|><s_a_3062><s_b_978><s_c_47>
|
||
21:54 [广告-点击] <|ad_begin|><s_a_5632><s_b_699><s_c_497>
|
||
【2026-02-03】
|
||
05:49 [广告-点击] <|ad_begin|><s_a_2817><s_b_5454><s_c_5798>
|
||
06:01 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4949><s_c_932>
|
||
06:01 [广告-点击] <|ad_begin|><s_a_7468><s_b_4949><s_c_932>
|
||
09:20 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_1472><s_b_5511><s_c_5662>
|
||
13:30 [视频-长播] <|video_begin|><s_a_1726><s_b_5800><s_c_939>
|
||
13:30 [视频-收藏/长播] <|video_begin|><s_a_1576><s_b_1002><s_c_7945>
|
||
13:47 [视频-长播] <|video_begin|><s_a_1726><s_b_1282><s_c_6561>
|
||
13:47 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_7342><s_c_7719>
|
||
13:47 [视频-点赞/长播] <|video_begin|><s_a_3836><s_b_6047><s_c_853>
|
||
14:18 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3189><s_c_3338>
|
||
14:18 [广告-点击] <|ad_begin|><s_a_1584><s_b_3189><s_c_3338>
|
||
14:42 [视频-长播] <|video_begin|><s_a_7679><s_b_6234><s_c_3742>
|
||
14:42 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_2419><s_c_1423>
|
||
15:02 [视频-长播] <|video_begin|><s_a_7679><s_b_6234><s_c_7926>
|
||
15:55 [视频-长播] <|video_begin|><s_a_1726><s_b_7024><s_c_1858>
|
||
15:55 [视频-长播] <|video_begin|><s_a_3836><s_b_4148><s_c_4405>
|
||
15:55 [视频-点赞/长播] <|video_begin|><s_a_3409><s_b_5511><s_c_6240>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_483><s_c_3670>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2665><s_b_3480><s_c_7590>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_5044><s_c_1664>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5044><s_c_1664>
|
||
16:14 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_1111>
|
||
16:47 [视频-长播] <|video_begin|><s_a_6073><s_b_3150><s_c_640>
|
||
16:47 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_57><s_c_1658>
|
||
16:52 [视频-长播] <|video_begin|><s_a_1246><s_b_6550><s_c_77>
|
||
16:52 [视频-长播] <|video_begin|><s_a_1088><s_b_3727><s_c_2313>
|
||
16:55 [广告-点击] <|ad_begin|><s_a_3766><s_b_2497><s_c_4859>
|
||
17:52 [视频-长播] <|video_begin|><s_a_620><s_b_827><s_c_1933>
|
||
17:52 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_4033><s_c_8143>
|
||
17:52 [视频-关注/点赞/长播] <|video_begin|><s_a_2524><s_b_3137><s_c_4580>
|
||
18:29 [视频-长播] <|video_begin|><s_a_3818><s_b_3417><s_c_3709>
|
||
18:29 [视频-长播] <|video_begin|><s_a_1584><s_b_3417><s_c_2190>
|
||
18:29 [视频-转发/收藏/长播] <|video_begin|><s_a_7841><s_b_7225><s_c_5917>
|
||
18:37 [广告-点击] <|ad_begin|><s_a_8113><s_b_581><s_c_1542>
|
||
18:40 [视频-长播] <|video_begin|><s_a_4393><s_b_5445><s_c_6486>
|
||
18:40 [视频-长播] <|video_begin|><s_a_1472><s_b_7302><s_c_3914>
|
||
18:49 [视频-长播] <|video_begin|><s_a_1726><s_b_852><s_c_439>
|
||
18:49 [视频-长播] <|video_begin|><s_a_892><s_b_6334><s_c_6648>
|
||
18:49 [视频-长播] <|video_begin|><s_a_3829><s_b_5916><s_c_5061>
|
||
18:49 [视频-长播] <|video_begin|><s_a_1088><s_b_1822><s_c_3016>
|
||
【2026-02-04】
|
||
02:15 [视频-长播] <|video_begin|><s_a_7679><s_b_6006><s_c_2454>
|
||
02:40 [视频-长播] <|video_begin|><s_a_4284><s_b_3417><s_c_1178>
|
||
04:30 [视频-长播] <|video_begin|><s_a_7584><s_b_6170><s_c_4487>
|
||
04:30 [视频-长播] <|video_begin|><s_a_1584><s_b_2690><s_c_4355>
|
||
04:31 [视频-长播] <|video_begin|><s_a_3062><s_b_6973><s_c_5162>
|
||
04:31 [视频-长播] <|video_begin|><s_a_3062><s_b_4733><s_c_47>
|
||
10:18 [视频-长播] <|video_begin|><s_a_5254><s_b_3472><s_c_1933>
|
||
10:18 [视频-长播] <|video_begin|><s_a_3836><s_b_6642><s_c_853>
|
||
10:18 [视频-长播] <|video_begin|><s_a_3300><s_b_631><s_c_1707>
|
||
10:23 [视频-长播] <|video_begin|><s_a_1088><s_b_2221><s_c_8085>
|
||
10:23 [视频-长播] <|video_begin|><s_a_7460><s_b_1411><s_c_3899>
|
||
10:23 [视频-收藏/长播] <|video_begin|><s_a_7841><s_b_127><s_c_619>
|
||
10:23 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_546><s_c_3780>
|
||
11:01 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_1614>
|
||
11:01 [视频-长播] <|video_begin|><s_a_1383><s_b_4733><s_c_4451>
|
||
11:01 [视频-长播] <|video_begin|><s_a_4393><s_b_978><s_c_1442>
|
||
12:59 [视频-长播] <|video_begin|><s_a_7679><s_b_2918><s_c_141>
|
||
13:25 [视频-长播] <|video_begin|><s_a_3862><s_b_3137><s_c_4771>
|
||
13:25 [视频-长播] <|video_begin|><s_a_1726><s_b_2828><s_c_6557>
|
||
13:25 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_5419><s_c_853>
|
||
13:47 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1620>
|
||
13:47 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1620>
|
||
14:52 [视频-长播] <|video_begin|><s_a_3062><s_b_6234><s_c_5823>
|
||
14:52 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_5061><s_c_2551>
|
||
15:57 [视频-长播] <|video_begin|><s_a_7038><s_b_6202><s_c_6419>
|
||
16:40 [视频-长播] <|video_begin|><s_a_1481><s_b_1968><s_c_3356>
|
||
16:40 [视频-长播] <|video_begin|><s_a_1726><s_b_6197><s_c_7517>
|
||
16:40 [视频-长播] <|video_begin|><s_a_4393><s_b_3137><s_c_2530>
|
||
16:47 [视频-点赞/长播] <|video_begin|><s_a_1088><s_b_1717><s_c_2465>
|
||
16:57 [视频-长播] <|video_begin|><s_a_1088><s_b_5727><s_c_3555>
|
||
16:57 [视频-长播] <|video_begin|><s_a_1088><s_b_203><s_c_5054>
|
||
17:03 [视频-长播] <|video_begin|><s_a_4393><s_b_6451><s_c_2480>
|
||
17:03 [视频-长播] <|video_begin|><s_a_4393><s_b_5419><s_c_853>
|
||
17:03 [视频-长播] <|video_begin|><s_a_1088><s_b_6774><s_c_4595>
|
||
17:03 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_2799><s_c_853>
|
||
17:08 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_4265><s_c_2530>
|
||
17:08 [视频-转发/收藏/长播] <|video_begin|><s_a_7679><s_b_1595><s_c_3659>
|
||
17:24 [视频-长播] <|video_begin|><s_a_1088><s_b_2817><s_c_2341>
|
||
17:24 [视频-收藏/长播] <|video_begin|><s_a_1088><s_b_3063><s_c_4171>
|
||
17:24 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_7899>
|
||
【2026-02-05】
|
||
03:40 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_286>
|
||
04:41 [视频-长播] <|video_begin|><s_a_4393><s_b_4325><s_c_7244>
|
||
05:05 [视频-长播] <|video_begin|><s_a_3836><s_b_6234><s_c_4807>
|
||
05:05 [视频-关注/点赞/长播] <|video_begin|><s_a_4393><s_b_800><s_c_2030>
|
||
05:39 [视频-长播] <|video_begin|><s_a_4393><s_b_4033><s_c_8057>
|
||
05:39 [视频-长播] <|video_begin|><s_a_1584><s_b_4932><s_c_5555>
|
||
05:39 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_978><s_c_870>
|
||
14:28 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_6234><s_c_47>
|
||
14:34 [视频-点赞/长播] <|video_begin|><s_a_4393><s_b_7608><s_c_7609>
|
||
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。
|
||
|
||
主题：从被动游戏内容消费到主动探索游戏内虚拟资产交易
|
||
|
||
输出格式要求：请仅输出包含 SID 的 JSON 数组，严禁输出任何额外的解释、说明或 Markdown 标记。
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
["<|living_begin|><s_a_3409><s_b_7342><s_c_2921>","<|living_begin|><s_a_3409><s_b_5727><s_c_439>","<|living_begin|><s_a_3304><s_b_7342><s_c_6278>","<|prod_begin|><s_a_513><s_b_3137><s_c_7073>","<|living_begin|><s_a_3304><s_b_7342><s_c_7404>","<|ad_begin|><s_a_5632><s_b_6084><s_c_1178>","<|prod_begin|><s_a_513><s_b_3137><s_c_1128>","<|prod_begin|><s_a_2002><s_b_3137><s_c_1251>","<|prod_begin|><s_a_513><s_b_3137><s_c_7295>","<|living_begin|><s_a_7396><s_b_765><s_c_7616>","<|ad_begin|><s_a_5632><s_b_978><s_c_3637>","<|ad_begin|><s_a_5632><s_b_4932><s_c_4718>","<|ad_begin|><s_a_5632><s_b_4733><s_c_7073>","<|ad_begin|><s_a_759><s_b_3137><s_c_7904>","<|video_begin|><s_a_3062><s_b_4033><s_c_7548>","<|video_begin|><s_a_6219><s_b_775><s_c_2370>","<|video_begin|><s_a_1584><s_b_6234><s_c_5217>","<|ad_begin|><s_a_5632><s_b_5632><s_c_7333>","<|video_begin|><s_a_4393><s_b_620><s_c_3555>","<|ad_begin|><s_a_5632><s_b_3589><s_c_7160>","<|video_begin|><s_a_5632><s_b_4733><s_c_1719>","<|video_begin|><s_a_1584><s_b_5511><s_c_5217>","<|video_begin|><s_a_1584><s_b_6234><s_c_987>","<|video_begin|><s_a_3062><s_b_7608><s_c_2513>","<|video_begin|><s_a_4393><s_b_620><s_c_6686>","<|video_begin|><s_a_1584><s_b_2817><s_c_6676>","<|video_begin|><s_a_3836><s_b_2799><s_c_4252>","<|video_begin|><s_a_3409><s_b_5727><s_c_3010>","<|video_begin|><s_a_3300><s_b_3137><s_c_8042>","<|video_begin|><s_a_4393><s_b_3137><s_c_7622>","<|video_begin|><s_a_3409><s_b_7342><s_c_4807>","<|video_begin|><s_a_3062><s_b_3137><s_c_143>","<|video_begin|><s_a_3300><s_b_3137><s_c_3338>","<|video_begin|><s_a_4393><s_b_3137><s_c_2595>","<|video_begin|><s_a_4393><s_b_2817><s_c_3709>","<|video_begin|><s_a_4393><s_b_1740><s_c_2988>","<|video_begin|><s_a_7584><s_b_2206><s_c_3003>","<|video_begin|><s_a_4393><s_b_5233><s_c_2513>","<|video_begin|><s_a_4393><s_b_3137><s_c_1085>","<|video_begin|><s_a_1584><s_b_5172><s_c_2949>","<|video_begin|><s_a_4393><s_b_3137><s_c_4189>","<|video_begin|><s_a_4393><s_b_7295><s_c_6962>","<|video_begin|><s_a_4258><s_b_3137><s_c_707>","<|video_begin|><s_a_3409><s_b_5727><s_c_7616>","<|video_begin|><s_a_3062><s_b_6379><s_c_3265>","<|video_begin|><s_a_4393><s_b_7295><s_c_907>","<|video_begin|><s_a_3409><s_b_5727><s_c_1940>","<|video_begin|><s_a_3062><s_b_978><s_c_47>","<|video_begin|><s_a_6219><s_b_7342><s_c_7719>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-09-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_843><s_c_4694>
|
||
【2023-10-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5831>
|
||
【2023-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3282><s_b_1002><s_c_7897>
|
||
【2023-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7084><s_c_3849>
|
||
【2023-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_4682><s_c_1414>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_3428><s_c_749>
|
||
【2024-01-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-03-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_6522><s_c_3849>
|
||
【2024-04-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-04-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2990><s_c_7957>
|
||
【2024-04-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-05-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6162><s_c_269>
|
||
【2024-07-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1884><s_b_5426><s_c_3055>
|
||
【2024-07-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_1638><s_c_1414>
|
||
【2024-09-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1951><s_c_3849>
|
||
【2024-09-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_2003><s_c_368>
|
||
【2024-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
|
||
【2025-05-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3933><s_b_7342><s_c_3016>
|
||
【2025-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_322><s_b_2129><s_c_475>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4692><s_c_7187>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_864><s_c_6560>
|
||
【2025-06-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7279><s_c_1664>
|
||
【2025-06-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_4552><s_c_4508>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_4838><s_c_2892>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_2965><s_c_5779>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7843><s_c_5435>
|
||
【2025-06-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3915><s_c_4512>
|
||
【2025-06-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1570><s_b_3880><s_c_2274>
|
||
【2025-07-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7058><s_b_2312><s_c_2524>
|
||
【2025-07-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_741><s_c_5405>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7755><s_c_259>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_3198><s_c_1023>
|
||
【2025-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7054><s_c_6387>
|
||
【2025-10-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3508><s_b_1966><s_c_5537>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1638><s_c_3909>
|
||
【2025-10-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_7725><s_c_7935>
|
||
【2025-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_7547><s_c_2833>
|
||
【2025-10-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7797><s_b_282><s_c_2688>
|
||
【2025-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_157><s_b_3614><s_c_1835>
|
||
【2025-10-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_665><s_c_7951>
|
||
【2025-11-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_2912>
|
||
【2025-12-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_229><s_b_7342><s_c_5654>
|
||
【2025-12-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_284><s_c_6278>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_993><s_b_6400><s_c_875>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_8049><s_c_7257>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_5934><s_c_3852>
|
||
【2025-12-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1925><s_c_4233>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3614><s_c_6676>
|
||
【2026-01-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_5563>
|
||
【2026-01-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_3408><s_c_1566>
|
||
【2026-01-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5727><s_c_519>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7529>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_77>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_3614><s_c_4304>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5582><s_c_5558>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_5532><s_c_5452>
|
||
【2026-01-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_5081><s_c_7951>
|
||
【2026-01-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1229><s_b_5375><s_c_1957>
|
||
22:32 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_4242><s_c_6162>
|
||
22:32 [视频-评论/长播] <|video_begin|><s_a_7238><s_b_7146><s_c_4595>
|
||
22:49 [视频-评论/长播] <|video_begin|><s_a_3622><s_b_6442><s_c_4200>
|
||
22:49 [视频-长播] <|video_begin|><s_a_562><s_b_5081><s_c_997>
|
||
22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_7952><s_c_1379>
|
||
【2026-01-22】
|
||
12:43 [视频-评论/长播] <|video_begin|><s_a_3280><s_b_353><s_c_7612>
|
||
12:43 [视频-长播] <|video_begin|><s_a_2912><s_b_5467><s_c_5352>
|
||
12:43 [视频-点赞/长播] <|video_begin|><s_a_7238><s_b_3633><s_c_2369>
|
||
【2026-01-23】
|
||
12:04 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_4054><s_c_7268>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_7342><s_c_4849>
|
||
01:44 [视频-评论/点赞/长播] <|video_begin|><s_a_7857><s_b_7445><s_c_291>
|
||
13:31 [视频-长播] <|video_begin|><s_a_562><s_b_6209><s_c_3726>
|
||
13:31 [视频-评论/点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
|
||
【2026-01-25】
|
||
00:20 [视频-长播] <|video_begin|><s_a_4030><s_b_2966><s_c_5349>
|
||
09:20 [视频-评论/点赞/长播] <|video_begin|><s_a_6633><s_b_4010><s_c_638>
|
||
【2026-01-26】
|
||
04:12 [视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>
|
||
09:38 [视频-评论/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
|
||
09:38 [视频-长播] <|video_begin|><s_a_4193><s_b_2352><s_c_5105>
|
||
22:42 [视频-长播] <|video_begin|><s_a_5632><s_b_123><s_c_7880>
|
||
【2026-01-27】
|
||
12:10 [视频-长播] <|video_begin|><s_a_3280><s_b_4600><s_c_6162>
|
||
12:21 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
|
||
23:05 [视频-长播] <|video_begin|><s_a_5904><s_b_1822><s_c_1118>
|
||
23:05 [视频-评论/点赞/长播] <|video_begin|><s_a_2526><s_b_1596><s_c_932>
|
||
23:05 [视频-点赞/长播] <|video_begin|><s_a_807><s_b_5061><s_c_6162>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_433><s_b_7260><s_c_3606>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2926><s_b_4538><s_c_708>
|
||
11:47 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_845>
|
||
11:47 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_728>
|
||
23:00 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_5668><s_c_1122>
|
||
23:00 [视频-长播] <|video_begin|><s_a_5144><s_b_6595><s_c_360>
|
||
23:00 [视频-长播] <|video_begin|><s_a_4615><s_b_4338><s_c_8128>
|
||
23:00 [视频-评论/点赞/长播] <|video_begin|><s_a_6867><s_b_6076><s_c_5839>
|
||
23:19 [视频-长播] <|video_begin|><s_a_5058><s_b_1596><s_c_1306>
|
||
23:19 [视频-长播] <|video_begin|><s_a_1726><s_b_4216><s_c_1935>
|
||
【2026-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_6776><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_3776><s_c_5231>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5136><s_b_5781><s_c_5646>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3027><s_b_3320><s_c_7348>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_115><s_b_6304><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6974><s_b_6119><s_c_4431>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5922><s_b_3152><s_c_2413>
|
||
00:52 [视频-长播] <|video_begin|><s_a_5935><s_b_8115><s_c_5193>
|
||
03:43 [视频-长播] <|video_begin|><s_a_6207><s_b_451><s_c_2309>
|
||
08:29 [视频-长播] <|video_begin|><s_a_6076><s_b_886><s_c_4932>
|
||
08:29 [视频-评论/点赞/长播] <|video_begin|><s_a_6137><s_b_2927><s_c_2719>
|
||
22:32 [视频-长播] <|video_begin|><s_a_447><s_b_3594><s_c_7456>
|
||
22:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>
|
||
22:32 [视频-点赞/长播] <|video_begin|><s_a_1742><s_b_5206><s_c_7288>
|
||
22:32 [视频-转发/长播] <|video_begin|><s_a_7176><s_b_1596><s_c_7287>
|
||
22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_6510><s_b_3587><s_c_5839>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4979><s_b_1807><s_c_1863>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6402><s_b_716><s_c_7791>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_6544><s_c_846>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4624><s_b_2990><s_c_1882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1460><s_b_5805><s_c_3944>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_2864><s_c_4895>
|
||
03:02 [视频-评论/点赞/长播] <|video_begin|><s_a_7238><s_b_8000><s_c_1085>
|
||
03:02 [视频-点赞/长播] <|video_begin|><s_a_3829><s_b_7811><s_c_6162>
|
||
22:49 [视频-评论/点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
|
||
22:49 [视频-转发/评论/长播] <|video_begin|><s_a_562><s_b_1424><s_c_1379>
|
||
23:08 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7391><s_c_1935>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4657><s_b_6780><s_c_3712>
|
||
02:41 [视频-评论/长播] <|video_begin|><s_a_4193><s_b_6874><s_c_6227>
|
||
02:41 [视频-长播] <|video_begin|><s_a_7268><s_b_5124><s_c_61>
|
||
02:41 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_6726><s_c_8036>
|
||
02:41 [视频-点赞/长播] <|video_begin|><s_a_2386><s_b_2485><s_c_889>
|
||
02:48 [视频-点赞/长播] <|video_begin|><s_a_6755><s_b_5277><s_c_5402>
|
||
08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_6341><s_b_2969><s_c_5563>
|
||
08:05 [视频-评论/点赞/长播] <|video_begin|><s_a_3280><s_b_353><s_c_6162>
|
||
08:05 [视频-点赞/长播] <|video_begin|><s_a_3996><s_b_839><s_c_1752>
|
||
08:16 [视频-评论/长播] <|video_begin|><s_a_4862><s_b_5102><s_c_4994>
|
||
23:15 [视频-长播] <|video_begin|><s_a_5374><s_b_6421><s_c_1649>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_7687><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_6925><s_c_7414>
|
||
02:09 [视频-长播] <|video_begin|><s_a_1726><s_b_5124><s_c_7297>
|
||
02:09 [视频-长播] <|video_begin|><s_a_2577><s_b_2549><s_c_7072>
|
||
02:09 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_594><s_c_5413>
|
||
02:17 [视频-长播] <|video_begin|><s_a_5032><s_b_4581><s_c_4200>
|
||
02:17 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_1021><s_c_6856>
|
||
23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_713><s_c_655>
|
||
23:32 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_5206><s_c_1935>
|
||
23:39 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_7525><s_c_7609>
|
||
【2026-02-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_5607><s_c_3055>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_5719><s_c_136>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_744><s_b_4516><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3576><s_b_1636><s_c_5798>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1703><s_b_1029><s_c_7325>
|
||
06:34 [视频-评论/长播] <|video_begin|><s_a_5485><s_b_5616><s_c_3062>
|
||
06:34 [视频-长播] <|video_begin|><s_a_4193><s_b_8002><s_c_5968>
|
||
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_639><s_b_5756><s_c_6162>
|
||
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_1351><s_b_8008><s_c_8003>
|
||
06:34 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
|
||
09:10 [视频-点赞/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
|
||
12:13 [视频-评论/长播] <|video_begin|><s_a_6073><s_b_36><s_c_141>
|
||
12:13 [视频-评论/长播] <|video_begin|><s_a_3356><s_b_4293><s_c_2215>
|
||
12:26 [视频-评论/点赞/长播] <|video_begin|><s_a_7152><s_b_7001><s_c_5732>
|
||
22:36 [视频-评论/点赞/长播] <|video_begin|><s_a_562><s_b_2918><s_c_3267>
|
||
【2026-02-03】
|
||
01:45 [视频-点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
|
||
06:34 [视频-点赞/长播] <|video_begin|><s_a_1351><s_b_6944><s_c_8003>
|
||
22:30 [视频-长播] <|video_begin|><s_a_3433><s_b_3433><s_c_7510>
|
||
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_7176><s_b_5966><s_c_1988>
|
||
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_5122><s_b_123><s_c_814>
|
||
22:30 [视频-评论/点赞/长播] <|video_begin|><s_a_472><s_b_6234><s_c_6072>
|
||
22:30 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_1229><s_c_7650>
|
||
22:48 [视频-长播] <|video_begin|><s_a_4522><s_b_620><s_c_116>
|
||
22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
|
||
22:48 [视频-长播] <|video_begin|><s_a_4193><s_b_6726><s_c_2215>
|
||
22:48 [视频-评论/点赞/长播] <|video_begin|><s_a_505><s_b_1596><s_c_1708>
|
||
22:48 [视频-点赞/长播] <|video_begin|><s_a_2655><s_b_2550><s_c_3984>
|
||
22:58 [视频-长播] <|video_begin|><s_a_1726><s_b_5551><s_c_4859>
|
||
22:58 [视频-点赞/长播] <|video_begin|><s_a_4193><s_b_1002><s_c_5677>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7798><s_b_3433><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_1290><s_c_2509>
|
||
00:13 [广告-深度转化] <|ad_begin|><s_a_3356><s_b_3932><s_c_1100>
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4340><s_c_1708>
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_7963><s_c_6380>
|
||
00:24 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
|
||
00:29 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_2954>
|
||
00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
|
||
00:44 [广告-深度转化] <|ad_begin|><s_a_6303><s_b_2345><s_c_4548>
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_357><s_c_5667>
|
||
00:48 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
|
||
00:53 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6519><s_c_294>
|
||
00:59 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
|
||
01:04 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_372>
|
||
01:04 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_6006><s_c_6057>
|
||
01:05 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5511><s_c_3998>
|
||
03:12 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_581><s_c_6616>
|
||
03:22 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_827><s_c_6419>
|
||
03:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5727><s_c_25>
|
||
06:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6907><s_c_2253>
|
||
06:28 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1642><s_c_4159>
|
||
06:32 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_5511><s_c_1935>
|
||
06:39 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6962>
|
||
06:40 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6442><s_c_7003>
|
||
07:01 [广告-深度转化] <|ad_begin|><s_a_7584><s_b_697><s_c_5076>
|
||
09:40 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7054><s_c_3648>
|
||
11:47 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_8049><s_c_6805>
|
||
11:53 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_581><s_c_5087>
|
||
12:01 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1469><s_c_5668>
|
||
12:07 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_7342><s_c_7904>
|
||
12:18 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_179>
|
||
12:21 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_1322>
|
||
13:31 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_915><s_c_3026>
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_2235>
|
||
13:40 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_5419><s_c_1552>
|
||
13:46 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_6047><s_c_3375>
|
||
13:51 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_3602><s_c_6094>
|
||
13:55 [广告-深度转化] <|ad_begin|><s_a_1909><s_b_7342><s_c_6629>
|
||
22:43 [视频-长播] <|video_begin|><s_a_6073><s_b_36><s_c_7274>
|
||
22:43 [视频-长播] <|video_begin|><s_a_6627><s_b_1002><s_c_7359>
|
||
22:43 [视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_7261><s_c_360>
|
||
23:00 [视频-长播] <|video_begin|><s_a_1726><s_b_6234><s_c_4859>
|
||
23:00 [视频-长播] <|video_begin|><s_a_3280><s_b_3596><s_c_5169>
|
||
23:00 [视频-长播] <|video_begin|><s_a_2364><s_b_1596><s_c_439>
|
||
23:03 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_4463><s_c_6286>
|
||
23:39 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_3447><s_c_6919>
|
||
【2026-02-05】
|
||
00:00 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_1224><s_c_4858>
|
||
00:01 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_581><s_c_7945>
|
||
00:03 [视频-长播] <|video_begin|><s_a_4522><s_b_7877><s_c_6047>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_3230><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2209><s_b_7136><s_c_959>
|
||
00:08 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_6540><s_c_1265>
|
||
00:11 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6084><s_c_5087>
|
||
00:12 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
|
||
00:16 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4491><s_c_2482>
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6234><s_c_3265>
|
||
00:23 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_3889><s_c_5563>
|
||
00:27 [广告-深度转化] <|ad_begin|><s_a_7240><s_b_6334><s_c_5563>
|
||
00:32 [广告-深度转化] <|ad_begin|><s_a_5632><s_b_4125><s_c_6919>
|
||
00:32 [广告-深度转化] <|ad_begin|><s_a_4419><s_b_1752><s_c_4952>
|
||
00:34 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_727><s_c_4180>
|
||
01:59 [视频-评论/长播] <|video_begin|><s_a_3655><s_b_7019><s_c_5874>
|
||
01:59 [视频-长播] <|video_begin|><s_a_7331><s_b_2667><s_c_7297>
|
||
01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_1002><s_c_3475>
|
||
01:59 [视频-长播] <|video_begin|><s_a_4193><s_b_7261><s_c_1433>
|
||
01:59 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_4944><s_c_1743>
|
||
02:13 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_5106><s_c_1752>
|
||
02:23 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1717><s_c_3998>
|
||
02:28 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_7342><s_c_2460>
|
||
02:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_1997>
|
||
02:34 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1510><s_c_6379>
|
||
02:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1940><s_c_5502>
|
||
02:54 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
|
||
02:55 [广告-点击] <|ad_begin|><s_a_6057><s_b_1804><s_c_987>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_4715><s_b_978><s_c_2237>
|
||
02:57 [广告-点击] <|ad_begin|><s_a_7611><s_b_6051><s_c_3026>
|
||
03:03 [广告-深度转化] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
|
||
03:03 [广告-点击] <|ad_begin|><s_a_4963><s_b_1366><s_c_3434>
|
||
03:06 [广告-点击] <|ad_begin|><s_a_422><s_b_5938><s_c_7668>
|
||
03:14 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_4979>
|
||
03:17 [广告-点击] <|ad_begin|><s_a_2711><s_b_177><s_c_2978>
|
||
03:19 [广告-点击] <|ad_begin|><s_a_5229><s_b_2918><s_c_5932>
|
||
03:20 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
|
||
03:26 [广告-点击] <|ad_begin|><s_a_6298><s_b_1527><s_c_4384>
|
||
06:02 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:04 [广告-点击] <|ad_begin|><s_a_7879><s_b_4958><s_c_5563>
|
||
06:05 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
|
||
06:05 [广告-点击] <|ad_begin|><s_a_5368><s_b_1188><s_c_447>
|
||
06:05 [广告-点击] <|ad_begin|><s_a_6322><s_b_4812><s_c_6994>
|
||
06:08 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
|
||
06:13 [广告-点击] <|ad_begin|><s_a_1096><s_b_620><s_c_2957>
|
||
06:16 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:20 [广告-点击] <|ad_begin|><s_a_655><s_b_7498><s_c_4860>
|
||
06:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_4944><s_c_2451>
|
||
06:23 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_6156>
|
||
06:25 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:27 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5851>
|
||
06:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
|
||
06:30 [广告-点击] <|ad_begin|><s_a_4928><s_b_177><s_c_6072>
|
||
06:31 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_2899><s_b_620><s_c_2568>
|
||
06:34 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3454>
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_5115><s_b_4213><s_c_3932>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_4354><s_b_513><s_c_3212>
|
||
06:37 [广告-深度转化] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_4340><s_b_4733><s_c_4636>
|
||
06:37 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_8160>
|
||
06:41 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
|
||
09:05 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_882>
|
||
09:06 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_1584><s_b_1740><s_c_4180>
|
||
09:06 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
|
||
09:09 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_987>
|
||
09:10 [广告-点击] <|ad_begin|><s_a_1200><s_b_3731><s_c_2023>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_713><s_c_6962>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_7510><s_b_1065><s_c_340>
|
||
09:14 [广告-点击] <|ad_begin|><s_a_5368><s_b_7214><s_c_6561>
|
||
09:15 [广告-点击] <|ad_begin|><s_a_7510><s_b_3617><s_c_345>
|
||
09:16 [广告-点击] <|ad_begin|><s_a_2817><s_b_6234><s_c_3424>
|
||
09:17 [广告-深度转化] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_6727><s_b_3472><s_c_6286>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_5190><s_b_799><s_c_7249>
|
||
09:22 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
10:51 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
|
||
10:53 [广告-深度转化] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
|
||
10:53 [广告-点击] <|ad_begin|><s_a_411><s_b_665><s_c_5713>
|
||
10:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_3501>
|
||
10:54 [广告-点击] <|ad_begin|><s_a_4928><s_b_3589><s_c_3404>
|
||
10:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_5551><s_c_6390>
|
||
10:56 [广告-点击] <|ad_begin|><s_a_7931><s_b_665><s_c_1584>
|
||
10:56 [广告-点击] <|ad_begin|><s_a_5687><s_b_3297><s_c_607>
|
||
12:51 [广告-点击] <|ad_begin|><s_a_1200><s_b_4240><s_c_823>
|
||
12:54 [广告-点击] <|ad_begin|><s_a_2581><s_b_2314><s_c_3284>
|
||
12:56 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_1041><s_b_1232><s_c_6523>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_4928><s_b_7261><s_c_6390>
|
||
12:58 [广告-点击] <|ad_begin|><s_a_4217><s_b_6775><s_c_837>
|
||
12:59 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_5894><s_b_1873><s_c_5839>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_2382><s_b_5200><s_c_5614>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_5894><s_b_4010><s_c_7999>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_1790><s_b_6358><s_c_1859>
|
||
13:03 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
|
||
13:03 [广告-点击] <|ad_begin|><s_a_5115><s_b_3399><s_c_5502>
|
||
13:04 [广告-点击] <|ad_begin|><s_a_4217><s_b_4262><s_c_1805>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_635><s_b_7547><s_c_638>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_859><s_b_2372><s_c_4685>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5253><s_b_455><s_c_4948>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5245><s_b_2863><s_c_5190>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_662><s_b_5449><s_c_2447>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1670><s_b_3923><s_c_1521>
|
||
角色任务：你是一个极端严苛的用户行为数据挖掘专家以及数据格式化专家，请根据以上用户交互历史，针对给定的主题，提取出具有行为递进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）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从被动接收汽车信息到主动探索特定车型功能
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收汽车信息到主动探索特定车型功能",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
你是推荐系统助手，需要基于多域时序行为进行证据充分、无目标泄漏的下一交互预测。
|
||
用户多域历史行为（已按时间从早到晚排列）：
|
||
1. [较早][广告-转化] <|ad_begin|><s_a_1726><s_b_6234><s_c_4859>
|
||
2. [较早][广告-转化] <|ad_begin|><s_a_2778><s_b_1366><s_c_1039>
|
||
3. [中期][广告-深度转化/转化，累计2次] <|ad_begin|><s_a_7381><s_b_581><s_c_1004>
|
||
4. [中期][商品-点击，累计2次] <|prod_begin|><s_a_1611><s_b_7589><s_c_1510>
|
||
5. [近期][商品-点击，累计3次] <|prod_begin|><s_a_1611><s_b_7068><s_c_7178>
|
||
6. [近期][商品-点击，累计3次] <|prod_begin|><s_a_3443><s_b_746><s_c_1099>
|
||
7. [近期][商品-点击，累计2次] <|prod_begin|><s_a_6488><s_b_1217><s_c_2440>
|
||
请推断用户接下来最可能交互的广告，最终只输出一个 itemic token。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
【画像抽象】历史呈现关于一款手机游戏“纯粹软件”的详、生活纪实偏好，其中<|ad_begin|><s_a_7381><s_b_581><s_c_1004>和<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>都产生了深度转化/转化/转化等主动信号。
|
||
【兴趣展开】按时间连续性展开三个以内候选：“关于一款手机游戏“纯粹软件”的详”由<|ad_begin|><s_a_7381><s_b_581><s_c_1004>的深度转化/转化支持；“关于一款名为“治愈猫咪”的热门赚”由<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>的转化支持；“个人生活记录”由<|ad_begin|><s_a_1726><s_b_6234><s_c_4859>的转化支持。
|
||
【转移判断】比较近期程度、交互深度与跨条目复现后，“关于一款手机游戏“纯粹软件”的详”证据最完整；下一次广告选择应延续这一历史可见方向。
|
||
</think>
|
||
<|ad_begin|><s_a_2817><s_b_5349><s_c_5104><|im_end|>
|
||
<|endoftext|>
|
||
label_ids:
|
||
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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汽车信息到主动探索特定车型功能的行为逻辑链。 我首先梳理了用户的整体行为时间线，发现他在2026年1月底之前，消费行为主要集中在茶叶、酒水、服饰以及一些生活用品上，例如购买了普洱茶 <|prod_begin|><s_a_7797><s_b_843><s_c_4694>、白兰地 和冲锋裤 <|prod_begin|><s_a_2048><s_b_3428><s_c_749>。他的直播关注内容也比较宽泛，从生活分享到二手车都有涉猎。 进入2026年1月下旬，我注意到用户的兴趣点开始出现一些新的变化。在1月26日，他观看了一个关于现代汽车豪华内饰和科技配置的视频 <|video_begin|><s_a_4957><s_b_2701><s_c_1111>。这个视频内容比较泛化，主要展示了中控大屏、语音控制等通用性的高科技功能。我认为，这可以看作是用户对汽车领域兴趣的初步萌芽，他可能是在无意间被这类内容吸引，处于一个被动接收信息的阶段，对具体的品牌和车型还没有明确的概念。 紧接着，在短短三天后的1月29日，用户的行为出现了明显的递进。他观看了一个关于一汽丰田bZ5车型的视频 <|video_begin|><s_a_4078><s_b_1229><s_c_2248>，并且进行了评论和点赞的深度互动。这与之前单纯的观看行为形成了鲜明对比。这次的视频内容不再是泛泛而谈的科技配置，而是聚焦于一个具体车型，并强调了其“精准操控”、“稳定性能”和“安全设计”等核心卖点。用户的点赞和评论行为表明，他不仅仅是看到了这条信息，更是对这些具体的功能点产生了认同或好奇，从而主动地表达了自己的态度。 我推测，从1月26日的泛化浏览到1月29日的深度互动，用户的兴趣已经完成了一次关键的收敛和升级。他不再满足于了解汽车有哪些酷炫的内饰，而是开始主动关注和评估特定车型的具体性能和安全特性。这个过程清晰地展现了他从一个对汽车内容被动接收的浏览者，转变为一个对特定车型功能有主动探索意愿的潜在消费者。
|
||
</think>
|
||
{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
|
||
{"logic_chain":{"name":"从泛化动物兴趣到聚焦特定护农犬种的认知收敛","events":[{"date":"2026-01-22","action":"[视频-关注/收藏/点赞/长播] <|video_begin|><s_a_457><s_b_665><s_c_3207>","logic":"初始触发：被“西北刀客”这一IP下的护农、动物保护主题吸引，表现为对团队行为的泛化兴趣。"},{"date":"2026-01-23","action":"[视频-点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_7722>","logic":"兴趣聚焦：从关注整个团队转向关注团队中的明星犬“青海”，认知从“团队护农”收敛至“特定犬只的成长史与能力”。"},{"date":"2026-01-23","action":"[视频-收藏/点赞/长播] <|video_begin|><s_a_7385><s_b_6924><s_c_5654>","logic":"认知深化与扩展：兴趣从“青海”个体进一步扩展到其“后代”和“家族”概念，体现了从单一IP到家族谱系追踪的深度演化，认知增量为“繁衍”与“传承”。"},{"date":"2026-01-26","action":"[视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1336><s_b_665><s_c_1000>","logic":"认知闭环与情感投射：通过评论行为，主动参与到对“护农犬家族”精神（如传承、牺牲）的讨论中，完成了从被动观看到主动建构情感认知的闭环。"}]}}<|im_end|>
|
||
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|
||
{"logic_chain":{"name":"从被动接收汽车信息到主动探索特定车型功能","events":[{"date":"2026-01-26","action":"[视频-长播] <|video_begin|><s_a_4957><s_b_2701><s_c_1111>","logic":"初始阶段：被动接收关于汽车内饰、科技配置等泛化信息，兴趣尚处于发散状态。"},{"date":"2026-01-29","action":"[视频-评论/点赞/长播] <|video_begin|><s_a_4078><s_b_1229><s_c_2248>","logic":"兴趣聚焦与深度交互：从泛化的汽车概念收敛至特定品牌型号“一汽丰田bZ5”，并对“精准操控”、“稳定性能”、“安全设计”等具体卖点产生了深度互动（评论/点赞），完成了从被动浏览到主动评估的认知升级。"}]}}<|im_end|>
|
||
<think>
|
||
【画像抽象】历史呈现关于一款手机游戏“纯粹软件”的详、生活纪实偏好，其中<|ad_begin|><s_a_7381><s_b_581><s_c_1004>和<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>都产生了深度转化/转化/转化等主动信号。
|
||
【兴趣展开】按时间连续性展开三个以内候选：“关于一款手机游戏“纯粹软件”的详”由<|ad_begin|><s_a_7381><s_b_581><s_c_1004>的深度转化/转化支持；“关于一款名为“治愈猫咪”的热门赚”由<|ad_begin|><s_a_2778><s_b_1366><s_c_1039>的转化支持；“个人生活记录”由<|ad_begin|><s_a_1726><s_b_6234><s_c_4859>的转化支持。
|
||
【转移判断】比较近期程度、交互深度与跨条目复现后，“关于一款手机游戏“纯粹软件”的详”证据最完整；下一次广告选择应延续这一历史可见方向。
|
||
</think>
|
||
<|ad_begin|><s_a_2817><s_b_5349><s_c_5104><|im_end|>
|
||
[INFO|configuration_utils.py:769] 2026-07-16 01:35:06,190 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-16 01:35:06,191 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": null,
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||
"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",
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||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
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"full_attention",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
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||
"full_attention",
|
||
"full_attention",
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||
"full_attention",
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||
"full_attention",
|
||
"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,
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||
"use_sliding_window": false,
|
||
"vocab_size": 176253
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||
}
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||
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||
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||
[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:748] 2026-07-16 01:35:06,608 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
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||
[INFO|modeling_utils.py:821] 2026-07-16 01:35:06,608 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-16 01:35:06,658 >> Generate config GenerationConfig {
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
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||
"output_hidden_states": false,
|
||
"pad_token_id": 151643,
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"use_cache": false
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}
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Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
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Loading weights: 49%|████▉ | 153/311 [00:00<00:00, 1527.27it/s]
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[INFO|configuration_utils.py:978] 2026-07-16 01:35:06,943 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-16 01:35:06,944 >> Generate config GenerationConfig {
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
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||
"temperature": 0.6,
|
||
"top_k": 20,
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||
"top_p": 0.95
|
||
}
|
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[INFO|dynamic_module_utils.py:406] 2026-07-16 01:35:06,944 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
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[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
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[INFO|2026-07-16 01:35:06] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
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[INFO|2026-07-16 01:35:06] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
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[INFO|2026-07-16 01:35:06] llamafactory.model.adapter:144 >> Fine-tuning method: Full
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[INFO|2026-07-16 01:35:06] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
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[INFO|trainer.py:1469] 2026-07-16 01:35:07,072 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-16 01:35:07,072 >> Num examples = 530
|
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[INFO|trainer.py:1471] 2026-07-16 01:35:07,072 >> Num Epochs = 1
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[INFO|trainer.py:1472] 2026-07-16 01:35:07,072 >> Num update steps per epoch = 133
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[INFO|trainer.py:1473] 2026-07-16 01:35:07,072 >> Instantaneous batch size per device = 1
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[INFO|trainer.py:1476] 2026-07-16 01:35:07,072 >> Total train batch size (w. parallel, distributed & accumulation) = 4
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[INFO|trainer.py:1477] 2026-07-16 01:35:07,072 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-16 01:35:07,072 >> Total optimization steps = 60
|
||
[INFO|trainer.py:1479] 2026-07-16 01:35:07,072 >> Number of trainable parameters = 801,433,600
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100%|██████████| 60/60 [08:36<00:00, 8.25s/it][INFO|trainer.py:1823] 2026-07-16 01:43:43,130 >>
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Training completed. Do not forget to share your model on huggingface.co/models =)
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[INFO|trainer.py:3815] 2026-07-16 01:43:43,131 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045
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[INFO|configuration_utils.py:533] 2026-07-16 01:43:43,132 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/config.json
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[INFO|configuration_utils.py:816] 2026-07-16 01:43:43,133 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/generation_config.json
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{'loss': '1.778', 'grad_norm': '22.5', 'learning_rate': '4.822e-07', 'epoch': '0.07547'}
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{'loss': '1.72', 'grad_norm': '6.906', 'learning_rate': '4.013e-07', 'epoch': '0.1509'}
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{'loss': '1.737', 'grad_norm': '15.88', 'learning_rate': '2.77e-07', 'epoch': '0.2264'}
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{'loss': '1.73', 'grad_norm': '9.062', 'learning_rate': '1.45e-07', 'epoch': '0.3019'}
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{'loss': '1.787', 'grad_norm': '9.938', 'learning_rate': '4.308e-08', 'epoch': '0.3774'}
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{'loss': '1.915', 'grad_norm': '20.88', 'learning_rate': '3.666e-10', 'epoch': '0.4528'}
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{'train_runtime': '516.1', 'train_samples_per_second': '0.462', 'train_steps_per_second': '0.116', 'train_loss': '1.778', 'epoch': '0.4528'}
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Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.18it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.18it/s]
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[INFO|modeling_utils.py:3471] 2026-07-16 01:43:43,985 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/model.safetensors
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||
[INFO|tokenization_utils_base.py:3278] 2026-07-16 01:43:44,096 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/chat_template.jinja
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||
[INFO|tokenization_utils_base.py:2111] 2026-07-16 01:43:44,117 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 0.4528
|
||
total_flos = 26956621GF
|
||
train_loss = 1.7778
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||
train_runtime = 0:08:36.05
|
||
train_samples_per_second = 0.462
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||
train_steps_per_second = 0.116
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v46_v29_clean_user_evolution_lr5e7_ep045/training_loss.png
|
||
[WARNING|2026-07-16 01:43:44] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-16 01:43:44] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-16 01:43:44,216 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
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