2319 lines
610 KiB
Plaintext
2319 lines
610 KiB
Plaintext
[2026-07-16 23:52:50] stage 1/1: /home/ll/llm4rec/experiments/configs/v53_public091_full_lr1e5_ep3.yaml
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/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-16 23:52:53] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:771] 2026-07-16 23:52:54,303 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 23:52:54,309 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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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": null,
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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": true,
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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:771] 2026-07-16 23:52:59,382 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 23:52:59,385 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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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": null,
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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": true,
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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:771] 2026-07-16 23:52:59,916 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-16 23:52:59,920 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": 151643,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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||
"full_attention",
|
||
"full_attention",
|
||
"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",
|
||
"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": null,
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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": true,
|
||
"use_sliding_window": false,
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||
"vocab_size": 176253
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||
}
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[INFO|2026-07-16 23:53:01] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v49_public_091_exact.jsonl...
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Running tokenizer on dataset (num_proc=16): 0%| | 0/32705 [00:00<?, ? examples/s]
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Running tokenizer on dataset (num_proc=16): 100%|██████████| 32705/32705 [00:22<00:00, 1453.91 examples/s]
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training example:
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input_ids:
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12, 100020, 5373, 101981, 12, 104181, 75437, 100541, 198, 100185, 118797, 104913, 9909, 100520, 41299, 33071, 108023, 7552, 28311, 14880, 59879, 20450, 107684, 107439, 220, 20, 71928, 98, 23031, 102595, 101070, 63314, 3837, 100136, 33447, 47882, 108221, 33, 100645, 104384, 24562, 47882, 108221, 32, 18493, 102122, 100354, 101913, 102402, 104361, 5373, 111018, 100609, 62112, 57191, 100565, 103340, 100402, 8545, 91676, 425, 88940, 227, 100360, 108041, 362, 46750, 222, 104733, 20221, 104378, 3837, 109756, 107439, 99885, 107888, 49111, 52334, 5373, 43815, 105444, 57191, 99373, 67071, 104307, 14, 108439, 111916, 9370, 62926, 31118, 103005, 23990, 101070, 8997, 16, 13, 102122, 102474, 102402, 5122, 108221, 425, 220, 57218, 108221, 362, 88940, 227, 100360, 101199, 102700, 99424, 102122, 33108, 100220, 21515, 29732, 16872, 90395, 102094, 99226, 99193, 104378, 99622, 46306, 100145, 8997, 17, 13, 100565, 113597, 100520, 41299, 5122, 108221, 425, 88940, 227, 100360, 57218, 108221, 362, 93920, 226, 12857, 113597, 100520, 41299, 100145, 3837, 91676, 425, 60596, 98, 108041, 362, 4891, 116, 99, 104672, 111018, 5373, 16628, 100354, 3837, 57191, 362, 54851, 425, 43589, 111916, 100609, 62112, 8997, 18, 13, 100354, 102217, 103340, 5122, 113275, 100220, 21515, 29732, 15946, 3837, 108221, 425, 74866, 116, 56006, 108221, 362, 95522, 242, 112423, 33126, 100398, 5373, 33126, 100700, 104378, 100920, 3837, 77288, 99925, 102298, 104183, 105444, 9370, 103946, 5373, 72651, 5373, 78973, 49567, 101070, 3837, 23031, 101153, 105444, 92374, 43815, 8997, 14880, 101092, 87752, 100220, 107439, 101070, 104913, 63314, 28311, 100220, 5122, 45181, 100461, 32108, 100565, 26939, 102146, 103946, 9370, 100030, 102041, 115309, 271, 66017, 68805, 5122, 14880, 23031, 4718, 69162, 46423, 100414, 31526, 3837, 100166, 104506, 28311, 515, 220, 330, 24225, 30583, 788, 341, 262, 330, 606, 788, 330, 45181, 100461, 32108, 100565, 26939, 102146, 103946, 9370, 100030, 102041, 115309, 756, 262, 330, 12389, 788, 2278, 414, 341, 286, 330, 1028, 788, 330, 28189, 18506, 40175, 756, 286, 330, 1311, 788, 10545, 108221, 101070, 31905, 60, 220, 108221, 43815, 1, 9909, 100470, 103124, 59641, 15946, 108221, 38989, 29732, 3837, 110263, 65770, 99475, 7552, 345, 286, 330, 24225, 788, 330, 104913, 66394, 698, 414, 456, 262, 5133, 220, 456, 4472, 26865, 151645, 198, 151644, 77091, 198, 151667, 198, 99692, 3837, 35946, 36407, 101042, 100158, 105846, 101914, 88802, 1773, 88802, 101882, 35946, 104210, 107494, 108221, 100022, 3837, 102541, 20221, 101946, 45181, 100394, 100565, 26939, 103941, 60548, 103946, 9370, 100030, 102041, 63314, 45995, 3407, 45181, 101932, 20450, 43268, 100192, 3837, 35946, 106394, 104269, 107494, 100030, 101070, 102084, 100789, 3837, 114369, 109822, 5373, 99662, 101332, 5373, 18947, 99280, 5373, 106225, 45943, 33108, 114760, 108211, 100650, 3837, 114956, 41146, 100565, 27442, 9370, 113702, 1773, 18493, 43815, 100030, 17447, 3837, 20002, 32664, 99329, 3837, 104050, 105732, 21515, 9909, 29524, 45, 7064, 17, 42, 7552, 33108, 111724, 21515, 9909, 29524, 104939, 106024, 5373, 6412, 25, 15513, 7552, 107837, 108011, 100565, 3837, 91572, 103977, 100020, 101883, 99424, 5373, 109542, 33108, 104934, 21515, 87140, 1773, 101981, 99522, 3837, 107494, 113721, 46448, 99792, 105211, 3837, 107203, 99329, 107206, 3837, 103943, 104934, 104199, 33108, 99306, 99434, 101987, 24300, 107206, 3407, 100012, 101958, 101946, 104542, 9370, 2073, 45181, 100461, 32108, 100565, 26939, 102146, 103946, 97907, 101070, 63314, 3837, 35946, 85106, 104243, 46944, 45181, 105185, 107465, 3837, 101897, 27369, 111783, 57191, 100565, 103980, 3837, 103941, 102929, 103946, 60548, 9370, 100873, 100178, 1773, 100405, 29490, 103946, 109822, 57191, 106225, 45943, 3837, 103925, 115114, 100030, 3837, 77288, 101207, 102822, 104399, 9370, 102041, 103980, 102025, 3837, 118329, 103260, 104196, 100354, 101929, 3407, 18493, 102679, 17, 15, 17, 21, 7948, 16, 106632, 104796, 13343, 3837, 111003, 104059, 105098, 100162, 9370, 104757, 1773, 18493, 16, 9754, 17, 8903, 3837, 20002, 44063, 104191, 105906, 34230, 103284, 103809, 102341, 99894, 220, 176247, 152826, 164399, 175893, 93883, 17254, 34187, 102297, 39953, 1773, 105464, 99491, 100692, 9370, 103946, 107465, 3837, 77288, 20002, 104065, 104770, 112832, 1773, 43288, 104029, 117132, 3837, 42411, 87267, 104241, 103180, 3837, 100631, 18493, 104525, 46944, 106873, 106261, 3837, 108542, 101219, 104243, 110074, 36407, 102405, 100005, 103946, 103174, 1773, 99487, 2073, 20929, 77172, 854, 101070, 3837, 73670, 50930, 19403, 20412, 101908, 102041, 63314, 45995, 9370, 105756, 3407, 104326, 3837, 35946, 85106, 104243, 26232, 103980, 99487, 103946, 107465, 104796, 1773, 35946, 104857, 106490, 34187, 45181, 16, 9754, 17, 8903, 26939, 105447, 105679, 108221, 65577, 1773, 102332, 101072, 3837, 20002, 100030, 34187, 100722, 99329, 33108, 105732, 105470, 87140, 43815, 3837, 74763, 103946, 105593, 99329, 107182, 33108, 114760, 3837, 77288, 100001, 71268, 57218, 103809, 102341, 99487, 107888, 107173, 1773, 104275, 16, 9754, 18, 16, 8903, 3837, 46944, 99936, 101070, 104423, 5122, 20002, 100020, 62926, 102612, 99237, 102336, 46944, 101888, 58463, 99638, 103809, 102341, 117902, 9370, 87140, 220, 176245, 155356, 167469, 168891, 1773, 99487, 87140, 100700, 108869, 103809, 102341, 45181, 110227, 5373, 70538, 26939, 104184, 9370, 109092, 3837, 104046, 34187, 111856, 9370, 102013, 33108, 101130, 106289, 33071, 90395, 100136, 87140, 15946, 97706, 99621, 101255, 34187, 107206, 9370, 103194, 33108, 102289, 27369, 1773, 106090, 3837, 99487, 101070, 57218, 106632, 9370, 20929, 77172, 101070, 115114, 107450, 113597, 102802, 1773, 20002, 67338, 105208, 99487, 87140, 3837, 107093, 75437, 32320, 34187, 101056, 100002, 82700, 102013, 5373, 89161, 108515, 99515, 100042, 3837, 87140, 43815, 112661, 107987, 108484, 103809, 102341, 104703, 102497, 98650, 3407, 115253, 99724, 3837, 20412, 102041, 9370, 115309, 1773, 104158, 105208, 46306, 103809, 102341, 117902, 87140, 9370, 40916, 100729, 3837, 102200, 16, 9754, 18, 16, 8903, 3837, 20002, 105236, 103946, 101070, 3837, 112832, 9370, 101206, 106632, 101963, 102297, 39953, 9370, 99212, 68153, 34230, 103284, 103809, 102341, 99894, 220, 176247, 152826, 164399, 175893, 1773, 99487, 20450, 101913, 102821, 106725, 3837, 104029, 100740, 73670, 100736, 3837, 105208, 87140, 20412, 107756, 42411, 103941, 112832, 105386, 118219, 1773, 45181, 100394, 105185, 107465, 9909, 20929, 77172, 48272, 26939, 67338, 43815, 100030, 71817, 27369, 81167, 33108, 102041, 103980, 9909, 105208, 87140, 48272, 107947, 103941, 60548, 103946, 3837, 100147, 100187, 101070, 115114, 46944, 99491, 100873, 100136, 104913, 104542, 9370, 100030, 102041, 115309, 3407, 101886, 3837, 35946, 114587, 100140, 3837, 107494, 100030, 102041, 100178, 20412, 5122, 101140, 18493, 16, 9754, 17, 8903, 106645, 100692, 9370, 103946, 107465, 3837, 44063, 103809, 102341, 220, 176247, 152826, 164399, 175893, 93883, 17254, 102297, 39953, 24968, 104221, 96050, 59258, 105033, 104813, 16, 9754, 18, 16, 8903, 3837, 67338, 105208, 103809, 102341, 117902, 9370, 87140, 220, 176245, 155356, 167469, 168891, 40671, 34187, 99573, 82700, 27369, 3837, 107987, 103946, 101381, 24968, 103941, 96050, 27369, 45912, 9370, 104489, 105236, 109683, 45943, 220, 176247, 152826, 164399, 175893, 43589, 103946, 3837, 104416, 46944, 45181, 100565, 26939, 102041, 9370, 100873, 115309, 1773, 151668, 198, 4913, 24225, 30583, 788, 5212, 606, 788, 330, 45181, 100461, 32108, 100565, 26939, 102146, 103946, 9370, 100030, 102041, 115309, 497, 330, 12389, 788, 61753, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 15, 17, 497, 330, 1311, 788, 10545, 45943, 12, 20929, 77172, 60, 220, 176247, 152826, 164399, 175893, 497, 330, 24225, 788, 330, 86119, 111916, 5122, 100394, 100692, 9370, 103946, 107465, 3837, 44063, 105149, 45943, 9909, 34230, 103284, 103809, 102341, 99894, 7552, 101963, 102297, 39953, 3837, 77288, 38342, 104078, 112832, 3837, 87267, 101199, 27369, 104412, 57191, 102041, 103180, 100385, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 18, 16, 497, 330, 1311, 788, 10545, 87140, 12, 100020, 14, 45861, 75650, 60, 220, 176245, 155356, 167469, 168891, 497, 330, 24225, 788, 330, 27369, 45912, 57218, 102041, 103980, 5122, 67338, 105208, 103809, 102341, 117902, 9370, 87140, 3837, 99794, 34187, 104703, 54542, 100178, 33108, 102013, 100772, 3837, 100137, 43815, 100030, 101070, 101041, 102802, 26939, 108355, 103946, 107465, 3837, 111030, 101138, 102497, 33108, 101902, 102041, 104149, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 21, 12, 15, 16, 12, 18, 16, 497, 330, 1311, 788, 10545, 45943, 12, 103946, 60, 220, 176247, 152826, 164399, 175893, 497, 330, 24225, 788, 330, 102041, 115309, 5122, 18493, 105208, 46306, 78556, 87140, 9370, 40916, 100729, 3837, 105236, 32664, 101056, 20929, 77172, 9370, 102700, 45943, 9370, 103946, 101070, 3837, 104416, 45181, 107465, 26939, 103946, 9370, 100873, 115309, 3837, 87140, 105208, 20412, 114642, 103941, 102041, 105386, 102025, 1773, 9207, 60, 3417, 151645, 198, 151644, 872, 198, 56568, 102094, 101128, 45943, 5839, 62926, 43959, 104129, 45943, 53481, 104426, 8997, 14880, 104136, 21894, 45943, 5839, 176247, 156193, 160310, 171516, 101047, 45943, 43815, 33100, 5854, 766, 151645, 198, 151644, 77091, 198, 151667, 198, 151668, 198, 101469, 102045, 100027, 99467, 108935, 100213, 102306, 108390, 106405, 100811, 3837, 95411, 17714, 105813, 99600, 70500, 3837, 100811, 101540, 101910, 101297, 120012, 121096, 100526, 45995, 3837, 114766, 111455, 57218, 104070, 98650, 3837, 100811, 100447, 117847, 99853, 18830, 111368, 101486, 3837, 106985, 106110, 104449, 1773, 100811, 34718, 17714, 102306, 108390, 106149, 3837, 53393, 101167, 101189, 100362, 3837, 102094, 110373, 9370, 99287, 119190, 99225, 102111, 3837, 26232, 88086, 100341, 105813, 99719, 101373, 104916, 104542, 26381, 3837, 101150, 100231, 102566, 103429, 5373, 112357, 5373, 113982, 49567, 102122, 1773, 100622, 104794, 105136, 24300, 105813, 107246, 3837, 99652, 99902, 99553, 102462, 106515, 100890, 3837, 33126, 103980, 34187, 104916, 102476, 26381, 57218, 106875, 1773, 100628, 104116, 17714, 105813, 101388, 101076, 3837, 77288, 41146, 70500, 110896, 101254, 110064, 3837, 100231, 104045, 102013, 57218, 98380, 100258, 56278, 9370, 105813, 107430, 1773, 45943, 107249, 16, 23, 23, 23, 23305, 3837, 67071, 100133, 113560, 3837, 100143, 112078, 55806, 71134, 3837, 20412, 104082, 105813, 101076, 9370, 115690, 1773, 151645, 198, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5101><s_b_321><s_c_2668>
|
||
【2023-06-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3803><s_c_5022>
|
||
【2023-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7955><s_b_5323><s_c_724>
|
||
【2023-08-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_2361><s_c_2681>
|
||
【2023-08-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3280><s_c_70>
|
||
【2023-08-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1925><s_b_2103><s_c_3567>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1773><s_c_4942>
|
||
【2023-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1048><s_b_7625><s_c_7288>
|
||
【2023-09-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_1519><s_c_6011>
|
||
【2023-09-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5322><s_b_1208><s_c_1189>
|
||
【2024-05-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4994><s_b_5426><s_c_1272>
|
||
【2024-08-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_1751><s_c_2860>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_1751><s_c_1374>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4730><s_b_1751><s_c_1374>
|
||
【2024-08-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_1930><s_c_7366>
|
||
【2024-10-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7304><s_b_5><s_c_780>
|
||
【2024-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_370><s_c_1253>
|
||
【2024-10-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3248><s_b_3538><s_c_7658>
|
||
【2024-10-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_1029><s_c_2652>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_746><s_c_1685>
|
||
【2024-10-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4626><s_b_6065><s_c_8001>
|
||
【2024-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4923><s_b_4538><s_c_5044>
|
||
【2024-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7186><s_b_1748><s_c_656>
|
||
【2024-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1534><s_c_4393>
|
||
【2024-12-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4217><s_c_7935>
|
||
【2024-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6209><s_c_3322>
|
||
【2024-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4621><s_b_1002><s_c_1102>
|
||
【2025-01-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4452><s_b_7554><s_c_6416>
|
||
【2025-01-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3205><s_b_5373><s_c_1685>
|
||
【2025-01-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_7000><s_c_1683>
|
||
【2025-01-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4217><s_c_5926>
|
||
【2025-02-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2488><s_b_2498><s_c_5211>
|
||
【2025-02-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_8049><s_c_6278>
|
||
【2025-03-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_7319>
|
||
【2025-03-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2808><s_c_5153>
|
||
【2025-03-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6278>
|
||
【2025-04-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7585><s_b_4618><s_c_4735>
|
||
【2025-04-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2812><s_c_6298>
|
||
【2025-04-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1798><s_c_1414>
|
||
【2025-05-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6891><s_c_4910>
|
||
【2025-05-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_2541><s_c_2856>
|
||
【2025-05-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3388><s_b_7975><s_c_677>
|
||
【2025-05-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3495><s_b_2498><s_c_4822>
|
||
【2025-05-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2828><s_c_3676>
|
||
【2025-06-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_1227><s_c_6202>
|
||
【2025-06-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6973><s_c_2695>
|
||
【2025-06-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_7279><s_c_5104>
|
||
【2025-06-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_2960><s_c_2475>
|
||
【2025-07-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1082>
|
||
【2025-07-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_7279><s_c_5104>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1153><s_b_6091><s_c_5835>
|
||
【2025-07-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_5090><s_c_5642>
|
||
【2025-07-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_2960><s_c_2475>
|
||
【2025-08-06】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6627><s_b_1856><s_c_7951>
|
||
【2025-08-10】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_7342><s_c_3011>
|
||
【2025-08-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3860><s_b_5987><s_c_8060>
|
||
【2025-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_2960><s_c_2475>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7549><s_c_1935>
|
||
【2025-10-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_5511><s_c_6278>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_1399><s_c_3676>
|
||
【2025-10-25】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1229><s_b_6234><s_c_3524>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2025-10-26】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_773><s_b_8008><s_c_6046>
|
||
【2025-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5699><s_c_2760>
|
||
【2025-11-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_3026>
|
||
【2025-11-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_4224>
|
||
【2025-11-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_6234><s_c_7951>
|
||
【2025-11-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7414><s_c_2298>
|
||
【2025-11-18】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_3059><s_c_2401>
|
||
【2025-11-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1310><s_c_1111>
|
||
【2025-12-11】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6627><s_b_5923><s_c_7616>
|
||
【2025-12-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8142>
|
||
【2025-12-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_7687><s_c_396>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_6091><s_c_5829>
|
||
【2025-12-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_581><s_c_7683>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4427><s_b_8049><s_c_1148>
|
||
【2025-12-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_6944><s_c_962>
|
||
【2025-12-22】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_7304><s_c_5044>
|
||
【2025-12-23】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7957><s_b_746><s_c_5845>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_918><s_b_4406><s_c_2652>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7186><s_b_4763><s_c_5091>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_918><s_b_4516><s_c_7006>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5461><s_b_7576><s_c_3364>
|
||
【2025-12-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_7388><s_c_3936>
|
||
【2025-12-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3074><s_b_2474><s_c_444>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2510><s_b_746><s_c_6698>
|
||
【2025-12-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6910><s_b_1715><s_c_4895>
|
||
【2025-12-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_2198><s_c_1986>
|
||
【2025-12-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_7032><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3324><s_b_8188><s_c_2576>
|
||
【2026-01-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1153><s_b_1875><s_c_4422>
|
||
【2026-01-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_5101><s_c_5462>
|
||
【2026-01-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5588><s_c_4481>
|
||
【2026-01-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6878><s_c_8039>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7670><s_c_4165>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_7523><s_c_1156>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3448><s_c_3026>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6234><s_c_677>
|
||
--:-- [直播-关注] <|living_begin|><s_a_3751><s_b_8108><s_c_2298>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_3676>
|
||
【2026-01-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6973><s_c_6278>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_697><s_c_7241>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_8142>
|
||
【2026-01-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6865><s_b_4578><s_c_70>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6878><s_c_8039>
|
||
【2026-01-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_4903><s_c_1112>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_3504><s_c_984>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4524><s_b_716><s_c_6316>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_2339><s_c_7015>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6111><s_b_7279><s_c_5041>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4524><s_b_3504><s_c_984>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_2339><s_c_7015>
|
||
【2026-01-20】
|
||
06:53 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7180>
|
||
【2026-01-21】
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_1206><s_c_3501>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2262><s_b_3981><s_c_5105>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4576><s_b_3152><s_c_5634>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_8163><s_c_3395>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1450><s_b_5414><s_c_6074>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_2224><s_c_2077>
|
||
10:18 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_7588>
|
||
23:38 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_2814>
|
||
【2026-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5106><s_c_1184>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_5216>
|
||
06:57 [视频-收藏/长播] <|video_begin|><s_a_2526><s_b_978><s_c_646>
|
||
11:39 [视频-收藏/长播] <|video_begin|><s_a_2402><s_b_5511><s_c_4932>
|
||
12:27 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1223>
|
||
14:54 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_511>
|
||
16:35 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
|
||
17:59 [视频-收藏/长播] <|video_begin|><s_a_2578><s_b_6234><s_c_1457>
|
||
【2026-01-23】
|
||
03:44 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_2221><s_c_2370>
|
||
08:10 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_581><s_c_1004>
|
||
08:38 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_581><s_c_1004>
|
||
10:42 [视频-收藏/长播] <|video_begin|><s_a_2367><s_b_581><s_c_6185>
|
||
11:03 [视频-收藏/长播] <|video_begin|><s_a_7385><s_b_7870><s_c_3016>
|
||
23:20 [视频-收藏/长播] <|video_begin|><s_a_2194><s_b_7549><s_c_2781>
|
||
【2026-01-24】
|
||
01:22 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
|
||
01:22 [广告-点击] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
|
||
02:04 [广告-点击] <|ad_begin|><s_a_4024><s_b_7608><s_c_3026>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_746><s_c_3842>
|
||
06:27 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4033><s_c_1708>
|
||
06:27 [广告-点击] <|ad_begin|><s_a_1608><s_b_4033><s_c_1708>
|
||
08:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7342><s_c_5073>
|
||
08:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_7342><s_c_5073>
|
||
10:15 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5511><s_c_7934>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_1608><s_b_5511><s_c_7934>
|
||
11:18 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_6507>
|
||
11:18 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_6507>
|
||
14:23 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5061>
|
||
14:23 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5061>
|
||
16:28 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_1206><s_c_7726>
|
||
16:28 [广告-点击] <|ad_begin|><s_a_1393><s_b_1206><s_c_7726>
|
||
16:34 [视频-收藏/长播] <|video_begin|><s_a_3026><s_b_6436><s_c_1180>
|
||
17:21 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7608><s_c_3026>
|
||
17:21 [广告-点击] <|ad_begin|><s_a_5673><s_b_7608><s_c_3026>
|
||
【2026-01-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_5892><s_c_6248>
|
||
03:45 [广告-深度转化] <|ad_begin|><s_a_491><s_b_2246><s_c_5563>
|
||
03:45 [广告-点击] <|ad_begin|><s_a_491><s_b_2246><s_c_5563>
|
||
05:31 [广告-深度转化] <|ad_begin|><s_a_491><s_b_2246><s_c_5563>
|
||
05:31 [广告-点击] <|ad_begin|><s_a_491><s_b_2246><s_c_5563>
|
||
09:18 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1206><s_c_77>
|
||
09:18 [广告-点击] <|ad_begin|><s_a_1608><s_b_1206><s_c_77>
|
||
13:27 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
|
||
13:27 [广告-点击] <|ad_begin|><s_a_3308><s_b_1141><s_c_141>
|
||
【2026-01-26】
|
||
00:42 [视频-点赞/长播] <|video_begin|><s_a_6258><s_b_6234><s_c_7790>
|
||
02:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_2221><s_c_2370>
|
||
02:56 [广告-点击] <|ad_begin|><s_a_1708><s_b_2221><s_c_2370>
|
||
04:11 [视频-评论/长播] <|video_begin|><s_a_5144><s_b_6426><s_c_2313>
|
||
06:48 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_497>
|
||
06:48 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_497>
|
||
06:49 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
||
09:22 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_6956>
|
||
10:24 [视频-收藏/长播] <|video_begin|><s_a_7984><s_b_1330><s_c_3036>
|
||
11:23 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_1206><s_c_3589>
|
||
11:23 [广告-点击] <|ad_begin|><s_a_3578><s_b_1206><s_c_3589>
|
||
14:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1806><s_c_1322>
|
||
14:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_1806><s_c_1322>
|
||
【2026-01-27】
|
||
01:31 [视频-点赞/长播] <|video_begin|><s_a_4615><s_b_6379><s_c_3775>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_4688><s_c_2770>
|
||
06:01 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3968>
|
||
06:01 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3968>
|
||
11:01 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_1206><s_c_141>
|
||
11:01 [广告-点击] <|ad_begin|><s_a_6399><s_b_1206><s_c_141>
|
||
14:21 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3193><s_c_6900>
|
||
14:21 [广告-点击] <|ad_begin|><s_a_7931><s_b_3193><s_c_6900>
|
||
15:23 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6022>
|
||
15:23 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6022>
|
||
23:58 [广告-点击] <|ad_begin|><s_a_1351><s_b_7019><s_c_7268>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_7587><s_c_7517>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_6351><s_c_3797>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_7587><s_c_7517>
|
||
04:50 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1206><s_c_2509>
|
||
04:50 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_2509>
|
||
07:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_7588>
|
||
07:44 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_7588>
|
||
12:20 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4033><s_c_4352>
|
||
12:20 [广告-点击] <|ad_begin|><s_a_7931><s_b_4033><s_c_4352>
|
||
13:15 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3054>
|
||
13:15 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3054>
|
||
15:22 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_1141><s_c_6108>
|
||
15:22 [广告-点击] <|ad_begin|><s_a_1375><s_b_1141><s_c_6108>
|
||
15:34 [视频-评论/长播] <|video_begin|><s_a_2051><s_b_713><s_c_7466>
|
||
15:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_1206><s_c_3033>
|
||
15:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_1206><s_c_3033>
|
||
【2026-01-29】
|
||
01:12 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_4431>
|
||
01:12 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_4431>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_2148><s_c_4953>
|
||
05:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
||
07:04 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_404><s_c_1552>
|
||
07:04 [广告-点击] <|ad_begin|><s_a_2832><s_b_404><s_c_1552>
|
||
10:24 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_3589><s_c_2568>
|
||
11:08 [广告-深度转化] <|ad_begin|><s_a_3766><s_b_6451><s_c_2341>
|
||
11:08 [广告-点击] <|ad_begin|><s_a_3766><s_b_6451><s_c_2341>
|
||
13:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_3127><s_c_7456>
|
||
13:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_3127><s_c_7456>
|
||
14:50 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_4631>
|
||
14:50 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_4631>
|
||
15:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_2854><s_c_1935>
|
||
15:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_2854><s_c_1935>
|
||
【2026-01-30】
|
||
01:25 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_1957>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7186><s_b_441><s_c_5514>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_5706><s_c_743>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7186><s_b_4618><s_c_556>
|
||
02:22 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_3968>
|
||
02:22 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_3968>
|
||
05:54 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_7616>
|
||
05:54 [广告-点击] <|ad_begin|><s_a_1608><s_b_7608><s_c_7616>
|
||
09:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6006><s_c_4512>
|
||
09:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_6006><s_c_4512>
|
||
10:10 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_3659>
|
||
10:10 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_3659>
|
||
11:22 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
||
11:22 [广告-点击] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
||
12:40 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
||
12:40 [广告-点击] <|ad_begin|><s_a_4024><s_b_1206><s_c_5563>
|
||
【2026-01-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_3501>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7917><s_c_5452>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6698><s_b_6234><s_c_936>
|
||
05:02 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1206><s_c_5563>
|
||
05:02 [广告-点击] <|ad_begin|><s_a_1608><s_b_1206><s_c_5563>
|
||
06:59 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_77>
|
||
07:54 [广告-点击] <|ad_begin|><s_a_1383><s_b_123><s_c_8079>
|
||
09:32 [视频-关注/长播] <|video_begin|><s_a_6229><s_b_6379><s_c_7806>
|
||
10:30 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_5162>
|
||
11:44 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
|
||
11:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_7344><s_c_77>
|
||
14:41 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_3284><s_c_5531>
|
||
14:41 [广告-点击] <|ad_begin|><s_a_1375><s_b_3284><s_c_5531>
|
||
【2026-02-01】
|
||
01:26 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_5185>
|
||
01:26 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_5185>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4968><s_b_1798><s_c_3133>
|
||
05:28 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_5511><s_c_4548>
|
||
05:28 [广告-点击] <|ad_begin|><s_a_7931><s_b_5511><s_c_4548>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7608><s_c_5563>
|
||
10:03 [广告-点击] <|ad_begin|><s_a_4024><s_b_7608><s_c_5563>
|
||
13:41 [视频-浏览] <|video_begin|><s_a_7385><s_b_7549><s_c_5874>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2262>
|
||
14:57 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
14:57 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
【2026-02-02】
|
||
00:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_1058>
|
||
00:13 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_1058>
|
||
05:27 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
|
||
05:27 [广告-点击] <|ad_begin|><s_a_1375><s_b_4033><s_c_7548>
|
||
08:13 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_1206><s_c_3036>
|
||
08:13 [广告-点击] <|ad_begin|><s_a_6921><s_b_1206><s_c_3036>
|
||
12:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6507>
|
||
12:26 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6507>
|
||
13:05 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1000>
|
||
13:05 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_1000>
|
||
【2026-02-03】
|
||
03:27 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1141><s_c_3026>
|
||
03:27 [广告-点击] <|ad_begin|><s_a_1608><s_b_1141><s_c_3026>
|
||
06:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_8091>
|
||
08:05 [视频-长播] <|video_begin|><s_a_5910><s_b_3589><s_c_6583>
|
||
08:05 [视频-长播] <|video_begin|><s_a_3388><s_b_6234><s_c_4859>
|
||
08:12 [视频-长播] <|video_begin|><s_a_3450><s_b_6436><s_c_1129>
|
||
08:12 [视频-长播] <|video_begin|><s_a_2015><s_b_759><s_c_7616>
|
||
08:17 [视频-长播] <|video_begin|><s_a_241><s_b_6550><s_c_7926>
|
||
08:17 [视频-长播] <|video_begin|><s_a_2578><s_b_7811><s_c_47>
|
||
08:24 [视频-长播] <|video_begin|><s_a_5134><s_b_177><s_c_5776>
|
||
08:24 [视频-长播] <|video_begin|><s_a_1240><s_b_5646><s_c_1509>
|
||
08:24 [视频-长播] <|video_begin|><s_a_2051><s_b_1013><s_c_2344>
|
||
08:37 [视频-评论/长播] <|video_begin|><s_a_5144><s_b_4944><s_c_3355>
|
||
08:39 [视频-长播] <|video_begin|><s_a_5134><s_b_5511><s_c_6583>
|
||
08:51 [视频-长播] <|video_begin|><s_a_2158><s_b_3589><s_c_2357>
|
||
08:51 [视频-长播] <|video_begin|><s_a_3766><s_b_4135><s_c_3475>
|
||
09:03 [视频-长播] <|video_begin|><s_a_1207><s_b_2270><s_c_1773>
|
||
09:03 [视频-长播] <|video_begin|><s_a_5295><s_b_3727><s_c_7790>
|
||
09:03 [视频-长播] <|video_begin|><s_a_7512><s_b_5419><s_c_777>
|
||
09:03 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_3047>
|
||
09:10 [视频-长播] <|video_begin|><s_a_4392><s_b_581><s_c_3775>
|
||
12:27 [视频-长播] <|video_begin|><s_a_2367><s_b_2221><s_c_7754>
|
||
12:27 [视频-长播] <|video_begin|><s_a_532><s_b_4305><s_c_6629>
|
||
12:59 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_3678><s_c_2370>
|
||
12:59 [广告-点击] <|ad_begin|><s_a_4024><s_b_3678><s_c_2370>
|
||
15:25 [视频-长播] <|video_begin|><s_a_3689><s_b_575><s_c_7790>
|
||
15:43 [视频-长播] <|video_begin|><s_a_4957><s_b_6442><s_c_2693>
|
||
15:43 [视频-长播] <|video_begin|><s_a_5295><s_b_3280><s_c_7106>
|
||
【2026-02-04】
|
||
00:38 [视频-长播] <|video_begin|><s_a_5134><s_b_5511><s_c_7550>
|
||
00:38 [视频-长播] <|video_begin|><s_a_16><s_b_6436><s_c_3294>
|
||
01:03 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_4944><s_c_3363>
|
||
01:03 [广告-点击] <|ad_begin|><s_a_1608><s_b_4944><s_c_3363>
|
||
04:02 [视频-长播] <|video_begin|><s_a_7830><s_b_6436><s_c_7548>
|
||
04:04 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6972><s_c_3775>
|
||
05:02 [视频-长播] <|video_begin|><s_a_4808><s_b_3447><s_c_7311>
|
||
05:02 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_7754>
|
||
05:17 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_5511><s_c_1659>
|
||
05:17 [广告-点击] <|ad_begin|><s_a_4024><s_b_5511><s_c_1659>
|
||
08:45 [视频-长播] <|video_begin|><s_a_3632><s_b_3633><s_c_47>
|
||
08:45 [视频-长播] <|video_begin|><s_a_6329><s_b_6436><s_c_728>
|
||
08:45 [视频-长播] <|video_begin|><s_a_4615><s_b_7246><s_c_4923>
|
||
08:48 [视频-长播] <|video_begin|><s_a_3632><s_b_6436><s_c_7181>
|
||
08:48 [视频-长播] <|video_begin|><s_a_231><s_b_7227><s_c_4288>
|
||
08:57 [视频-长播] <|video_begin|><s_a_7385><s_b_6436><s_c_5563>
|
||
08:57 [视频-长播] <|video_begin|><s_a_16><s_b_6234><s_c_5452>
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7534>
|
||
11:52 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_7534>
|
||
13:13 [视频-长播] <|video_begin|><s_a_5134><s_b_5511><s_c_1148>
|
||
13:27 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_5511><s_c_2758>
|
||
13:27 [广告-点击] <|ad_begin|><s_a_1608><s_b_5511><s_c_2758>
|
||
15:57 [视频-长播] <|video_begin|><s_a_7385><s_b_2485><s_c_3026>
|
||
16:19 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_4746><s_c_5256>
|
||
16:19 [广告-点击] <|ad_begin|><s_a_3308><s_b_4746><s_c_5256>
|
||
【2026-02-05】
|
||
00:36 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
|
||
00:36 [广告-点击] <|ad_begin|><s_a_4024><s_b_7608><s_c_77>
|
||
03:23 [视频-长播] <|video_begin|><s_a_6030><s_b_6848><s_c_5733>
|
||
05:07 [视频-长播] <|video_begin|><s_a_1427><s_b_6160><s_c_3447>
|
||
05:19 [视频-长播] <|video_begin|><s_a_4032><s_b_4033><s_c_3501>
|
||
05:19 [视频-长播] <|video_begin|><s_a_7385><s_b_4508><s_c_5673>
|
||
05:19 [视频-长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
||
05:19 [视频-长播] <|video_begin|><s_a_5910><s_b_3447><s_c_1708>
|
||
05:28 [视频-长播] <|video_begin|><s_a_7542><s_b_4305><s_c_6278>
|
||
05:28 [视频-长播] <|video_begin|><s_a_5134><s_b_2817><s_c_4451>
|
||
05:35 [视频-长播] <|video_begin|><s_a_5134><s_b_5511><s_c_5402>
|
||
05:35 [视频-长播] <|video_begin|><s_a_5023><s_b_6400><s_c_6725>
|
||
05:35 [视频-长播] <|video_begin|><s_a_6329><s_b_2815><s_c_728>
|
||
05:35 [视频-长播] <|video_begin|><s_a_3632><s_b_1596><s_c_1957>
|
||
05:35 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_2438>
|
||
05:41 [视频-长播] <|video_begin|><s_a_7542><s_b_3189><s_c_6075>
|
||
06:02 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_6227>
|
||
06:02 [广告-点击] <|ad_begin|><s_a_1935><s_b_6234><s_c_6227>
|
||
10:30 [视频-长播] <|video_begin|><s_a_7542><s_b_3636><s_c_6250>
|
||
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心判定逻辑（递进性准则）：
|
||
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从被动信息流消费到主动健康问询的意识觉醒
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动信息流消费到主动健康问询的意识觉醒",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，这项任务要求我分析用户的行为时间线，挖掘出一条从被动娱乐消费到主动关注健康信息的行为逻辑链。我将重点关注用户兴趣的转变节点，并解释其背后的动机变化。
|
||
|
||
我首先注意到，这位用户的行为在很长一段时间内展现出非常稳定且广泛的偏好。从2023年到2025年初，他的购物记录非常务实且多样化，涵盖了食品如酸菜鱼<|prod_begin|><s_a_5101><s_b_321><s_c_2668>和鸡爪<|prod_begin|><s_a_5459><s_b_5090><s_c_5642>，家居用品如拖把<|prod_begin|><s_a_6462><s_b_1773><s_c_4942>和垃圾袋<|prod_begin|><s_a_6462><s_b_1798><s_c_1414>，以及一些工具类的商品，比如水平仪<|prod_begin|><s_a_7955><s_b_5323><s_c_724>、扳手<|prod_begin|><s_a_4923><s_b_4538><s_c_5044>和电钻配件<|prod_begin|><s_a_6111><s_b_2960><s_c_2475>。这些消费行为描绘出一个注重生活实用性的中年男性形象。同时，他购买的保健品如黄瓜籽粉<|prod_begin|><s_a_6821><s_b_1519><s_c_6011>、耳耵聍清洗器<|prod_begin|><s_a_7304><s_b_5><s_c_780>和各类抑菌膏、草本片剂，也暗示了他对身体健康的潜在关注。
|
||
|
||
进入2025年后，我发现他的兴趣开始明显向直播内容倾斜，尤其偏爱东北地区的主播。他关注的直播间<|living_begin|><s_a_4452><s_b_7554><s_c_6416>、<|living_begin|><s_a_2828><s_b_8049><s_c_6278>、<|living_begin|><s_a_4372><s_b_6891><s_c_4910>等，大多带有浓厚的东北地域特色、接地气的唠嗑风格和才艺表演。这表明他在寻求一种娱乐化、有陪伴感的互动体验。
|
||
|
||
然而，一个显著的兴趣迁移发生在2026年1月下旬。从1月20日开始，我观察到他陷入了对短剧广告的高强度、沉浸式消费中。在短短十几天里，他深度转化或点击了大量的短剧广告，例如《斩仙台真人AI版》<|ad_begin|><s_a_7931><s_b_6234><s_c_7180>、《阴阳神算》<|ad_begin|><s_a_491><s_b_6234><s_c_7588>、《假太监：掠夺气运从祸乱皇朝开始》<|ad_begin|><s_a_1608><s_b_581><s_c_1004>等等。这些广告内容多以古装、仙侠、权谋、情感纠葛为主题，剧情紧凑、冲突强烈。这种行为模式非常典型，属于被动地被信息流中的爽文式、快节奏娱乐内容所吸引，并持续进行消费。
|
||
|
||
就在这种高频次的娱乐内容消费浪潮中，我捕捉到了一个关键的转折点。在连续多日沉浸于短剧广告之后，到1月31日，他的行为突然出现了一次性质上的剧变。他主动关注了一个以“中医健康科普”和“痛风知识讲解”为核心内容的直播间<|living_begin|><s_a_4372><s_b_404><s_c_3501>。这个直播间的主播是“长发医师”，穿着白大褂进行“公益免费问诊”，内容严肃且专业。这次交互与之前被动刷短剧的娱乐行为形成了鲜明对比，从消磨时间的娱乐需求，一跃成为带有明确目的性的主动健康问询。我推测，之前购买保健品的行为只是浅层的健康意识，而这次主动关注专业医师的科普直播，标志着他的健康意识被真正唤醒，开始从被动接收信息转向主动寻求专业解答。
|
||
|
||
综合来看，我认为用户的行为演变路径是清晰的。他最初的消费行为体现了对生活实用性和身体健康的朴素关注。随后，他沉浸在信息流推荐的短剧广告中，表现为一种被动的娱乐内容消费。最终，这种状态被一次关键的行为转变所打破，他开始主动关注并寻求专业的健康知识，完成了从被动娱乐到主动健康问询的意识觉醒。
|
||
|
||
因此，我提炼出如下行为逻辑链：
|
||
最初，用户长时间沉浸在信息流推荐的短剧广告中，例如在2026年1月20日深度转化了《斩仙台真人AI版》<|ad_begin|><s_a_7931><s_b_6234><s_c_7180>，这代表了他被动、高频的娱乐内容消费习惯。然而，在经历了连续多日的娱乐内容消费后，用户在2026年1月31日首次主动关注了一个以“中医健康科普”和“痛风知识讲解”为主题的专业医师直播间<|living_begin|><s_a_4372><s_b_404><s_c_3501>，这标志着他的注意力从被动娱乐显著转移至主动的健康问询，完成了一次关键的需求认知升级。</think>
|
||
{"logic_chain": {"name": "从被动信息流消费到主动健康问询的意识觉醒", "events": [{"date": "2026-01-20", "action": "[广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7180>", "logic": "初始状态：用户沉浸在信息流推荐的短剧广告中，行为模式为被动、高频的娱乐内容消费。"}, {"date": "2026-01-31", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_3501>", "logic": "行为转折与认知跃迁：在连续多日的娱乐内容轰炸后，用户行为首次出现断崖式转变，从被动接收娱乐信息转向主动关注严肃的“中医健康科普”、“痛风知识讲解”等专业内容，交互深度和意图明确性显著增强，标志着一次重要的注意力转移和需求觉醒。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2024-10-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_4763><s_c_7586>
|
||
【2024-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5270><s_c_7599>
|
||
【2024-11-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3831><s_b_6092><s_c_6995>
|
||
【2024-11-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_7178><s_c_6582>
|
||
【2024-12-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_4618><s_c_1061>
|
||
【2025-01-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_2916><s_c_968>
|
||
【2025-01-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_4516><s_c_4481>
|
||
【2025-01-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3850><s_b_6454><s_c_8023>
|
||
【2025-05-02】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3460><s_b_1910><s_c_4805>
|
||
【2025-05-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4009><s_b_4391><s_c_5485>
|
||
【2025-05-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2073><s_b_765><s_c_1386>
|
||
【2025-07-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_3676>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7052><s_c_4724>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3676>
|
||
【2025-07-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_7502>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_6525><s_c_7754>
|
||
【2025-07-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3898><s_c_7616>
|
||
【2025-07-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_624><s_c_5432>
|
||
【2025-07-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_1234>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6758>
|
||
【2025-07-22】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4252><s_c_5452>
|
||
【2025-07-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5518>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
|
||
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_6788><s_c_3038>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2087><s_c_4209>
|
||
【2025-07-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3815><s_c_439>
|
||
【2025-07-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_909>
|
||
【2025-08-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_56><s_c_3970>
|
||
【2025-08-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1901>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1362><s_c_4987>
|
||
【2025-08-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2221><s_c_4467>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_6611>
|
||
【2025-08-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5944><s_b_2010><s_c_3450>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2098><s_c_1703>
|
||
【2025-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_4962><s_c_5981>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_5658><s_c_6555>
|
||
【2025-08-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_697><s_c_6609>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3501>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6509>
|
||
【2025-08-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_2809><s_c_4053>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
|
||
【2025-08-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_3722><s_c_20>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
|
||
【2025-08-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_7754>
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3791><s_c_536>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4185><s_c_594>
|
||
【2025-09-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6058><s_c_875>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1590><s_c_4315>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4732><s_b_2498><s_c_5135>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4430><s_c_2028>
|
||
【2025-09-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
|
||
【2025-09-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
||
【2025-09-23】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5145><s_c_6202>
|
||
【2025-10-01】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
|
||
【2025-10-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_1313><s_c_1613>
|
||
【2025-10-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_35>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5961><s_c_2793>
|
||
【2025-10-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2025-10-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4976><s_c_7794>
|
||
【2025-11-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_3803><s_c_4586>
|
||
【2025-12-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_875>
|
||
【2025-12-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5379><s_b_2687><s_c_495>
|
||
【2025-12-27】
|
||
02:54 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_581><s_c_4978>
|
||
03:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2370>
|
||
05:26 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6544><s_c_6227>
|
||
08:33 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_1029><s_c_4625>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2737><s_c_4636>
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7180><s_c_4636>
|
||
14:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7180>
|
||
【2025-12-29】
|
||
10:01 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_113>
|
||
【2025-12-31】
|
||
00:29 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
|
||
00:40 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
|
||
【2026-01-02】
|
||
09:50 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
|
||
11:58 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3476>
|
||
【2026-01-03】
|
||
11:44 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
|
||
12:09 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_414><s_c_2988>
|
||
16:00 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1206><s_c_3998>
|
||
17:05 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3193><s_c_7449>
|
||
【2026-01-04】
|
||
11:29 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_2370>
|
||
13:22 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5200><s_c_5563>
|
||
16:14 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5339><s_c_6313>
|
||
17:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
|
||
【2026-01-05】
|
||
10:44 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2370>
|
||
13:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_1935>
|
||
【2026-01-06】
|
||
06:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7665><s_c_1659>
|
||
18:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_191>
|
||
19:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1368>
|
||
19:41 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
|
||
【2026-01-07】
|
||
01:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6776><s_c_4879>
|
||
13:47 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_2737><s_c_143>
|
||
【2026-01-08】
|
||
05:04 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_5267>
|
||
16:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_2513>
|
||
08:15 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_6879>
|
||
08:30 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_597>
|
||
【2026-01-11】
|
||
02:48 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
|
||
【2026-01-12】
|
||
06:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1141><s_c_3877>
|
||
08:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5073>
|
||
【2026-01-13】
|
||
05:16 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6519><s_c_2568>
|
||
08:17 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1206><s_c_7003>
|
||
12:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
||
12:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
||
13:24 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
|
||
13:24 [广告-点击] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
|
||
【2026-01-14】
|
||
05:47 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
|
||
05:47 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
|
||
06:32 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
|
||
06:32 [广告-点击] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
|
||
11:54 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4923>
|
||
12:11 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
|
||
12:11 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
|
||
12:43 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
|
||
14:28 [广告-点击] <|ad_begin|><s_a_3738><s_b_839><s_c_3501>
|
||
【2026-01-15】
|
||
03:23 [广告-点击] <|ad_begin|><s_a_7075><s_b_3932><s_c_1284>
|
||
13:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
|
||
13:04 [广告-点击] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
|
||
【2026-01-16】
|
||
04:24 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
|
||
04:24 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
|
||
07:37 [广告-点击] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
|
||
16:20 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
|
||
16:20 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
|
||
20:35 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
|
||
【2026-01-17】
|
||
01:27 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
|
||
01:27 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
|
||
03:32 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
||
03:32 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
||
05:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
|
||
05:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
|
||
07:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
|
||
07:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
|
||
13:13 [广告-点击] <|ad_begin|><s_a_1351><s_b_1277><s_c_842>
|
||
13:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
|
||
13:33 [广告-点击] <|ad_begin|><s_a_5687><s_b_7498><s_c_141>
|
||
14:47 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
|
||
14:47 [广告-点击] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
|
||
【2026-01-18】
|
||
08:11 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
|
||
08:11 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
|
||
09:23 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
|
||
【2026-01-19】
|
||
11:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_7548>
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
|
||
13:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
|
||
【2026-01-20】
|
||
04:07 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
||
04:07 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
||
【2026-01-21】
|
||
15:51 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
|
||
15:51 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
|
||
【2026-01-22】
|
||
00:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
|
||
00:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
|
||
01:22 [广告-点击] <|ad_begin|><s_a_1754><s_b_3518><s_c_4742>
|
||
04:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
|
||
04:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
|
||
04:51 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_7449>
|
||
【2026-01-23】
|
||
03:41 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
|
||
14:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3594><s_c_5609>
|
||
17:44 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
|
||
20:38 [广告-点击] <|ad_begin|><s_a_2470><s_b_5074><s_c_5952>
|
||
【2026-01-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
||
07:31 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3026>
|
||
08:02 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
|
||
08:02 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
|
||
08:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_7671>
|
||
12:37 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
||
15:07 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
|
||
15:07 [广告-点击] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
|
||
15:24 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
||
【2026-01-25】
|
||
04:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
||
23:17 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
||
【2026-01-26】
|
||
07:12 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
||
07:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
||
07:36 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
|
||
07:36 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
|
||
12:35 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
|
||
12:35 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
|
||
18:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
|
||
18:12 [广告-点击] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
|
||
【2026-01-27】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_3340><s_c_1342>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_2237><s_c_4277>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_200><s_c_2035>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_5590><s_c_6542>
|
||
09:33 [广告-深度转化] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
|
||
09:33 [广告-点击] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
|
||
12:33 [广告-点击] <|ad_begin|><s_a_2899><s_b_3193><s_c_3402>
|
||
16:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1277><s_c_5964>
|
||
【2026-01-28】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_7537><s_c_1167>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
||
13:03 [广告-点击] <|ad_begin|><s_a_7374><s_b_4497><s_c_439>
|
||
14:27 [视频-评论/长播] <|video_begin|><s_a_7729><s_b_2200><s_c_535>
|
||
15:32 [视频-评论/长播] <|video_begin|><s_a_6258><s_b_6924><s_c_4654>
|
||
【2026-01-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6194><s_c_642>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3147><s_c_5434>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2448><s_c_912>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_6351><s_c_6777>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_7251>
|
||
07:03 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
|
||
07:03 [广告-点击] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
|
||
15:12 [视频-评论/长播] <|video_begin|><s_a_5720><s_b_7762><s_c_71>
|
||
15:16 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3898><s_c_3115>
|
||
16:05 [视频-评论/长播] <|video_begin|><s_a_6697><s_b_4688><s_c_2788>
|
||
16:13 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_3472><s_c_1321>
|
||
16:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_8058><s_c_2568>
|
||
17:46 [视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>
|
||
【2026-01-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5963><s_c_3909>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5658><s_c_2237>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2572><s_c_4908>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1966><s_c_5540>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
|
||
04:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2678>
|
||
【2026-01-31】
|
||
05:00 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
|
||
05:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
|
||
11:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_6170>
|
||
14:54 [视频-转发/长播] <|video_begin|><s_a_2616><s_b_3417><s_c_7684>
|
||
17:10 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_4311>
|
||
17:11 [视频-评论/长播] <|video_begin|><s_a_16><s_b_7549><s_c_1004>
|
||
17:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
||
【2026-02-01】
|
||
00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
|
||
02:09 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7076>
|
||
02:16 [视频-评论/长播] <|video_begin|><s_a_4113><s_b_5647><s_c_7241>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_2752><s_c_3965>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
|
||
04:30 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_7566>
|
||
04:44 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
|
||
04:44 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
|
||
11:55 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_1315>
|
||
14:57 [视频-转发/点赞/长播] <|video_begin|><s_a_4684><s_b_6436><s_c_2344>
|
||
19:22 [视频-评论/长播] <|video_begin|><s_a_5741><s_b_4932><s_c_1403>
|
||
【2026-02-02】
|
||
01:19 [视频-评论/长播] <|video_begin|><s_a_488><s_b_4879><s_c_5657>
|
||
01:47 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_7894><s_c_7452>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_102><s_b_6160><s_c_7486>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6158><s_c_6608>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3471><s_c_4856>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_5246>
|
||
05:25 [视频-评论/长播] <|video_begin|><s_a_457><s_b_6400><s_c_5737>
|
||
05:40 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1552>
|
||
05:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_800><s_c_2262>
|
||
07:03 [广告-点击] <|ad_begin|><s_a_3001><s_b_4753><s_c_3447>
|
||
07:47 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3902><s_c_7899>
|
||
08:10 [视频-评论/长播] <|video_begin|><s_a_3026><s_b_2817><s_c_2661>
|
||
12:04 [视频-评论/长播] <|video_begin|><s_a_5146><s_b_59><s_c_7790>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_1226><s_c_3207>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_1395><s_c_4085>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1263><s_b_1966><s_c_3797>
|
||
06:37 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_6436><s_c_1535>
|
||
06:47 [视频-浏览] <|video_begin|><s_a_5144><s_b_6436><s_c_2693>
|
||
06:54 [视频-评论/长播] <|video_begin|><s_a_892><s_b_988><s_c_2568>
|
||
07:01 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_7257>
|
||
12:33 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
12:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
|
||
13:23 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_7549><s_c_3116>
|
||
14:47 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_8008><s_c_6185>
|
||
15:20 [视频-评论/长播] <|video_begin|><s_a_457><s_b_4410><s_c_7601>
|
||
16:58 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6006><s_c_6185>
|
||
17:21 [视频-评论/长播] <|video_begin|><s_a_457><s_b_3193><s_c_5679>
|
||
17:39 [视频-浏览] <|video_begin|><s_a_5023><s_b_6436><s_c_3330>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_5975>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6634><s_b_1991><s_c_6005>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6148><s_b_4975><s_c_7297>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_689><s_c_81>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_1700><s_c_1609>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5755><s_b_4150><s_c_4244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_5487><s_c_6981>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_4692><s_c_234>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7772><s_b_3297><s_c_5785>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_326><s_c_4886>
|
||
20:43 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7586>
|
||
20:53 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_2568>
|
||
21:10 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_2419><s_c_5209>
|
||
21:18 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6761><s_c_4247>
|
||
21:25 [视频-评论/长播] <|video_begin|><s_a_2080><s_b_7164><s_c_2447>
|
||
21:35 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6051><s_c_2425>
|
||
21:39 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_4548>
|
||
21:44 [视频-评论/长播] <|video_begin|><s_a_3363><s_b_6436><s_c_5928>
|
||
21:52 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_6436><s_c_967>
|
||
21:52 [视频-评论/长播] <|video_begin|><s_a_4284><s_b_4939><s_c_6185>
|
||
21:59 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_853>
|
||
22:12 [视频-评论/长播] <|video_begin|><s_a_6776><s_b_2919><s_c_2768>
|
||
23:19 [广告-点击] <|ad_begin|><s_a_1726><s_b_6432><s_c_3777>
|
||
23:52 [视频-浏览] <|video_begin|><s_a_5555><s_b_2799><s_c_6547>
|
||
【2026-02-05】
|
||
00:37 [视频-长播] <|video_begin|><s_a_5903><s_b_8008><s_c_7899>
|
||
00:41 [视频-长播] <|video_begin|><s_a_1336><s_b_4508><s_c_77>
|
||
00:41 [视频-长播] <|video_begin|><s_a_8127><s_b_4496><s_c_4373>
|
||
00:41 [视频-长播] <|video_begin|><s_a_3766><s_b_3417><s_c_6379>
|
||
01:08 [视频-收藏/长播] <|video_begin|><s_a_3095><s_b_6726><s_c_7187>
|
||
01:25 [视频-长播] <|video_begin|><s_a_5903><s_b_6442><s_c_1939>
|
||
01:31 [视频-长播] <|video_begin|><s_a_7328><s_b_5714><s_c_499>
|
||
01:31 [视频-长播] <|video_begin|><s_a_2058><s_b_1292><s_c_853>
|
||
01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_4125><s_c_4451>
|
||
01:38 [视频-长播] <|video_begin|><s_a_3431><s_b_7684><s_c_359>
|
||
01:38 [视频-长播] <|video_begin|><s_a_6442><s_b_1284><s_c_1658>
|
||
01:54 [视频-评论/长播] <|video_begin|><s_a_532><s_b_978><s_c_814>
|
||
01:54 [视频-长播] <|video_begin|><s_a_7130><s_b_4932><s_c_6767>
|
||
01:54 [视频-长播] <|video_begin|><s_a_3115><s_b_4932><s_c_2913>
|
||
02:06 [视频-评论/长播] <|video_begin|><s_a_1210><s_b_8024><s_c_7598>
|
||
02:06 [视频-长播] <|video_begin|><s_a_4598><s_b_6761><s_c_2398>
|
||
02:16 [视频-评论/长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
|
||
02:25 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6730><s_c_47>
|
||
02:25 [视频-长播] <|video_begin|><s_a_5146><s_b_1190><s_c_4923>
|
||
02:25 [视频-长播] <|video_begin|><s_a_2051><s_b_7337><s_c_7073>
|
||
02:30 [视频-长播] <|video_begin|><s_a_6594><s_b_978><s_c_2530>
|
||
02:40 [视频-长播] <|video_begin|><s_a_6219><s_b_7386><s_c_2298>
|
||
02:43 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_677>
|
||
02:43 [视频-长播] <|video_begin|><s_a_5568><s_b_1292><s_c_6379>
|
||
02:47 [视频-长播] <|video_begin|><s_a_2015><s_b_3873><s_c_6509>
|
||
02:51 [视频-评论/长播] <|video_begin|><s_a_5134><s_b_1411><s_c_3716>
|
||
03:11 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_4944><s_c_7899>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_2469><s_c_6795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_6358><s_c_7329>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4048><s_b_206><s_c_4393>
|
||
03:32 [视频-长播] <|video_begin|><s_a_757><s_b_177><s_c_6047>
|
||
03:32 [视频-长播] <|video_begin|><s_a_2367><s_b_6442><s_c_7390>
|
||
03:37 [视频-长播] <|video_begin|><s_a_2367><s_b_5511><s_c_7390>
|
||
03:55 [视频-长播] <|video_begin|><s_a_4367><s_b_6358><s_c_5641>
|
||
03:55 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_696>
|
||
04:01 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_4252><s_c_7754>
|
||
04:01 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_4746><s_c_2912>
|
||
04:01 [视频-长播] <|video_begin|><s_a_4540><s_b_5676><s_c_1933>
|
||
04:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
||
04:09 [视频-长播] <|video_begin|><s_a_4615><s_b_1292><s_c_441>
|
||
04:17 [视频-长播] <|video_begin|><s_a_3689><s_b_2737><s_c_4629>
|
||
04:53 [视频-长播] <|video_begin|><s_a_7562><s_b_3235><s_c_638>
|
||
04:53 [视频-长播] <|video_begin|><s_a_4392><s_b_2817><s_c_3171>
|
||
05:45 [视频-长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
||
05:59 [视频-长播] <|video_begin|><s_a_3738><s_b_6234><s_c_1178>
|
||
05:59 [视频-长播] <|video_begin|><s_a_3001><s_b_3063><s_c_5563>
|
||
05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_5714><s_c_6674>
|
||
06:13 [视频-长播] <|video_begin|><s_a_4615><s_b_5797><s_c_6962>
|
||
06:13 [视频-长播] <|video_begin|><s_a_148><s_b_434><s_c_25>
|
||
06:32 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_7493><s_c_6707>
|
||
06:32 [视频-长播] <|video_begin|><s_a_2015><s_b_1799><s_c_7315>
|
||
06:39 [视频-长播] <|video_begin|><s_a_1853><s_b_4246><s_c_2070>
|
||
06:45 [视频-长播] <|video_begin|><s_a_3738><s_b_1206><s_c_3026>
|
||
07:01 [视频-长播] <|video_begin|><s_a_5903><s_b_5797><s_c_6873>
|
||
07:01 [视频-长播] <|video_begin|><s_a_2015><s_b_978><s_c_4636>
|
||
07:07 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4595>
|
||
07:07 [视频-长播] <|video_begin|><s_a_942><s_b_4746><s_c_5737>
|
||
07:22 [视频-长播] <|video_begin|><s_a_4615><s_b_1795><s_c_2693>
|
||
07:22 [视频-长播] <|video_begin|><s_a_6604><s_b_7344><s_c_406>
|
||
07:22 [视频-长播] <|video_begin|><s_a_3935><s_b_850><s_c_3775>
|
||
07:34 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_978><s_c_1118>
|
||
07:34 [视频-长播] <|video_begin|><s_a_2411><s_b_7337><s_c_6032>
|
||
07:34 [视频-长播] <|video_begin|><s_a_892><s_b_6436><s_c_7456>
|
||
07:41 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_4712>
|
||
07:41 [视频-长播] <|video_begin|><s_a_1781><s_b_5200><s_c_7420>
|
||
07:57 [视频-长播] <|video_begin|><s_a_7453><s_b_5216><s_c_4221>
|
||
07:57 [视频-长播] <|video_begin|><s_a_7385><s_b_3731><s_c_47>
|
||
08:10 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1265>
|
||
13:01 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
|
||
13:01 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心逻辑要求（递进性准则）：
|
||
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
||
1.场景驱动协同：交互 B 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 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
|
||
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：从被动接收信息到主动探索知识的兴趣演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收信息到主动探索知识的兴趣演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收信息到主动探索知识的兴趣演化", "events": [{"date": "2026-01-26", "action": "[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>", "logic": "初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"}, {"date": "2026-01-29", "action": "[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>", "logic": "行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2023-02-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2477><s_b_7705><s_c_4393>
|
||
【2023-02-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5183><s_b_3584><s_c_3589>
|
||
【2023-02-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7873><s_b_106><s_c_7924>
|
||
【2023-05-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1913><s_c_6375>
|
||
【2023-07-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6352><s_c_5211>
|
||
【2023-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_6426><s_c_4032>
|
||
【2024-02-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6398><s_b_222><s_c_3230>
|
||
【2024-02-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_1297><s_c_1662>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_1671><s_c_3365>
|
||
【2024-04-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_1687><s_c_2853>
|
||
【2024-05-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_1428><s_c_1467>
|
||
【2024-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_2904><s_c_2770>
|
||
【2024-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7804><s_b_3209><s_c_30>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7804><s_b_4839><s_c_7706>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_7007><s_c_7007>
|
||
【2024-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_4203><s_c_2364>
|
||
【2024-08-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1890><s_b_7779><s_c_1867>
|
||
【2024-11-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1443><s_c_8053>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_7270><s_c_6534>
|
||
【2024-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_2769><s_c_6326>
|
||
【2024-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2816><s_c_2368>
|
||
【2024-12-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2816><s_c_2368>
|
||
【2025-02-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1284><s_c_3483>
|
||
【2025-02-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3749><s_b_7776><s_c_7951>
|
||
【2025-03-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_2428><s_c_5435>
|
||
【2025-03-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_3930><s_c_5845>
|
||
【2025-05-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>
|
||
【2025-05-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7344><s_c_4647>
|
||
【2025-05-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_7951>
|
||
【2025-05-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_6973><s_c_6988>
|
||
【2025-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3244><s_c_574>
|
||
【2025-05-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7209><s_b_5260><s_c_962>
|
||
【2025-06-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6048><s_c_2224>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_3159><s_c_7366>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7727><s_b_5658><s_c_1453>
|
||
【2025-06-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2419><s_c_4467>
|
||
【2025-06-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_7754>
|
||
【2025-06-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_879><s_c_7951>
|
||
【2025-06-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_8049><s_c_1834>
|
||
【2025-06-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5384><s_c_5452>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_620><s_c_6758>
|
||
【2025-07-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
|
||
【2025-07-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_3228><s_c_7616>
|
||
【2025-08-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
|
||
【2025-08-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6099><s_b_765><s_c_7315>
|
||
【2025-08-06】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7151><s_b_451><s_c_6609>
|
||
【2025-08-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
|
||
【2025-08-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_6202>
|
||
【2025-08-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_4950><s_c_6278>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_3948>
|
||
【2025-08-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
||
【2025-08-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3719><s_b_6508><s_c_5563>
|
||
【2025-08-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_6278>
|
||
【2025-09-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_147><s_c_2193>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_799><s_c_5064>
|
||
【2025-09-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7209><s_b_7178><s_c_7119>
|
||
【2025-09-25】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3159><s_c_7101>
|
||
【2025-10-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3159><s_c_7101>
|
||
【2025-10-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4380><s_b_379><s_c_102>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_750><s_b_6454><s_c_2668>
|
||
【2025-10-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1004><s_b_1801><s_c_6870>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5685><s_c_6597>
|
||
【2025-10-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3736><s_c_2164>
|
||
【2025-10-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_4458><s_c_7366>
|
||
【2025-10-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4435><s_b_2547><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1826><s_b_2808><s_c_6369>
|
||
【2025-11-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6763><s_b_1053><s_c_2915>
|
||
【2025-11-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5933><s_b_53><s_c_5318>
|
||
【2025-11-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_4385><s_c_5943>
|
||
【2025-11-09】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_6426><s_c_7791>
|
||
【2025-11-11】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7485><s_b_6048><s_c_398>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_623><s_b_4516><s_c_4233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_623><s_b_5619><s_c_5868>
|
||
【2025-11-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_2513>
|
||
【2025-11-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1284><s_c_2400>
|
||
【2025-11-26】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_1695><s_c_3692>
|
||
【2025-11-29】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_4532><s_c_92>
|
||
【2025-12-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2510><s_b_1126><s_c_6698>
|
||
【2025-12-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_2312><s_c_5669>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_845><s_b_1380><s_c_1080>
|
||
【2025-12-05】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_3679><s_c_3233>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_5699><s_c_3233>
|
||
【2025-12-07】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8174><s_b_6467><s_c_8053>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_582><s_b_6818><s_c_3233>
|
||
【2025-12-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3592><s_b_180><s_c_7101>
|
||
【2025-12-18】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6213><s_c_6524>
|
||
【2025-12-24】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2663><s_b_7603><s_c_7978>
|
||
【2025-12-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3380><s_c_7605>
|
||
【2025-12-27】
|
||
10:34 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5647><s_c_7566>
|
||
【2025-12-29】
|
||
14:44 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_4479>
|
||
【2025-12-30】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3516><s_b_6426><s_c_4003>
|
||
16:13 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5156>
|
||
【2025-12-31】
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_581><s_c_216>
|
||
【2026-01-01】
|
||
11:52 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_5687>
|
||
【2026-01-03】
|
||
15:13 [广告-深度转化] <|ad_begin|><s_a_1210><s_b_5419><s_c_5673>
|
||
15:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_1259><s_c_5687>
|
||
15:34 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_5800><s_c_6915>
|
||
16:13 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1616>
|
||
【2026-01-04】
|
||
04:11 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_3602><s_c_1080>
|
||
12:24 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_6047><s_c_47>
|
||
【2026-01-05】
|
||
00:40 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_3932><s_c_4030>
|
||
03:54 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_8183>
|
||
16:27 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_7342><s_c_141>
|
||
【2026-01-07】
|
||
08:33 [广告-深度转化] <|ad_begin|><s_a_336><s_b_8061><s_c_6387>
|
||
【2026-01-08】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2083><s_b_4692><s_c_8057>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_200><s_b_4023><s_c_5000>
|
||
04:55 [广告-深度转化] <|ad_begin|><s_a_817><s_b_6234><s_c_3237>
|
||
12:36 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_989><s_c_2319>
|
||
13:24 [广告-深度转化] <|ad_begin|><s_a_2402><s_b_7608><s_c_7320>
|
||
【2026-01-10】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_6398><s_c_7366>
|
||
【2026-01-11】
|
||
06:45 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_71>
|
||
【2026-01-13】
|
||
03:46 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6234><s_c_6156>
|
||
06:13 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_416>
|
||
09:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_845>
|
||
11:25 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4978>
|
||
【2026-01-14】
|
||
00:10 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_5776>
|
||
15:40 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_5419><s_c_6185>
|
||
【2026-01-15】
|
||
13:30 [广告-深度转化] <|ad_begin|><s_a_497><s_b_6234><s_c_4405>
|
||
【2026-01-16】
|
||
14:02 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_4125><s_c_8003>
|
||
【2026-01-17】
|
||
07:20 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_800><s_c_3987>
|
||
【2026-01-18】
|
||
03:18 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_3026>
|
||
08:21 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_1701><s_c_77>
|
||
10:43 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6234><s_c_6156>
|
||
15:06 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_800><s_c_3987>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7209><s_b_5638><s_c_577>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_147><s_c_2193>
|
||
07:59 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5563>
|
||
【2026-01-20】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_1290><s_c_5882>
|
||
【2026-01-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5131><s_c_2374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1290><s_c_1105>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_4989><s_c_4856>
|
||
【2026-01-22】
|
||
07:37 [广告-深度转化] <|ad_begin|><s_a_655><s_b_5349><s_c_3026>
|
||
09:54 [视频-点赞/长播] <|video_begin|><s_a_655><s_b_6234><s_c_2146>
|
||
12:38 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_2204>
|
||
12:44 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1916><s_c_308>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_655><s_b_665><s_c_4479>
|
||
14:50 [广告-深度转化] <|ad_begin|><s_a_5368><s_b_7608><s_c_7856>
|
||
14:59 [广告-深度转化] <|ad_begin|><s_a_6137><s_b_5511><s_c_145>
|
||
15:27 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_5268><s_c_7456>
|
||
【2026-01-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_7342><s_c_330>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3736><s_c_2161>
|
||
01:12 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_308>
|
||
07:34 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4746><s_c_7616>
|
||
11:50 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6390>
|
||
【2026-01-24】
|
||
00:58 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_5851>
|
||
03:29 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_2509>
|
||
07:39 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4783>
|
||
08:57 [广告-深度转化] <|ad_begin|><s_a_6577><s_b_3447><s_c_3198>
|
||
09:59 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7119>
|
||
10:10 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
|
||
22:30 [广告-深度转化] <|ad_begin|><s_a_923><s_b_1206><s_c_5563>
|
||
【2026-01-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5659><s_c_4817>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7333><s_b_4782><s_c_2590>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_6426><s_c_805>
|
||
10:33 [广告-深度转化] <|ad_begin|><s_a_4928><s_b_6234><s_c_7676>
|
||
12:33 [广告-深度转化] <|ad_begin|><s_a_1596><s_b_5385><s_c_5687>
|
||
13:56 [广告-深度转化] <|ad_begin|><s_a_1584><s_b_1596><s_c_1946>
|
||
【2026-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1575><s_c_3950>
|
||
【2026-01-28】
|
||
14:12 [广告-深度转化] <|ad_begin|><s_a_1981><s_b_7608><s_c_7137>
|
||
15:52 [广告-深度转化] <|ad_begin|><s_a_562><s_b_2148><s_c_853>
|
||
【2026-01-29】
|
||
13:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1752>
|
||
16:15 [视频-长播] <|video_begin|><s_a_4566><s_b_594><s_c_6513>
|
||
16:48 [视频-长播] <|video_begin|><s_a_1708><s_b_7965><s_c_3296>
|
||
【2026-01-30】
|
||
00:48 [视频-长播] <|video_begin|><s_a_4843><s_b_6426><s_c_3676>
|
||
00:48 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6278>
|
||
02:12 [视频-长播] <|video_begin|><s_a_4922><s_b_6477><s_c_141>
|
||
03:29 [视频-长播] <|video_begin|><s_a_3655><s_b_6435><s_c_7534>
|
||
04:43 [视频-长播] <|video_begin|><s_a_4646><s_b_4342><s_c_3363>
|
||
07:53 [广告-深度转化] <|ad_begin|><s_a_4646><s_b_7081><s_c_5901>
|
||
09:09 [视频-长播] <|video_begin|><s_a_3689><s_b_1822><s_c_113>
|
||
09:56 [视频-长播] <|video_begin|><s_a_5181><s_b_5237><s_c_3777>
|
||
09:56 [视频-长播] <|video_begin|><s_a_116><s_b_3280><s_c_2411>
|
||
10:26 [视频-长播] <|video_begin|><s_a_1853><s_b_1411><s_c_2470>
|
||
10:26 [视频-长播] <|video_begin|><s_a_6855><s_b_4059><s_c_1708>
|
||
11:10 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6695>
|
||
11:10 [视频-长播] <|video_begin|><s_a_791><s_b_5101><s_c_3026>
|
||
12:01 [视频-长播] <|video_begin|><s_a_4946><s_b_6761><s_c_2465>
|
||
13:45 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_5641>
|
||
15:25 [视频-长播] <|video_begin|><s_a_7385><s_b_800><s_c_3447>
|
||
15:45 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_5268><s_c_6597>
|
||
20:53 [视频-长播] <|video_begin|><s_a_923><s_b_7888><s_c_6093>
|
||
【2026-01-31】
|
||
04:08 [视频-长播] <|video_begin|><s_a_5629><s_b_5101><s_c_141>
|
||
04:08 [视频-长播] <|video_begin|><s_a_3689><s_b_800><s_c_1439>
|
||
04:17 [视频-长播] <|video_begin|><s_a_3655><s_b_4033><s_c_4626>
|
||
04:17 [视频-长播] <|video_begin|><s_a_6258><s_b_6477><s_c_2370>
|
||
07:52 [视频-长播] <|video_begin|><s_a_1013><s_b_6477><s_c_2559>
|
||
08:17 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_6674>
|
||
10:59 [视频-长播] <|video_begin|><s_a_16><s_b_5101><s_c_2370>
|
||
14:35 [视频-长播] <|video_begin|><s_a_1335><s_b_2668><s_c_2038>
|
||
14:35 [视频-长播] <|video_begin|><s_a_3801><s_b_3417><s_c_7793>
|
||
15:36 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
23:41 [广告-点击] <|ad_begin|><s_a_4354><s_b_5349><s_c_929>
|
||
23:43 [广告-点击] <|ad_begin|><s_a_3711><s_b_6162><s_c_4160>
|
||
23:47 [广告-点击] <|ad_begin|><s_a_2012><s_b_5892><s_c_5910>
|
||
23:49 [广告-点击] <|ad_begin|><s_a_7331><s_b_422><s_c_4603>
|
||
23:50 [广告-点击] <|ad_begin|><s_a_2618><s_b_3961><s_c_532>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_4718><s_b_7390><s_c_6065>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_7331><s_b_7655><s_c_543>
|
||
23:54 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_7228><s_b_483><s_c_7261>
|
||
【2026-02-01】
|
||
01:29 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_2740>
|
||
02:03 [视频-长播] <|video_begin|><s_a_2551><s_b_1113><s_c_3363>
|
||
02:17 [广告-点击] <|ad_begin|><s_a_104><s_b_168><s_c_6390>
|
||
02:22 [广告-点击] <|ad_begin|><s_a_655><s_b_1862><s_c_2758>
|
||
08:22 [广告-点击] <|ad_begin|><s_a_7331><s_b_2918><s_c_6853>
|
||
08:32 [视频-长播] <|video_begin|><s_a_2764><s_b_7028><s_c_3121>
|
||
08:37 [视频-长播] <|video_begin|><s_a_8159><s_b_6234><s_c_4084>
|
||
10:00 [视频-长播] <|video_begin|><s_a_4607><s_b_978><s_c_543>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6879>
|
||
12:57 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_152><s_c_3424>
|
||
12:57 [广告-点击] <|ad_begin|><s_a_1393><s_b_152><s_c_3424>
|
||
14:06 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
|
||
14:06 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1659>
|
||
15:07 [视频-长播] <|video_begin|><s_a_6510><s_b_1523><s_c_6676>
|
||
15:27 [广告-点击] <|ad_begin|><s_a_99><s_b_7333><s_c_6239>
|
||
15:31 [广告-点击] <|ad_begin|><s_a_2983><s_b_3932><s_c_1295>
|
||
15:31 [广告-点击] <|ad_begin|><s_a_2012><s_b_7965><s_c_1295>
|
||
15:33 [广告-点击] <|ad_begin|><s_a_2983><s_b_3932><s_c_1295>
|
||
15:53 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_987>
|
||
21:54 [视频-长播] <|video_begin|><s_a_2764><s_b_2549><s_c_2793>
|
||
21:54 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_6185>
|
||
21:56 [广告-点击] <|ad_begin|><s_a_6904><s_b_513><s_c_2309>
|
||
23:07 [视频-长播] <|video_begin|><s_a_5831><s_b_3338><s_c_1485>
|
||
【2026-02-02】
|
||
00:16 [广告-点击] <|ad_begin|><s_a_7331><s_b_3898><s_c_1000>
|
||
00:21 [广告-点击] <|ad_begin|><s_a_1383><s_b_123><s_c_7932>
|
||
00:22 [广告-点击] <|ad_begin|><s_a_3711><s_b_6162><s_c_4160>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_1351><s_b_1411><s_c_6557>
|
||
04:40 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_5349>
|
||
07:47 [广告-点击] <|ad_begin|><s_a_3732><s_b_6234><s_c_831>
|
||
09:25 [视频-长播] <|video_begin|><s_a_562><s_b_2029><s_c_7719>
|
||
09:25 [视频-长播] <|video_begin|><s_a_7411><s_b_697><s_c_8037>
|
||
09:25 [视频-长播] <|video_begin|><s_a_2051><s_b_6234><s_c_7106>
|
||
09:38 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_3014>
|
||
09:38 [视频-长播] <|video_begin|><s_a_6955><s_b_3618><s_c_7533>
|
||
10:07 [视频-长播] <|video_begin|><s_a_5181><s_b_5607><s_c_3026>
|
||
10:43 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_5187>
|
||
10:43 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_5187>
|
||
12:12 [广告-点击] <|ad_begin|><s_a_2814><s_b_7919><s_c_1643>
|
||
14:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
14:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
||
14:55 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
20:53 [视频-长播] <|video_begin|><s_a_116><s_b_2221><s_c_2057>
|
||
21:21 [视频-长播] <|video_begin|><s_a_3689><s_b_7391><s_c_655>
|
||
23:54 [广告-点击] <|ad_begin|><s_a_1921><s_b_4475><s_c_8143>
|
||
23:55 [广告-点击] <|ad_begin|><s_a_7331><s_b_624><s_c_2918>
|
||
【2026-02-03】
|
||
00:00 [广告-点击] <|ad_begin|><s_a_1351><s_b_3727><s_c_2548>
|
||
00:01 [广告-点击] <|ad_begin|><s_a_77><s_b_6532><s_c_5793>
|
||
06:36 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_2165>
|
||
07:50 [广告-深度转化] <|ad_begin|><s_a_3528><s_b_6234><s_c_2211>
|
||
07:50 [广告-点击] <|ad_begin|><s_a_3528><s_b_6234><s_c_2211>
|
||
11:20 [广告-点击] <|ad_begin|><s_a_1921><s_b_6532><s_c_7635>
|
||
11:23 [广告-点击] <|ad_begin|><s_a_7088><s_b_7894><s_c_7268>
|
||
11:24 [广告-点击] <|ad_begin|><s_a_1921><s_b_6532><s_c_7635>
|
||
11:53 [视频-长播] <|video_begin|><s_a_7251><s_b_6946><s_c_8030>
|
||
11:53 [视频-长播] <|video_begin|><s_a_3801><s_b_353><s_c_4344>
|
||
11:53 [视频-长播] <|video_begin|><s_a_6776><s_b_6234><s_c_6364>
|
||
12:55 [视频-长播] <|video_begin|><s_a_3689><s_b_3447><s_c_1269>
|
||
13:44 [广告-点击] <|ad_begin|><s_a_4928><s_b_6234><s_c_128>
|
||
13:46 [广告-点击] <|ad_begin|><s_a_6302><s_b_2376><s_c_6707>
|
||
21:51 [广告-点击] <|ad_begin|><s_a_1921><s_b_5543><s_c_1707>
|
||
21:52 [广告-点击] <|ad_begin|><s_a_3711><s_b_6127><s_c_2866>
|
||
21:56 [广告-点击] <|ad_begin|><s_a_2675><s_b_5081><s_c_2833>
|
||
21:57 [广告-点击] <|ad_begin|><s_a_7088><s_b_7894><s_c_7268>
|
||
21:59 [广告-点击] <|ad_begin|><s_a_5229><s_b_1413><s_c_6057>
|
||
22:01 [广告-点击] <|ad_begin|><s_a_456><s_b_3924><s_c_7261>
|
||
22:02 [广告-点击] <|ad_begin|><s_a_3876><s_b_6776><s_c_7932>
|
||
22:03 [广告-点击] <|ad_begin|><s_a_3876><s_b_6776><s_c_4944>
|
||
22:04 [广告-点击] <|ad_begin|><s_a_6140><s_b_2029><s_c_401>
|
||
22:05 [广告-点击] <|ad_begin|><s_a_6140><s_b_2029><s_c_2123>
|
||
【2026-02-04】
|
||
01:12 [广告-点击] <|ad_begin|><s_a_7000><s_b_5169><s_c_1737>
|
||
04:04 [视频-长播] <|video_begin|><s_a_3677><s_b_6202><s_c_4193>
|
||
08:33 [视频-长播] <|video_begin|><s_a_1164><s_b_1013><s_c_4252>
|
||
10:30 [广告-点击] <|ad_begin|><s_a_6329><s_b_6551><s_c_47>
|
||
10:59 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6559>
|
||
11:37 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
|
||
11:37 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_1148>
|
||
23:43 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1645>
|
||
【2026-02-05】
|
||
00:56 [视频-长播] <|video_begin|><s_a_3510><s_b_5200><s_c_6278>
|
||
01:47 [视频-长播] <|video_begin|><s_a_6321><s_b_775><s_c_5162>
|
||
02:59 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
02:59 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3363>
|
||
03:50 [广告-点击] <|ad_begin|><s_a_2983><s_b_3932><s_c_1295>
|
||
03:51 [广告-点击] <|ad_begin|><s_a_6786><s_b_4142><s_c_5430>
|
||
03:52 [广告-点击] <|ad_begin|><s_a_7331><s_b_2799><s_c_2918>
|
||
03:56 [广告-点击] <|ad_begin|><s_a_3945><s_b_6284><s_c_6442>
|
||
03:57 [广告-点击] <|ad_begin|><s_a_456><s_b_7146><s_c_5059>
|
||
06:05 [视频-长播] <|video_begin|><s_a_7796><s_b_1013><s_c_1471>
|
||
08:32 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1584>
|
||
08:32 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1584>
|
||
10:13 [广告-点击] <|ad_begin|><s_a_562><s_b_4496><s_c_5059>
|
||
10:52 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_6185>
|
||
10:52 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_6185>
|
||
12:29 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_5259>
|
||
12:29 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_5259>
|
||
14:35 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_55>
|
||
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化
|
||
核心逻辑要求（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 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须由交互 A 引发的副作用或新需求而产生，或者 A 本身就是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下,交互 B 的需求比 交互 A 更具体详细, 但不包括多次重复的购买、点击、搜索等行为，避免重复节点内容。
|
||
请围绕以下主题提取行为逻辑链：
|
||
主题：从被动接收娱乐信息到主动探索专业知识的兴趣演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收娱乐信息到主动探索专业知识的兴趣演化",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这位用户的行为数据，以推断其兴趣是如何从被动接收娱乐信息，逐步演化到主动探索专业知识的。
|
||
|
||
从整体交互历史来看，我注意到这位用户的行为模式展现出一条清晰的演变轨迹。在早期，用户的消费行为主要集中在生活必需品和服饰上，例如购买妈妈装 <|prod_begin|><s_a_2477><s_b_7705><s_c_4393>、女包 <|prod_begin|><s_a_5183><s_b_3584><s_c_3589> 以及各类农产品和食品调料。这表明用户是一位注重家庭生活、有一定年纪的女性。
|
||
|
||
随着时间的推移，特别是在2025年，用户的兴趣开始明显地向直播内容倾斜。我发现，在2025年5月14日，用户关注了一个以剧情扮演和戏剧化直播为特点的主播 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>。这类直播内容娱乐性强，互动性高，主要是为了消遣和放松，属于一种比较被动的娱乐信息接收。这可以看作是用户兴趣的初始阶段，偏好轻松、有趣、有故事性的内容。
|
||
|
||
然而，一个显著的转折点出现在了2025年7月22日。在这一天，用户关注了一位标签为“中医养生达人”和“穴位教学专家”的主播 <|living_begin|><s_a_2012><s_b_2246><s_c_7951>。这个行为非常关键，因为它标志着用户的兴趣从纯粹的娱乐消遣，开始转向具有实用价值和专业知识的领域。中医和养生这类内容需要用户投入更多的认知精力去理解和学习，不再是简单的被动观看，而是带有主动获取知识的目的。我推测，这可能是由于用户自身或家庭对健康问题的关注度提升，从而驱动了这一兴趣的迁移。
|
||
|
||
在建立了对中医养生的初步兴趣后，用户的探索行为变得更加深入和具体。大约一个月后，即2025年8月16日，用户再次关注了一位中医领域的讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620>。与前一位主播相比，这位主播的标签更为细化和专业，例如“心脑血管健康科普者”和“脾胃调理实操导师”。这表明用户的需求已经从泛泛的养生科普，升级到了针对特定健康问题的解决方案探索。这种从宏观到微观的兴趣深化，反映出用户正在主动构建自己的健康知识体系，而不仅仅是随机浏览。
|
||
|
||
综合来看，这位用户的兴趣演化路径清晰地展示了从被动娱乐到主动求知的转变。最初，用户被剧情化、娱乐性强的直播内容所吸引，这满足了其基础的消遣需求。随后，出于对健康问题的关注，用户的兴趣点转移到了实用性更强的中医养生领域，开始主动学习专业知识。最终，这种学习行为进一步深化，用户开始聚焦于更具体、更专业的健康调理方向，显示出一种系统性的知识探索倾向。
|
||
|
||
因此，我倾向于认为，用户的核心兴趣已经从早期的娱乐化直播内容，逐步演变为对专业健康知识的主动探索。这一演化过程始于对剧情扮演型主播的关注 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>，随后在关注中医养生达人 <|living_begin|><s_a_2012><s_b_2246><s_c_7951> 时发生了关键性的转折，最终通过关注更具体的心脑血管及脾胃调理讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620> 得以深化和细化。未来，向其推荐具有深度、专业且可实操的健康养生类内容，有较大概率被其接纳和喜爱。</think>
|
||
{"logic_chain": {"name": "从被动接收娱乐信息到主动探索专业知识的兴趣演化", "events": [{"date": "2025-05-14", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>", "logic": "初始阶段：兴趣主要集中在娱乐性、剧情化的直播内容，以消遣为主要目的。"}, {"date": "2025-07-22", "action": "[直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>", "logic": "兴趣转折与深化：首次关注具有强知识属性的“中医养生”、“穴位教学”主播，标志着用户兴趣从纯娱乐转向实用性健康知识获取，实现了认知需求的跃迁。"}, {"date": "2025-08-16", "action": "[直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>", "logic": "认知聚焦与细化：在已建立中医养生兴趣的基础上，进一步关注更具体、更深入的领域，如“心脑血管健康”、“脾胃调理实操”，表明用户正在构建更系统化的健康知识体系。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-08-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8150><s_c_4200>
|
||
【2025-08-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_152><s_c_3232>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2921><s_b_1959><s_c_6011>
|
||
【2025-08-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_6197><s_c_3842>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_7517><s_c_7690>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_3048><s_c_2883>
|
||
【2025-08-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_2752><s_c_111>
|
||
【2025-09-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_651><s_b_5172><s_c_567>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_4231><s_c_4585>
|
||
【2025-09-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_6084><s_c_3659>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1201><s_c_1882>
|
||
【2025-09-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6316><s_b_449><s_c_2273>
|
||
【2025-09-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_990><s_b_3569><s_c_6965>
|
||
【2025-09-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4573><s_b_1223><s_c_4357>
|
||
【2025-10-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1689><s_b_5348><s_c_845>
|
||
【2025-10-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5563><s_b_5206><s_c_5983>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7851><s_b_4516><s_c_3477>
|
||
【2025-10-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2641><s_b_4223><s_c_5197>
|
||
【2025-10-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_2641><s_c_5314>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3855><s_b_2255><s_c_3584>
|
||
【2025-11-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2877><s_b_4538><s_c_4085>
|
||
【2025-11-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7574><s_b_1175><s_c_7380>
|
||
【2025-11-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6691><s_b_566><s_c_2950>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_2641><s_c_2641>
|
||
【2025-11-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_3297><s_c_4605>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_4197><s_c_7926>
|
||
【2025-11-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_4149><s_c_1515>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_1801><s_c_208>
|
||
【2025-12-10】
|
||
04:45 [广告-点击] <|ad_begin|><s_a_5687><s_b_7342><s_c_5186>
|
||
【2025-12-11】
|
||
04:33 [广告-点击] <|ad_begin|><s_a_1351><s_b_4733><s_c_1395>
|
||
【2025-12-12】
|
||
13:14 [广告-深度转化] <|ad_begin|><s_a_447><s_b_2667><s_c_2678>
|
||
13:14 [广告-点击] <|ad_begin|><s_a_447><s_b_2667><s_c_2678>
|
||
15:59 [广告-点击] <|ad_begin|><s_a_6577><s_b_7261><s_c_2123>
|
||
【2025-12-13】
|
||
04:09 [广告-点击] <|ad_begin|><s_a_4340><s_b_6901><s_c_4008>
|
||
06:39 [广告-点击] <|ad_begin|><s_a_5229><s_b_7381><s_c_1611>
|
||
07:11 [广告-点击] <|ad_begin|><s_a_7984><s_b_57><s_c_6718>
|
||
07:15 [广告-点击] <|ad_begin|><s_a_4071><s_b_1382><s_c_2881>
|
||
09:37 [广告-点击] <|ad_begin|><s_a_1596><s_b_631><s_c_2370>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2098><s_b_5801><s_c_162>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3209><s_b_3923><s_c_2972>
|
||
【2025-12-14】
|
||
01:12 [广告-点击] <|ad_begin|><s_a_5687><s_b_57><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5304><s_b_7203><s_c_2756>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2098><s_b_5801><s_c_162>
|
||
【2025-12-15】
|
||
11:48 [广告-点击] <|ad_begin|><s_a_639><s_b_4491><s_c_3016>
|
||
【2025-12-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2877><s_b_3652><s_c_4085>
|
||
【2025-12-19】
|
||
14:08 [广告-点击] <|ad_begin|><s_a_1726><s_b_451><s_c_6785>
|
||
【2025-12-20】
|
||
03:46 [广告-点击] <|ad_begin|><s_a_3711><s_b_2993><s_c_1128>
|
||
【2025-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5420><s_b_2376><s_c_636>
|
||
【2025-12-24】
|
||
05:10 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_308>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6691><s_b_566><s_c_2950>
|
||
【2025-12-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_3314><s_c_2782>
|
||
【2025-12-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_1959><s_c_2204>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5876><s_c_5036>
|
||
【2026-01-01】
|
||
02:01 [广告-点击] <|ad_begin|><s_a_7424><s_b_1779><s_c_6771>
|
||
08:25 [广告-深度转化] <|ad_begin|><s_a_5229><s_b_57><s_c_2856>
|
||
08:25 [广告-点击] <|ad_begin|><s_a_5229><s_b_57><s_c_2856>
|
||
【2026-01-02】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>
|
||
【2026-01-03】
|
||
09:17 [广告-点击] <|ad_begin|><s_a_3062><s_b_1201><s_c_7244>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2098><s_b_3854><s_c_2629>
|
||
【2026-01-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6727><s_b_6525><s_c_406>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4147><s_b_7650><s_c_6871>
|
||
10:17 [广告-点击] <|ad_begin|><s_a_8127><s_b_7214><s_c_1935>
|
||
13:18 [广告-点击] <|ad_begin|><s_a_4818><s_b_4340><s_c_4707>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2098><s_b_3854><s_c_2629>
|
||
【2026-01-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3013><s_b_2085><s_c_870>
|
||
【2026-01-07】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6488><s_b_2852><s_c_3515>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2641><s_b_3187><s_c_7691>
|
||
【2026-01-08】
|
||
11:53 [广告-点击] <|ad_begin|><s_a_5687><s_b_7498><s_c_1337>
|
||
12:00 [广告-点击] <|ad_begin|><s_a_5433><s_b_4125><s_c_4186>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3875><s_b_3813><s_c_319>
|
||
【2026-01-09】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2098><s_b_3854><s_c_2629>
|
||
【2026-01-10】
|
||
17:19 [广告-点击] <|ad_begin|><s_a_5687><s_b_978><s_c_6239>
|
||
【2026-01-11】
|
||
05:51 [广告-点击] <|ad_begin|><s_a_7893><s_b_2497><s_c_7616>
|
||
08:07 [广告-点击] <|ad_begin|><s_a_1584><s_b_4342><s_c_333>
|
||
08:23 [广告-点击] <|ad_begin|><s_a_639><s_b_1201><s_c_3016>
|
||
15:20 [广告-点击] <|ad_begin|><s_a_7328><s_b_1201><s_c_3692>
|
||
【2026-01-13】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6475><s_b_7342><s_c_5100>
|
||
【2026-01-17】
|
||
08:36 [广告-点击] <|ad_begin|><s_a_3062><s_b_2799><s_c_814>
|
||
08:38 [广告-点击] <|ad_begin|><s_a_3062><s_b_4733><s_c_7073>
|
||
08:39 [广告-点击] <|ad_begin|><s_a_5687><s_b_1201><s_c_4200>
|
||
08:46 [广告-点击] <|ad_begin|><s_a_5555><s_b_5511><s_c_5061>
|
||
08:46 [广告-点击] <|ad_begin|><s_a_5555><s_b_5511><s_c_5061>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1201><s_c_7586>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1201><s_c_7586>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4321><s_b_3702><s_c_6173>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6873><s_b_1103><s_c_1400>
|
||
【2026-01-19】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2098><s_b_5801><s_c_162>
|
||
【2026-01-20】
|
||
06:04 [广告-深度转化] <|ad_begin|><s_a_5687><s_b_1445><s_c_8003>
|
||
06:04 [广告-点击] <|ad_begin|><s_a_5687><s_b_1445><s_c_8003>
|
||
07:06 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_4753><s_c_607>
|
||
07:06 [广告-点击] <|ad_begin|><s_a_5115><s_b_4753><s_c_607>
|
||
23:57 [广告-点击] <|ad_begin|><s_a_1584><s_b_7591><s_c_6067>
|
||
【2026-01-21】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_631><s_c_5669>
|
||
【2026-01-22】
|
||
03:23 [视频-收藏/长播] <|video_begin|><s_a_2125><s_b_4324><s_c_7899>
|
||
03:35 [广告-点击] <|ad_begin|><s_a_7381><s_b_1277><s_c_532>
|
||
03:40 [广告-点击] <|ad_begin|><s_a_7038><s_b_5892><s_c_6419>
|
||
11:15 [视频-收藏/长播] <|video_begin|><s_a_8152><s_b_1411><s_c_2568>
|
||
【2026-01-23】
|
||
04:50 [广告-点击] <|ad_begin|><s_a_4808><s_b_7608><s_c_3016>
|
||
15:01 [视频-收藏/长播] <|video_begin|><s_a_4767><s_b_908><s_c_1708>
|
||
【2026-01-24】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1790><s_b_7878><s_c_3026>
|
||
10:39 [视频-收藏/长播] <|video_begin|><s_a_143><s_b_1119><s_c_5673>
|
||
11:07 [视频-收藏/长播] <|video_begin|><s_a_7300><s_b_850><s_c_1471>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_1206><s_c_993>
|
||
17:07 [视频-收藏/长播] <|video_begin|><s_a_4808><s_b_1822><s_c_7622>
|
||
【2026-01-25】
|
||
04:19 [视频-关注/长播] <|video_begin|><s_a_5632><s_b_7381><s_c_6583>
|
||
05:13 [广告-点击] <|ad_begin|><s_a_1584><s_b_581><s_c_2370>
|
||
05:52 [视频-收藏/长播] <|video_begin|><s_a_1985><s_b_7333><s_c_6236>
|
||
06:04 [视频-转发/长播] <|video_begin|><s_a_6137><s_b_1201><s_c_503>
|
||
07:51 [广告-点击] <|ad_begin|><s_a_5988><s_b_6891><s_c_4543>
|
||
14:48 [广告-点击] <|ad_begin|><s_a_606><s_b_581><s_c_3716>
|
||
15:28 [视频-转发/长播] <|video_begin|><s_a_1881><s_b_3691><s_c_7671>
|
||
16:48 [视频-评论/长播] <|video_begin|><s_a_7295><s_b_4009><s_c_6686>
|
||
16:55 [视频-评论/长播] <|video_begin|><s_a_3715><s_b_3417><s_c_967>
|
||
【2026-01-26】
|
||
01:33 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6435><s_c_6954>
|
||
01:33 [广告-点击] <|ad_begin|><s_a_8127><s_b_6435><s_c_6954>
|
||
03:13 [视频-评论/长播] <|video_begin|><s_a_4521><s_b_3504><s_c_47>
|
||
09:11 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_7608><s_c_6919>
|
||
09:31 [视频-收藏/长播] <|video_begin|><s_a_782><s_b_7138><s_c_6390>
|
||
10:41 [视频-评论/长播] <|video_begin|><s_a_3579><s_b_3417><s_c_2615>
|
||
10:41 [视频-评论/长播] <|video_begin|><s_a_5983><s_b_6006><s_c_8109>
|
||
12:40 [视频-评论/长播] <|video_begin|><s_a_782><s_b_5641><s_c_5911>
|
||
12:40 [视频-转发/长播] <|video_begin|><s_a_4808><s_b_3302><s_c_4451>
|
||
14:50 [视频-评论/长播] <|video_begin|><s_a_4845><s_b_4252><s_c_7315>
|
||
15:16 [视频-评论/长播] <|video_begin|><s_a_7038><s_b_7765><s_c_4603>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_513><s_b_3504><s_c_7267>
|
||
【2026-01-27】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_6640><s_b_697><s_c_3016>
|
||
03:33 [视频-收藏/长播] <|video_begin|><s_a_2383><s_b_1201><s_c_8102>
|
||
03:47 [视频-关注/长播] <|video_begin|><s_a_5632><s_b_3727><s_c_2833>
|
||
04:01 [视频-转发/长播] <|video_begin|><s_a_4808><s_b_1119><s_c_2522>
|
||
07:08 [视频-评论/长播] <|video_begin|><s_a_7034><s_b_3042><s_c_6463>
|
||
09:35 [视频-评论/长播] <|video_begin|><s_a_782><s_b_4600><s_c_3038>
|
||
15:40 [视频-评论/长播] <|video_begin|><s_a_8037><s_b_1424><s_c_426>
|
||
【2026-01-28】
|
||
02:41 [视频-评论/长播] <|video_begin|><s_a_5452><s_b_2031><s_c_4243>
|
||
04:09 [广告-点击] <|ad_begin|><s_a_562><s_b_2789><s_c_5004>
|
||
04:51 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_6334><s_c_1148>
|
||
05:33 [视频-评论/长播] <|video_begin|><s_a_7937><s_b_6973><s_c_2902>
|
||
16:31 [视频-评论/长播] <|video_begin|><s_a_5023><s_b_5631><s_c_5662>
|
||
【2026-01-29】
|
||
02:05 [广告-点击] <|ad_begin|><s_a_3062><s_b_1310><s_c_3877>
|
||
04:09 [视频-评论/长播] <|video_begin|><s_a_782><s_b_697><s_c_4858>
|
||
04:09 [视频-收藏/长播] <|video_begin|><s_a_5452><s_b_57><s_c_2290>
|
||
04:33 [视频-收藏/长播] <|video_begin|><s_a_7830><s_b_5454><s_c_728>
|
||
05:52 [广告-点击] <|ad_begin|><s_a_1584><s_b_581><s_c_2370>
|
||
08:17 [视频-转发/长播] <|video_begin|><s_a_782><s_b_5511><s_c_6447>
|
||
10:41 [视频-评论/长播] <|video_begin|><s_a_7774><s_b_6261><s_c_6614>
|
||
12:05 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_5727><s_c_4673>
|
||
13:16 [视频-评论/长播] <|video_begin|><s_a_287><s_b_1201><s_c_179>
|
||
15:06 [视频-评论/长播] <|video_begin|><s_a_5659><s_b_5511><s_c_7899>
|
||
【2026-01-30】
|
||
08:39 [视频-转发/长播] <|video_begin|><s_a_1509><s_b_1699><s_c_1979>
|
||
15:22 [视频-评论/长播] <|video_begin|><s_a_7038><s_b_5268><s_c_4194>
|
||
16:32 [视频-评论/长播] <|video_begin|><s_a_5629><s_b_5394><s_c_5553>
|
||
【2026-01-31】
|
||
03:16 [视频-评论/长播] <|video_begin|><s_a_1369><s_b_2142><s_c_3998>
|
||
03:16 [视频-收藏/长播] <|video_begin|><s_a_5384><s_b_3961><s_c_5634>
|
||
03:19 [视频-关注/长播] <|video_begin|><s_a_3687><s_b_7608><s_c_838>
|
||
08:52 [广告-点击] <|ad_begin|><s_a_3062><s_b_1310><s_c_3877>
|
||
09:12 [视频-收藏/长播] <|video_begin|><s_a_7243><s_b_727><s_c_4159>
|
||
15:09 [视频-评论/长播] <|video_begin|><s_a_1981><s_b_2489><s_c_6275>
|
||
16:20 [视频-收藏/长播] <|video_begin|><s_a_2015><s_b_6261><s_c_1284>
|
||
16:20 [视频-收藏/长播] <|video_begin|><s_a_5983><s_b_5546><s_c_3261>
|
||
16:24 [视频-评论/长播] <|video_begin|><s_a_5983><s_b_5546><s_c_7902>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>
|
||
16:45 [视频-评论/长播] <|video_begin|><s_a_759><s_b_1201><s_c_7754>
|
||
【2026-02-01】
|
||
04:25 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_1201><s_c_3555>
|
||
06:08 [视频-评论/长播] <|video_begin|><s_a_4401><s_b_7100><s_c_1708>
|
||
15:04 [视频-转发/长播] <|video_begin|><s_a_3579><s_b_3589><s_c_6150>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6182><s_b_7858><s_c_7119>
|
||
【2026-02-02】
|
||
03:01 [视频-评论/长播] <|video_begin|><s_a_7559><s_b_3734><s_c_7806>
|
||
06:29 [视频-评论/长播] <|video_begin|><s_a_1340><s_b_4203><s_c_2309>
|
||
06:29 [视频-收藏/长播] <|video_begin|><s_a_16><s_b_5551><s_c_7921>
|
||
08:36 [视频-评论/长播] <|video_begin|><s_a_5003><s_b_4317><s_c_5942>
|
||
10:17 [视频-评论/长播] <|video_begin|><s_a_1726><s_b_3734><s_c_5673>
|
||
14:08 [视频-评论/长播] <|video_begin|><s_a_3510><s_b_4262><s_c_6583>
|
||
15:46 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_1201><s_c_1591>
|
||
【2026-02-03】
|
||
02:47 [广告-点击] <|ad_begin|><s_a_1584><s_b_1141><s_c_6227>
|
||
02:47 [广告-点击] <|ad_begin|><s_a_5632><s_b_3727><s_c_3995>
|
||
09:27 [广告-点击] <|ad_begin|><s_a_1351><s_b_4932><s_c_1552>
|
||
10:09 [视频-转发/评论/收藏/长播] <|video_begin|><s_a_5687><s_b_6261><s_c_5217>
|
||
14:33 [视频-收藏/长播] <|video_begin|><s_a_1977><s_b_7608><s_c_1734>
|
||
14:43 [广告-点击] <|ad_begin|><s_a_4808><s_b_7608><s_c_3016>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7618><s_b_5626><s_c_6735>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_1226><s_c_133>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_3594><s_c_1685>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_2007><s_c_2172>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_5194><s_c_6500>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_8014><s_c_7101>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_8110>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_340><s_b_3734><s_c_7925>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2564><s_b_3734><s_c_6177>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_6194><s_c_1858>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_2498><s_c_7556>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_597>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1163><s_b_7412><s_c_7937>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_2012>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_1397>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5161><s_c_1877>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3763><s_b_3734><s_c_8110>
|
||
17:09 [视频-评论/长播] <|video_begin|><s_a_3062><s_b_1645><s_c_5687>
|
||
17:16 [视频-评论/长播] <|video_begin|><s_a_2134><s_b_3916><s_c_6122>
|
||
17:21 [视频-评论/长播] <|video_begin|><s_a_2893><s_b_4932><s_c_6278>
|
||
【2026-02-04】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4818><s_b_7342><s_c_6278>
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3409><s_b_6907><s_c_3676>
|
||
01:42 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_1201><s_c_333>
|
||
01:47 [视频-评论/长播] <|video_begin|><s_a_5983><s_b_5511><s_c_6616>
|
||
02:31 [视频-评论/长播] <|video_begin|><s_a_457><s_b_4771><s_c_2722>
|
||
05:22 [视频-评论/长播] <|video_begin|><s_a_5983><s_b_8179><s_c_448>
|
||
05:54 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_7024><s_c_6831>
|
||
05:59 [视频-评论/长播] <|video_begin|><s_a_1527><s_b_162><s_c_907>
|
||
07:26 [视频-评论/长播] <|video_begin|><s_a_4818><s_b_988><s_c_4247>
|
||
08:12 [视频-转发/长播] <|video_begin|><s_a_6125><s_b_1201><s_c_3882>
|
||
12:59 [视频-评论/收藏/长播] <|video_begin|><s_a_6548><s_b_6202><s_c_7921>
|
||
15:55 [视频-评论/长播] <|video_begin|><s_a_2508><s_b_3238><s_c_1005>
|
||
15:58 [视频-收藏/长播] <|video_begin|><s_a_3406><s_b_2927><s_c_6286>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2297><s_b_7412><s_c_3923>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3144><s_b_5756><s_c_5234>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3144><s_b_5756><s_c_5215>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3120><s_b_3942><s_c_3550>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_5588><s_c_8129>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_319>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4641><s_b_1032><s_c_8039>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_3153><s_c_6917>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7024><s_c_1218>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_7024><s_c_1218>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_128>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_2007><s_c_2172>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2092><s_c_1662>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2389><s_b_7437><s_c_2012>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_8014><s_c_4365>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_3813><s_c_5713>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7415><s_b_1443><s_c_767>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3875><s_b_5658><s_c_577>
|
||
22:45 [视频-评论/长播] <|video_begin|><s_a_5983><s_b_1201><s_c_6831>
|
||
【2026-02-05】
|
||
00:48 [广告-点击] <|ad_begin|><s_a_6577><s_b_1119><s_c_3344>
|
||
00:51 [广告-深度转化] <|ad_begin|><s_a_7923><s_b_3932><s_c_2252>
|
||
00:51 [广告-点击] <|ad_begin|><s_a_7923><s_b_3932><s_c_2252>
|
||
01:23 [视频-转发/点赞/长播] <|video_begin|><s_a_5687><s_b_2304><s_c_6857>
|
||
01:24 [广告-点击] <|ad_begin|><s_a_7246><s_b_2918><s_c_4373>
|
||
01:34 [视频-收藏/长播] <|video_begin|><s_a_5907><s_b_1875><s_c_3948>
|
||
02:26 [广告-点击] <|ad_begin|><s_a_1726><s_b_2918><s_c_25>
|
||
03:22 [视频-收藏/长播] <|video_begin|><s_a_2364><s_b_2737><s_c_5803>
|
||
05:19 [视频-评论/长播] <|video_begin|><s_a_2893><s_b_1232><s_c_1935>
|
||
06:11 [视频-长播] <|video_begin|><s_a_5159><s_b_4324><s_c_2309>
|
||
06:11 [视频-长播] <|video_begin|><s_a_4601><s_b_1208><s_c_6222>
|
||
06:11 [视频-长播] <|video_begin|><s_a_3363><s_b_5961><s_c_2513>
|
||
06:18 [视频-长播] <|video_begin|><s_a_1790><s_b_6234><s_c_1259>
|
||
06:18 [视频-评论/长播] <|video_begin|><s_a_5197><s_b_4265><s_c_3308>
|
||
07:33 [视频-长播] <|video_begin|><s_a_16><s_b_7878><s_c_360>
|
||
07:33 [视频-长播] <|video_begin|><s_a_782><s_b_7129><s_c_1708>
|
||
07:33 [视频-长播] <|video_begin|><s_a_3062><s_b_7381><s_c_4073>
|
||
08:28 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_800><s_c_4859>
|
||
08:28 [广告-点击] <|ad_begin|><s_a_1726><s_b_800><s_c_4859>
|
||
08:53 [视频-长播] <|video_begin|><s_a_782><s_b_4293><s_c_967>
|
||
08:54 [广告-点击] <|ad_begin|><s_a_77><s_b_2865><s_c_2636>
|
||
09:30 [视频-长播] <|video_begin|><s_a_782><s_b_765><s_c_1588>
|
||
09:30 [视频-长播] <|video_begin|><s_a_5910><s_b_4746><s_c_6278>
|
||
09:30 [视频-长播] <|video_begin|><s_a_4808><s_b_6901><s_c_145>
|
||
09:30 [视频-转发/长播] <|video_begin|><s_a_782><s_b_4293><s_c_3454>
|
||
09:45 [视频-长播] <|video_begin|><s_a_1086><s_b_7024><s_c_6416>
|
||
09:45 [视频-长播] <|video_begin|><s_a_3830><s_b_2875><s_c_1708>
|
||
09:45 [视频-长播] <|video_begin|><s_a_782><s_b_5511><s_c_3016>
|
||
09:47 [视频-长播] <|video_begin|><s_a_1985><s_b_3923><s_c_6507>
|
||
09:47 [视频-长播] <|video_begin|><s_a_3766><s_b_5841><s_c_3116>
|
||
10:15 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_4932><s_c_2890>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_7331><s_b_4932><s_c_2890>
|
||
10:26 [视频-长播] <|video_begin|><s_a_1981><s_b_6261><s_c_4318>
|
||
10:26 [视频-长播] <|video_begin|><s_a_782><s_b_5511><s_c_967>
|
||
10:30 [广告-点击] <|ad_begin|><s_a_1726><s_b_2497><s_c_7719>
|
||
10:53 [视频-长播] <|video_begin|><s_a_1106><s_b_978><s_c_6583>
|
||
10:53 [视频-长播] <|video_begin|><s_a_782><s_b_581><s_c_2722>
|
||
11:01 [广告-点击] <|ad_begin|><s_a_1335><s_b_2966><s_c_3955>
|
||
11:01 [广告-点击] <|ad_begin|><s_a_4733><s_b_1494><s_c_2031>
|
||
11:34 [视频-长播] <|video_begin|><s_a_4808><s_b_1822><s_c_4631>
|
||
11:40 [视频-长播] <|video_begin|><s_a_782><s_b_4010><s_c_6552>
|
||
11:40 [视频-长播] <|video_begin|><s_a_6137><s_b_2817><s_c_4457>
|
||
11:46 [视频-长播] <|video_begin|><s_a_7324><s_b_727><s_c_1004>
|
||
11:46 [视频-长播] <|video_begin|><s_a_782><s_b_3417><s_c_7154>
|
||
13:32 [视频-评论/长播] <|video_begin|><s_a_4808><s_b_1201><s_c_4603>
|
||
13:40 [视频-长播] <|video_begin|><s_a_3766><s_b_1395><s_c_7616>
|
||
14:57 [视频-长播] <|video_begin|><s_a_1981><s_b_1858><s_c_5222>
|
||
14:57 [视频-长播] <|video_begin|><s_a_791><s_b_6234><s_c_7257>
|
||
14:57 [视频-长播] <|video_begin|><s_a_5659><s_b_1361><s_c_6275>
|
||
14:58 [视频-长播] <|video_begin|><s_a_143><s_b_879><s_c_7598>
|
||
14:58 [视频-长播] <|video_begin|><s_a_5632><s_b_3826><s_c_6616>
|
||
14:58 [视频-长播] <|video_begin|><s_a_5058><s_b_5844><s_c_1005>
|
||
15:02 [视频-长播] <|video_begin|><s_a_3510><s_b_5833><s_c_6672>
|
||
15:02 [视频-长播] <|video_begin|><s_a_3062><s_b_7261><s_c_728>
|
||
15:02 [视频-长播] <|video_begin|><s_a_8037><s_b_4198><s_c_907>
|
||
15:07 [视频-长播] <|video_begin|><s_a_5452><s_b_4737><s_c_5687>
|
||
15:07 [视频-长播] <|video_begin|><s_a_4088><s_b_5641><s_c_2530>
|
||
15:07 [视频-长播] <|video_begin|><s_a_4032><s_b_5659><s_c_3391>
|
||
15:32 [视频-长播] <|video_begin|><s_a_1527><s_b_6234><s_c_2581>
|
||
15:32 [视频-长播] <|video_begin|><s_a_2408><s_b_1527><s_c_25>
|
||
15:32 [视频-评论/长播] <|video_begin|><s_a_7460><s_b_203><s_c_6278>
|
||
15:37 [视频-长播] <|video_begin|><s_a_5452><s_b_5394><s_c_6416>
|
||
15:37 [视频-长播] <|video_begin|><s_a_2751><s_b_4259><s_c_118>
|
||
15:40 [视频-长播] <|video_begin|><s_a_7324><s_b_6261><s_c_50>
|
||
15:40 [视频-长播] <|video_begin|><s_a_3766><s_b_6261><s_c_4932>
|
||
15:43 [视频-长播] <|video_begin|><s_a_8113><s_b_7024><s_c_264>
|
||
15:43 [视频-长播] <|video_begin|><s_a_7038><s_b_6006><s_c_7840>
|
||
15:43 [视频-长播] <|video_begin|><s_a_6760><s_b_5511><s_c_7518>
|
||
15:43 [视频-长播] <|video_begin|><s_a_3300><s_b_7342><s_c_3998>
|
||
15:48 [视频-长播] <|video_begin|><s_a_8164><s_b_7952><s_c_47>
|
||
15:48 [视频-长播] <|video_begin|><s_a_5932><s_b_5546><s_c_3526>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_3206><s_c_2688>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_853><s_b_6065><s_c_2805>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_3278><s_c_3261>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5161><s_c_1877>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5244><s_b_2087><s_c_5746>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_980><s_c_1692>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_3248><s_c_2020>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_3594><s_c_2701>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_5194><s_c_6500>
|
||
角色任务：你是一位极端严苛的用户行为数据挖掘专家兼数据格式化专家，请依托以上用户交互历史，针对指定主题提炼具有递进逻辑与内部关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
||
核心抽取逻辑（递进性准则）：
|
||
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须处于同一生活场景和主题类目下，并具备极强的需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从泛化兴趣到精准购买的消费决策闭环
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化兴趣到精准购买的消费决策闭环",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这项推荐任务。任务要求我基于用户的交互历史，挖掘出一条从产生兴趣到最终完成购买的消费决策链路。
|
||
|
||
从整体时间线来看，我注意到这位用户的消费行为相当广泛，涵盖了零食、香氛、个护、虚拟商品和电子产品等多个领域，显示出其兴趣点的多样性。在内容消费上，用户对游戏，特别是篮球类（如NBA2K）和射击类（如和平精英、CS:GO）表现出浓厚兴趣，同时也会关注一些生活、搞笑和情感类视频。直播方面，用户的偏好则比较分散，既有游戏主播，也有情感互动和才艺展示型主播。
|
||
|
||
为了找到一条清晰的“从泛化兴趣到精准购买”的行为链，我需要寻找一个从初步意向，经过信息搜集或兴趣强化，最终导向购买完成的完整过程。简单地购买零食或虚拟商品，虽然构成了消费，但往往缺少中间的决策强化环节，更像是即时性的需求满足。
|
||
|
||
在浏览2026年1月初的行为时，我发现了一个很有价值的信号。在1月2日，用户将一份泰国金枕榴莲肉 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840> 加入了购物车。这是一个非常明确的购买意向，但用户并没有立刻下单。这让我推测，他可能还在犹豫，或者在等待一个合适的时机，也可能是在寻找更多信息来坚定自己的购买决心。这个“加购”行为，可以看作是整个决策链路的起点。
|
||
|
||
接下来，我需要寻找能强化这个购买意向的行为。我仔细梳理了从1月2日到月底的所有交互记录。在这期间，用户消费了大量游戏和篮球相关的视频内容，也购买了一些游戏道具和电子产品，但这些都与榴莲这个品类无关。直到1月31日，一个关键行为出现了：用户关注并长时间观看了一个关于南丰榴莲加工厂的视频 <|video_begin|><s_a_3687><s_b_7608><s_c_838>。这个视频详细展示了榴莲从采摘、分类到包装的全过程，强调了果实的品质和加工的专业性，并且视频中还穿插了主播的推介和优惠信息。我认为，这个行为与月初的加购行为构成了强烈的因果关联。用户通过观看这个视频，很可能打消了之前对于产品品质、来源等方面的疑虑，视频内容极大地增强了他对榴莲产品的信任感。
|
||
|
||
最关键的一步，是决策的闭环。就在观看完榴莲加工厂视频的同一天，也就是1月31日，用户完成了购买行为，下单的正是月初加入购物车的那款金枕榴莲肉 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>。这个时间上的紧密衔接，让我几乎可以肯定，观看视频是促使他最终下单的关键催化剂。从产生初步意向（加购），到通过内容消费进行信息确认和决策强化（观看视频），再到最终完成购买，这一系列行为构成了一个非常完整且逻辑清晰的消费决策闭环。
|
||
|
||
因此，我倾向于认为，用户的消费决策过程是：首先在1月2日产生了明确的购买意向，将榴莲 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840> 加入购物车；随后，在近一个月后的1月31日，通过观看榴莲加工厂的视频 <|video_begin|><s_a_3687><s_b_7608><s_c_838> 获取了更多产品信息，增强了购买信心；最终，在信息获取的当天完成了对该商品 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840> 的购买，形成了一个从兴趣到决策的完整闭环。</think>
|
||
{"logic_chain": {"name": "从泛化兴趣到精准购买的消费决策闭环", "events": [{"date": "2026-01-02", "action": "[商品-加购] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>", "logic": "问题触发：产生明确的购买意向，将特定商品（金枕榴莲肉）加入购物车，但未立即下单，可能处于信息收集或决策犹豫阶段。"}, {"date": "2026-01-31", "action": "[视频-关注/长播] <|video_begin|><s_a_3687><s_b_7608><s_c_838>", "logic": "信息获取与决策强化：通过观看榴莲加工厂的视频，了解了产品的处理过程和品质特点，这种内容消费行为直接关联到之前的购买意向，起到了增强信任和促进决策的作用。"}, {"date": "2026-01-31", "action": "[商品-购买] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>", "logic": "决策闭环：在观看完相关视频的同一天，完成了对之前加购的同一商品的购买行为，形成了从意向到购买的完整闭环，视频观看是促成最终决策的关键环节。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
你具备理解商品token并生成高质量商品描述的能力。
|
||
请解释本商品token<|prod_begin|><s_a_4524><s_b_449><s_c_3463>中的商品内容/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
这款竹叶青大方圆天然水晶石头镜，专为户外活动设计，镜框采用经典玳瑁纹路，兼具复古与时尚感，镜腿末端饰有皇冠标志，彰显精致细节。镜片为天然水晶材质，经特殊工艺打造，具备优异的防眩光性能，能有效提升户外环境下的视觉清晰度，尤其适合垂钓、登山、徒步等场景。作为一款防护型户外眼镜，它不仅提供物理遮挡，更强化了视觉舒适度与安全性。虽定位为户外应急装备，但其设计兼顾日常佩戴，适合追求品质与功能兼备的户外爱好者。商品售价1888元，由平台自营，支持无忧退换，是高端户外装备的优选。<|im_end|>
|
||
<|endoftext|>
|
||
label_ids:
|
||
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labels:
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<think>
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好的，这项任务要求我分析用户的行为时间线，挖掘出一条从被动娱乐消费到主动关注健康信息的行为逻辑链。我将重点关注用户兴趣的转变节点，并解释其背后的动机变化。
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|
||
我首先注意到，这位用户的行为在很长一段时间内展现出非常稳定且广泛的偏好。从2023年到2025年初，他的购物记录非常务实且多样化，涵盖了食品如酸菜鱼<|prod_begin|><s_a_5101><s_b_321><s_c_2668>和鸡爪<|prod_begin|><s_a_5459><s_b_5090><s_c_5642>，家居用品如拖把<|prod_begin|><s_a_6462><s_b_1773><s_c_4942>和垃圾袋<|prod_begin|><s_a_6462><s_b_1798><s_c_1414>，以及一些工具类的商品，比如水平仪<|prod_begin|><s_a_7955><s_b_5323><s_c_724>、扳手<|prod_begin|><s_a_4923><s_b_4538><s_c_5044>和电钻配件<|prod_begin|><s_a_6111><s_b_2960><s_c_2475>。这些消费行为描绘出一个注重生活实用性的中年男性形象。同时，他购买的保健品如黄瓜籽粉<|prod_begin|><s_a_6821><s_b_1519><s_c_6011>、耳耵聍清洗器<|prod_begin|><s_a_7304><s_b_5><s_c_780>和各类抑菌膏、草本片剂，也暗示了他对身体健康的潜在关注。
|
||
|
||
进入2025年后，我发现他的兴趣开始明显向直播内容倾斜，尤其偏爱东北地区的主播。他关注的直播间<|living_begin|><s_a_4452><s_b_7554><s_c_6416>、<|living_begin|><s_a_2828><s_b_8049><s_c_6278>、<|living_begin|><s_a_4372><s_b_6891><s_c_4910>等，大多带有浓厚的东北地域特色、接地气的唠嗑风格和才艺表演。这表明他在寻求一种娱乐化、有陪伴感的互动体验。
|
||
|
||
然而，一个显著的兴趣迁移发生在2026年1月下旬。从1月20日开始，我观察到他陷入了对短剧广告的高强度、沉浸式消费中。在短短十几天里，他深度转化或点击了大量的短剧广告，例如《斩仙台真人AI版》<|ad_begin|><s_a_7931><s_b_6234><s_c_7180>、《阴阳神算》<|ad_begin|><s_a_491><s_b_6234><s_c_7588>、《假太监：掠夺气运从祸乱皇朝开始》<|ad_begin|><s_a_1608><s_b_581><s_c_1004>等等。这些广告内容多以古装、仙侠、权谋、情感纠葛为主题，剧情紧凑、冲突强烈。这种行为模式非常典型，属于被动地被信息流中的爽文式、快节奏娱乐内容所吸引，并持续进行消费。
|
||
|
||
就在这种高频次的娱乐内容消费浪潮中，我捕捉到了一个关键的转折点。在连续多日沉浸于短剧广告之后，到1月31日，他的行为突然出现了一次性质上的剧变。他主动关注了一个以“中医健康科普”和“痛风知识讲解”为核心内容的直播间<|living_begin|><s_a_4372><s_b_404><s_c_3501>。这个直播间的主播是“长发医师”，穿着白大褂进行“公益免费问诊”，内容严肃且专业。这次交互与之前被动刷短剧的娱乐行为形成了鲜明对比，从消磨时间的娱乐需求，一跃成为带有明确目的性的主动健康问询。我推测，之前购买保健品的行为只是浅层的健康意识，而这次主动关注专业医师的科普直播，标志着他的健康意识被真正唤醒，开始从被动接收信息转向主动寻求专业解答。
|
||
|
||
综合来看，我认为用户的行为演变路径是清晰的。他最初的消费行为体现了对生活实用性和身体健康的朴素关注。随后，他沉浸在信息流推荐的短剧广告中，表现为一种被动的娱乐内容消费。最终，这种状态被一次关键的行为转变所打破，他开始主动关注并寻求专业的健康知识，完成了从被动娱乐到主动健康问询的意识觉醒。
|
||
|
||
因此，我提炼出如下行为逻辑链：
|
||
最初，用户长时间沉浸在信息流推荐的短剧广告中，例如在2026年1月20日深度转化了《斩仙台真人AI版》<|ad_begin|><s_a_7931><s_b_6234><s_c_7180>，这代表了他被动、高频的娱乐内容消费习惯。然而，在经历了连续多日的娱乐内容消费后，用户在2026年1月31日首次主动关注了一个以“中医健康科普”和“痛风知识讲解”为主题的专业医师直播间<|living_begin|><s_a_4372><s_b_404><s_c_3501>，这标志着他的注意力从被动娱乐显著转移至主动的健康问询，完成了一次关键的需求认知升级。</think>
|
||
{"logic_chain": {"name": "从被动信息流消费到主动健康问询的意识觉醒", "events": [{"date": "2026-01-20", "action": "[广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7180>", "logic": "初始状态：用户沉浸在信息流推荐的短剧广告中，行为模式为被动、高频的娱乐内容消费。"}, {"date": "2026-01-31", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_404><s_c_3501>", "logic": "行为转折与认知跃迁：在连续多日的娱乐内容轰炸后，用户行为首次出现断崖式转变，从被动接收娱乐信息转向主动关注严肃的“中医健康科普”、“痛风知识讲解”等专业内容，交互深度和意图明确性显著增强，标志着一次重要的注意力转移和需求觉醒。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
{"logic_chain": {"name": "从被动接收信息到主动探索知识的兴趣演化", "events": [{"date": "2026-01-26", "action": "[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>", "logic": "初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"}, {"date": "2026-01-29", "action": "[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>", "logic": "行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这位用户的行为数据，以推断其兴趣是如何从被动接收娱乐信息，逐步演化到主动探索专业知识的。
|
||
|
||
从整体交互历史来看，我注意到这位用户的行为模式展现出一条清晰的演变轨迹。在早期，用户的消费行为主要集中在生活必需品和服饰上，例如购买妈妈装 <|prod_begin|><s_a_2477><s_b_7705><s_c_4393>、女包 <|prod_begin|><s_a_5183><s_b_3584><s_c_3589> 以及各类农产品和食品调料。这表明用户是一位注重家庭生活、有一定年纪的女性。
|
||
|
||
随着时间的推移，特别是在2025年，用户的兴趣开始明显地向直播内容倾斜。我发现，在2025年5月14日，用户关注了一个以剧情扮演和戏剧化直播为特点的主播 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>。这类直播内容娱乐性强，互动性高，主要是为了消遣和放松，属于一种比较被动的娱乐信息接收。这可以看作是用户兴趣的初始阶段，偏好轻松、有趣、有故事性的内容。
|
||
|
||
然而，一个显著的转折点出现在了2025年7月22日。在这一天，用户关注了一位标签为“中医养生达人”和“穴位教学专家”的主播 <|living_begin|><s_a_2012><s_b_2246><s_c_7951>。这个行为非常关键，因为它标志着用户的兴趣从纯粹的娱乐消遣，开始转向具有实用价值和专业知识的领域。中医和养生这类内容需要用户投入更多的认知精力去理解和学习，不再是简单的被动观看，而是带有主动获取知识的目的。我推测，这可能是由于用户自身或家庭对健康问题的关注度提升，从而驱动了这一兴趣的迁移。
|
||
|
||
在建立了对中医养生的初步兴趣后，用户的探索行为变得更加深入和具体。大约一个月后，即2025年8月16日，用户再次关注了一位中医领域的讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620>。与前一位主播相比，这位主播的标签更为细化和专业，例如“心脑血管健康科普者”和“脾胃调理实操导师”。这表明用户的需求已经从泛泛的养生科普，升级到了针对特定健康问题的解决方案探索。这种从宏观到微观的兴趣深化，反映出用户正在主动构建自己的健康知识体系，而不仅仅是随机浏览。
|
||
|
||
综合来看，这位用户的兴趣演化路径清晰地展示了从被动娱乐到主动求知的转变。最初，用户被剧情化、娱乐性强的直播内容所吸引，这满足了其基础的消遣需求。随后，出于对健康问题的关注，用户的兴趣点转移到了实用性更强的中医养生领域，开始主动学习专业知识。最终，这种学习行为进一步深化，用户开始聚焦于更具体、更专业的健康调理方向，显示出一种系统性的知识探索倾向。
|
||
|
||
因此，我倾向于认为，用户的核心兴趣已经从早期的娱乐化直播内容，逐步演变为对专业健康知识的主动探索。这一演化过程始于对剧情扮演型主播的关注 <|living_begin|><s_a_4372><s_b_6234><s_c_4467>，随后在关注中医养生达人 <|living_begin|><s_a_2012><s_b_2246><s_c_7951> 时发生了关键性的转折，最终通过关注更具体的心脑血管及脾胃调理讲师 <|living_begin|><s_a_6627><s_b_481><s_c_1620> 得以深化和细化。未来，向其推荐具有深度、专业且可实操的健康养生类内容，有较大概率被其接纳和喜爱。</think>
|
||
{"logic_chain": {"name": "从被动接收娱乐信息到主动探索专业知识的兴趣演化", "events": [{"date": "2025-05-14", "action": "[直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4467>", "logic": "初始阶段：兴趣主要集中在娱乐性、剧情化的直播内容，以消遣为主要目的。"}, {"date": "2025-07-22", "action": "[直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>", "logic": "兴趣转折与深化：首次关注具有强知识属性的“中医养生”、“穴位教学”主播，标志着用户兴趣从纯娱乐转向实用性健康知识获取，实现了认知需求的跃迁。"}, {"date": "2025-08-16", "action": "[直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>", "logic": "认知聚焦与细化：在已建立中医养生兴趣的基础上，进一步关注更具体、更深入的领域，如“心脑血管健康”、“脾胃调理实操”，表明用户正在构建更系统化的健康知识体系。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我来分析一下这项推荐任务。任务要求我基于用户的交互历史，挖掘出一条从产生兴趣到最终完成购买的消费决策链路。
|
||
|
||
从整体时间线来看，我注意到这位用户的消费行为相当广泛，涵盖了零食、香氛、个护、虚拟商品和电子产品等多个领域，显示出其兴趣点的多样性。在内容消费上，用户对游戏，特别是篮球类（如NBA2K）和射击类（如和平精英、CS:GO）表现出浓厚兴趣，同时也会关注一些生活、搞笑和情感类视频。直播方面，用户的偏好则比较分散，既有游戏主播，也有情感互动和才艺展示型主播。
|
||
|
||
为了找到一条清晰的“从泛化兴趣到精准购买”的行为链，我需要寻找一个从初步意向，经过信息搜集或兴趣强化，最终导向购买完成的完整过程。简单地购买零食或虚拟商品，虽然构成了消费，但往往缺少中间的决策强化环节，更像是即时性的需求满足。
|
||
|
||
在浏览2026年1月初的行为时，我发现了一个很有价值的信号。在1月2日，用户将一份泰国金枕榴莲肉 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840> 加入了购物车。这是一个非常明确的购买意向，但用户并没有立刻下单。这让我推测，他可能还在犹豫，或者在等待一个合适的时机，也可能是在寻找更多信息来坚定自己的购买决心。这个“加购”行为，可以看作是整个决策链路的起点。
|
||
|
||
接下来，我需要寻找能强化这个购买意向的行为。我仔细梳理了从1月2日到月底的所有交互记录。在这期间，用户消费了大量游戏和篮球相关的视频内容，也购买了一些游戏道具和电子产品，但这些都与榴莲这个品类无关。直到1月31日，一个关键行为出现了：用户关注并长时间观看了一个关于南丰榴莲加工厂的视频 <|video_begin|><s_a_3687><s_b_7608><s_c_838>。这个视频详细展示了榴莲从采摘、分类到包装的全过程，强调了果实的品质和加工的专业性，并且视频中还穿插了主播的推介和优惠信息。我认为，这个行为与月初的加购行为构成了强烈的因果关联。用户通过观看这个视频，很可能打消了之前对于产品品质、来源等方面的疑虑，视频内容极大地增强了他对榴莲产品的信任感。
|
||
|
||
最关键的一步，是决策的闭环。就在观看完榴莲加工厂视频的同一天，也就是1月31日，用户完成了购买行为，下单的正是月初加入购物车的那款金枕榴莲肉 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>。这个时间上的紧密衔接，让我几乎可以肯定，观看视频是促使他最终下单的关键催化剂。从产生初步意向（加购），到通过内容消费进行信息确认和决策强化（观看视频），再到最终完成购买，这一系列行为构成了一个非常完整且逻辑清晰的消费决策闭环。
|
||
|
||
因此，我倾向于认为，用户的消费决策过程是：首先在1月2日产生了明确的购买意向，将榴莲 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840> 加入购物车；随后，在近一个月后的1月31日，通过观看榴莲加工厂的视频 <|video_begin|><s_a_3687><s_b_7608><s_c_838> 获取了更多产品信息，增强了购买信心；最终，在信息获取的当天完成了对该商品 <|prod_begin|><s_a_1157><s_b_4538><s_c_7840> 的购买，形成了一个从兴趣到决策的完整闭环。</think>
|
||
{"logic_chain": {"name": "从泛化兴趣到精准购买的消费决策闭环", "events": [{"date": "2026-01-02", "action": "[商品-加购] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>", "logic": "问题触发：产生明确的购买意向，将特定商品（金枕榴莲肉）加入购物车，但未立即下单，可能处于信息收集或决策犹豫阶段。"}, {"date": "2026-01-31", "action": "[视频-关注/长播] <|video_begin|><s_a_3687><s_b_7608><s_c_838>", "logic": "信息获取与决策强化：通过观看榴莲加工厂的视频，了解了产品的处理过程和品质特点，这种内容消费行为直接关联到之前的购买意向，起到了增强信任和促进决策的作用。"}, {"date": "2026-01-31", "action": "[商品-购买] <|prod_begin|><s_a_1157><s_b_4538><s_c_7840>", "logic": "决策闭环：在观看完相关视频的同一天，完成了对之前加购的同一商品的购买行为，形成了从意向到购买的完整闭环，视频观看是促成最终决策的关键环节。"}]}}<|im_end|>
|
||
<think>
|
||
</think>
|
||
这款竹叶青大方圆天然水晶石头镜，专为户外活动设计，镜框采用经典玳瑁纹路，兼具复古与时尚感，镜腿末端饰有皇冠标志，彰显精致细节。镜片为天然水晶材质，经特殊工艺打造，具备优异的防眩光性能，能有效提升户外环境下的视觉清晰度，尤其适合垂钓、登山、徒步等场景。作为一款防护型户外眼镜，它不仅提供物理遮挡，更强化了视觉舒适度与安全性。虽定位为户外应急装备，但其设计兼顾日常佩戴，适合追求品质与功能兼备的户外爱好者。商品售价1888元，由平台自营，支持无忧退换，是高端户外装备的优选。<|im_end|>
|
||
[INFO|configuration_utils.py:771] 2026-07-16 23:53:27,124 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
|
||
[INFO|configuration_utils.py:847] 2026-07-16 23:53:27,124 >> Model config Qwen3Config {
|
||
"architectures": [
|
||
"Qwen3ForCausalLM"
|
||
],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
|
||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
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||
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|
||
],
|
||
"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": null,
|
||
"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": true,
|
||
"use_sliding_window": false,
|
||
"vocab_size": 176253
|
||
}
|
||
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||
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||
[INFO|2026-07-16 23:53:27] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-16 23:53:27] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-16 23:53:27,911 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-16 23:53:27,911 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-16 23:53:27,993 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
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||
"use_cache": false
|
||
}
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||
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Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
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Loading weights: 37%|███▋ | 115/311 [00:00<00:00, 1147.50it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1908.61it/s]
|
||
[INFO|configuration_utils.py:980] 2026-07-16 23:53:28,912 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-16 23:53:28,912 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-16 23:53:29,271 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-16 23:53:29] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-16 23:53:29] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-16 23:53:29] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-16 23:53:29] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-16 23:53:29] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-16 23:53:29,296 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-16 23:53:29,405 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-16 23:53:29,405 >> Num examples = 1,304
|
||
[INFO|trainer.py:1471] 2026-07-16 23:53:29,405 >> Num Epochs = 3
|
||
[INFO|trainer.py:1472] 2026-07-16 23:53:29,405 >> Num update steps per epoch = 326
|
||
[INFO|trainer.py:1473] 2026-07-16 23:53:29,405 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-16 23:53:29,405 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-16 23:53:29,405 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-16 23:53:29,405 >> Total optimization steps = 978
|
||
[INFO|trainer.py:1479] 2026-07-16 23:53:29,405 >> Number of trainable parameters = 801,433,600
|
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0%| | 0/978 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-16 23:53:29,629 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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100%|██████████| 978/978 [2:11:36<00:00, 8.27s/it][INFO|trainer.py:1823] 2026-07-17 02:05:06,347 >>
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||
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||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
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[INFO|trainer.py:3815] 2026-07-17 02:05:06,382 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3
|
||
[INFO|configuration_utils.py:533] 2026-07-17 02:05:06,383 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-17 02:05:06,384 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3/generation_config.json
|
||
{'loss': '1.549', 'grad_norm': '3.516', 'learning_rate': '2.543e-06', 'epoch': '2.025'}
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|
||
{'loss': '1.528', 'grad_norm': '3.062', 'learning_rate': '4.17e-08', 'epoch': '2.883'}
|
||
{'loss': '1.545', 'grad_norm': '2.734', 'learning_rate': '2.307e-08', 'epoch': '2.914'}
|
||
{'loss': '1.555', 'grad_norm': '2.891', 'learning_rate': '9.908e-09', 'epoch': '2.945'}
|
||
{'loss': '1.588', 'grad_norm': '3.328', 'learning_rate': '2.224e-09', 'epoch': '2.975'}
|
||
{'train_runtime': '7897', 'train_samples_per_second': '0.495', 'train_steps_per_second': '0.124', 'train_loss': '1.643', 'epoch': '3'}
|
||
|
||
Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.22it/s]
|
||
Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.22it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-17 02:05:07,209 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-17 02:05:07,321 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-17 02:05:07,343 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 3.0
|
||
total_flos = 436779813GF
|
||
train_loss = 1.6426
|
||
train_runtime = 2:11:36.97
|
||
train_samples_per_second = 0.495
|
||
train_steps_per_second = 0.124
|
||
Figure saved at: /home/ll/llm4rec/experiments/outputs/v53_public091_full_lr1e5_ep3/training_loss.png
|
||
[WARNING|2026-07-17 02:05:07] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-17 02:05:07] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-17 02:05:07,447 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|