2309 lines
554 KiB
Plaintext
2309 lines
554 KiB
Plaintext
[2026-07-15 00:59:15] stage 1/1: /home/ll/llm4rec/experiments/configs/v35_v29_cot_r3_balanced_lr6e7_ep10.yaml
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/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-15 00:59:19] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-15 00:59:19,137 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 00:59:19,140 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 00:59:19,896 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 00:59:19,897 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 00:59:19,897 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 00:59:19,897 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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||
"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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||
"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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||
"pad_token_id": 151643,
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||
"rms_norm_eps": 1e-06,
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||
"rope_parameters": {
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||
"rope_theta": 1000000,
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||
"rope_type": "default"
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||
},
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||
"sliding_window": null,
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||
"tie_word_embeddings": false,
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||
"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|2026-07-15 00:59:20] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v35_cot_r3_balanced.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: 21482 examples [00:00, 195672.79 examples/s]
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Generating train split: 45959 examples [00:00, 216133.64 examples/s]
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Generating train split: 75501 examples [00:00, 242238.14 examples/s]
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Generating train split: 80000 examples [00:00, 236739.79 examples/s]
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Converting format of dataset (num_proc=16): 100%|██████████| 80000/80000 [00:00<00:00, 103692.77 examples/s]
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training example:
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input_ids:
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160655, 172882, 2198, 176247, 155084, 161397, 168872, 2198, 176247, 155084, 164079, 169117, 1341, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-10-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_731><s_b_2894><s_c_2127>
|
||
【2024-10-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4538><s_c_738>
|
||
【2024-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7254><s_b_5250><s_c_406>
|
||
【2024-10-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_7856><s_c_6278>
|
||
【2024-10-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_6065><s_c_6072>
|
||
【2024-11-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2048><s_b_5658><s_c_7957>
|
||
【2024-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7563><s_b_5478><s_c_1734>
|
||
【2024-12-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_3198><s_c_2895>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_1443><s_c_7019>
|
||
【2025-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_1002><s_c_5346>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_3721><s_c_4057>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5089><s_b_3569><s_c_4379>
|
||
【2025-01-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_4538><s_c_5786>
|
||
【2025-02-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3737><s_b_1191><s_c_2777>
|
||
【2025-03-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7983><s_b_3453><s_c_2455>
|
||
【2025-03-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_797><s_b_7962><s_c_3597>
|
||
【2025-04-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_1751><s_c_790>
|
||
【2025-04-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_1505><s_c_6074>
|
||
【2025-05-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2061><s_b_4254><s_c_3020>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7590><s_b_2281><s_c_504>
|
||
【2025-05-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4680><s_b_7547><s_c_1783>
|
||
【2025-05-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5766><s_b_7547><s_c_198>
|
||
【2025-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1120><s_b_948><s_c_5784>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7325><s_b_7639><s_c_3227>
|
||
【2025-06-05】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_2828><s_b_6973><s_c_4053>
|
||
【2025-06-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1532><s_b_5935><s_c_6706>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1776><s_b_1526><s_c_2421>
|
||
【2025-06-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5089><s_b_3569><s_c_4379>
|
||
【2025-07-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_7340><s_c_4266>
|
||
【2025-07-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7057><s_b_2713><s_c_4271>
|
||
【2025-07-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_249><s_b_1468><s_c_7378>
|
||
【2025-07-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7333><s_b_1802><s_c_2590>
|
||
【2025-07-26】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_2403>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_6278>
|
||
【2025-07-28】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3026>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_954>
|
||
【2025-07-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7875><s_b_5974><s_c_3798>
|
||
【2025-07-31】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_5728><s_b_3636><s_c_6278>
|
||
【2025-08-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5712><s_b_3335><s_c_789>
|
||
【2025-08-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_1838>
|
||
【2025-08-14】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6456><s_b_1410><s_c_4354>
|
||
【2025-08-16】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3026>
|
||
【2025-08-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_4887>
|
||
【2025-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7000><s_c_574>
|
||
【2025-09-07】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6278>
|
||
【2025-09-10】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_3364>
|
||
【2025-09-11】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_6234><s_c_5349>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
||
【2025-09-13】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_4467>
|
||
【2025-09-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3188><s_b_665><s_c_4487>
|
||
【2025-09-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_773><s_b_5200><s_c_7616>
|
||
【2025-09-26】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_875>
|
||
【2025-09-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_2113><s_c_5956>
|
||
【2025-09-29】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_933><s_b_1410><s_c_602>
|
||
【2025-10-02】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4143><s_b_6039><s_c_2784>
|
||
【2025-10-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_2808><s_c_3530>
|
||
【2025-10-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_6860><s_c_3364>
|
||
【2025-10-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3495><s_b_1748><s_c_6072>
|
||
【2025-10-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3526><s_b_3469><s_c_5956>
|
||
【2025-11-02】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_283><s_b_451><s_c_6609>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5353>
|
||
【2025-11-04】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_1246>
|
||
【2025-11-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6655><s_b_2558><s_c_329>
|
||
【2025-11-08】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3916><s_c_7754>
|
||
【2025-11-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4644><s_b_7749><s_c_20>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_7894><s_c_6278>
|
||
【2025-11-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_954>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_56><s_c_1423>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_5260><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6601><s_b_1029><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7894><s_c_7754>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_3916><s_c_6202>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_330>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4275><s_b_4723><s_c_8049>
|
||
【2025-11-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
|
||
【2025-11-16】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_434><s_b_6891><s_c_2106>
|
||
【2025-11-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7603><s_c_1423>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_477><s_c_2298>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5760><s_c_5452>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_4810>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4058><s_b_6209><s_c_3022>
|
||
【2025-11-20】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_6039><s_c_3676>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3806><s_b_1687><s_c_1131>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_602>
|
||
【2025-11-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_2206>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_870>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_820><s_b_1489><s_c_4553>
|
||
【2025-11-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_6202>
|
||
【2025-11-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_7894><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_1335>
|
||
【2025-12-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_3302><s_c_3373>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1227><s_c_602>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_5205>
|
||
【2025-12-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4144><s_b_5693><s_c_1321>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_5302><s_c_3921>
|
||
【2025-12-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7675><s_c_5674>
|
||
【2025-12-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_2312><s_c_1059>
|
||
【2025-12-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4617>
|
||
【2025-12-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7241>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_451><s_c_1148>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4294><s_b_6048><s_c_4909>
|
||
07:10 [广告-点击] <|ad_begin|><s_a_6783><s_b_3932><s_c_3726>
|
||
09:37 [广告-深度转化] <|ad_begin|><s_a_2996><s_b_3932><s_c_3726>
|
||
09:37 [广告-点击] <|ad_begin|><s_a_2996><s_b_3932><s_c_3726>
|
||
12:39 [广告-深度转化] <|ad_begin|><s_a_6101><s_b_1277><s_c_6101>
|
||
12:39 [广告-点击] <|ad_begin|><s_a_6101><s_b_1277><s_c_6101>
|
||
【2025-12-11】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_1306>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_7403><s_b_6234><s_c_3716>
|
||
【2025-12-12】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4859>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1002><s_c_5346>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_2960><s_c_5215>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_754><s_c_3456>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1531><s_b_2960><s_c_5215>
|
||
【2025-12-14】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_7342><s_c_6909>
|
||
【2025-12-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3127><s_b_4510><s_c_1291>
|
||
【2025-12-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1442><s_b_8049><s_c_3676>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_3236><s_c_5>
|
||
【2025-12-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_108><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3790><s_c_5911>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_1069><s_c_3676>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_3916><s_c_3026>
|
||
【2025-12-19】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_259>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1668><s_c_6256>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7526><s_b_4430><s_c_7297>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7526><s_b_4430><s_c_7297>
|
||
【2025-12-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_7951>
|
||
【2025-12-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_3676>
|
||
【2025-12-25】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7894><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1668><s_c_6256>
|
||
【2025-12-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7225><s_c_4043>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1091><s_b_6119><s_c_5594>
|
||
【2025-12-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1091><s_b_4692><s_c_7897>
|
||
【2025-12-31】
|
||
01:52 [广告-点击] <|ad_begin|><s_a_192><s_b_4197><s_c_6784>
|
||
【2026-01-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_7915>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7894><s_c_6278>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_3589>
|
||
15:11 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1503><s_c_1708>
|
||
15:11 [广告-点击] <|ad_begin|><s_a_3091><s_b_1503><s_c_1708>
|
||
【2026-01-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3211><s_b_1711><s_c_4102>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
|
||
--:-- [直播-关注] <|living_begin|><s_a_7729><s_b_8049><s_c_146>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_56><s_c_4617>
|
||
【2026-01-06】
|
||
03:53 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
03:53 [广告-点击] <|ad_begin|><s_a_4646><s_b_4571><s_c_8003>
|
||
【2026-01-08】
|
||
07:21 [广告-深度转化] <|ad_begin|><s_a_4020><s_b_6782><s_c_359>
|
||
07:21 [广告-点击] <|ad_begin|><s_a_4020><s_b_6782><s_c_359>
|
||
07:28 [广告-深度转化] <|ad_begin|><s_a_786><s_b_414><s_c_384>
|
||
07:28 [广告-点击] <|ad_begin|><s_a_786><s_b_414><s_c_384>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_5102><s_c_3026>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6803><s_c_6278>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5760><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4515><s_b_5727><s_c_6278>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4617>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5895><s_b_4956><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5895><s_b_4956><s_c_7978>
|
||
【2026-01-12】
|
||
06:59 [广告-深度转化] <|ad_begin|><s_a_786><s_b_800><s_c_627>
|
||
06:59 [广告-点击] <|ad_begin|><s_a_786><s_b_800><s_c_627>
|
||
【2026-01-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8109>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_2826><s_c_1935>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5506><s_b_5727><s_c_7658>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7894><s_c_5388>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_4617>
|
||
--:-- [直播-关注] <|living_begin|><s_a_438><s_b_7703><s_c_6821>
|
||
05:17 [广告-深度转化] <|ad_begin|><s_a_786><s_b_2142><s_c_627>
|
||
05:17 [广告-点击] <|ad_begin|><s_a_786><s_b_2142><s_c_627>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_6049><s_c_2862>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_2954>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1258><s_b_5260><s_c_1613>
|
||
23:18 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
|
||
23:18 [广告-点击] <|ad_begin|><s_a_4403><s_b_3923><s_c_4548>
|
||
【2026-01-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3319><s_c_8090>
|
||
【2026-01-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3760><s_b_8072><s_c_724>
|
||
【2026-01-21】
|
||
22:58 [视频-点赞/长播] <|video_begin|><s_a_5904><s_b_5893><s_c_2242>
|
||
22:58 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_2029><s_c_286>
|
||
【2026-01-22】
|
||
00:47 [视频-点赞/长播] <|video_begin|><s_a_6347><s_b_6726><s_c_6676>
|
||
00:56 [视频-点赞/长播] <|video_begin|><s_a_2367><s_b_6234><s_c_2403>
|
||
00:56 [视频-收藏/点赞/长播] <|video_begin|><s_a_6022><s_b_6442><s_c_7722>
|
||
01:08 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_4952>
|
||
01:08 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_4952>
|
||
23:10 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_637><s_c_1957>
|
||
23:21 [广告-点击] <|ad_begin|><s_a_7088><s_b_7894><s_c_471>
|
||
23:54 [视频-点赞/长播] <|video_begin|><s_a_6330><s_b_1471><s_c_3716>
|
||
23:54 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_5419><s_c_7289>
|
||
【2026-01-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3930><s_c_3923>
|
||
21:44 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_3656><s_c_7257>
|
||
21:53 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5106><s_c_2370>
|
||
21:53 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_1119><s_c_1803>
|
||
【2026-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6891><s_c_6278>
|
||
01:31 [视频-收藏/点赞/长播] <|video_begin|><s_a_960><s_b_6442><s_c_7598>
|
||
01:48 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_1596><s_c_2960>
|
||
14:31 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7498><s_c_4212>
|
||
14:45 [视频-关注/点赞/长播] <|video_begin|><s_a_6401><s_b_5454><s_c_439>
|
||
14:57 [视频-点赞/长播] <|video_begin|><s_a_7189><s_b_665><s_c_7154>
|
||
14:57 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_341><s_c_8001>
|
||
15:04 [视频-关注/收藏/点赞/长播] <|video_begin|><s_a_5600><s_b_5454><s_c_5044>
|
||
15:06 [视频-点赞/长播] <|video_begin|><s_a_2236><s_b_713><s_c_6202>
|
||
15:09 [视频-关注/长播] <|video_begin|><s_a_5591><s_b_4041><s_c_877>
|
||
15:14 [视频-关注/长播] <|video_begin|><s_a_5058><s_b_3678><s_c_2190>
|
||
15:14 [视频-关注/长播] <|video_begin|><s_a_557><s_b_5511><s_c_6815>
|
||
【2026-01-25】
|
||
01:12 [视频-关注/长播] <|video_begin|><s_a_16><s_b_2828><s_c_5776>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5881><s_b_4667><s_c_2161>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5881><s_b_4667><s_c_2161>
|
||
【2026-01-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6469><s_b_5832><s_c_2127>
|
||
04:46 [视频-关注/长播] <|video_begin|><s_a_735><s_b_6018><s_c_4234>
|
||
05:22 [视频-点赞/长播] <|video_begin|><s_a_2393><s_b_7549><s_c_6185>
|
||
【2026-01-27】
|
||
07:32 [视频-点赞/长播] <|video_begin|><s_a_6161><s_b_7410><s_c_4828>
|
||
07:48 [视频-长播] <|video_begin|><s_a_2408><s_b_7549><s_c_5677>
|
||
07:53 [视频-长播] <|video_begin|><s_a_7984><s_b_3678><s_c_7550>
|
||
07:53 [视频-长播] <|video_begin|><s_a_2285><s_b_5106><s_c_3309>
|
||
07:53 [视频-长播] <|video_begin|><s_a_5932><s_b_7975><s_c_1697>
|
||
09:36 [视频-点赞/长播] <|video_begin|><s_a_5476><s_b_2221><s_c_3026>
|
||
【2026-01-28】
|
||
00:45 [视频-长播] <|video_begin|><s_a_2015><s_b_800><s_c_2344>
|
||
00:46 [视频-长播] <|video_begin|><s_a_4615><s_b_2737><s_c_2568>
|
||
01:05 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3108><s_b_5805><s_c_1198>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_3585><s_c_5398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5557><s_b_1564><s_c_5398>
|
||
06:33 [视频-长播] <|video_begin|><s_a_2367><s_b_1858><s_c_2568>
|
||
06:33 [视频-长播] <|video_begin|><s_a_16><s_b_4746><s_c_4519>
|
||
06:33 [视频-点赞/长播] <|video_begin|><s_a_5907><s_b_2357><s_c_6674>
|
||
13:47 [视频-长播] <|video_begin|><s_a_4862><s_b_170><s_c_2212>
|
||
13:47 [视频-长播] <|video_begin|><s_a_4808><s_b_1119><s_c_2522>
|
||
13:59 [视频-长播] <|video_begin|><s_a_4088><s_b_7571><s_c_4932>
|
||
13:59 [视频-长播] <|video_begin|><s_a_8164><s_b_8058><s_c_490>
|
||
15:38 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_6067>
|
||
23:48 [视频-长播] <|video_begin|><s_a_5991><s_b_5454><s_c_2369>
|
||
23:58 [视频-长播] <|video_begin|><s_a_8164><s_b_423><s_c_3780>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6935><s_b_5712><s_c_3798>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6854><s_b_5626><s_c_2043>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6854><s_b_4549><s_c_2958>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6854><s_b_4255><s_c_386>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3127><s_b_4510><s_c_1291>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_676><s_b_4613><s_c_7547>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_221><s_b_1312><s_c_958>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1777><s_c_4107>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
||
10:04 [视频-长播] <|video_begin|><s_a_6321><s_b_1952><s_c_4318>
|
||
10:06 [视频-长播] <|video_begin|><s_a_2367><s_b_1002><s_c_141>
|
||
10:22 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_2246><s_c_3639>
|
||
10:31 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_3209>
|
||
10:54 [视频-长播] <|video_begin|><s_a_5948><s_b_697><s_c_2100>
|
||
10:54 [视频-长播] <|video_begin|><s_a_5058><s_b_5200><s_c_7964>
|
||
10:54 [视频-点赞/长播] <|video_begin|><s_a_6378><s_b_4087><s_c_967>
|
||
11:00 [视频-长播] <|video_begin|><s_a_349><s_b_6521><s_c_4311>
|
||
11:00 [视频-长播] <|video_begin|><s_a_2254><s_b_3674><s_c_5573>
|
||
11:00 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_6798><s_c_2644>
|
||
11:00 [视频-点赞/长播] <|video_begin|><s_a_1633><s_b_7129><s_c_6202>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_1765><s_c_5398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4297><s_b_3297><s_c_386>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_81><s_b_226><s_c_1091>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5089><s_b_1704><s_c_4379>
|
||
04:43 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_568><s_c_859>
|
||
05:04 [视频-长播] <|video_begin|><s_a_5058><s_b_96><s_c_4979>
|
||
05:04 [视频-点赞/长播] <|video_begin|><s_a_7699><s_b_4508><s_c_7588>
|
||
05:04 [视频-点赞/长播] <|video_begin|><s_a_5600><s_b_1052><s_c_1399>
|
||
05:25 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_6234><s_c_7566>
|
||
05:25 [视频-评论/点赞/长播] <|video_begin|><s_a_6161><s_b_1089><s_c_5209>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2138><s_b_1777><s_c_4107>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2078><s_b_513><s_c_4365>
|
||
04:52 [视频-点赞/长播] <|video_begin|><s_a_6510><s_b_7019><s_c_1552>
|
||
04:52 [视频-点赞/长播] <|video_begin|><s_a_3482><s_b_3059><s_c_4976>
|
||
04:52 [视频-点赞/长播] <|video_begin|><s_a_3095><s_b_1529><s_c_7754>
|
||
【2026-02-02】
|
||
09:26 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_6122>
|
||
09:47 [视频-长播] <|video_begin|><s_a_335><s_b_697><s_c_714>
|
||
09:47 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_7719>
|
||
09:47 [视频-长播] <|video_begin|><s_a_5023><s_b_4305><s_c_47>
|
||
10:31 [视频-长播] <|video_begin|><s_a_1207><s_b_6379><s_c_4451>
|
||
10:32 [视频-长播] <|video_begin|><s_a_7443><s_b_7342><s_c_7076>
|
||
10:59 [视频-长播] <|video_begin|><s_a_6161><s_b_6816><s_c_6278>
|
||
11:40 [视频-长播] <|video_begin|><s_a_2015><s_b_3504><s_c_481>
|
||
11:40 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_7333><s_c_752>
|
||
11:40 [视频-点赞/长播] <|video_begin|><s_a_1013><s_b_3059><s_c_1935>
|
||
11:46 [视频-点赞/长播] <|video_begin|><s_a_2211><s_b_6477><s_c_1529>
|
||
13:14 [视频-长播] <|video_begin|><s_a_4922><s_b_3885><s_c_3352>
|
||
13:14 [视频-长播] <|video_begin|><s_a_6401><s_b_96><s_c_2800>
|
||
13:19 [视频-长播] <|video_begin|><s_a_6140><s_b_2029><s_c_6185>
|
||
15:31 [视频-长播] <|video_begin|><s_a_5629><s_b_6525><s_c_2975>
|
||
15:31 [视频-点赞/长播] <|video_begin|><s_a_2393><s_b_4949><s_c_195>
|
||
23:55 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_2422><s_c_6559>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_226><s_b_7962><s_c_2843>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7826><s_b_914><s_c_1247>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7372><s_b_2569><s_c_528>
|
||
07:21 [视频-长播] <|video_begin|><s_a_2526><s_b_6234><s_c_5776>
|
||
07:21 [视频-长播] <|video_begin|><s_a_1234><s_b_952><s_c_6676>
|
||
07:31 [视频-长播] <|video_begin|><s_a_6022><s_b_5647><s_c_6222>
|
||
16:55 [视频-长播] <|video_begin|><s_a_2285><s_b_445><s_c_3309>
|
||
17:22 [视频-长播] <|video_begin|><s_a_8164><s_b_7498><s_c_5654>
|
||
17:24 [视频-长播] <|video_begin|><s_a_2526><s_b_1596><s_c_875>
|
||
17:33 [视频-长播] <|video_begin|><s_a_4088><s_b_6051><s_c_1119>
|
||
23:25 [视频-长播] <|video_begin|><s_a_4646><s_b_7261><s_c_3659>
|
||
23:25 [视频-长播] <|video_begin|><s_a_1585><s_b_4010><s_c_1471>
|
||
23:25 [视频-长播] <|video_begin|><s_a_7830><s_b_1595><s_c_3402>
|
||
23:29 [视频-长播] <|video_begin|><s_a_639><s_b_5490><s_c_2958>
|
||
23:29 [视频-长播] <|video_begin|><s_a_4088><s_b_3589><s_c_4467>
|
||
【2026-02-04】
|
||
09:49 [视频-长播] <|video_begin|><s_a_4193><s_b_1230><s_c_47>
|
||
09:52 [视频-长播] <|video_begin|><s_a_6475><s_b_7894><s_c_5971>
|
||
16:49 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6426><s_c_141>
|
||
16:49 [视频-点赞/长播] <|video_begin|><s_a_661><s_b_6477><s_c_1485>
|
||
16:57 [视频-长播] <|video_begin|><s_a_4615><s_b_6123><s_c_146>
|
||
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 搜索-搜索、视频-浏览、视频-长播、直播-关注、直播-首次打赏、商品-点击、商品-购买、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化健康焦虑到具体化保健品探索
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化健康焦虑到具体化保健品探索",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"从泛化健康焦虑到具体化保健品探索","events":[{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_3198><s_c_2895>","logic":"初始触发：出现具体的身体部位（膝盖）疼痛问题，并采取了直接的对症处理行为。"},{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_1443><s_c_7019>","logic":"问题泛化：在同一天，关注点从单一的关节问题扩展到另一个中老年男性常见的健康问题（前列腺），表明用户处于对身体多方面健康状况的焦虑期。"},{"date":"2025-11-05","action":"[商品-购买] <|prod_begin|><s_a_6655><s_b_2558><s_c_329>","logic":"认知跃迁与方案收敛：在经历了多个具体部位的“被动治疗”后，用户的健康观念发生转变，开始寻求更主动、更根本的解决方案——通过购买明确标有“增强免疫力”的保健品，从“治已病”转向“防未病”。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2022-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1030><s_b_2918><s_c_2883>
|
||
【2022-10-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_6776><s_c_7486>
|
||
【2022-10-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_6776><s_c_354>
|
||
【2022-12-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2798><s_b_2448><s_c_1156>
|
||
【2023-03-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4084><s_b_3702><s_c_7605>
|
||
【2023-04-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1030><s_b_441><s_c_6628>
|
||
【2023-04-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7800><s_b_843><s_c_469>
|
||
【2023-04-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5265><s_b_6498><s_c_5347>
|
||
【2023-06-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5904><s_c_3317>
|
||
【2023-07-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_2497><s_c_2887>
|
||
【2023-07-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5974><s_c_3317>
|
||
【2023-08-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8129><s_b_1926><s_c_8024>
|
||
【2023-08-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_2918><s_c_3995>
|
||
【2023-09-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_3284><s_c_1285>
|
||
【2023-12-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_147><s_c_3317>
|
||
【2024-01-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_713><s_c_2895>
|
||
【2024-02-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_5786><s_c_6735>
|
||
【2024-03-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1308><s_b_5904><s_c_5514>
|
||
【2024-04-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_5699><s_c_2895>
|
||
【2024-05-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6660><s_b_647><s_c_127>
|
||
【2024-05-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5463><s_b_4743><s_c_70>
|
||
【2024-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_453><s_c_1566>
|
||
【2024-06-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_3422><s_c_6385>
|
||
【2024-06-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1395><s_c_6653>
|
||
【2024-07-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4562><s_c_486>
|
||
【2024-07-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_326><s_c_3187>
|
||
【2024-08-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_326><s_c_3187>
|
||
【2024-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
|
||
【2024-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2498><s_c_6653>
|
||
【2024-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2533><s_c_2533>
|
||
【2025-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_1966><s_c_5144>
|
||
【2025-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_7588>
|
||
【2025-02-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_77><s_b_6776><s_c_8079>
|
||
【2025-03-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>
|
||
【2025-03-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_557>
|
||
【2025-03-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7971><s_c_2165>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_708>
|
||
【2025-03-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_451><s_c_838>
|
||
【2025-03-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7616>
|
||
【2025-03-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
||
【2025-03-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3388><s_b_6973><s_c_4859>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>
|
||
【2025-04-16】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_697><s_c_4053>
|
||
【2025-04-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_3498>
|
||
【2025-04-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2403>
|
||
【2025-04-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_3676>
|
||
【2025-05-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
||
【2025-05-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_1792>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_3995>
|
||
【2025-05-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_7282><s_c_1792>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_513><s_b_6435><s_c_3528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4323><s_b_7454><s_c_233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3495><s_b_4916><s_c_1457>
|
||
【2025-05-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5081><s_c_6035>
|
||
【2025-05-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7196><s_b_5455><s_c_2255>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5081><s_c_6035>
|
||
【2025-05-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8129><s_b_7576><s_c_1806>
|
||
【2025-05-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_7200><s_c_4986>
|
||
【2025-06-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1407><s_c_8036>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_5375><s_c_8057>
|
||
【2025-06-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5523><s_b_7272><s_c_5062>
|
||
【2025-06-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5719><s_c_7506>
|
||
【2025-06-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8007><s_b_6906><s_c_5347>
|
||
【2025-06-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_8007><s_c_8099>
|
||
【2025-06-30】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6359><s_b_5384><s_c_4519>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6194><s_c_3692>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6194><s_c_3692>
|
||
【2025-07-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_1523><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>
|
||
【2025-07-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2331><s_b_132><s_c_1884>
|
||
【2025-07-16】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3737><s_b_1191><s_c_6479>
|
||
【2025-07-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5940><s_c_4393>
|
||
【2025-07-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7651><s_b_1282><s_c_2253>
|
||
【2025-07-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_3206><s_c_5087>
|
||
【2025-08-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_370><s_c_6005>
|
||
【2025-08-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>
|
||
【2025-08-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7216><s_c_4809>
|
||
【2025-08-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3><s_b_8134><s_c_1089>
|
||
【2025-08-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6992><s_b_6489><s_c_5513>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6992><s_b_6489><s_c_5513>
|
||
【2025-09-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_1690><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2488><s_b_147><s_c_3364>
|
||
【2025-09-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3882><s_b_4069><s_c_7048>
|
||
【2025-09-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
|
||
【2025-09-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4239><s_b_1338><s_c_673>
|
||
【2025-10-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_677>
|
||
【2025-10-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5571><s_c_1183>
|
||
【2025-11-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
|
||
【2025-12-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6992><s_b_1984><s_c_812>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_936><s_b_6489><s_c_6011>
|
||
【2025-12-29】
|
||
01:21 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1566>
|
||
【2025-12-31】
|
||
23:10 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7874>
|
||
【2026-01-01】
|
||
20:46 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4375><s_c_2967>
|
||
【2026-01-02】
|
||
12:09 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_8096>
|
||
【2026-01-03】
|
||
10:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_404><s_c_5563>
|
||
【2026-01-05】
|
||
01:10 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5349><s_c_5563>
|
||
【2026-01-08】
|
||
17:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1642><s_c_6659>
|
||
【2026-01-09】
|
||
01:08 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
|
||
05:26 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_5511><s_c_3198>
|
||
11:22 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
|
||
【2026-01-11】
|
||
12:22 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_4932>
|
||
【2026-01-12】
|
||
00:13 [广告-深度转化] <|ad_begin|><s_a_923><s_b_206><s_c_7420>
|
||
00:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_3614><s_c_7599>
|
||
04:53 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_6900>
|
||
【2026-01-13】
|
||
01:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_6686>
|
||
01:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_6686>
|
||
04:58 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2934>
|
||
04:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2934>
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
|
||
08:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_1659>
|
||
【2026-01-14】
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
|
||
13:37 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5349>
|
||
【2026-01-15】
|
||
09:03 [广告-点击] <|ad_begin|><s_a_5687><s_b_3314><s_c_88>
|
||
12:56 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
|
||
12:56 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6815>
|
||
【2026-01-16】
|
||
00:30 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6597>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
|
||
06:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_5061>
|
||
10:52 [广告-点击] <|ad_begin|><s_a_1608><s_b_5370><s_c_4636>
|
||
11:27 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_7342><s_c_286>
|
||
11:27 [广告-点击] <|ad_begin|><s_a_3578><s_b_7342><s_c_286>
|
||
12:05 [广告-点击] <|ad_begin|><s_a_491><s_b_7180><s_c_5294>
|
||
【2026-01-17】
|
||
10:56 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
10:56 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
11:16 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_3363>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_3363>
|
||
12:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5119><s_c_1649>
|
||
12:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_5119><s_c_1649>
|
||
【2026-01-18】
|
||
21:45 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
21:45 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
【2026-01-19】
|
||
01:01 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1110>
|
||
01:01 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1110>
|
||
05:14 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_2599>
|
||
05:14 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_2599>
|
||
06:49 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_7261><s_c_4479>
|
||
06:49 [广告-点击] <|ad_begin|><s_a_6577><s_b_7261><s_c_4479>
|
||
12:08 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
|
||
12:08 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
|
||
【2026-01-20】
|
||
13:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_5486>
|
||
【2026-01-21】
|
||
00:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
|
||
00:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7343>
|
||
04:09 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
04:09 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
04:22 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2095><s_c_3026>
|
||
04:22 [广告-点击] <|ad_begin|><s_a_2111><s_b_2095><s_c_3026>
|
||
07:23 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2221><s_c_4468>
|
||
07:23 [广告-点击] <|ad_begin|><s_a_7879><s_b_2221><s_c_4468>
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_1678><s_b_2826><s_c_1110>
|
||
07:37 [广告-点击] <|ad_begin|><s_a_1678><s_b_2826><s_c_1110>
|
||
10:38 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
|
||
10:38 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_7588>
|
||
【2026-01-24】
|
||
01:16 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
|
||
01:16 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_6583>
|
||
05:22 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
|
||
05:22 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_2374>
|
||
07:09 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3775>
|
||
07:09 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3775>
|
||
10:46 [广告-点击] <|ad_begin|><s_a_2832><s_b_2419><s_c_4932>
|
||
12:39 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
||
12:39 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
||
【2026-01-25】
|
||
00:46 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_3036>
|
||
02:46 [视频-点赞/长播] <|video_begin|><s_a_1427><s_b_370><s_c_5187>
|
||
04:42 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
04:42 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
04:52 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6234><s_c_7671>
|
||
05:20 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_6123><s_c_88>
|
||
06:46 [广告-点击] <|ad_begin|><s_a_562><s_b_6776><s_c_4742>
|
||
06:46 [视频-点赞/长播] <|video_begin|><s_a_189><s_b_5349><s_c_2530>
|
||
21:19 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
21:19 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
【2026-01-26】
|
||
05:35 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
05:35 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
05:39 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_1206><s_c_5749>
|
||
05:39 [广告-点击] <|ad_begin|><s_a_1274><s_b_1206><s_c_5749>
|
||
06:42 [视频-长播] <|video_begin|><s_a_2015><s_b_7246><s_c_7106>
|
||
08:30 [广告-点击] <|ad_begin|><s_a_4024><s_b_1288><s_c_3338>
|
||
13:34 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
|
||
13:34 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
|
||
22:05 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_7548>
|
||
22:05 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_7548>
|
||
22:58 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
|
||
22:58 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
|
||
【2026-01-27】
|
||
01:24 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_5349><s_c_5563>
|
||
01:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_5349><s_c_5563>
|
||
04:19 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_5349>
|
||
04:19 [视频-长播] <|video_begin|><s_a_562><s_b_6776><s_c_2883>
|
||
04:19 [视频-长播] <|video_begin|><s_a_7830><s_b_5511><s_c_4611>
|
||
04:56 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
|
||
04:56 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_3054>
|
||
06:15 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
|
||
06:15 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_308>
|
||
06:44 [广告-点击] <|ad_begin|><s_a_4064><s_b_7342><s_c_1858>
|
||
07:41 [视频-长播] <|video_begin|><s_a_8159><s_b_5349><s_c_7395>
|
||
【2026-01-28】
|
||
21:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>
|
||
21:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_5781><s_c_5776>
|
||
21:49 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_7548>
|
||
21:49 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_7548>
|
||
【2026-01-29】
|
||
00:31 [视频-长播] <|video_begin|><s_a_2015><s_b_5634><s_c_4631>
|
||
00:52 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6776><s_c_77>
|
||
00:52 [广告-点击] <|ad_begin|><s_a_5960><s_b_6776><s_c_77>
|
||
05:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
|
||
05:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
|
||
09:56 [视频-长播] <|video_begin|><s_a_6510><s_b_7975><s_c_1148>
|
||
09:57 [视频-长播] <|video_begin|><s_a_4615><s_b_6924><s_c_3054>
|
||
10:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
10:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
【2026-01-30】
|
||
00:41 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5349><s_c_6185>
|
||
00:41 [广告-点击] <|ad_begin|><s_a_7097><s_b_5349><s_c_6185>
|
||
04:14 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_2029><s_c_3913>
|
||
04:14 [广告-点击] <|ad_begin|><s_a_2899><s_b_2029><s_c_3913>
|
||
05:10 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7272><s_c_141>
|
||
08:41 [视频-长播] <|video_begin|><s_a_457><s_b_5025><s_c_7806>
|
||
10:34 [视频-长播] <|video_begin|><s_a_2526><s_b_1595><s_c_3033>
|
||
【2026-01-31】
|
||
01:07 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1089><s_c_3877>
|
||
01:07 [广告-点击] <|ad_begin|><s_a_3091><s_b_1089><s_c_3877>
|
||
05:03 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
|
||
05:03 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
|
||
06:46 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
|
||
06:46 [广告-点击] <|ad_begin|><s_a_7931><s_b_6244><s_c_5563>
|
||
11:06 [视频-长播] <|video_begin|><s_a_1207><s_b_1411><s_c_2568>
|
||
11:49 [视频-长播] <|video_begin|><s_a_4646><s_b_3589><s_c_5621>
|
||
11:49 [视频-长播] <|video_begin|><s_a_2441><s_b_2817><s_c_1708>
|
||
11:54 [视频-长播] <|video_begin|><s_a_2015><s_b_7603><s_c_2568>
|
||
12:04 [视频-长播] <|video_begin|><s_a_2252><s_b_2539><s_c_5424>
|
||
【2026-02-01】
|
||
05:30 [视频-长播] <|video_begin|><s_a_6140><s_b_5893><s_c_853>
|
||
05:30 [视频-长播] <|video_begin|><s_a_4751><s_b_6436><s_c_567>
|
||
05:48 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_2789>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4663><s_c_4771>
|
||
06:36 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1402>
|
||
12:36 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
12:36 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
【2026-02-02】
|
||
01:45 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4599>
|
||
01:45 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_4599>
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6776><s_c_7786>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_6776><s_c_7786>
|
||
04:14 [视频-长播] <|video_begin|><s_a_2015><s_b_6123><s_c_6420>
|
||
04:14 [视频-长播] <|video_begin|><s_a_7385><s_b_1799><s_c_7899>
|
||
04:59 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
|
||
04:59 [广告-点击] <|ad_begin|><s_a_2845><s_b_6234><s_c_5657>
|
||
06:46 [视频-长播] <|video_begin|><s_a_4615><s_b_3589><s_c_7598>
|
||
08:49 [视频-长播] <|video_begin|><s_a_3829><s_b_6436><s_c_2530>
|
||
10:35 [视频-长播] <|video_begin|><s_a_16><s_b_1751><s_c_6379>
|
||
11:37 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
|
||
11:37 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_4932>
|
||
11:50 [广告-点击] <|ad_begin|><s_a_1721><s_b_7342><s_c_5061>
|
||
12:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2643>
|
||
21:23 [视频-长播] <|video_begin|><s_a_2015><s_b_4262><s_c_6361>
|
||
【2026-02-03】
|
||
03:07 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
|
||
03:07 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_2517>
|
||
03:52 [视频-长播] <|video_begin|><s_a_2015><s_b_5760><s_c_308>
|
||
05:25 [视频-长播] <|video_begin|><s_a_4615><s_b_6782><s_c_3036>
|
||
05:25 [视频-长播] <|video_begin|><s_a_1726><s_b_5754><s_c_141>
|
||
05:25 [视频-长播] <|video_begin|><s_a_2364><s_b_4723><s_c_3777>
|
||
05:39 [视频-长播] <|video_begin|><s_a_2135><s_b_4552><s_c_3777>
|
||
09:49 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
|
||
09:49 [广告-点击] <|ad_begin|><s_a_2832><s_b_2221><s_c_7588>
|
||
【2026-02-04】
|
||
04:45 [视频-长播] <|video_begin|><s_a_7308><s_b_4753><s_c_4318>
|
||
05:41 [视频-长播] <|video_begin|><s_a_3510><s_b_5876><s_c_4599>
|
||
06:09 [视频-长播] <|video_begin|><s_a_2015><s_b_2489><s_c_1933>
|
||
11:56 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6559>
|
||
12:17 [视频-长播] <|video_begin|><s_a_2015><s_b_3417><s_c_907>
|
||
13:07 [视频-长播] <|video_begin|><s_a_8159><s_b_4746><s_c_5646>
|
||
13:21 [视频-长播] <|video_begin|><s_a_1692><s_b_1259><s_c_4134>
|
||
21:28 [视频-长播] <|video_begin|><s_a_4646><s_b_5349><s_c_607>
|
||
【2026-02-05】
|
||
00:23 [视频-长播] <|video_begin|><s_a_7385><s_b_6123><s_c_607>
|
||
00:23 [视频-长播] <|video_begin|><s_a_3689><s_b_6519><s_c_111>
|
||
00:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
|
||
00:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_4733><s_c_2988>
|
||
01:03 [视频-长播] <|video_begin|><s_a_7830><s_b_8049><s_c_616>
|
||
01:03 [视频-长播] <|video_begin|><s_a_3216><s_b_6234><s_c_7296>
|
||
01:03 [视频-长播] <|video_begin|><s_a_16><s_b_5511><s_c_7096>
|
||
04:40 [视频-长播] <|video_begin|><s_a_2364><s_b_2497><s_c_8024>
|
||
05:02 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
|
||
05:02 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
|
||
05:27 [视频-长播] <|video_begin|><s_a_2408><s_b_4949><s_c_5903>
|
||
07:37 [视频-长播] <|video_begin|><s_a_6510><s_b_2497><s_c_1148>
|
||
08:39 [视频-长播] <|video_begin|><s_a_3363><s_b_1645><s_c_2568>
|
||
10:09 [视频-长播] <|video_begin|><s_a_4646><s_b_6436><s_c_2509>
|
||
10:09 [视频-长播] <|video_begin|><s_a_2015><s_b_7603><s_c_4543>
|
||
10:55 [视频-长播] <|video_begin|><s_a_6258><s_b_6123><s_c_141>
|
||
11:07 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_5349><s_c_3998>
|
||
11:07 [广告-点击] <|ad_begin|><s_a_4815><s_b_5349><s_c_3998>
|
||
11:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6006><s_c_2693>
|
||
11:15 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_6809>
|
||
11:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_581><s_c_4147>
|
||
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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 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 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
||
3.需求深度细化：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
||
请面向以下主题提取行为逻辑链：
|
||
主题：从皮肤问题到牙齿健康的健康焦点演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从皮肤问题到牙齿健康的健康焦点演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
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>
|
||
</think>
|
||
{"logic_chain":{"name":"从皮肤问题到牙齿健康的健康焦点演化","events":[{"date":"2025-03-27","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"问题触发：首次针对特定皮肤问题（“百癣”）购买内服药物，表明用户正面临较为明确的皮肤困扰。"},{"date":"2025-03-31","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"方案修正与问题细化：在购买内服药仅4天后，用户转而购买针对“皮炎湿疹”的外用“医用液体敷料”。这表明前一个方案可能效果不佳或认知发生变化，问题从泛化的“癣”聚焦到更具体的“皮炎湿疹”，且解决方案从内服转向外用，是典型的基于负反馈的路径修正。"},{"date":"2025-07-01","action":"[商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>","logic":"认知收敛与新焦点：在前期购买了泛泛的“固齿”草本片剂后，用户开始点击并关注具有“医用”和“脱敏”特定功能的牙膏。这表明用户对牙齿问题的认知已从笼统的“固齿”保健，升级到需要解决“牙齿脱敏”这一具体痛点，体现了从发散保健到问题聚焦的认知收敛。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6865><s_b_1132><s_c_2598>
|
||
【2025-01-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_2916><s_c_1716>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1815><s_b_70><s_c_4547>
|
||
【2025-01-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6818><s_c_4118>
|
||
【2025-01-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_152><s_c_7366>
|
||
【2025-01-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6566><s_c_4481>
|
||
【2025-01-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_2112>
|
||
【2025-02-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_799><s_b_7843><s_c_3824>
|
||
【2025-02-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_7687><s_c_396>
|
||
【2025-02-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5049><s_b_6653><s_c_7924>
|
||
【2025-03-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_6878><s_c_2165>
|
||
【2025-03-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_191><s_b_7493><s_c_5644>
|
||
【2025-03-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_2112>
|
||
【2025-03-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4246><s_c_4435>
|
||
【2025-03-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4387><s_b_348><s_c_3111>
|
||
【2025-04-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_7292><s_c_4038>
|
||
【2025-05-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-05-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_576><s_c_3165>
|
||
【2025-05-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_2937>
|
||
【2025-05-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7135><s_b_1297><s_c_6842>
|
||
【2025-05-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2033><s_b_5124><s_c_3889>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4923><s_b_6454><s_c_4365>
|
||
【2025-05-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-05-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2976><s_b_820><s_c_2717>
|
||
【2025-07-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-07-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7304><s_b_3335><s_c_4839>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2339><s_c_3052>
|
||
【2025-08-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_8068><s_c_5779>
|
||
【2025-08-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_6209><s_c_4839>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-08-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1991><s_b_4618><s_c_6072>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_4800>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_6084><s_c_1767>
|
||
【2025-08-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2985><s_b_7986><s_c_5387>
|
||
【2025-09-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1198><s_b_3319><s_c_4759>
|
||
【2025-10-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5312><s_b_7170><s_c_6248>
|
||
【2025-10-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6818><s_c_4118>
|
||
【2025-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1118><s_b_7205><s_c_2766>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1118><s_b_7447><s_c_3798>
|
||
【2025-11-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_7279><s_c_1275>
|
||
【2025-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5749><s_b_847><s_c_178>
|
||
【2025-11-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7589><s_c_362>
|
||
【2025-11-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6402><s_b_7858><s_c_329>
|
||
【2025-11-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_200><s_b_7178><s_c_2851>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_4497><s_c_1640>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_200><s_b_7178><s_c_2851>
|
||
【2025-11-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_3733><s_c_3901>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1856><s_c_4822>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7797><s_b_6906><s_c_6869>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1680><s_b_7808><s_c_6965>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_6392><s_c_3456>
|
||
【2025-12-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3335><s_c_407>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3923><s_c_174>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3923><s_c_4538>
|
||
【2025-12-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_729><s_c_7920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_1129>
|
||
【2025-12-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3340><s_c_3456>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_3923><s_c_174>
|
||
【2025-12-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_729><s_c_7920>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_7891><s_c_7658>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1815><s_b_1996><s_c_5882>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_321><s_c_3928>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_3923><s_c_4712>
|
||
【2025-12-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>
|
||
【2025-12-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_4062><s_c_7387>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_826><s_b_4062><s_c_7387>
|
||
【2025-12-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1643><s_b_7292><s_c_8023>
|
||
【2025-12-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3542><s_b_2271><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4975><s_b_2271><s_c_1472>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3103><s_b_2271><s_c_1662>
|
||
【2025-12-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1290><s_c_6784>
|
||
【2025-12-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_6215>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_4062><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_724><s_c_7863>
|
||
【2026-01-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_7589><s_c_7373>
|
||
【2026-01-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5293><s_c_4790>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5293><s_c_4790>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1304><s_b_6818><s_c_1782>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3915><s_c_1941>
|
||
07:56 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_5511><s_c_3026>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_6227>
|
||
10:26 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_3026>
|
||
14:47 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
|
||
【2026-01-11】
|
||
00:41 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4173><s_c_497>
|
||
04:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2221><s_c_4932>
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6616>
|
||
16:28 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1000>
|
||
【2026-01-12】
|
||
05:15 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_404><s_c_3026>
|
||
【2026-01-13】
|
||
04:01 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_4508><s_c_5185>
|
||
13:09 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6815>
|
||
【2026-01-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_226><s_b_5398><s_c_229>
|
||
03:01 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5349>
|
||
04:52 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_4932>
|
||
09:17 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1659>
|
||
09:41 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_4454>
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_594><s_c_5563>
|
||
【2026-01-15】
|
||
00:31 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5589>
|
||
02:31 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_4120>
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_4033><s_c_3026>
|
||
10:55 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5061>
|
||
【2026-01-16】
|
||
02:52 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
05:36 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_2370>
|
||
06:58 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_800><s_c_2932>
|
||
14:36 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1642><s_c_3026>
|
||
【2026-01-17】
|
||
00:29 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_3026>
|
||
01:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6635><s_c_3475>
|
||
04:41 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5511><s_c_5486>
|
||
09:22 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6244><s_c_3346>
|
||
13:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6408>
|
||
【2026-01-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_226><s_b_5832><s_c_4345>
|
||
03:48 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2513>
|
||
04:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_431>
|
||
08:42 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1858>
|
||
13:58 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_6507>
|
||
【2026-01-19】
|
||
01:59 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_1206><s_c_5563>
|
||
13:59 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
|
||
13:59 [广告-点击] <|ad_begin|><s_a_7879><s_b_4949><s_c_2374>
|
||
23:38 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
|
||
23:38 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
|
||
【2026-01-21】
|
||
05:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_3659>
|
||
05:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_5511><s_c_3659>
|
||
05:58 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3346>
|
||
05:58 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3346>
|
||
06:32 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
||
【2026-01-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_1715><s_c_1099>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1523><s_b_5270><s_c_1720>
|
||
【2026-01-23】
|
||
08:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
08:13 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
【2026-01-24】
|
||
00:35 [广告-点击] <|ad_begin|><s_a_7097><s_b_1206><s_c_3363>
|
||
00:47 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_404><s_c_1708>
|
||
00:47 [广告-点击] <|ad_begin|><s_a_1708><s_b_404><s_c_1708>
|
||
08:51 [广告-点击] <|ad_begin|><s_a_7314><s_b_3302><s_c_7586>
|
||
23:24 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_3014>
|
||
23:24 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_3014>
|
||
【2026-01-25】
|
||
04:13 [广告-点击] <|ad_begin|><s_a_491><s_b_6519><s_c_2370>
|
||
08:06 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
08:06 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_2341>
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5673>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_2111><s_b_3678><s_c_5673>
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_3036>
|
||
14:02 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_3036>
|
||
23:40 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_4508><s_c_3026>
|
||
23:40 [广告-点击] <|ad_begin|><s_a_5998><s_b_4508><s_c_3026>
|
||
【2026-01-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1182><s_b_5216><s_c_6452>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7851><s_b_376><s_c_1332>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_487><s_b_6894><s_c_4079>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2474><s_c_2121>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5607><s_c_1803>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_3393><s_c_3254>
|
||
00:46 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3659>
|
||
07:29 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3363>
|
||
07:29 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3363>
|
||
09:24 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_937>
|
||
13:15 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_7141>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_7141>
|
||
【2026-01-27】
|
||
08:37 [视频-收藏/长播] <|video_begin|><s_a_2450><s_b_4033><s_c_7609>
|
||
09:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_6435><s_c_2118>
|
||
09:17 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5349><s_c_3742>
|
||
09:17 [广告-点击] <|ad_begin|><s_a_1393><s_b_5349><s_c_3742>
|
||
14:34 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
|
||
14:34 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7953><s_b_897><s_c_6719>
|
||
05:52 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_1659>
|
||
09:24 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
|
||
13:55 [视频-收藏/长播] <|video_begin|><s_a_6140><s_b_1596><s_c_1332>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_6879>
|
||
23:32 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_1>
|
||
23:32 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_1>
|
||
【2026-01-29】
|
||
00:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_6879>
|
||
00:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_6879>
|
||
06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_581><s_c_6108>
|
||
08:32 [视频-收藏/长播] <|video_begin|><s_a_3749><s_b_1292><s_c_8085>
|
||
08:48 [广告-点击] <|ad_begin|><s_a_4039><s_b_6244><s_c_3346>
|
||
08:49 [广告-点击] <|ad_begin|><s_a_2832><s_b_6436><s_c_3026>
|
||
13:18 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_8180>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_8180>
|
||
【2026-01-30】
|
||
00:30 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_5209>
|
||
00:30 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_5209>
|
||
04:30 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_5511><s_c_4923>
|
||
04:30 [广告-点击] <|ad_begin|><s_a_7097><s_b_5511><s_c_4923>
|
||
06:47 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7342><s_c_3775>
|
||
06:47 [广告-点击] <|ad_begin|><s_a_2111><s_b_7342><s_c_3775>
|
||
08:24 [广告-点击] <|ad_begin|><s_a_2111><s_b_8179><s_c_3363>
|
||
08:47 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_2118>
|
||
09:14 [广告-点击] <|ad_begin|><s_a_4039><s_b_6244><s_c_3346>
|
||
09:34 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_581><s_c_5776>
|
||
09:34 [广告-点击] <|ad_begin|><s_a_7892><s_b_581><s_c_5776>
|
||
10:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_5511><s_c_2118>
|
||
10:25 [广告-点击] <|ad_begin|><s_a_6417><s_b_5511><s_c_2118>
|
||
13:00 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5331>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5331>
|
||
【2026-01-31】
|
||
02:21 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
08:55 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_3062>
|
||
08:55 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_3062>
|
||
14:16 [视频-长播] <|video_begin|><s_a_2051><s_b_4915><s_c_4636>
|
||
14:19 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_3054>
|
||
14:31 [视频-长播] <|video_begin|><s_a_6510><s_b_1906><s_c_1225>
|
||
14:32 [视频-长播] <|video_begin|><s_a_4808><s_b_4033><s_c_4923>
|
||
14:51 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
14:51 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_2832><s_b_631><s_c_77>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_591><s_b_1002><s_c_7414>
|
||
00:50 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
00:50 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
01:46 [视频-长播] <|video_begin|><s_a_3632><s_b_3589><s_c_3363>
|
||
01:46 [视频-长播] <|video_begin|><s_a_116><s_b_6234><s_c_5654>
|
||
01:51 [视频-长播] <|video_begin|><s_a_4419><s_b_451><s_c_7657>
|
||
03:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
03:59 [广告-点击] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
04:22 [视频-长播] <|video_begin|><s_a_4922><s_b_4125><s_c_6739>
|
||
04:22 [视频-长播] <|video_begin|><s_a_7830><s_b_1806><s_c_2307>
|
||
04:32 [视频-长播] <|video_begin|><s_a_16><s_b_7888><s_c_3716>
|
||
04:32 [视频-长播] <|video_begin|><s_a_4193><s_b_6889><s_c_5553>
|
||
05:09 [视频-长播] <|video_begin|><s_a_3510><s_b_197><s_c_2568>
|
||
05:09 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_3026>
|
||
07:05 [视频-长播] <|video_begin|><s_a_6843><s_b_5200><s_c_4519>
|
||
07:05 [视频-长播] <|video_begin|><s_a_5659><s_b_5511><s_c_47>
|
||
09:18 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_6674>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_6674>
|
||
10:07 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
||
10:07 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
||
15:13 [视频-长播] <|video_begin|><s_a_5476><s_b_697><s_c_6266>
|
||
15:18 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
15:18 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_7343>
|
||
【2026-02-02】
|
||
04:07 [视频-点赞/长播] <|video_begin|><s_a_8159><s_b_3589><s_c_646>
|
||
04:18 [广告-点击] <|ad_begin|><s_a_5673><s_b_4033><s_c_1000>
|
||
08:21 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_925>
|
||
09:13 [视频-长播] <|video_begin|><s_a_5146><s_b_7952><s_c_3726>
|
||
09:28 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
|
||
13:37 [视频-长播] <|video_begin|><s_a_6904><s_b_8008><s_c_2568>
|
||
13:38 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1000>
|
||
13:45 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_1000>
|
||
【2026-02-03】
|
||
03:03 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_7566>
|
||
03:04 [视频-长播] <|video_begin|><s_a_5907><s_b_6045><s_c_535>
|
||
03:04 [视频-长播] <|video_begin|><s_a_7830><s_b_7894><s_c_4487>
|
||
03:06 [视频-长播] <|video_begin|><s_a_3883><s_b_1366><s_c_967>
|
||
03:10 [广告-点击] <|ad_begin|><s_a_2111><s_b_5511><s_c_3036>
|
||
03:11 [视频-长播] <|video_begin|><s_a_2051><s_b_5904><s_c_5563>
|
||
03:11 [视频-长播] <|video_begin|><s_a_532><s_b_7801><s_c_2513>
|
||
03:11 [视频-长播] <|video_begin|><s_a_2135><s_b_3059><s_c_5671>
|
||
03:21 [视频-长播] <|video_begin|><s_a_279><s_b_7756><s_c_5563>
|
||
03:24 [视频-长播] <|video_begin|><s_a_3829><s_b_4951><s_c_1767>
|
||
04:00 [视频-长播] <|video_begin|><s_a_1106><s_b_5511><s_c_5416>
|
||
04:00 [视频-长播] <|video_begin|><s_a_2015><s_b_7608><s_c_2568>
|
||
04:00 [视频-长播] <|video_begin|><s_a_2135><s_b_3588><s_c_4512>
|
||
04:00 [视频-长播] <|video_begin|><s_a_4946><s_b_4203><s_c_1423>
|
||
04:00 [视频-长播] <|video_begin|><s_a_6401><s_b_800><s_c_1569>
|
||
07:31 [视频-长播] <|video_begin|><s_a_8159><s_b_1642><s_c_2568>
|
||
07:31 [视频-长播] <|video_begin|><s_a_2408><s_b_251><s_c_3777>
|
||
07:31 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_1306>
|
||
07:44 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
|
||
14:23 [视频-长播] <|video_begin|><s_a_2051><s_b_3614><s_c_4654>
|
||
14:23 [视频-长播] <|video_begin|><s_a_3801><s_b_4552><s_c_6982>
|
||
14:23 [视频-长播] <|video_begin|><s_a_4707><s_b_3569><s_c_1877>
|
||
14:29 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_1659>
|
||
【2026-02-04】
|
||
00:09 [视频-长播] <|video_begin|><s_a_5695><s_b_423><s_c_3036>
|
||
00:09 [视频-长播] <|video_begin|><s_a_3801><s_b_2113><s_c_5349>
|
||
00:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_1141><s_c_77>
|
||
04:59 [视频-长播] <|video_begin|><s_a_6510><s_b_4010><s_c_2522>
|
||
05:00 [视频-长播] <|video_begin|><s_a_2015><s_b_4000><s_c_2374>
|
||
05:00 [视频-长播] <|video_begin|><s_a_4913><s_b_7184><s_c_5667>
|
||
05:00 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_5101><s_c_7790>
|
||
06:00 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
|
||
06:57 [视频-长播] <|video_begin|><s_a_2135><s_b_5373><s_c_5807>
|
||
06:57 [视频-长播] <|video_begin|><s_a_2015><s_b_6045><s_c_5553>
|
||
08:46 [视频-长播] <|video_begin|><s_a_2135><s_b_438><s_c_677>
|
||
08:46 [视频-长播] <|video_begin|><s_a_3300><s_b_5106><s_c_4952>
|
||
08:53 [广告-点击] <|ad_begin|><s_a_4064><s_b_6234><s_c_877>
|
||
09:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_5851>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_6962>
|
||
【2026-02-05】
|
||
00:07 [视频-长播] <|video_begin|><s_a_7796><s_b_1013><s_c_1471>
|
||
00:28 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_4807>
|
||
02:49 [视频-长播] <|video_begin|><s_a_7697><s_b_33><s_c_5839>
|
||
02:59 [视频-长播] <|video_begin|><s_a_2764><s_b_1588><s_c_2696>
|
||
03:31 [广告-深度转化] <|ad_begin|><s_a_923><s_b_5783><s_c_6390>
|
||
03:31 [广告-点击] <|ad_begin|><s_a_923><s_b_5783><s_c_6390>
|
||
08:20 [视频-长播] <|video_begin|><s_a_2551><s_b_1206><s_c_6956>
|
||
09:07 [视频-长播] <|video_begin|><s_a_3801><s_b_2224><s_c_110>
|
||
09:07 [视频-长播] <|video_begin|><s_a_189><s_b_3287><s_c_4509>
|
||
09:19 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_7099>
|
||
09:47 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3970>
|
||
10:00 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5607><s_c_3026>
|
||
10:00 [广告-点击] <|ad_begin|><s_a_4039><s_b_5607><s_c_3026>
|
||
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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心判定逻辑（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：茶叶消费升级：从性价比到品质导向的决策演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "茶叶消费升级：从性价比到品质导向的决策演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}
|
||
|
||
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
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"茶叶消费升级：从性价比到品质导向的决策演化","events":[{"date":"2024-12-24","action":"[商品-购买] <|prod_begin|><s_a_6865><s_b_1132><s_c_2598>","logic":"初始状态：首次购买茶叶，明确选择了“性价比款”，表明此刻的核心决策因子是价格和基础饮用功能。"},{"date":"2025-12-10","action":"[商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_1129>","logic":"认知分化与对比探索：在长达近一年的饮用体验后，用户开始主动探索不同品类（从“金骏眉”到“滇红”）、不同产地（“武夷山” vs “云南”）、不同树种（“小种” vs “大叶种”）的茶叶，表明其不再满足于单一品类，开始建立品质对比的认知框架。"},{"date":"2025-12-13","action":"[商品-点击] <|prod_begin|><s_a_5749><s_b_3923><s_c_4712>","logic":"需求场景化：用户的关注点中出现了新的变量“礼盒装”、“送礼茶”，表明其茶叶消费需求从“自饮”拓展到了“社交送礼”，这是对茶叶商品价值认知的一次重要升级。"},{"date":"2025-12-14","action":"[商品-购买] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>","logic":"决策收敛与品质跃迁：经过密集的点击对比后，用户最终完成了一次购买决策。此次购买的商品包含了“特级”、“明前小芽”、“花果蜜香”等大量在前次购买中未出现的、代表高品质的参数。这标志着用户完成了从追求“性价比”到为“高品质”和“特定风味”付费的认知跃迁，形成了决策闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-11-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7897><s_b_7026><s_c_3703>
|
||
【2024-08-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_3691><s_c_4547>
|
||
【2024-08-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_720><s_b_1497><s_c_2496>
|
||
【2024-09-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7105><s_b_7493><s_c_1111>
|
||
【2024-09-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7446><s_b_1052><s_c_6387>
|
||
【2024-09-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3497><s_b_558><s_c_4428>
|
||
【2024-10-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_3112><s_c_5882>
|
||
【2024-11-02】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_3614><s_c_202>
|
||
【2024-11-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7105><s_b_6100><s_c_5434>
|
||
【2024-11-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_1101><s_c_5366>
|
||
【2024-11-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2212><s_b_5974><s_c_4611>
|
||
【2024-11-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4447><s_b_1713><s_c_7437>
|
||
【2024-12-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5706><s_c_743>
|
||
【2024-12-14】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_3614><s_c_202>
|
||
【2025-01-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_177><s_b_4023><s_c_3296>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_177><s_b_3451><s_c_4425>
|
||
【2025-03-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7800><s_b_2304><s_c_636>
|
||
【2025-03-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_177><s_b_1358><s_c_1358>
|
||
【2025-04-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7105><s_b_4106><s_c_5297>
|
||
【2025-04-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_720><s_b_1916><s_c_2496>
|
||
【2025-05-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_177><s_b_7789><s_c_105>
|
||
【2025-06-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_177><s_b_7200><s_c_1986>
|
||
【2025-07-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
|
||
【2025-07-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6698><s_b_6234><s_c_936>
|
||
【2025-07-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7669><s_b_5805><s_c_1734>
|
||
【2025-07-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3489><s_b_7026><s_c_5338>
|
||
【2025-07-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7246><s_c_5921>
|
||
【2025-08-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7761><s_b_1802><s_c_6639>
|
||
【2025-08-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6456><s_b_5727><s_c_7295>
|
||
【2025-09-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5209>
|
||
【2025-09-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_720><s_b_1916><s_c_3584>
|
||
【2025-09-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_5555>
|
||
【2025-09-28】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3188><s_b_581><s_c_3189>
|
||
【2025-10-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_7342><s_c_2881>
|
||
【2025-10-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8082><s_b_3678><s_c_386>
|
||
【2025-11-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_581><s_c_7951>
|
||
【2025-11-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7587><s_c_3849>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6757><s_b_576><s_c_7951>
|
||
【2025-11-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_2221><s_c_5563>
|
||
【2025-12-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4209><s_b_7966><s_c_3848>
|
||
【2025-12-10】
|
||
04:29 [广告-深度转化] <|ad_begin|><s_a_4745><s_b_3618><s_c_497>
|
||
04:29 [广告-点击] <|ad_begin|><s_a_4745><s_b_3618><s_c_497>
|
||
05:23 [广告-点击] <|ad_begin|><s_a_786><s_b_5467><s_c_2507>
|
||
【2025-12-11】
|
||
01:05 [广告-深度转化] <|ad_begin|><s_a_1999><s_b_5727><s_c_3770>
|
||
01:05 [广告-点击] <|ad_begin|><s_a_1999><s_b_5727><s_c_3770>
|
||
【2025-12-12】
|
||
02:53 [广告-点击] <|ad_begin|><s_a_3766><s_b_1929><s_c_2530>
|
||
【2025-12-13】
|
||
01:46 [广告-深度转化] <|ad_begin|><s_a_4487><s_b_8179><s_c_5587>
|
||
01:46 [广告-点击] <|ad_begin|><s_a_4487><s_b_8179><s_c_5587>
|
||
05:25 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_6973><s_c_5673>
|
||
05:25 [广告-点击] <|ad_begin|><s_a_2350><s_b_6973><s_c_5673>
|
||
05:25 [广告-深度转化] <|ad_begin|><s_a_3956><s_b_4010><s_c_1364>
|
||
05:25 [广告-点击] <|ad_begin|><s_a_3956><s_b_4010><s_c_1364>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4223><s_b_6489><s_c_4809>
|
||
【2025-12-14】
|
||
02:59 [广告-点击] <|ad_begin|><s_a_6302><s_b_4291><s_c_4543>
|
||
03:40 [广告-深度转化] <|ad_begin|><s_a_786><s_b_7181><s_c_4979>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_786><s_b_7181><s_c_4979>
|
||
03:40 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_5502><s_c_2722>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_2508><s_b_5502><s_c_2722>
|
||
04:55 [广告-点击] <|ad_begin|><s_a_786><s_b_5467><s_c_3411>
|
||
04:55 [广告-深度转化] <|ad_begin|><s_a_1824><s_b_1288><s_c_2722>
|
||
04:55 [广告-点击] <|ad_begin|><s_a_1824><s_b_1288><s_c_2722>
|
||
04:55 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1510><s_c_216>
|
||
04:55 [广告-点击] <|ad_begin|><s_a_1584><s_b_1510><s_c_216>
|
||
04:58 [广告-点击] <|ad_begin|><s_a_4193><s_b_7472><s_c_7141>
|
||
05:25 [广告-点击] <|ad_begin|><s_a_6229><s_b_4864><s_c_5061>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_7440><s_c_5312>
|
||
【2025-12-17】
|
||
03:25 [广告-深度转化] <|ad_begin|><s_a_786><s_b_6068><s_c_3914>
|
||
03:25 [广告-点击] <|ad_begin|><s_a_786><s_b_6068><s_c_3914>
|
||
04:03 [广告-深度转化] <|ad_begin|><s_a_6140><s_b_3280><s_c_6484>
|
||
04:03 [广告-点击] <|ad_begin|><s_a_6140><s_b_3280><s_c_6484>
|
||
07:05 [广告-深度转化] <|ad_begin|><s_a_3510><s_b_7608><s_c_3913>
|
||
07:05 [广告-点击] <|ad_begin|><s_a_3510><s_b_7608><s_c_3913>
|
||
【2025-12-23】
|
||
09:02 [广告-点击] <|ad_begin|><s_a_698><s_b_1119><s_c_7945>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_617><s_b_7440><s_c_5312>
|
||
【2025-12-24】
|
||
12:12 [广告-点击] <|ad_begin|><s_a_7328><s_b_2824><s_c_4887>
|
||
【2025-12-26】
|
||
05:51 [广告-点击] <|ad_begin|><s_a_6302><s_b_4733><s_c_5926>
|
||
【2025-12-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
|
||
【2026-01-01】
|
||
09:56 [广告-点击] <|ad_begin|><s_a_8113><s_b_5216><s_c_210>
|
||
【2026-01-13】
|
||
12:46 [广告-点击] <|ad_begin|><s_a_2859><s_b_7608><s_c_5416>
|
||
【2026-01-16】
|
||
07:12 [广告-点击] <|ad_begin|><s_a_6302><s_b_123><s_c_8053>
|
||
08:15 [广告-点击] <|ad_begin|><s_a_6766><s_b_4026><s_c_5186>
|
||
【2026-01-17】
|
||
10:50 [广告-点击] <|ad_begin|><s_a_2983><s_b_353><s_c_8053>
|
||
【2026-01-20】
|
||
01:43 [广告-点击] <|ad_begin|><s_a_2859><s_b_4733><s_c_7096>
|
||
02:11 [广告-点击] <|ad_begin|><s_a_6766><s_b_978><s_c_7099>
|
||
02:19 [广告-点击] <|ad_begin|><s_a_6766><s_b_4026><s_c_5186>
|
||
【2026-01-22】
|
||
11:46 [视频-关注/长播] <|video_begin|><s_a_1140><s_b_1952><s_c_1148>
|
||
12:20 [视频-点赞/长播] <|video_begin|><s_a_1728><s_b_7174><s_c_6202>
|
||
13:12 [视频-点赞/长播] <|video_begin|><s_a_6760><s_b_6188><s_c_1901>
|
||
13:12 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_3826><s_c_1148>
|
||
【2026-01-23】
|
||
03:32 [视频-浏览] <|video_begin|><s_a_7774><s_b_4932><s_c_953>
|
||
03:32 [视频-浏览] <|video_begin|><s_a_2469><s_b_7627><s_c_3998>
|
||
06:25 [视频-点赞/长播] <|video_begin|><s_a_7378><s_b_7608><s_c_1542>
|
||
14:15 [广告-点击] <|ad_begin|><s_a_6302><s_b_5171><s_c_1170>
|
||
23:46 [视频-点赞/长播] <|video_begin|><s_a_3553><s_b_3042><s_c_4180>
|
||
【2026-01-25】
|
||
00:37 [视频-关注/长播] <|video_begin|><s_a_2587><s_b_2486><s_c_5673>
|
||
00:38 [视频-浏览] <|video_begin|><s_a_3555><s_b_8179><s_c_6756>
|
||
01:24 [视频-点赞/长播] <|video_begin|><s_a_6760><s_b_3790><s_c_5563>
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_4540><s_b_7458><s_c_3016>
|
||
04:11 [广告-点击] <|ad_begin|><s_a_4540><s_b_7458><s_c_3016>
|
||
05:19 [视频-点赞/长播] <|video_begin|><s_a_5228><s_b_5384><s_c_1471>
|
||
【2026-01-26】
|
||
06:25 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_56><s_c_1110>
|
||
06:29 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5454><s_c_6419>
|
||
11:21 [视频-点赞/长播] <|video_begin|><s_a_1981><s_b_2641><s_c_5258>
|
||
12:42 [视频-收藏/长播] <|video_begin|><s_a_5868><s_b_985><s_c_6341>
|
||
13:03 [视频-关注/长播] <|video_begin|><s_a_2411><s_b_4508><s_c_3970>
|
||
【2026-01-27】
|
||
03:16 [广告-深度转化] <|ad_begin|><s_a_4487><s_b_2372><s_c_2447>
|
||
03:16 [广告-点击] <|ad_begin|><s_a_4487><s_b_2372><s_c_2447>
|
||
03:18 [视频-点赞/长播] <|video_begin|><s_a_3300><s_b_6891><s_c_1108>
|
||
04:00 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1069><s_c_1614>
|
||
【2026-01-28】
|
||
02:16 [广告-点击] <|ad_begin|><s_a_2817><s_b_7295><s_c_4944>
|
||
02:57 [广告-点击] <|ad_begin|><s_a_5966><s_b_1738><s_c_2527>
|
||
04:49 [视频-点赞/长播] <|video_begin|><s_a_2335><s_b_7458><s_c_7945>
|
||
05:24 [视频-浏览] <|video_begin|><s_a_516><s_b_852><s_c_130>
|
||
13:33 [视频-收藏/长播] <|video_begin|><s_a_7830><s_b_3338><s_c_5944>
|
||
【2026-01-29】
|
||
00:39 [视频-点赞/长播] <|video_begin|><s_a_6760><s_b_7381><s_c_6202>
|
||
01:22 [视频-转发/长播] <|video_begin|><s_a_6760><s_b_6891><s_c_2341>
|
||
01:25 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_796><s_c_3524>
|
||
04:55 [视频-浏览] <|video_begin|><s_a_2125><s_b_6358><s_c_145>
|
||
06:51 [视频-关注/长播] <|video_begin|><s_a_6760><s_b_6782><s_c_4166>
|
||
07:55 [视频-关注/长播] <|video_begin|><s_a_3531><s_b_697><s_c_4200>
|
||
【2026-01-30】
|
||
03:44 [视频-浏览] <|video_begin|><s_a_3300><s_b_830><s_c_3026>
|
||
06:09 [视频-点赞/长播] <|video_begin|><s_a_6760><s_b_4746><s_c_3665>
|
||
06:10 [视频-转发/长播] <|video_begin|><s_a_308><s_b_1994><s_c_7374>
|
||
12:44 [视频-点赞/长播] <|video_begin|><s_a_2508><s_b_6261><s_c_2984>
|
||
【2026-01-31】
|
||
00:17 [广告-深度转化] <|ad_begin|><s_a_606><s_b_4324><s_c_4428>
|
||
00:17 [广告-点击] <|ad_begin|><s_a_606><s_b_4324><s_c_4428>
|
||
04:37 [视频-点赞/长播] <|video_begin|><s_a_4147><s_b_6261><s_c_7964>
|
||
12:14 [视频-点赞/长播] <|video_begin|><s_a_148><s_b_297><s_c_7900>
|
||
【2026-02-01】
|
||
01:52 [视频-浏览] <|video_begin|><s_a_3510><s_b_3314><s_c_4952>
|
||
02:33 [视频-关注/长播] <|video_begin|><s_a_6760><s_b_5511><s_c_4595>
|
||
09:01 [视频-转发/长播] <|video_begin|><s_a_784><s_b_558><s_c_145>
|
||
09:43 [视频-收藏/长播] <|video_begin|><s_a_4427><s_b_3691><s_c_1761>
|
||
【2026-02-02】
|
||
10:39 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_796><s_c_8129>
|
||
【2026-02-03】
|
||
01:22 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_4325><s_c_2310>
|
||
01:22 [广告-点击] <|ad_begin|><s_a_5368><s_b_4325><s_c_2310>
|
||
01:23 [广告-深度转化] <|ad_begin|><s_a_5932><s_b_839><s_c_6686>
|
||
01:23 [广告-点击] <|ad_begin|><s_a_5932><s_b_839><s_c_6686>
|
||
01:24 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6544><s_c_1039>
|
||
01:24 [广告-点击] <|ad_begin|><s_a_1584><s_b_6544><s_c_1039>
|
||
01:32 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_4018><s_c_3038>
|
||
01:32 [广告-点击] <|ad_begin|><s_a_7034><s_b_4018><s_c_3038>
|
||
01:32 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3553><s_c_3670>
|
||
01:32 [广告-点击] <|ad_begin|><s_a_1584><s_b_3553><s_c_3670>
|
||
01:33 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_2687><s_c_1535>
|
||
01:33 [广告-点击] <|ad_begin|><s_a_1596><s_b_2687><s_c_1535>
|
||
01:36 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_6726><s_c_959>
|
||
01:36 [广告-点击] <|ad_begin|><s_a_7034><s_b_6726><s_c_959>
|
||
03:33 [广告-点击] <|ad_begin|><s_a_3062><s_b_7214><s_c_5737>
|
||
04:08 [广告-点击] <|ad_begin|><s_a_3062><s_b_7214><s_c_5737>
|
||
06:29 [视频-浏览] <|video_begin|><s_a_6760><s_b_5790><s_c_4133>
|
||
06:33 [广告-深度转化] <|ad_begin|><s_a_2402><s_b_4340><s_c_7556>
|
||
06:33 [广告-点击] <|ad_begin|><s_a_2402><s_b_4340><s_c_7556>
|
||
06:33 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_3553><s_c_3670>
|
||
06:33 [广告-点击] <|ad_begin|><s_a_1584><s_b_3553><s_c_3670>
|
||
06:33 [广告-深度转化] <|ad_begin|><s_a_2817><s_b_876><s_c_6227>
|
||
06:33 [广告-点击] <|ad_begin|><s_a_2817><s_b_876><s_c_6227>
|
||
08:03 [视频-点赞/长播] <|video_begin|><s_a_3990><s_b_6973><s_c_4859>
|
||
08:18 [视频-点赞/长播] <|video_begin|><s_a_2335><s_b_7291><s_c_4952>
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_978><s_c_6771>
|
||
08:37 [广告-点击] <|ad_begin|><s_a_1584><s_b_978><s_c_6771>
|
||
08:37 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1434><s_c_3777>
|
||
08:37 [广告-点击] <|ad_begin|><s_a_5115><s_b_1434><s_c_3777>
|
||
15:35 [视频-点赞/长播] <|video_begin|><s_a_2748><s_b_4462><s_c_3923>
|
||
【2026-02-04】
|
||
06:25 [广告-深度转化] <|ad_begin|><s_a_7324><s_b_4951><s_c_4428>
|
||
06:25 [广告-点击] <|ad_begin|><s_a_7324><s_b_4951><s_c_4428>
|
||
06:28 [广告-深度转化] <|ad_begin|><s_a_8074><s_b_5511><s_c_2543>
|
||
06:28 [广告-点击] <|ad_begin|><s_a_8074><s_b_5511><s_c_2543>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1588><s_c_4030>
|
||
06:30 [广告-点击] <|ad_begin|><s_a_1584><s_b_1588><s_c_4030>
|
||
06:30 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_2828><s_c_92>
|
||
06:30 [广告-点击] <|ad_begin|><s_a_5894><s_b_2828><s_c_92>
|
||
10:23 [视频-浏览] <|video_begin|><s_a_3510><s_b_3636><s_c_7267>
|
||
10:50 [视频-浏览] <|video_begin|><s_a_6760><s_b_4135><s_c_2438>
|
||
11:51 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_1994><s_c_6561>
|
||
11:54 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_4989><s_c_1708>
|
||
11:54 [广告-点击] <|ad_begin|><s_a_2508><s_b_4989><s_c_1708>
|
||
【2026-02-05】
|
||
04:05 [视频-浏览] <|video_begin|><s_a_638><s_b_964><s_c_7>
|
||
05:00 [视频-转发/长播] <|video_begin|><s_a_6760><s_b_56><s_c_6587>
|
||
06:00 [视频-点赞/长播] <|video_begin|><s_a_7034><s_b_9><s_c_4180>
|
||
09:07 [视频-长播] <|video_begin|><s_a_7038><s_b_1227><s_c_3709>
|
||
09:07 [视频-长播] <|video_begin|><s_a_6760><s_b_7966><s_c_3424>
|
||
09:12 [视频-长播] <|video_begin|><s_a_7774><s_b_3452><s_c_6202>
|
||
09:12 [视频-长播] <|video_begin|><s_a_2015><s_b_7966><s_c_2009>
|
||
09:13 [视频-长播] <|video_begin|><s_a_6760><s_b_5384><s_c_6927>
|
||
09:13 [视频-长播] <|video_begin|><s_a_6760><s_b_6891><s_c_143>
|
||
09:13 [视频-长播] <|video_begin|><s_a_599><s_b_3314><s_c_6973>
|
||
09:13 [视频-长播] <|video_begin|><s_a_3300><s_b_6358><s_c_7902>
|
||
09:13 [视频-长播] <|video_begin|><s_a_3915><s_b_56><s_c_8090>
|
||
10:49 [视频-长播] <|video_begin|><s_a_7038><s_b_56><s_c_1111>
|
||
10:49 [视频-长播] <|video_begin|><s_a_3510><s_b_1952><s_c_4603>
|
||
10:50 [视频-长播] <|video_begin|><s_a_7038><s_b_1227><s_c_6227>
|
||
10:50 [视频-长播] <|video_begin|><s_a_3300><s_b_7966><s_c_405>
|
||
10:50 [视频-长播] <|video_begin|><s_a_6760><s_b_1994><s_c_6561>
|
||
10:53 [视频-长播] <|video_begin|><s_a_6760><s_b_1642><s_c_7374>
|
||
10:53 [视频-长播] <|video_begin|><s_a_6760><s_b_5511><s_c_143>
|
||
10:57 [视频-长播] <|video_begin|><s_a_3660><s_b_2128><s_c_698>
|
||
10:59 [视频-长播] <|video_begin|><s_a_3300><s_b_7175><s_c_47>
|
||
10:59 [视频-长播] <|video_begin|><s_a_6760><s_b_6358><s_c_5737>
|
||
11:02 [视频-长播] <|video_begin|><s_a_6760><s_b_5511><s_c_6881>
|
||
11:06 [视频-长播] <|video_begin|><s_a_6760><s_b_57><s_c_6705>
|
||
11:06 [视频-长播] <|video_begin|><s_a_6760><s_b_6520><s_c_4394>
|
||
11:06 [视频-长播] <|video_begin|><s_a_3510><s_b_4950><s_c_1119>
|
||
11:07 [视频-长播] <|video_begin|><s_a_5720><s_b_423><s_c_2766>
|
||
11:19 [广告-点击] <|ad_begin|><s_a_6762><s_b_4106><s_c_2164>
|
||
11:25 [视频-长播] <|video_begin|><s_a_7830><s_b_7495><s_c_7754>
|
||
11:25 [视频-长播] <|video_begin|><s_a_4157><s_b_575><s_c_7267>
|
||
11:28 [视频-长播] <|video_begin|><s_a_148><s_b_5582><s_c_7570>
|
||
11:29 [视频-长播] <|video_begin|><s_a_6329><s_b_3314><s_c_8052>
|
||
11:29 [视频-长播] <|video_begin|><s_a_3915><s_b_56><s_c_8090>
|
||
11:32 [视频-长播] <|video_begin|><s_a_3510><s_b_6295><s_c_1119>
|
||
11:38 [视频-长播] <|video_begin|><s_a_6760><s_b_451><s_c_6077>
|
||
11:39 [视频-长播] <|video_begin|><s_a_5720><s_b_7952><s_c_5628>
|
||
11:42 [视频-长播] <|video_begin|><s_a_6760><s_b_665><s_c_6881>
|
||
11:42 [视频-长播] <|video_begin|><s_a_3685><s_b_964><s_c_6467>
|
||
11:42 [视频-长播] <|video_begin|><s_a_3915><s_b_56><s_c_8090>
|
||
12:57 [视频-长播] <|video_begin|><s_a_5115><s_b_3314><s_c_3454>
|
||
13:03 [视频-长播] <|video_begin|><s_a_3300><s_b_451><s_c_5209>
|
||
13:12 [视频-长播] <|video_begin|><s_a_3067><s_b_6461><s_c_5733>
|
||
13:13 [广告-深度转化] <|ad_begin|><s_a_7324><s_b_5431><s_c_1111>
|
||
13:13 [广告-点击] <|ad_begin|><s_a_7324><s_b_5431><s_c_1111>
|
||
13:14 [广告-点击] <|ad_begin|><s_a_7324><s_b_5431><s_c_1111>
|
||
13:15 [广告-深度转化] <|ad_begin|><s_a_7034><s_b_7181><s_c_7945>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_7034><s_b_7181><s_c_7945>
|
||
13:16 [广告-深度转化] <|ad_begin|><s_a_3627><s_b_5841><s_c_6737>
|
||
13:16 [广告-点击] <|ad_begin|><s_a_3627><s_b_5841><s_c_6737>
|
||
13:17 [广告-点击] <|ad_begin|><s_a_7034><s_b_7181><s_c_7945>
|
||
13:18 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_727><s_c_3475>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_5115><s_b_727><s_c_3475>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_6996><s_b_2865><s_c_4056>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_6996><s_b_2865><s_c_4056>
|
||
13:20 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
13:20 [广告-点击] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
||
13:20 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_727><s_c_3011>
|
||
13:20 [广告-点击] <|ad_begin|><s_a_1210><s_b_727><s_c_3011>
|
||
13:22 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_57><s_c_625>
|
||
13:22 [广告-点击] <|ad_begin|><s_a_5368><s_b_57><s_c_625>
|
||
13:24 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_4944><s_c_4636>
|
||
13:24 [广告-点击] <|ad_begin|><s_a_1584><s_b_4944><s_c_4636>
|
||
13:26 [广告-点击] <|ad_begin|><s_a_1596><s_b_7767><s_c_2447>
|
||
13:26 [视频-长播] <|video_begin|><s_a_5546><s_b_2549><s_c_1004>
|
||
13:26 [视频-长播] <|video_begin|><s_a_7034><s_b_8008><s_c_6725>
|
||
13:26 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_5431><s_c_6266>
|
||
13:26 [广告-点击] <|ad_begin|><s_a_1981><s_b_5431><s_c_6266>
|
||
13:27 [视频-长播] <|video_begin|><s_a_7830><s_b_3338><s_c_5944>
|
||
13:27 [视频-长播] <|video_begin|><s_a_6329><s_b_56><s_c_25>
|
||
13:27 [视频-长播] <|video_begin|><s_a_5582><s_b_1411><s_c_4983>
|
||
13:33 [视频-长播] <|video_begin|><s_a_5058><s_b_6782><s_c_4032>
|
||
13:33 [视频-长播] <|video_begin|><s_a_5983><s_b_3314><s_c_1979>
|
||
13:35 [视频-长播] <|video_begin|><s_a_7034><s_b_6436><s_c_4421>
|
||
13:35 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_286>
|
||
13:35 [视频-长播] <|video_begin|><s_a_1318><s_b_3042><s_c_6364>
|
||
13:35 [视频-长播] <|video_begin|><s_a_5115><s_b_1491><s_c_7512>
|
||
13:44 [视频-长播] <|video_begin|><s_a_2817><s_b_1952><s_c_6547>
|
||
13:45 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_4733><s_c_3475>
|
||
13:45 [广告-点击] <|ad_begin|><s_a_4928><s_b_4733><s_c_3475>
|
||
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心逻辑要求（递进性准则）：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：从泛化兴趣到特定IP的玩具消费收敛
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化兴趣到特定IP的玩具消费收敛",
|
||
"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。/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"从泛化兴趣到特定IP的玩具消费收敛","events":[{"date":"2024-08-18","action":"[商品-点击] <|prod_begin|><s_a_6462><s_b_3691><s_c_4547>","logic":"兴趣触发：开始关注儿童大型室内玩具，兴趣点较为宽泛，集中在“亲子”、“家用”等属性。"},{"date":"2025-09-21","action":"[商品-点击] <|prod_begin|><s_a_720><s_b_1916><s_c_3584>","logic":"兴趣探索：在浏览了多种玩具后，兴趣转向功能更复杂、带有“遥控”、“可坐人”属性的工程车玩具，但仍属于泛化的玩具品类探索。"},{"date":"2025-12-09","action":"[商品-点击] <|prod_begin|><s_a_4209><s_b_7966><s_c_3848>","logic":"兴趣聚焦：首次出现强IP属性（奥特曼）的商品，兴趣从玩具的功能/类型转向了具体文化符号，但关注点是服装，而非核心玩具。"},{"date":"2025-12-14","action":"[商品-点击] <|prod_begin|><s_a_617><s_b_7440><s_c_5312>","logic":"认知收敛与深化：兴趣完全收敛于“奥特曼”IP，并且从普通童装升级为包含“皮套”、“cos”、“头盔”等更具角色扮演性质的特定商品，体现了对该IP兴趣的加深和消费意图的明确化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-07-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_231><s_b_7342><s_c_7264>
|
||
【2025-12-13】
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_3463><s_b_108><s_c_3447>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_3463><s_b_108><s_c_3447>
|
||
【2025-12-26】
|
||
12:57 [广告-点击] <|ad_begin|><s_a_1881><s_b_4491><s_c_4032>
|
||
【2025-12-31】
|
||
14:40 [广告-点击] <|ad_begin|><s_a_1881><s_b_4491><s_c_4032>
|
||
【2026-01-10】
|
||
03:32 [广告-点击] <|ad_begin|><s_a_3829><s_b_6690><s_c_2341>
|
||
【2026-01-14】
|
||
10:58 [广告-点击] <|ad_begin|><s_a_1985><s_b_978><s_c_5673>
|
||
【2026-01-16】
|
||
12:10 [广告-点击] <|ad_begin|><s_a_1351><s_b_5511><s_c_1322>
|
||
【2026-01-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1659><s_b_4411><s_c_2425>
|
||
【2026-01-20】
|
||
02:15 [广告-点击] <|ad_begin|><s_a_5058><s_b_1002><s_c_1835>
|
||
【2026-01-23】
|
||
00:24 [广告-点击] <|ad_begin|><s_a_5687><s_b_985><s_c_1598>
|
||
02:29 [视频-转发/点赞/长播] <|video_begin|><s_a_6399><s_b_6234><s_c_55>
|
||
11:43 [视频-转发/长播] <|video_begin|><s_a_7774><s_b_6966><s_c_1858>
|
||
【2026-01-24】
|
||
06:00 [视频-转发/点赞/长播] <|video_begin|><s_a_559><s_b_7874><s_c_3317>
|
||
06:52 [视频-转发/长播] <|video_begin|><s_a_3300><s_b_5588><s_c_2568>
|
||
【2026-01-25】
|
||
12:21 [视频-浏览] <|video_begin|><s_a_231><s_b_4475><s_c_4209>
|
||
14:11 [视频-转发/点赞/长播] <|video_begin|><s_a_1840><s_b_6435><s_c_4783>
|
||
23:05 [广告-点击] <|ad_begin|><s_a_4749><s_b_3259><s_c_6222>
|
||
【2026-01-26】
|
||
06:38 [视频-收藏/长播] <|video_begin|><s_a_6710><s_b_1875><s_c_6047>
|
||
07:26 [广告-点击] <|ad_begin|><s_a_1909><s_b_6973><s_c_6227>
|
||
15:40 [视频-关注/长播] <|video_begin|><s_a_174><s_b_4508><s_c_6915>
|
||
16:47 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_5419><s_c_2290>
|
||
16:47 [广告-点击] <|ad_begin|><s_a_7939><s_b_5419><s_c_2290>
|
||
17:18 [广告-点击] <|ad_begin|><s_a_2845><s_b_2419><s_c_6616>
|
||
【2026-01-27】
|
||
06:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_3780><s_b_581><s_c_2215>
|
||
06:50 [视频-点赞] <|video_begin|><s_a_3655><s_b_6170><s_c_88>
|
||
【2026-01-28】
|
||
06:46 [视频-评论/长播] <|video_begin|><s_a_6321><s_b_6051><s_c_3198>
|
||
07:12 [视频-关注/收藏/长播] <|video_begin|><s_a_7424><s_b_477><s_c_5554>
|
||
07:15 [视频-评论/长播] <|video_begin|><s_a_4035><s_b_5715><s_c_1859>
|
||
08:24 [视频-转发/长播] <|video_begin|><s_a_4032><s_b_2865><s_c_2153>
|
||
15:28 [视频-浏览] <|video_begin|><s_a_5003><s_b_6792><s_c_4101>
|
||
【2026-01-29】
|
||
02:26 [广告-点击] <|ad_begin|><s_a_1909><s_b_6973><s_c_6227>
|
||
07:00 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1082>
|
||
【2026-01-30】
|
||
03:06 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_987>
|
||
05:26 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_6464><s_c_853>
|
||
06:11 [视频-评论/点赞/长播] <|video_begin|><s_a_2134><s_b_7342><s_c_6486>
|
||
08:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_5991><s_b_2029><s_c_2509>
|
||
【2026-01-31】
|
||
16:23 [视频-评论/点赞/长播] <|video_begin|><s_a_2134><s_b_7342><s_c_3346>
|
||
17:12 [视频-评论/点赞/长播] <|video_begin|><s_a_3818><s_b_56><s_c_2770>
|
||
17:45 [视频-收藏/长播] <|video_begin|><s_a_3300><s_b_6234><s_c_1614>
|
||
17:58 [视频-评论/点赞/长播] <|video_begin|><s_a_4816><s_b_6234><s_c_3363>
|
||
【2026-02-01】
|
||
03:54 [视频-评论/点赞/长播] <|video_begin|><s_a_7151><s_b_2632><s_c_3423>
|
||
04:29 [视频-评论/点赞/长播] <|video_begin|><s_a_4088><s_b_6435><s_c_476>
|
||
06:53 [视频-收藏/长播] <|video_begin|><s_a_5134><s_b_3042><s_c_1119>
|
||
【2026-02-02】
|
||
02:17 [视频-评论/长播] <|video_begin|><s_a_1272><s_b_6261><s_c_2756>
|
||
04:03 [视频-评论/点赞/长播] <|video_begin|><s_a_1494><s_b_7807><s_c_7702>
|
||
05:05 [视频-评论/点赞/长播] <|video_begin|><s_a_3338><s_b_4432><s_c_7191>
|
||
09:18 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6519><s_c_3501>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_4039><s_b_6519><s_c_3501>
|
||
10:09 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1614>
|
||
10:09 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1614>
|
||
11:09 [视频-评论/点赞/长播] <|video_begin|><s_a_1943><s_b_6435><s_c_681>
|
||
13:41 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_5622>
|
||
15:03 [视频-关注/长播] <|video_begin|><s_a_6031><s_b_2291><s_c_4879>
|
||
【2026-02-03】
|
||
02:29 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1265>
|
||
02:29 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1265>
|
||
02:39 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_6635><s_c_2513>
|
||
03:41 [视频-评论/点赞/长播] <|video_begin|><s_a_2134><s_b_1738><s_c_6900>
|
||
13:50 [视频-转发/长播] <|video_begin|><s_a_7328><s_b_1910><s_c_738>
|
||
15:38 [视频-收藏/长播] <|video_begin|><s_a_1843><s_b_4990><s_c_7268>
|
||
16:27 [视频-收藏/长播] <|video_begin|><s_a_4785><s_b_5133><s_c_1499>
|
||
16:38 [视频-收藏/长播] <|video_begin|><s_a_6031><s_b_7432><s_c_1686>
|
||
16:40 [视频-收藏/长播] <|video_begin|><s_a_6027><s_b_2291><s_c_3098>
|
||
18:24 [视频-评论/收藏/点赞/长播] <|video_begin|><s_a_1272><s_b_6123><s_c_416>
|
||
19:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_5991><s_b_7214><s_c_4397>
|
||
21:20 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_581><s_c_698>
|
||
21:37 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_7888><s_c_4543>
|
||
21:37 [视频-收藏/长播] <|video_begin|><s_a_2689><s_b_2128><s_c_2234>
|
||
21:44 [视频-点赞/长播] <|video_begin|><s_a_4907><s_b_6435><s_c_7125>
|
||
21:51 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_2031><s_c_4212>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_6695><s_c_5526>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5636><s_b_7725><s_c_4485>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7216><s_b_5576><s_c_7368>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7884><s_b_2999><s_c_5404>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5215><s_b_5658><s_c_528>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_647><s_c_1982>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_861><s_b_5515><s_c_3798>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_861><s_b_5935><s_c_7978>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6381><s_b_6545><s_c_6695>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_7084><s_c_2581>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3415><s_b_3854><s_c_6131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2274><s_b_794><s_c_4829>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3415><s_b_1536><s_c_819>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3415><s_b_4218><s_c_1064>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_861><s_b_1155><s_c_5537>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_5090><s_c_5642>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7321><s_b_2314><s_c_7552>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3085><s_b_338><s_c_7586>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_188><s_b_6949><s_c_6413>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6922><s_b_756><s_c_3576>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7054><s_b_3937><s_c_6388>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7952><s_b_4689><s_c_4483>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7575><s_b_5377><s_c_4282>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6115><s_b_1312><s_c_4476>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_370><s_b_4223><s_c_6961>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_3256><s_c_5150>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_5649><s_c_4792>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4066><s_b_8134><s_c_4147>
|
||
【2026-02-04】
|
||
03:59 [视频-点赞/长播] <|video_begin|><s_a_6425><s_b_665><s_c_2636>
|
||
03:59 [视频-点赞/长播] <|video_begin|><s_a_4180><s_b_5668><s_c_7350>
|
||
04:04 [视频-点赞/长播] <|video_begin|><s_a_3887><s_b_3284><s_c_3363>
|
||
04:16 [视频-点赞/长播] <|video_begin|><s_a_2134><s_b_2221><s_c_6616>
|
||
04:16 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_2826><s_c_640>
|
||
04:16 [视频-点赞/长播] <|video_begin|><s_a_1272><s_b_8087><s_c_7003>
|
||
04:20 [视频-点赞/长播] <|video_begin|><s_a_1568><s_b_713><s_c_6286>
|
||
04:35 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_3889><s_c_907>
|
||
05:57 [视频-点赞/长播] <|video_begin|><s_a_5793><s_b_3790><s_c_2424>
|
||
05:59 [视频-点赞/长播] <|video_begin|><s_a_2134><s_b_3636><s_c_1935>
|
||
05:59 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_2029><s_c_1109>
|
||
06:06 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_6234><s_c_5687>
|
||
06:06 [视频-点赞/长播] <|video_begin|><s_a_2602><s_b_2882><s_c_1708>
|
||
06:09 [视频-点赞/长播] <|video_begin|><s_a_7450><s_b_5869><s_c_5839>
|
||
10:11 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_5622>
|
||
13:20 [广告-点击] <|ad_begin|><s_a_2799><s_b_7261><s_c_1935>
|
||
15:59 [视频-点赞/长播] <|video_begin|><s_a_5125><s_b_4223><s_c_8129>
|
||
16:05 [视频-点赞/长播] <|video_begin|><s_a_4032><s_b_4600><s_c_5115>
|
||
16:30 [视频-点赞/长播] <|video_begin|><s_a_6425><s_b_5511><s_c_5563>
|
||
16:30 [视频-点赞/长播] <|video_begin|><s_a_1943><s_b_7208><s_c_141>
|
||
16:30 [视频-点赞/长播] <|video_begin|><s_a_2845><s_b_6435><s_c_1935>
|
||
16:32 [视频-点赞/长播] <|video_begin|><s_a_7314><s_b_7608><s_c_2740>
|
||
17:15 [视频-点赞/长播] <|video_begin|><s_a_1840><s_b_5904><s_c_7754>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_6695><s_c_5526>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_8137><s_c_7781>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2266><s_b_647><s_c_1982>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_2769><s_c_2325>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4390><s_c_1084>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_24><s_c_2697>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_546><s_c_4790>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2389><s_b_177><s_c_1038>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3415><s_b_4218><s_c_1064>
|
||
【2026-02-05】
|
||
02:24 [视频-长播] <|video_begin|><s_a_578><s_b_7608><s_c_7945>
|
||
02:24 [视频-点赞/长播] <|video_begin|><s_a_1840><s_b_2826><s_c_5749>
|
||
02:24 [视频-点赞/长播] <|video_begin|><s_a_2134><s_b_5454><s_c_1935>
|
||
02:35 [视频-长播] <|video_begin|><s_a_5452><s_b_4324><s_c_2379>
|
||
02:35 [视频-点赞/长播] <|video_begin|><s_a_1840><s_b_6234><s_c_2584>
|
||
02:35 [视频-点赞/长播] <|video_begin|><s_a_998><s_b_5760><s_c_4467>
|
||
02:48 [视频-长播] <|video_begin|><s_a_2764><s_b_8049><s_c_2759>
|
||
02:48 [视频-长播] <|video_begin|><s_a_4025><s_b_3916><s_c_8>
|
||
02:48 [视频-点赞/长播] <|video_begin|><s_a_6275><s_b_6234><s_c_3659>
|
||
02:53 [视频-长播] <|video_begin|><s_a_5912><s_b_6234><s_c_7015>
|
||
03:05 [视频-长播] <|video_begin|><s_a_1336><s_b_6234><s_c_698>
|
||
03:05 [视频-长播] <|video_begin|><s_a_3300><s_b_6727><s_c_7616>
|
||
03:05 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_4916><s_c_6275>
|
||
03:05 [视频-点赞/长播] <|video_begin|><s_a_1840><s_b_2379><s_c_3958>
|
||
03:29 [视频-长播] <|video_begin|><s_a_1106><s_b_2095><s_c_4548>
|
||
03:29 [视频-点赞/长播] <|video_begin|><s_a_1190><s_b_1232><s_c_492>
|
||
03:29 [视频-点赞/长播] <|video_begin|><s_a_6558><s_b_1642><s_c_4467>
|
||
07:35 [视频-点赞/长播] <|video_begin|><s_a_7586><s_b_6495><s_c_428>
|
||
07:35 [视频-点赞/长播] <|video_begin|><s_a_1840><s_b_7272><s_c_4225>
|
||
09:01 [视频-点赞/长播] <|video_begin|><s_a_3887><s_b_6973><s_c_2509>
|
||
09:13 [视频-点赞/长播] <|video_begin|><s_a_3689><s_b_4325><s_c_7638>
|
||
09:13 [视频-长播] <|video_begin|><s_a_1881><s_b_5419><s_c_1738>
|
||
09:13 [视频-长播] <|video_begin|><s_a_1409><s_b_451><s_c_1935>
|
||
09:13 [视频-长播] <|video_begin|><s_a_8006><s_b_804><s_c_544>
|
||
09:19 [视频-长播] <|video_begin|><s_a_5452><s_b_6123><s_c_3093>
|
||
09:22 [视频-长播] <|video_begin|><s_a_5452><s_b_7608><s_c_7132>
|
||
09:22 [视频-点赞/长播] <|video_begin|><s_a_1840><s_b_144><s_c_6767>
|
||
09:29 [视频-长播] <|video_begin|><s_a_1140><s_b_7589><s_c_5921>
|
||
09:29 [视频-长播] <|video_begin|><s_a_1336><s_b_6234><s_c_4479>
|
||
09:33 [视频-点赞/长播] <|video_begin|><s_a_2134><s_b_6234><s_c_3958>
|
||
09:34 [视频-评论/点赞/长播] <|video_begin|><s_a_7300><s_b_2909><s_c_627>
|
||
09:36 [视频-长播] <|video_begin|><s_a_2578><s_b_4899><s_c_6539>
|
||
09:47 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_2485><s_c_5749>
|
||
09:49 [视频-长播] <|video_begin|><s_a_1880><s_b_5175><s_c_7529>
|
||
09:49 [视频-长播] <|video_begin|><s_a_5134><s_b_4259><s_c_3676>
|
||
09:49 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_4636>
|
||
09:52 [视频-长播] <|video_begin|><s_a_2845><s_b_713><s_c_1935>
|
||
09:54 [视频-长播] <|video_begin|><s_a_3956><s_b_3378><s_c_6410>
|
||
09:54 [视频-长播] <|video_begin|><s_a_4284><s_b_7571><s_c_3054>
|
||
09:54 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_7888><s_c_6368>
|
||
09:58 [视频-长播] <|video_begin|><s_a_2383><s_b_1588><s_c_3115>
|
||
09:58 [视频-长播] <|video_begin|><s_a_2125><s_b_5025><s_c_877>
|
||
09:58 [视频-点赞/长播] <|video_begin|><s_a_6399><s_b_3393><s_c_7751>
|
||
10:21 [视频-长播] <|video_begin|><s_a_4343><s_b_2769><s_c_4631>
|
||
11:26 [视频-点赞/长播] <|video_begin|><s_a_1494><s_b_7969><s_c_5506>
|
||
11:56 [视频-长播] <|video_begin|><s_a_2578><s_b_2799><s_c_3264>
|
||
11:56 [视频-长播] <|video_begin|><s_a_5988><s_b_8008><s_c_5209>
|
||
11:56 [视频-长播] <|video_begin|><s_a_5295><s_b_6947><s_c_2568>
|
||
11:56 [视频-评论/点赞/长播] <|video_begin|><s_a_1173><s_b_985><s_c_627>
|
||
11:58 [视频-长播] <|video_begin|><s_a_1336><s_b_6234><s_c_6940>
|
||
11:58 [视频-长播] <|video_begin|><s_a_6129><s_b_7194><s_c_3642>
|
||
11:58 [视频-长播] <|video_begin|><s_a_8113><s_b_5343><s_c_5563>
|
||
11:58 [视频-长播] <|video_begin|><s_a_3115><s_b_7514><s_c_2568>
|
||
11:58 [视频-长播] <|video_begin|><s_a_2015><s_b_3714><s_c_2568>
|
||
12:06 [视频-长播] <|video_begin|><s_a_2317><s_b_6495><s_c_4226>
|
||
12:06 [视频-长播] <|video_begin|><s_a_2578><s_b_1206><s_c_5734>
|
||
12:12 [视频-长播] <|video_begin|><s_a_6399><s_b_6051><s_c_5851>
|
||
12:12 [视频-点赞/长播] <|video_begin|><s_a_7939><s_b_6234><s_c_8042>
|
||
12:22 [视频-长播] <|video_begin|><s_a_2578><s_b_4496><s_c_534>
|
||
12:22 [视频-长播] <|video_begin|><s_a_8113><s_b_672><s_c_7288>
|
||
12:26 [视频-点赞/长播] <|video_begin|><s_a_2845><s_b_3873><s_c_535>
|
||
12:29 [视频-长播] <|video_begin|><s_a_7128><s_b_7546><s_c_5936>
|
||
12:29 [视频-长播] <|video_begin|><s_a_6219><s_b_2799><s_c_77>
|
||
13:52 [视频-长播] <|video_begin|><s_a_6321><s_b_5237><s_c_1935>
|
||
13:52 [视频-点赞/长播] <|video_begin|><s_a_1173><s_b_5707><s_c_4495>
|
||
14:16 [视频-长播] <|video_begin|><s_a_6219><s_b_3238><s_c_7671>
|
||
14:23 [视频-点赞/长播] <|video_begin|><s_a_5991><s_b_581><s_c_4479>
|
||
14:25 [视频-点赞/长播] <|video_begin|><s_a_5727><s_b_4404><s_c_7675>
|
||
14:28 [视频-长播] <|video_begin|><s_a_7939><s_b_7458><s_c_2756>
|
||
14:33 [视频-长播] <|video_begin|><s_a_3655><s_b_3952><s_c_4543>
|
||
14:33 [视频-长播] <|video_begin|><s_a_1726><s_b_1806><s_c_7106>
|
||
14:36 [视频-长播] <|video_begin|><s_a_5023><s_b_5647><s_c_4541>
|
||
14:37 [视频-长播] <|video_begin|><s_a_3532><s_b_6782><s_c_856>
|
||
14:40 [视频-长播] <|video_begin|><s_a_1726><s_b_6407><s_c_1321>
|
||
14:45 [视频-长播] <|video_begin|><s_a_7921><s_b_7571><s_c_677>
|
||
14:49 [视频-点赞/长播] <|video_begin|><s_a_5125><s_b_451><s_c_7945>
|
||
14:52 [视频-长播] <|video_begin|><s_a_1336><s_b_6234><s_c_6108>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_188><s_b_6949><s_c_6413>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6360><s_b_1312><s_c_4226>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_705><s_b_3206><s_c_8057>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_668><s_c_8075>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4464><s_b_3680><s_c_2009>
|
||
|
||
角色任务：你是极端严苛的用户行为数据挖掘与数据格式化专家，请结合上述用户交互历史，面向给定主题，全面提取出所有具备关联性的历史交互数据。
|
||
|
||
主题：从泛化需求到特定年龄段的功能性内衣选购收敛
|
||
|
||
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。
|
||
|
||
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
|
||
<think>
|
||
</think>
|
||
["<|video_begin|><s_a_6031><s_b_2291><s_c_4879>","<|video_begin|><s_a_4785><s_b_5133><s_c_1499>","<|video_begin|><s_a_6031><s_b_7432><s_c_1686>","<|video_begin|><s_a_6027><s_b_2291><s_c_3098>","<|video_begin|><s_a_2689><s_b_2128><s_c_2234>","<|prod_begin|><s_a_5636><s_b_7725><s_c_4485>","<|prod_begin|><s_a_7216><s_b_5576><s_c_7368>","<|prod_begin|><s_a_5215><s_b_5658><s_c_528>","<|prod_begin|><s_a_2266><s_b_647><s_c_1982>","<|prod_begin|><s_a_861><s_b_5515><s_c_3798>","<|prod_begin|><s_a_6381><s_b_6545><s_c_6695>","<|prod_begin|><s_a_2266><s_b_7084><s_c_2581>","<|prod_begin|><s_a_3415><s_b_3854><s_c_6131>","<|prod_begin|><s_a_2274><s_b_794><s_c_4829>","<|prod_begin|><s_a_3415><s_b_1536><s_c_819>","<|prod_begin|><s_a_3415><s_b_4218><s_c_1064>"]<|im_end|>
|
||
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
|
||
label_ids:
|
||
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{"logic_chain":{"name":"从泛化健康焦虑到具体化保健品探索","events":[{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_3198><s_c_2895>","logic":"初始触发：出现具体的身体部位（膝盖）疼痛问题，并采取了直接的对症处理行为。"},{"date":"2024-12-25","action":"[商品-购买] <|prod_begin|><s_a_2836><s_b_1443><s_c_7019>","logic":"问题泛化：在同一天，关注点从单一的关节问题扩展到另一个中老年男性常见的健康问题（前列腺），表明用户处于对身体多方面健康状况的焦虑期。"},{"date":"2025-11-05","action":"[商品-购买] <|prod_begin|><s_a_6655><s_b_2558><s_c_329>","logic":"认知跃迁与方案收敛：在经历了多个具体部位的“被动治疗”后，用户的健康观念发生转变，开始寻求更主动、更根本的解决方案——通过购买明确标有“增强免疫力”的保健品，从“治已病”转向“防未病”。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"从皮肤问题到牙齿健康的健康焦点演化","events":[{"date":"2025-03-27","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5044><s_c_5658>","logic":"问题触发：首次针对特定皮肤问题（“百癣”）购买内服药物，表明用户正面临较为明确的皮肤困扰。"},{"date":"2025-03-31","action":"[商品-购买] <|prod_begin|><s_a_4233><s_b_5274><s_c_3809>","logic":"方案修正与问题细化：在购买内服药仅4天后，用户转而购买针对“皮炎湿疹”的外用“医用液体敷料”。这表明前一个方案可能效果不佳或认知发生变化，问题从泛化的“癣”聚焦到更具体的“皮炎湿疹”，且解决方案从内服转向外用，是典型的基于负反馈的路径修正。"},{"date":"2025-07-01","action":"[商品-点击] <|prod_begin|><s_a_4066><s_b_6229><s_c_2717>","logic":"认知收敛与新焦点：在前期购买了泛泛的“固齿”草本片剂后，用户开始点击并关注具有“医用”和“脱敏”特定功能的牙膏。这表明用户对牙齿问题的认知已从笼统的“固齿”保健，升级到需要解决“牙齿脱敏”这一具体痛点，体现了从发散保健到问题聚焦的认知收敛。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"茶叶消费升级：从性价比到品质导向的决策演化","events":[{"date":"2024-12-24","action":"[商品-购买] <|prod_begin|><s_a_6865><s_b_1132><s_c_2598>","logic":"初始状态：首次购买茶叶，明确选择了“性价比款”，表明此刻的核心决策因子是价格和基础饮用功能。"},{"date":"2025-12-10","action":"[商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_1129>","logic":"认知分化与对比探索：在长达近一年的饮用体验后，用户开始主动探索不同品类（从“金骏眉”到“滇红”）、不同产地（“武夷山” vs “云南”）、不同树种（“小种” vs “大叶种”）的茶叶，表明其不再满足于单一品类，开始建立品质对比的认知框架。"},{"date":"2025-12-13","action":"[商品-点击] <|prod_begin|><s_a_5749><s_b_3923><s_c_4712>","logic":"需求场景化：用户的关注点中出现了新的变量“礼盒装”、“送礼茶”，表明其茶叶消费需求从“自饮”拓展到了“社交送礼”，这是对茶叶商品价值认知的一次重要升级。"},{"date":"2025-12-14","action":"[商品-购买] <|prod_begin|><s_a_5749><s_b_7068><s_c_7658>","logic":"决策收敛与品质跃迁：经过密集的点击对比后，用户最终完成了一次购买决策。此次购买的商品包含了“特级”、“明前小芽”、“花果蜜香”等大量在前次购买中未出现的、代表高品质的参数。这标志着用户完成了从追求“性价比”到为“高品质”和“特定风味”付费的认知跃迁，形成了决策闭环。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain":{"name":"从泛化兴趣到特定IP的玩具消费收敛","events":[{"date":"2024-08-18","action":"[商品-点击] <|prod_begin|><s_a_6462><s_b_3691><s_c_4547>","logic":"兴趣触发：开始关注儿童大型室内玩具，兴趣点较为宽泛，集中在“亲子”、“家用”等属性。"},{"date":"2025-09-21","action":"[商品-点击] <|prod_begin|><s_a_720><s_b_1916><s_c_3584>","logic":"兴趣探索：在浏览了多种玩具后，兴趣转向功能更复杂、带有“遥控”、“可坐人”属性的工程车玩具，但仍属于泛化的玩具品类探索。"},{"date":"2025-12-09","action":"[商品-点击] <|prod_begin|><s_a_4209><s_b_7966><s_c_3848>","logic":"兴趣聚焦：首次出现强IP属性（奥特曼）的商品，兴趣从玩具的功能/类型转向了具体文化符号，但关注点是服装，而非核心玩具。"},{"date":"2025-12-14","action":"[商品-点击] <|prod_begin|><s_a_617><s_b_7440><s_c_5312>","logic":"认知收敛与深化：兴趣完全收敛于“奥特曼”IP，并且从普通童装升级为包含“皮套”、“cos”、“头盔”等更具角色扮演性质的特定商品，体现了对该IP兴趣的加深和消费意图的明确化。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
["<|video_begin|><s_a_6031><s_b_2291><s_c_4879>","<|video_begin|><s_a_4785><s_b_5133><s_c_1499>","<|video_begin|><s_a_6031><s_b_7432><s_c_1686>","<|video_begin|><s_a_6027><s_b_2291><s_c_3098>","<|video_begin|><s_a_2689><s_b_2128><s_c_2234>","<|prod_begin|><s_a_5636><s_b_7725><s_c_4485>","<|prod_begin|><s_a_7216><s_b_5576><s_c_7368>","<|prod_begin|><s_a_5215><s_b_5658><s_c_528>","<|prod_begin|><s_a_2266><s_b_647><s_c_1982>","<|prod_begin|><s_a_861><s_b_5515><s_c_3798>","<|prod_begin|><s_a_6381><s_b_6545><s_c_6695>","<|prod_begin|><s_a_2266><s_b_7084><s_c_2581>","<|prod_begin|><s_a_3415><s_b_3854><s_c_6131>","<|prod_begin|><s_a_2274><s_b_794><s_c_4829>","<|prod_begin|><s_a_3415><s_b_1536><s_c_819>","<|prod_begin|><s_a_3415><s_b_4218><s_c_1064>"]<|im_end|>
|
||
|
||
[INFO|configuration_utils.py:769] 2026-07-15 00:59:51,967 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-15 00:59:51,968 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": null,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": 151643,
|
||
"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
|
||
"rope_type": "default"
|
||
},
|
||
"sliding_window": null,
|
||
"tie_word_embeddings": false,
|
||
"transformers_version": "5.6.0",
|
||
"use_cache": false,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
|
||
[INFO|2026-07-15 00:59:51] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-15 00:59:52] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:748] 2026-07-15 00:59:52,358 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-15 00:59:52,358 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-15 00:59:52,526 >> Generate config GenerationConfig {
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"pad_token_id": 151643,
|
||
"use_cache": false
|
||
}
|
||
|
||
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||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
|
||
Loading weights: 48%|████▊ | 148/311 [00:00<00:00, 1476.22it/s]
|
||
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|
||
[INFO|configuration_utils.py:978] 2026-07-15 00:59:52,822 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-15 00:59:52,822 >> Generate config GenerationConfig {
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-15 00:59:52,823 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
|
||
[INFO|2026-07-15 00:59:52] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-15 00:59:52] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-15 00:59:52] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-15 00:59:52] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-15 00:59:52] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[INFO|trainer.py:1469] 2026-07-15 00:59:52,958 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-15 00:59:52,958 >> Num examples = 1,937
|
||
[INFO|trainer.py:1471] 2026-07-15 00:59:52,958 >> Num Epochs = 1
|
||
[INFO|trainer.py:1472] 2026-07-15 00:59:52,958 >> Num update steps per epoch = 485
|
||
[INFO|trainer.py:1473] 2026-07-15 00:59:52,958 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-15 00:59:52,958 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-15 00:59:52,958 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-15 00:59:52,958 >> Total optimization steps = 485
|
||
[INFO|trainer.py:1479] 2026-07-15 00:59:52,958 >> Number of trainable parameters = 801,433,600
|
||
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{'loss': '2.051', 'grad_norm': '17.5', 'learning_rate': '1.407e-08', 'epoch': '0.9086'}
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{'loss': '2.013', 'grad_norm': '18.25', 'learning_rate': '8.644e-09', 'epoch': '0.9293'}
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{'loss': '2.08', 'grad_norm': '10.62', 'learning_rate': '2.412e-10', 'epoch': '0.9912'}
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100%|██████████| 485/485 [1:02:19<00:00, 5.94s/it][INFO|trainer.py:1823] 2026-07-15 02:02:12,423 >>
|
||
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||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
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||
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||
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||
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||
{'train_runtime': '3739', 'train_samples_per_second': '0.518', 'train_steps_per_second': '0.13', 'train_loss': '2.076', 'epoch': '1'}
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[INFO|trainer.py:3815] 2026-07-15 02:02:12,459 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10
|
||
[INFO|configuration_utils.py:533] 2026-07-15 02:02:12,460 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-15 02:02:12,460 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10/generation_config.json
|
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||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.22it/s]
|
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.22it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-15 02:02:13,285 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-15 02:02:13,402 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-15 02:02:13,423 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 1.0
|
||
total_flos = 216063060GF
|
||
train_loss = 2.076
|
||
train_runtime = 1:02:19.49
|
||
train_samples_per_second = 0.518
|
||
train_steps_per_second = 0.13
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v35_v29_cot_r3_balanced_lr6e7_ep10/training_loss.png
|
||
[WARNING|2026-07-15 02:02:13] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-15 02:02:13] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-15 02:02:13,548 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|