2435 lines
664 KiB
Plaintext
2435 lines
664 KiB
Plaintext
/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-06 04:54:01] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:771] 2026-07-06 04:54:01,789 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-06 04:54:01,793 >> 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] 2026-07-06 04:54:05,566 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-06 04:54:05,567 >> 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,
|
||
"num_hidden_layers": 28,
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"num_key_value_heads": 8,
|
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"pad_token_id": null,
|
||
"rms_norm_eps": 1e-06,
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"rope_parameters": {
|
||
"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] 2026-07-06 04:54:05,934 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json
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[INFO|configuration_utils.py:847] 2026-07-06 04:54:05,935 >> Model config Qwen3Config {
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||
"architectures": [
|
||
"Qwen3ForCausalLM"
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],
|
||
"attention_bias": false,
|
||
"attention_dropout": 0.0,
|
||
"bos_token_id": 151643,
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||
"dtype": "bfloat16",
|
||
"eos_token_id": 151645,
|
||
"head_dim": 128,
|
||
"hidden_act": "silu",
|
||
"hidden_size": 1024,
|
||
"initializer_range": 0.02,
|
||
"intermediate_size": 3072,
|
||
"layer_types": [
|
||
"full_attention",
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"full_attention",
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||
"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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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",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": null,
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"rms_norm_eps": 1e-06,
|
||
"rope_parameters": {
|
||
"rope_theta": 1000000,
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"rope_type": "default"
|
||
},
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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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|
||
[INFO|2026-07-06 04:54:07] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/20260706_overnight/data/balanced_core.jsonl...
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Converting format of dataset (num_proc=16): 100%|██████████| 33952/33952 [00:00<?, ? examples/s]
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Converting format of dataset (num_proc=16): 34428 examples [00:00, 1881.43 examples/s]
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Converting format of dataset (num_proc=16): 48436 examples [00:00, 51595.67 examples/s]
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Converting format of dataset (num_proc=16): 65205 examples [00:00, 87874.33 examples/s]
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Converting format of dataset (num_proc=16): 67904 examples [00:00, 56496.65 examples/s]
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Running tokenizer on dataset (num_proc=16): 100%|██████████| 33952/33952 [00:00<?, ? examples/s]
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Running tokenizer on dataset (num_proc=16): 34952 examples [00:03, 255.04 examples/s]
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Running tokenizer on dataset (num_proc=16): 35952 examples [00:04, 462.03 examples/s]
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Running tokenizer on dataset (num_proc=16): 36952 examples [00:06, 550.03 examples/s]
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Running tokenizer on dataset (num_proc=16): 37952 examples [00:06, 812.30 examples/s]
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Running tokenizer on dataset (num_proc=16): 39074 examples [00:07, 1076.57 examples/s]
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Running tokenizer on dataset (num_proc=16): 40074 examples [00:07, 1306.18 examples/s]
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Running tokenizer on dataset (num_proc=16): 41196 examples [00:08, 1440.72 examples/s]
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Running tokenizer on dataset (num_proc=16): 42196 examples [00:09, 1284.54 examples/s]
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Running tokenizer on dataset (num_proc=16): 43196 examples [00:09, 1687.03 examples/s]
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Running tokenizer on dataset (num_proc=16): 44318 examples [00:10, 1582.95 examples/s]
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Running tokenizer on dataset (num_proc=16): 45318 examples [00:10, 2048.35 examples/s]
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Running tokenizer on dataset (num_proc=16): 46440 examples [00:10, 1853.49 examples/s]
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Running tokenizer on dataset (num_proc=16): 47562 examples [00:11, 1922.45 examples/s]
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Running tokenizer on dataset (num_proc=16): 48562 examples [00:12, 1787.05 examples/s]
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Running tokenizer on dataset (num_proc=16): 49684 examples [00:12, 2003.56 examples/s]
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Running tokenizer on dataset (num_proc=16): 50684 examples [00:13, 1944.38 examples/s]
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||
Running tokenizer on dataset (num_proc=16): 51806 examples [00:13, 2012.50 examples/s]
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||
Running tokenizer on dataset (num_proc=16): 52806 examples [00:14, 1837.07 examples/s]
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Running tokenizer on dataset (num_proc=16): 53928 examples [00:14, 2021.93 examples/s]
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Running tokenizer on dataset (num_proc=16): 54928 examples [00:15, 1841.89 examples/s]
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Running tokenizer on dataset (num_proc=16): 56050 examples [00:15, 2071.39 examples/s]
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Running tokenizer on dataset (num_proc=16): 57050 examples [00:16, 1959.59 examples/s]
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Running tokenizer on dataset (num_proc=16): 58172 examples [00:16, 1943.03 examples/s]
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Running tokenizer on dataset (num_proc=16): 59172 examples [00:17, 1893.56 examples/s]
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Running tokenizer on dataset (num_proc=16): 60294 examples [00:18, 1883.64 examples/s]
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Running tokenizer on dataset (num_proc=16): 61294 examples [00:18, 2042.00 examples/s]
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Running tokenizer on dataset (num_proc=16): 62416 examples [00:19, 1953.60 examples/s]
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Running tokenizer on dataset (num_proc=16): 63416 examples [00:19, 2042.60 examples/s]
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Running tokenizer on dataset (num_proc=16): 64538 examples [00:20, 2181.00 examples/s]
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Running tokenizer on dataset (num_proc=16): 65538 examples [00:20, 1934.09 examples/s]
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Running tokenizer on dataset (num_proc=16): 66660 examples [00:21, 1706.62 examples/s]
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||
Running tokenizer on dataset (num_proc=16): 67782 examples [00:22, 1531.28 examples/s]
|
||
Running tokenizer on dataset (num_proc=16): 67904 examples [00:22, 1481.40 examples/s]
|
||
training example:
|
||
input_ids:
|
||
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66017, 68805, 5122, 14880, 23031, 4718, 69162, 46423, 100414, 31526, 3837, 100166, 104506, 28311, 515, 220, 330, 24225, 30583, 788, 341, 262, 330, 606, 788, 330, 45181, 107285, 29077, 104381, 101966, 102041, 9370, 110507, 107465, 116973, 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, 44063, 104210, 106039, 20002, 101070, 20074, 3837, 32664, 2073, 45181, 107285, 29077, 104381, 101966, 102041, 9370, 110507, 107465, 116973, 854, 100147, 100220, 71817, 113272, 101042, 3407, 101140, 3837, 35946, 106394, 105846, 88802, 101882, 35946, 106490, 20221, 20002, 18493, 110507, 107465, 101913, 112148, 100178, 3837, 99487, 100178, 85106, 112423, 45181, 107285, 106585, 27369, 26939, 101966, 101964, 90395, 103941, 104086, 102041, 9370, 104913, 100520, 41299, 100145, 1773, 97611, 101042, 44063, 100470, 104282, 20450, 43268, 3837, 117693, 103928, 100006, 112715, 20002, 100438, 33108, 101070, 102324, 105386, 92374, 3407, 18493, 17, 15, 17, 20, 7948, 16, 17, 9754, 16, 21, 8903, 101056, 3837, 111003, 20002, 104796, 99558, 110678, 105208, 105263, 5373, 99306, 99434, 21515, 101981, 101034, 103946, 101883, 101083, 33108, 99424, 8903, 104784, 17447, 3837, 106002, 105151, 114956, 32664, 103058, 105638, 113721, 3837, 77288, 105624, 99580, 105722, 99885, 57218, 100343, 105470, 100692, 100565, 3407, 114695, 27442, 105360, 17, 15, 17, 20, 7948, 16, 17, 9754, 16, 21, 8903, 1773, 35946, 104144, 26939, 20002, 18493, 104489, 72651, 99593, 46448, 101888, 105727, 99315, 120828, 51, 18, 15, 38673, 9370, 101927, 176251, 158435, 167242, 170081, 1773, 43288, 46448, 101927, 43815, 99165, 100398, 3837, 28072, 99495, 104798, 5373, 99178, 32463, 5373, 114793, 104541, 49567, 27369, 1773, 106090, 43288, 107093, 101909, 107285, 9370, 5373, 107970, 110257, 111916, 27442, 3837, 101927, 9370, 110885, 19108, 29490, 44063, 2073, 110507, 854, 100147, 106362, 100354, 99278, 17254, 34187, 107494, 105637, 3837, 104358, 55286, 105185, 102875, 105727, 99487, 100135, 104204, 111004, 3407, 113744, 3837, 104158, 40916, 100729, 3837, 20002, 104796, 105007, 104656, 104896, 1773, 42411, 102080, 109372, 107285, 29490, 50930, 101927, 3837, 103955, 101966, 100020, 104059, 105250, 108642, 9370, 113795, 176249, 155987, 167203, 176004, 1773, 99487, 101981, 106588, 107206, 104040, 102226, 99251, 99930, 3837, 43815, 104536, 34204, 103978, 9370, 100011, 105250, 5373, 39953, 99384, 109321, 33108, 97480, 104063, 1773, 45181, 107285, 72651, 101927, 26939, 101966, 100020, 99878, 105250, 101981, 3837, 35946, 83751, 63789, 107494, 100565, 108308, 104970, 3837, 42411, 55286, 105789, 33126, 100403, 5373, 33126, 100011, 105427, 3837, 99880, 45181, 46944, 30440, 109874, 9370, 101993, 99794, 103978, 9370, 104449, 3837, 43288, 108653, 100648, 102875, 44091, 45181, 105172, 2073, 27369, 106585, 854, 100402, 99495, 101966, 9370, 2073, 100032, 45912, 96332, 18493, 104326, 104197, 94237, 113151, 20450, 69249, 3837, 20002, 104796, 111073, 100652, 103980, 34187, 100147, 110507, 107465, 1773, 42411, 72651, 34187, 42140, 38989, 100343, 105470, 101927, 3837, 102031, 105727, 5373, 99832, 99627, 5373, 100906, 99863, 108211, 100135, 3837, 43815, 114369, 108439, 5373, 114793, 104541, 33108, 102236, 101987, 3837, 77557, 105727, 99802, 30540, 55, 20, 58453, 9370, 108439, 101927, 176251, 158435, 163412, 169337, 33108, 101375, 79766, 100488, 111902, 100352, 27369, 176251, 156923, 161087, 175587, 1773, 91572, 3837, 42411, 55286, 103946, 101883, 100343, 104239, 104784, 3837, 101912, 113304, 114673, 176247, 152942, 163011, 168134, 5373, 100343, 100805, 14224, 176247, 154907, 165715, 169711, 33108, 106698, 100183, 99853, 176247, 158157, 166665, 175324, 1773, 100001, 103946, 101070, 103925, 97706, 99792, 100461, 32108, 3837, 77288, 99461, 102406, 42411, 96555, 17714, 103926, 103978, 33447, 104103, 102122, 112446, 105185, 9370, 102265, 33108, 101077, 3407, 103941, 96050, 17, 15, 17, 20, 7948, 16, 17, 9754, 18, 16, 8903, 3837, 35946, 104848, 46944, 103930, 104196, 101070, 1773, 20002, 103946, 99593, 14224, 103332, 99226, 99193, 109348, 5122, 105727, 77419, 99603, 7138, 15946, 99332, 53938, 99753, 99225, 102628, 176247, 152587, 163412, 172746, 1773, 99487, 101070, 105804, 65676, 40916, 109298, 1773, 103946, 104794, 105149, 102236, 9370, 105223, 106306, 3837, 102637, 29490, 108574, 20221, 107494, 110507, 102041, 99461, 99797, 60548, 90395, 100136, 100160, 99461, 102146, 29490, 118609, 99495, 2073, 105727, 77419, 99603, 7138, 854, 100147, 100398, 102236, 17447, 1773, 43288, 108883, 100461, 100461, 110257, 3837, 103955, 17714, 102238, 100151, 99996, 103978, 101481, 21596, 104613, 108081, 100675, 1773, 100147, 103946, 101070, 3837, 108653, 112213, 45181, 102065, 27369, 104412, 100385, 3837, 101548, 99495, 17714, 102431, 103926, 103978, 99190, 101565, 101077, 9370, 100385, 3837, 104416, 46944, 45181, 107465, 105297, 28291, 26939, 102041, 100675, 9370, 100873, 115309, 3407, 99799, 70589, 101042, 3837, 106090, 107494, 110507, 107465, 116973, 76837, 104542, 29490, 102492, 104059, 45181, 107285, 26939, 101966, 5373, 45181, 99845, 100461, 26939, 104536, 9370, 102041, 100178, 1773, 101908, 104913, 109658, 114984, 99796, 107970, 9370, 101927, 72651, 3837, 104221, 67338, 101966, 100020, 99878, 101981, 102145, 102875, 3837, 103941, 67338, 103946, 105149, 102236, 9370, 105223, 106306, 3837, 81167, 34187, 41146, 110507, 102041, 1773, 101886, 3837, 35946, 114587, 100140, 3837, 20002, 102965, 62112, 72651, 105727, 100343, 101927, 176251, 158435, 167242, 170081, 68536, 100394, 100565, 3837, 102524, 67338, 100020, 108642, 105250, 101981, 176249, 155987, 167203, 176004, 36407, 118347, 27369, 3837, 103941, 67338, 103946, 105727, 77419, 99603, 7138, 9370, 99753, 99225, 102628, 176247, 152587, 163412, 172746, 100147, 101070, 3837, 100692, 108124, 110507, 100160, 1773, 151668, 198, 4913, 24225, 30583, 788, 5212, 606, 788, 330, 45181, 107285, 29077, 104381, 101966, 102041, 9370, 110507, 107465, 116973, 497, 330, 12389, 788, 61753, 1028, 788, 330, 17, 15, 17, 20, 12, 16, 17, 12, 16, 21, 497, 330, 1311, 788, 10545, 101927, 12, 72651, 60, 220, 176251, 158435, 167242, 170081, 497, 330, 24225, 788, 330, 113188, 111916, 5122, 107285, 29077, 104381, 105727, 100135, 100343, 101927, 3837, 105185, 100641, 109683, 107322, 102875, 3837, 100565, 27442, 110678, 102111, 33108, 111004, 17447, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 20, 12, 16, 17, 12, 16, 21, 497, 330, 1311, 788, 10545, 101981, 12, 100020, 60, 220, 176249, 155987, 167203, 176004, 497, 330, 24225, 788, 330, 102875, 102145, 5122, 45181, 107285, 50930, 101927, 106438, 101966, 100020, 99878, 105250, 101981, 3837, 105789, 33126, 100403, 5373, 100011, 9370, 103978, 27369, 9909, 29524, 39953, 99384, 104449, 5373, 97480, 48272, 107614, 45181, 2073, 27369, 106585, 854, 26939, 2073, 100032, 45912, 97907, 102875, 100402, 1773, 14345, 5212, 1028, 788, 330, 17, 15, 17, 20, 12, 16, 17, 12, 18, 16, 497, 330, 1311, 788, 10545, 45943, 12, 103946, 60, 220, 176247, 152587, 163412, 172746, 497, 330, 24225, 788, 330, 102041, 118609, 57218, 100675, 115309, 5122, 18493, 99794, 100343, 27369, 33447, 3837, 20002, 103946, 34187, 101092, 2073, 105727, 77419, 99603, 7138, 854, 100147, 100398, 102236, 9370, 109313, 106306, 1773, 100147, 101070, 99902, 81167, 34187, 107494, 110507, 102041, 36667, 118609, 56137, 105149, 102236, 3837, 74763, 108653, 45181, 102065, 27369, 104412, 26939, 102431, 101565, 101077, 9370, 101548, 3837, 104416, 105896, 107465, 26939, 100675, 9370, 115309, 1773, 9207, 60, 3417, 151645, 198, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643, 151643]
|
||
inputs:
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-02】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4101><s_b_6913><s_c_5401>
|
||
【2025-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3958>
|
||
【2025-01-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_4830>
|
||
【2025-01-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7525><s_c_1515>
|
||
【2025-01-31】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_3280><s_c_3501>
|
||
【2025-02-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_6278>
|
||
【2025-02-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2168><s_b_451><s_c_6706>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_8049><s_c_2262>
|
||
【2025-02-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_4479>
|
||
【2025-02-15】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_4885><s_c_615>
|
||
【2025-02-18】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_7646><s_c_6007>
|
||
【2025-02-24】
|
||
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_7390><s_c_4759>
|
||
【2025-03-01】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5445><s_b_566><s_c_2784>
|
||
【2025-03-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5102><s_c_6266>
|
||
【2025-03-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_4684>
|
||
【2025-03-24】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_8049><s_c_875>
|
||
【2025-03-25】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
||
【2025-03-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_3072><s_c_3038>
|
||
【2025-03-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_1305><s_c_5452>
|
||
【2025-03-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_1068>
|
||
【2025-03-30】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_7342><s_c_2881>
|
||
【2025-04-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_713><s_c_2895>
|
||
【2025-04-09】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_4342><s_c_6278>
|
||
【2025-04-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1596><s_c_4742>
|
||
【2025-04-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_2737><s_c_6443>
|
||
【2025-04-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6307><s_c_5237>
|
||
【2025-04-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_6891><s_c_875>
|
||
【2025-04-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_1226><s_c_1677>
|
||
【2025-04-17】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_363><s_b_5196><s_c_785>
|
||
【2025-04-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6234><s_c_1140>
|
||
【2025-05-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_464><s_b_6039><s_c_5839>
|
||
【2025-05-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_1148>
|
||
【2025-05-24】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_581><s_c_141>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7635><s_b_2552><s_c_7994>
|
||
【2025-05-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6039><s_c_909>
|
||
【2025-05-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1776><s_b_1526><s_c_2421>
|
||
【2025-06-03】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2688><s_b_6234><s_c_7241>
|
||
【2025-06-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7877><s_c_875>
|
||
【2025-06-06】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6341><s_b_7897><s_c_6278>
|
||
【2025-06-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7079><s_b_5426><s_c_6718>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6245><s_b_2148><s_c_2934>
|
||
【2025-06-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2941><s_b_4516><s_c_4295>
|
||
【2025-06-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7690><s_b_5576><s_c_7978>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_266><s_b_4464><s_c_2978>
|
||
【2025-06-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2293><s_b_5272><s_c_2795>
|
||
【2025-06-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_6779><s_c_7754>
|
||
【2025-07-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_605><s_b_1959><s_c_1832>
|
||
【2025-07-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_7109><s_c_3122>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_8007><s_c_1752>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_7319>
|
||
【2025-07-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3331><s_b_3147><s_c_5755>
|
||
【2025-07-11】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_713><s_c_7616>
|
||
【2025-07-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1882><s_b_4619><s_c_2077>
|
||
【2025-07-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3878><s_c_6831>
|
||
【2025-07-15】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_6708>
|
||
【2025-07-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_3158><s_c_3038>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_1532><s_c_241>
|
||
【2025-07-20】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_481><s_c_1272>
|
||
【2025-07-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3790><s_c_1335>
|
||
【2025-07-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_4053>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_8022><s_c_3676>
|
||
【2025-07-26】
|
||
--:-- [直播-关注] <|living_begin|><s_a_687><s_b_1146><s_c_677>
|
||
【2025-07-29】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_2627><s_b_4288><s_c_5956>
|
||
【2025-07-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3280><s_c_4288>
|
||
【2025-08-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3120><s_b_3340><s_c_3537>
|
||
【2025-08-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_665><s_c_3038>
|
||
【2025-08-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6204><s_b_4764><s_c_4519>
|
||
【2025-08-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6815><s_b_6234><s_c_519>
|
||
【2025-08-20】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_1658><s_b_451><s_c_5518>
|
||
【2025-08-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1463><s_b_7571><s_c_6202>
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6252>
|
||
【2025-08-27】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_5105>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_6467><s_c_7486>
|
||
【2025-09-05】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5393><s_b_2361><s_c_3267>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_5488><s_c_6672>
|
||
【2025-09-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5393><s_b_2361><s_c_3267>
|
||
【2025-09-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_4516><s_c_7909>
|
||
【2025-09-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_6234><s_c_5874>
|
||
【2025-09-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7445><s_c_6278>
|
||
【2025-10-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_4696>
|
||
【2025-10-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_1395>
|
||
【2025-10-14】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_2294>
|
||
【2025-10-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7692><s_b_4782><s_c_5135>
|
||
【2025-10-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6143><s_b_1508><s_c_1604>
|
||
【2025-10-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5557><s_b_5557><s_c_731>
|
||
【2025-10-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4545><s_b_6878><s_c_6808>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6238><s_b_6426><s_c_6073>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3721><s_c_1112>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5653><s_b_5449><s_c_1112>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1290><s_c_3692>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_552><s_c_5779>
|
||
【2025-11-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1142><s_c_4543>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_7660><s_c_2484>
|
||
【2025-11-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_506><s_c_790>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1940><s_c_812>
|
||
【2025-12-26】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4879><s_c_6278>
|
||
【2025-12-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_6804><s_c_5237>
|
||
【2026-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5131><s_b_1185><s_c_6278>
|
||
【2026-01-12】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_5658><s_c_2967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8070><s_b_2339><s_c_1720>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5028><s_c_3797>
|
||
【2026-01-13】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_4782><s_c_7732>
|
||
【2026-01-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2239><s_b_4753><s_c_6385>
|
||
【2026-01-19】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2737><s_b_3153><s_c_2415>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2737><s_b_5876><s_c_1511>
|
||
【2026-01-20】
|
||
03:03 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5511><s_c_2369>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1480><s_b_3297><s_c_3419>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7388><s_c_5022>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3297><s_c_3419>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_7388><s_c_5022>
|
||
10:11 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3346>
|
||
12:14 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_1206><s_c_2225>
|
||
13:49 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_5851>
|
||
14:25 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1223>
|
||
【2026-01-21】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_7986><s_c_5908>
|
||
14:35 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_1129>
|
||
17:18 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_1179>
|
||
17:56 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3636><s_c_1161>
|
||
【2026-01-22】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1658><s_b_7390><s_c_2793>
|
||
01:11 [视频-关注/长播] <|video_begin|><s_a_6232><s_b_5885><s_c_3970>
|
||
01:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7308><s_b_8097><s_c_4636>
|
||
02:47 [视频-评论/点赞/长播] <|video_begin|><s_a_6123><s_b_1822><s_c_3084>
|
||
02:53 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_1206><s_c_5087>
|
||
07:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_665><s_c_1935>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_58><s_b_7414><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4688><s_b_5465><s_c_7040>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_6804><s_c_5237>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_58><s_b_7414><s_c_1131>
|
||
09:55 [广告-深度转化] <|ad_begin|><s_a_491><s_b_665><s_c_4543>
|
||
13:35 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4944>
|
||
16:06 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
||
【2026-01-23】
|
||
02:54 [视频-评论/点赞/长播] <|video_begin|><s_a_532><s_b_5106><s_c_2789>
|
||
07:03 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1720>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_36><s_c_1414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7340><s_b_2864><s_c_7297>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_506><s_c_5967>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_4953><s_c_1129>
|
||
08:15 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5851>
|
||
11:49 [视频-评论/点赞/长播] <|video_begin|><s_a_3689><s_b_4404><s_c_531>
|
||
12:51 [视频-评论/点赞/长播] <|video_begin|><s_a_4307><s_b_6442><s_c_4543>
|
||
13:48 [视频-评论/点赞/长播] <|video_begin|><s_a_7308><s_b_581><s_c_2194>
|
||
14:08 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_7263>
|
||
14:39 [视频-评论/点赞/长播] <|video_begin|><s_a_7893><s_b_7952><s_c_2789>
|
||
14:59 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2084>
|
||
【2026-01-24】
|
||
01:37 [视频-评论/点赞/长播] <|video_begin|><s_a_3996><s_b_2130><s_c_6133>
|
||
01:50 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_1000>
|
||
05:45 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_7175><s_c_7616>
|
||
07:11 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_1494><s_c_2704>
|
||
07:18 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_4000><s_c_7616>
|
||
07:21 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_4000><s_c_1591>
|
||
07:33 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4033><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_2863><s_c_454>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_3440><s_c_7048>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_6925><s_c_4259>
|
||
09:13 [广告-深度转化] <|ad_begin|><s_a_923><s_b_5329><s_c_3026>
|
||
09:13 [广告-点击] <|ad_begin|><s_a_923><s_b_5329><s_c_3026>
|
||
11:41 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_4305><s_c_7616>
|
||
11:44 [广告-点击] <|ad_begin|><s_a_1393><s_b_7888><s_c_1659>
|
||
12:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
|
||
12:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_4932>
|
||
14:29 [广告-点击] <|ad_begin|><s_a_1274><s_b_5904><s_c_5749>
|
||
【2026-01-25】
|
||
07:03 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_7175><s_c_6112>
|
||
07:12 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5749>
|
||
07:12 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5973><s_b_2422><s_c_4315>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_4953><s_c_7064>
|
||
10:03 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
|
||
10:03 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_3221>
|
||
10:33 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_932>
|
||
15:40 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_6857>
|
||
15:58 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6051><s_c_3026>
|
||
15:58 [广告-点击] <|ad_begin|><s_a_2111><s_b_6051><s_c_3026>
|
||
【2026-01-26】
|
||
01:03 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6674>
|
||
01:03 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6674>
|
||
06:10 [视频-关注/长播] <|video_begin|><s_a_6383><s_b_3153><s_c_5625>
|
||
06:10 [视频-关注/点赞/长播] <|video_begin|><s_a_6388><s_b_4221><s_c_1708>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2276><s_b_4539><s_c_3580>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2276><s_b_4539><s_c_4007>
|
||
10:27 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_4932>
|
||
10:27 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_4932>
|
||
15:01 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_3284><s_c_3026>
|
||
15:01 [广告-点击] <|ad_begin|><s_a_2832><s_b_3284><s_c_3026>
|
||
17:02 [广告-深度转化] <|ad_begin|><s_a_1726><s_b_2246><s_c_7395>
|
||
17:02 [广告-点击] <|ad_begin|><s_a_1726><s_b_2246><s_c_7395>
|
||
【2026-01-27】
|
||
01:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_7772>
|
||
01:21 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7772>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_7604><s_c_4757>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_7756><s_c_2028>
|
||
09:29 [视频-关注/长播] <|video_begin|><s_a_4684><s_b_6379><s_c_5563>
|
||
09:29 [视频-评论/点赞/长播] <|video_begin|><s_a_7308><s_b_4932><s_c_1118>
|
||
09:33 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_281><s_c_7806>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3589>
|
||
09:45 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3589>
|
||
11:08 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_729><s_c_2051>
|
||
11:54 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_6100><s_c_4923>
|
||
13:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_1322>
|
||
13:44 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_1322>
|
||
16:27 [视频-评论/点赞/长播] <|video_begin|><s_a_4969><s_b_4932><s_c_7598>
|
||
16:50 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_141>
|
||
16:50 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_141>
|
||
【2026-01-28】
|
||
01:36 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4208>
|
||
01:36 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4208>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2737><s_b_4706><s_c_2415>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1548><s_b_702><s_c_5212>
|
||
12:03 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_7342><s_c_1752>
|
||
12:03 [广告-点击] <|ad_begin|><s_a_5960><s_b_7342><s_c_1752>
|
||
13:55 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_6757>
|
||
13:55 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_6757>
|
||
15:42 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_1642><s_c_2118>
|
||
15:42 [广告-点击] <|ad_begin|><s_a_7611><s_b_1642><s_c_2118>
|
||
22:29 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
|
||
22:29 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_6368>
|
||
【2026-01-29】
|
||
01:38 [视频-评论/点赞/长播] <|video_begin|><s_a_6123><s_b_57><s_c_6542>
|
||
07:45 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_5061><s_c_7354>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5364><s_b_251><s_c_2567>
|
||
08:16 [视频-关注/长播] <|video_begin|><s_a_6388><s_b_6442><s_c_3014>
|
||
08:26 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_7929>
|
||
08:26 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_7929>
|
||
12:38 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_2419><s_c_4315>
|
||
12:42 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3063><s_c_4636>
|
||
12:45 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_4000><s_c_99>
|
||
12:52 [广告-深度转化] <|ad_begin|><s_a_6386><s_b_177><s_c_1659>
|
||
12:52 [广告-点击] <|ad_begin|><s_a_6386><s_b_177><s_c_1659>
|
||
15:31 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_4944><s_c_814>
|
||
15:31 [视频-评论/点赞/长播] <|video_begin|><s_a_3858><s_b_2919><s_c_7899>
|
||
15:31 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_1247><s_c_4543>
|
||
15:45 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6861><s_c_3363>
|
||
15:45 [广告-点击] <|ad_begin|><s_a_2111><s_b_6861><s_c_3363>
|
||
【2026-01-30】
|
||
02:30 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_3026>
|
||
02:30 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_3026>
|
||
03:28 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_727><s_c_3225>
|
||
10:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_4923>
|
||
10:44 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_4923>
|
||
13:11 [视频-评论/长播] <|video_begin|><s_a_5144><s_b_4932><s_c_7448>
|
||
13:28 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6519><s_c_1368>
|
||
13:32 [视频-点赞/长播] <|video_begin|><s_a_7443><s_b_4125><s_c_7106>
|
||
13:35 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_6519><s_c_7072>
|
||
15:46 [视频-点赞/长播] <|video_begin|><s_a_2617><s_b_6726><s_c_3775>
|
||
15:46 [视频-评论/长播] <|video_begin|><s_a_5568><s_b_3189><s_c_3775>
|
||
15:46 [视频-评论/长播] <|video_begin|><s_a_3346><s_b_3235><s_c_1552>
|
||
15:58 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2497><s_c_2369>
|
||
15:58 [广告-点击] <|ad_begin|><s_a_3091><s_b_2497><s_c_2369>
|
||
19:16 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2912>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_7986><s_c_3177>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_6860><s_c_4085>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_6860><s_c_3562>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_2469><s_c_2290>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6596><s_b_5373><s_c_1982>
|
||
07:59 [视频-评论/点赞/长播] <|video_begin|><s_a_5146><s_b_3506><s_c_6601>
|
||
09:41 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_7395>
|
||
09:41 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_7395>
|
||
10:52 [视频-点赞/长播] <|video_begin|><s_a_4427><s_b_3506><s_c_6185>
|
||
11:13 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
11:13 [广告-点击] <|ad_begin|><s_a_2111><s_b_3589><s_c_3026>
|
||
16:24 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_978><s_c_7096>
|
||
16:40 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_2419><s_c_8010>
|
||
16:40 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_3015><s_c_5563>
|
||
16:47 [视频-点赞/长播] <|video_begin|><s_a_7149><s_b_96><s_c_7616>
|
||
17:05 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_1642><s_c_3363>
|
||
17:05 [广告-点击] <|ad_begin|><s_a_7611><s_b_1642><s_c_3363>
|
||
18:50 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6234><s_c_2693>
|
||
18:50 [广告-点击] <|ad_begin|><s_a_4024><s_b_6234><s_c_2693>
|
||
【2026-02-01】
|
||
01:57 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3517>
|
||
02:13 [广告-点击] <|ad_begin|><s_a_4039><s_b_843><s_c_3026>
|
||
03:41 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
|
||
03:41 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1084><s_b_6454><s_c_5468>
|
||
08:28 [视频-评论/长播] <|video_begin|><s_a_3346><s_b_3915><s_c_927>
|
||
08:40 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_6924><s_c_4979>
|
||
08:44 [视频-点赞/长播] <|video_begin|><s_a_5476><s_b_2419><s_c_1364>
|
||
08:54 [广告-点击] <|ad_begin|><s_a_2111><s_b_1206><s_c_141>
|
||
09:50 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_978><s_c_7719>
|
||
09:52 [视频-点赞/长播] <|video_begin|><s_a_5144><s_b_759><s_c_1337>
|
||
09:52 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_5841><s_c_99>
|
||
12:23 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_800><s_c_5162>
|
||
16:01 [视频-点赞/长播] <|video_begin|><s_a_6705><s_b_2865><s_c_1778>
|
||
16:06 [视频-评论/点赞/长播] <|video_begin|><s_a_3996><s_b_2345><s_c_4319>
|
||
16:08 [视频-点赞/长播] <|video_begin|><s_a_3386><s_b_5511><s_c_516>
|
||
16:28 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2419><s_c_2561>
|
||
16:28 [广告-点击] <|ad_begin|><s_a_2832><s_b_2419><s_c_2561>
|
||
17:15 [视频-评论/点赞/长播] <|video_begin|><s_a_4615><s_b_6047><s_c_2781>
|
||
17:18 [视频-评论/点赞/长播] <|video_begin|><s_a_6140><s_b_1974><s_c_3447>
|
||
【2026-02-02】
|
||
00:22 [广告-深度转化] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
00:22 [广告-点击] <|ad_begin|><s_a_7213><s_b_6234><s_c_907>
|
||
02:20 [视频-点赞/长播] <|video_begin|><s_a_5180><s_b_1806><s_c_5878>
|
||
02:20 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_6123><s_c_7790>
|
||
02:20 [视频-关注/评论/点赞/长播] <|video_begin|><s_a_2408><s_b_7214><s_c_3349>
|
||
05:19 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6519><s_c_1397>
|
||
05:21 [视频-评论/点赞/长播] <|video_begin|><s_a_6604><s_b_4000><s_c_2568>
|
||
05:23 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_800><s_c_4654>
|
||
05:35 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_1523><s_c_360>
|
||
05:42 [视频-点赞/长播] <|video_begin|><s_a_2526><s_b_6973><s_c_113>
|
||
05:42 [视频-评论/点赞/长播] <|video_begin|><s_a_4862><s_b_946><s_c_0>
|
||
05:54 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_3951><s_c_5413>
|
||
05:54 [视频-评论/点赞/长播] <|video_begin|><s_a_532><s_b_5511><s_c_99>
|
||
05:56 [视频-点赞/长播] <|video_begin|><s_a_7984><s_b_4746><s_c_535>
|
||
06:03 [视频-点赞/长播] <|video_begin|><s_a_7443><s_b_4746><s_c_6900>
|
||
07:27 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_1247><s_c_6112>
|
||
07:31 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_1659>
|
||
07:31 [视频-长播] <|video_begin|><s_a_116><s_b_3733><s_c_2561>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6160><s_c_3420>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_5699><s_c_7414>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_3399><s_c_4822>
|
||
08:00 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_4203><s_c_2460>
|
||
08:10 [视频-点赞/长播] <|video_begin|><s_a_5424><s_b_6234><s_c_6777>
|
||
08:11 [视频-长播] <|video_begin|><s_a_2132><s_b_4508><s_c_5713>
|
||
08:11 [视频-评论/点赞/长播] <|video_begin|><s_a_1164><s_b_4203><s_c_237>
|
||
08:14 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
|
||
08:16 [视频-点赞/长播] <|video_begin|><s_a_4922><s_b_7975><s_c_1774>
|
||
09:23 [视频-点赞/长播] <|video_begin|><s_a_4427><s_b_7870><s_c_4288>
|
||
09:25 [视频-长播] <|video_begin|><s_a_4591><s_b_1277><s_c_5737>
|
||
09:28 [视频-点赞/长播] <|video_begin|><s_a_2080><s_b_2854><s_c_853>
|
||
09:29 [视频-长播] <|video_begin|><s_a_457><s_b_5489><s_c_6384>
|
||
09:29 [视频-长播] <|video_begin|><s_a_335><s_b_7260><s_c_6222>
|
||
09:33 [视频-长播] <|video_begin|><s_a_8159><s_b_5647><s_c_3221>
|
||
09:33 [视频-长播] <|video_begin|><s_a_2335><s_b_5200><s_c_5911>
|
||
09:35 [视频-长播] <|video_begin|><s_a_2335><s_b_757><s_c_2898>
|
||
09:35 [视频-点赞/长播] <|video_begin|><s_a_5146><s_b_3952><s_c_4543>
|
||
09:37 [视频-长播] <|video_begin|><s_a_2058><s_b_7756><s_c_2693>
|
||
09:37 [视频-长播] <|video_begin|><s_a_3430><s_b_5876><s_c_1893>
|
||
10:00 [视频-点赞/长播] <|video_begin|><s_a_5058><s_b_7498><s_c_2262>
|
||
10:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2737><s_c_7616>
|
||
10:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_2737><s_c_7616>
|
||
12:51 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_7608><s_c_6278>
|
||
12:51 [广告-点击] <|ad_begin|><s_a_7931><s_b_7608><s_c_6278>
|
||
14:42 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2221><s_c_141>
|
||
14:42 [广告-点击] <|ad_begin|><s_a_2111><s_b_2221><s_c_141>
|
||
【2026-02-03】
|
||
00:46 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2084>
|
||
00:46 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2084>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_6902><s_c_5513>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_7580><s_c_3486>
|
||
08:25 [视频-点赞/长播] <|video_begin|><s_a_6843><s_b_1575><s_c_3775>
|
||
08:25 [视频-评论/点赞/长播] <|video_begin|><s_a_8010><s_b_7894><s_c_3349>
|
||
08:27 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5776>
|
||
08:30 [广告-深度转化] <|ad_begin|><s_a_4684><s_b_2485><s_c_3221>
|
||
08:30 [广告-点击] <|ad_begin|><s_a_4684><s_b_2485><s_c_3221>
|
||
08:47 [视频-长播] <|video_begin|><s_a_4615><s_b_5419><s_c_2264>
|
||
08:47 [视频-长播] <|video_begin|><s_a_4178><s_b_506><s_c_3995>
|
||
08:47 [视频-评论/点赞/长播] <|video_begin|><s_a_2411><s_b_7870><s_c_5890>
|
||
09:07 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_7921>
|
||
09:07 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_7921>
|
||
11:14 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_6519><s_c_237>
|
||
11:16 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_4932>
|
||
11:48 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_3678><s_c_3026>
|
||
11:48 [广告-点击] <|ad_begin|><s_a_5673><s_b_3678><s_c_3026>
|
||
13:51 [视频-评论/点赞/长播] <|video_begin|><s_a_5568><s_b_3189><s_c_3014>
|
||
13:56 [视频-长播] <|video_begin|><s_a_2554><s_b_2485><s_c_4365>
|
||
13:56 [视频-长播] <|video_begin|><s_a_6697><s_b_4508><s_c_4693>
|
||
13:56 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_7246><s_c_7719>
|
||
13:56 [视频-评论/点赞/长播] <|video_begin|><s_a_3717><s_b_1822><s_c_354>
|
||
15:54 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_5511><s_c_5553>
|
||
15:54 [广告-点击] <|ad_begin|><s_a_1393><s_b_5511><s_c_5553>
|
||
16:39 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5486>
|
||
16:39 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_5486>
|
||
【2026-02-04】
|
||
00:36 [视频-长播] <|video_begin|><s_a_3510><s_b_5200><s_c_6225>
|
||
01:54 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_5749>
|
||
01:54 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_6595><s_c_4986>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5270><s_c_2455>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3846><s_b_1804><s_c_924>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7873><s_b_4458><s_c_4412>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_3177><s_c_5974>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7794><s_b_5436><s_c_6596>
|
||
08:52 [视频-长播] <|video_begin|><s_a_4646><s_b_7554><s_c_6831>
|
||
08:52 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6519><s_c_7257>
|
||
09:04 [视频-评论/点赞/长播] <|video_begin|><s_a_2794><s_b_4944><s_c_399>
|
||
09:12 [广告-点击] <|ad_begin|><s_a_5673><s_b_1141><s_c_3026>
|
||
09:25 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_1642><s_c_5563>
|
||
09:25 [广告-点击] <|ad_begin|><s_a_1608><s_b_1642><s_c_5563>
|
||
11:07 [广告-点击] <|ad_begin|><s_a_1754><s_b_4733><s_c_142>
|
||
11:27 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6879>
|
||
11:27 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6879>
|
||
13:00 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6051><s_c_6535>
|
||
13:00 [广告-点击] <|ad_begin|><s_a_1608><s_b_6051><s_c_6535>
|
||
13:29 [广告-点击] <|ad_begin|><s_a_7611><s_b_3043><s_c_2370>
|
||
13:45 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_4373>
|
||
13:45 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_4373>
|
||
14:04 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2699>
|
||
14:04 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2699>
|
||
14:30 [广告-点击] <|ad_begin|><s_a_1274><s_b_1206><s_c_2374>
|
||
14:32 [视频-长播] <|video_begin|><s_a_5476><s_b_3827><s_c_5667>
|
||
15:15 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7342><s_c_1317>
|
||
15:15 [广告-点击] <|ad_begin|><s_a_4403><s_b_7342><s_c_1317>
|
||
17:28 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_1330><s_c_1148>
|
||
17:28 [广告-点击] <|ad_begin|><s_a_3308><s_b_1330><s_c_1148>
|
||
18:02 [视频-长播] <|video_begin|><s_a_5489><s_b_5106><s_c_3191>
|
||
18:02 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_4543>
|
||
18:06 [视频-长播] <|video_begin|><s_a_6169><s_b_177><s_c_4427>
|
||
18:06 [视频-长播] <|video_begin|><s_a_3766><s_b_6234><s_c_3997>
|
||
18:06 [视频-长播] <|video_begin|><s_a_2450><s_b_5231><s_c_2070>
|
||
18:06 [视频-点赞/长播] <|video_begin|><s_a_7308><s_b_5963><s_c_372>
|
||
18:11 [视频-长播] <|video_begin|><s_a_757><s_b_6100><s_c_2884>
|
||
18:11 [视频-点赞/长播] <|video_begin|><s_a_3858><s_b_2347><s_c_7622>
|
||
18:11 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_5511><s_c_4543>
|
||
18:17 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
||
【2026-02-05】
|
||
01:34 [视频-长播] <|video_begin|><s_a_768><s_b_4009><s_c_3450>
|
||
01:34 [视频-评论/点赞/长播] <|video_begin|><s_a_268><s_b_1230><s_c_601>
|
||
03:30 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7099>
|
||
03:30 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_7099>
|
||
08:48 [视频-长播] <|video_begin|><s_a_2335><s_b_1284><s_c_7945>
|
||
08:51 [视频-长播] <|video_begin|><s_a_4919><s_b_1566><s_c_728>
|
||
08:57 [视频-长播] <|video_begin|><s_a_335><s_b_2906><s_c_5305>
|
||
08:57 [视频-长播] <|video_begin|><s_a_6329><s_b_4688><s_c_1591>
|
||
09:01 [视频-长播] <|video_begin|><s_a_2080><s_b_1029><s_c_2203>
|
||
09:01 [视频-长播] <|video_begin|><s_a_308><s_b_1994><s_c_5647>
|
||
09:04 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_3475>
|
||
09:06 [视频-长播] <|video_begin|><s_a_335><s_b_7445><s_c_6222>
|
||
09:06 [视频-长播] <|video_begin|><s_a_335><s_b_4018><s_c_5305>
|
||
09:08 [视频-长播] <|video_begin|><s_a_335><s_b_4142><s_c_5531>
|
||
09:08 [视频-长播] <|video_begin|><s_a_6843><s_b_6436><s_c_5054>
|
||
09:08 [视频-长播] <|video_begin|><s_a_148><s_b_1300><s_c_1047>
|
||
09:11 [视频-长播] <|video_begin|><s_a_410><s_b_711><s_c_3693>
|
||
09:11 [视频-长播] <|video_begin|><s_a_4445><s_b_5200><s_c_1786>
|
||
09:11 [视频-长播] <|video_begin|><s_a_1585><s_b_884><s_c_1806>
|
||
09:16 [视频-长播] <|video_begin|><s_a_5058><s_b_1645><s_c_6999>
|
||
09:16 [视频-长播] <|video_begin|><s_a_308><s_b_70><s_c_5875>
|
||
09:16 [视频-长播] <|video_begin|><s_a_4873><s_b_5131><s_c_7716>
|
||
09:30 [视频-长播] <|video_begin|><s_a_757><s_b_1916><s_c_757>
|
||
09:30 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_6051><s_c_4595>
|
||
09:33 [视频-点赞/长播] <|video_begin|><s_a_6321><s_b_5231><s_c_2118>
|
||
09:33 [视频-评论/点赞/长播] <|video_begin|><s_a_3996><s_b_6234><s_c_72>
|
||
09:47 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7571><s_c_1148>
|
||
09:47 [广告-点击] <|ad_begin|><s_a_4039><s_b_7571><s_c_1148>
|
||
12:12 [视频-长播] <|video_begin|><s_a_8152><s_b_6047><s_c_5874>
|
||
12:12 [视频-长播] <|video_begin|><s_a_4615><s_b_5419><s_c_6072>
|
||
12:12 [视频-长播] <|video_begin|><s_a_2051><s_b_4120><s_c_2757>
|
||
12:19 [视频-长播] <|video_begin|><s_a_6140><s_b_4010><s_c_8057>
|
||
13:34 [视频-长播] <|video_begin|><s_a_3386><s_b_697><s_c_3753>
|
||
13:34 [视频-长播] <|video_begin|><s_a_7014><s_b_6944><s_c_8140>
|
||
13:34 [视频-长播] <|video_begin|><s_a_2015><s_b_2221><s_c_7096>
|
||
13:34 [视频-评论/点赞/长播] <|video_begin|><s_a_6705><s_b_7571><s_c_5197>
|
||
13:36 [视频-点赞/长播] <|video_begin|><s_a_2284><s_b_697><s_c_6077>
|
||
13:39 [广告-点击] <|ad_begin|><s_a_4815><s_b_2918><s_c_1935>
|
||
13:42 [视频-长播] <|video_begin|><s_a_457><s_b_6726><s_c_5231>
|
||
13:42 [视频-长播] <|video_begin|><s_a_1608><s_b_6234><s_c_2509>
|
||
13:42 [视频-点赞/长播] <|video_begin|><s_a_5231><s_b_594><s_c_4994>
|
||
14:10 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
|
||
14:10 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_6227>
|
||
|
||
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，严格提取出所有相关的历史交互条目。
|
||
|
||
主题：从泛兴趣到专业化探索：玉石文玩认知路径
|
||
|
||
输出格式要求：请严格只输出包含 SID 字段的 JSON 数组格式，禁止输出任何其他补充说明或解释性文本。/no_think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
</think>
|
||
["<|living_begin|><s_a_6627><s_b_6234><s_c_5874>", "<|living_begin|><s_a_4372><s_b_7445><s_c_6278>", "<|living_begin|><s_a_4372><s_b_6234><s_c_4696>", "<|living_begin|><s_a_5131><s_b_1185><s_c_6278>", "<|ad_begin|><s_a_1726><s_b_2246><s_c_7395>", "<|ad_begin|><s_a_1608><s_b_7344><s_c_141>", "<|ad_begin|><s_a_6417><s_b_6234><s_c_7929>", "<|ad_begin|><s_a_1608><s_b_6234><s_c_7921>", "<|ad_begin|><s_a_7931><s_b_6234><s_c_5749>", "<|ad_begin|><s_a_1608><s_b_7344><s_c_3475>", "<|video_begin|><s_a_4873><s_b_5131><s_c_7716>"]<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-03-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2021><s_b_1258><s_c_870>
|
||
【2025-05-03】
|
||
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3713><s_b_581><s_c_2513>
|
||
【2025-05-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1968><s_c_3842>
|
||
【2025-05-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1938><s_b_4242><s_c_1285>
|
||
【2025-05-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_5923><s_c_2937>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>
|
||
【2025-05-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>
|
||
【2025-05-26】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_647><s_b_1226><s_c_7288>
|
||
【2025-06-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_7537><s_c_2838>
|
||
【2025-06-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_2469><s_c_2668>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6600><s_c_5498>
|
||
【2025-06-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_451><s_c_6278>
|
||
【2025-06-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_6197><s_c_2954>
|
||
【2025-06-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4279><s_b_2752><s_c_3349>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7823><s_c_7074>
|
||
【2025-06-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_888><s_b_1424><s_c_6347>
|
||
【2025-06-29】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2115><s_b_5172><s_c_6137>
|
||
【2025-06-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_7517><s_c_7690>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7242><s_b_2547><s_c_5087>
|
||
【2025-07-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6005><s_b_3072><s_c_2717>
|
||
【2025-07-28】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_3679><s_c_968>
|
||
【2025-08-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5567><s_b_6937><s_c_1081>
|
||
【2025-08-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_6072><s_c_677>
|
||
【2025-09-17】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_850><s_c_7125>
|
||
【2025-10-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1258><s_c_2957>
|
||
【2025-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1388><s_b_746><s_c_7395>
|
||
【2025-11-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
【2025-12-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
【2025-12-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_7963><s_c_1372>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3969><s_b_7823><s_c_4117>
|
||
【2025-12-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6110><s_b_7823><s_c_319>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8><s_b_990><s_c_3781>
|
||
【2025-12-13】
|
||
14:59 [广告-点击] <|ad_begin|><s_a_2778><s_b_1366><s_c_1039>
|
||
【2025-12-14】
|
||
00:36 [广告-点击] <|ad_begin|><s_a_3062><s_b_1258><s_c_7598>
|
||
04:06 [广告-点击] <|ad_begin|><s_a_294><s_b_7246><s_c_6994>
|
||
09:35 [广告-点击] <|ad_begin|><s_a_7683><s_b_1206><s_c_3026>
|
||
13:45 [广告-深度转化] <|ad_begin|><s_a_2578><s_b_7342><s_c_47>
|
||
13:45 [广告-点击] <|ad_begin|><s_a_2578><s_b_7342><s_c_47>
|
||
【2025-12-23】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3665><s_b_7823><s_c_1827>
|
||
04:39 [广告-点击] <|ad_begin|><s_a_7775><s_b_2966><s_c_4586>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7178><s_c_1303>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7558><s_b_2388><s_c_3150>
|
||
【2025-12-26】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5213><s_b_2558><s_c_559>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3158><s_b_5487><s_c_4604>
|
||
12:07 [广告-点击] <|ad_begin|><s_a_1377><s_b_7686><s_c_6896>
|
||
19:01 [广告-点击] <|ad_begin|><s_a_4044><s_b_2966><s_c_1166>
|
||
【2025-12-28】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_3158><s_b_5487><s_c_4604>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7517><s_b_1572><s_c_1611>
|
||
【2025-12-29】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4626><s_b_6694><s_c_7624>
|
||
【2025-12-30】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_5057><s_b_5799><s_c_3111>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_6142><s_b_3072><s_c_5062>
|
||
【2025-12-31】
|
||
19:36 [广告-深度转化] <|ad_begin|><s_a_6877><s_b_6442><s_c_3501>
|
||
19:36 [广告-点击] <|ad_begin|><s_a_6877><s_b_6442><s_c_3501>
|
||
【2026-01-02】
|
||
03:35 [广告-点击] <|ad_begin|><s_a_1041><s_b_7333><s_c_3308>
|
||
--:-- [商品-加购] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
09:11 [广告-点击] <|ad_begin|><s_a_7460><s_b_2690><s_c_5688>
|
||
16:47 [广告-深度转化] <|ad_begin|><s_a_5613><s_b_2918><s_c_563>
|
||
16:47 [广告-点击] <|ad_begin|><s_a_5613><s_b_2918><s_c_563>
|
||
【2026-01-05】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2882><s_b_3471><s_c_4453>
|
||
【2026-01-07】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_2665><s_b_2498><s_c_4233>
|
||
13:22 [广告-点击] <|ad_begin|><s_a_6877><s_b_6442><s_c_3501>
|
||
【2026-01-08】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4626><s_b_6694><s_c_7624>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1309><s_b_2865><s_c_7113>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7121><s_b_6454><s_c_3772>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1978><s_b_6664><s_c_2412>
|
||
【2026-01-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_261><s_b_5426><s_c_2972>
|
||
【2026-01-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6937><s_b_7823><s_c_7311>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7066><s_b_3453><s_c_7624>
|
||
【2026-01-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2006><s_b_3353><s_c_2309>
|
||
【2026-01-18】
|
||
--:-- [商品-加购] <|prod_begin|><s_a_4626><s_b_6694><s_c_7624>
|
||
07:01 [广告-点击] <|ad_begin|><s_a_217><s_b_5206><s_c_6228>
|
||
【2026-01-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4321><s_b_1369><s_c_4547>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1611><s_b_7497><s_c_3953>
|
||
【2026-01-22】
|
||
04:38 [视频-转发/点赞/长播] <|video_begin|><s_a_2899><s_b_4915><s_c_1935>
|
||
04:59 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_6532><s_c_1752>
|
||
【2026-01-23】
|
||
03:59 [视频-转发/点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_2643>
|
||
04:03 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_4631>
|
||
04:03 [视频-转发/点赞/长播] <|video_begin|><s_a_7424><s_b_4959><s_c_1767>
|
||
04:14 [视频-转发/点赞/长播] <|video_begin|><s_a_5903><s_b_2799><s_c_2262>
|
||
04:24 [视频-转发/点赞/长播] <|video_begin|><s_a_7038><s_b_4879><s_c_4611>
|
||
05:01 [视频-转发/长播] <|video_begin|><s_a_3829><s_b_4216><s_c_4978>
|
||
05:38 [视频-转发/长播] <|video_begin|><s_a_1880><s_b_6973><s_c_5452>
|
||
05:40 [视频-转发/长播] <|video_begin|><s_a_3254><s_b_3862><s_c_2672>
|
||
07:11 [视频-转发/点赞/长播] <|video_begin|><s_a_1726><s_b_3006><s_c_4636>
|
||
【2026-01-24】
|
||
04:40 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_3230><s_c_5563>
|
||
【2026-01-25】
|
||
07:12 [视频-转发/点赞/长播] <|video_begin|><s_a_7424><s_b_1258><s_c_2759>
|
||
【2026-01-26】
|
||
00:59 [视频-转发/点赞/长播] <|video_begin|><s_a_7328><s_b_7823><s_c_5554>
|
||
02:11 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_698>
|
||
02:36 [视频-转发/点赞/长播] <|video_begin|><s_a_1509><s_b_353><s_c_146>
|
||
05:33 [视频-转发/点赞/长播] <|video_begin|><s_a_3655><s_b_990><s_c_3346>
|
||
05:48 [视频-转发/长播] <|video_begin|><s_a_7038><s_b_935><s_c_7921>
|
||
08:02 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_7888><s_c_853>
|
||
09:39 [视频-转发/点赞/长播] <|video_begin|><s_a_5254><s_b_4491><s_c_1767>
|
||
09:41 [视频-转发/点赞/长播] <|video_begin|><s_a_4060><s_b_7843><s_c_5807>
|
||
09:46 [视频-转发/点赞/长播] <|video_begin|><s_a_5023><s_b_1232><s_c_7925>
|
||
14:19 [视频-转发/点赞/长播] <|video_begin|><s_a_8113><s_b_6924><s_c_8091>
|
||
14:19 [视频-转发/长播] <|video_begin|><s_a_1336><s_b_3633><s_c_6067>
|
||
14:59 [视频-转发/长播] <|video_begin|><s_a_4540><s_b_1494><s_c_7921>
|
||
15:06 [视频-转发/长播] <|video_begin|><s_a_4032><s_b_6435><s_c_2584>
|
||
15:16 [视频-转发/长播] <|video_begin|><s_a_3216><s_b_7344><s_c_4631>
|
||
15:38 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_4794><s_c_2335>
|
||
【2026-01-27】
|
||
04:24 [视频-转发/长播] <|video_begin|><s_a_2416><s_b_3417><s_c_6962>
|
||
04:56 [视频-转发/长播] <|video_begin|><s_a_3062><s_b_1258><s_c_1939>
|
||
05:30 [广告-点击] <|ad_begin|><s_a_759><s_b_4692><s_c_814>
|
||
07:12 [广告-点击] <|ad_begin|><s_a_4258><s_b_3932><s_c_6919>
|
||
09:16 [视频-转发/点赞/长播] <|video_begin|><s_a_5555><s_b_7214><s_c_640>
|
||
09:28 [视频-转发/点赞/长播] <|video_begin|><s_a_5687><s_b_5904><s_c_728>
|
||
10:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_6727><s_c_677>
|
||
11:09 [广告-点击] <|ad_begin|><s_a_5632><s_b_6901><s_c_6976>
|
||
13:05 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7608><s_c_7790>
|
||
13:25 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_6973><s_c_4783>
|
||
13:27 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_5555>
|
||
13:33 [视频-转发/点赞/长播] <|video_begin|><s_a_4088><s_b_6477><s_c_1061>
|
||
13:33 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_7790>
|
||
13:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_7894><s_c_5555>
|
||
【2026-01-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_8006><s_b_7342><s_c_5668>
|
||
01:12 [视频-转发/点赞/长播] <|video_begin|><s_a_5687><s_b_6234><s_c_728>
|
||
01:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_3655><s_b_1929><s_c_6919>
|
||
01:21 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4033><s_c_6676>
|
||
01:21 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_5555>
|
||
01:45 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_5555>
|
||
01:59 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_1411><s_c_1269>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1534><s_b_5172><s_c_3207>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2337><s_b_8155><s_c_5345>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5401><s_b_5612><s_c_4120>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5431><s_b_6937><s_c_2594>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_3335><s_c_3515>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7171><s_b_7330><s_c_822>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4838><s_b_4338><s_c_1247>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4211><s_b_3440><s_c_7586>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5401><s_b_3705><s_c_3878>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1309><s_b_7412><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2861><s_b_4028><s_c_5315>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1611><s_b_647><s_c_3515>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7303><s_b_5050><s_c_6140>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_866><s_c_2032>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_3072><s_c_2717>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6005><s_b_4502><s_c_129>
|
||
03:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2799><s_c_7790>
|
||
03:58 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4937><s_c_2494>
|
||
07:16 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_2997><s_c_6410>
|
||
07:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7608><s_c_1935>
|
||
07:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_6196><s_c_7622>
|
||
07:38 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6676>
|
||
07:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_4032><s_b_1929><s_c_1858>
|
||
07:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_1584><s_b_6727><s_c_2374>
|
||
07:49 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6456>
|
||
11:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6919>
|
||
11:53 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_2997><s_c_8145>
|
||
15:14 [视频-收藏/点赞/长播] <|video_begin|><s_a_7460><s_b_2997><s_c_7888>
|
||
【2026-01-29】
|
||
01:30 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2485><s_c_6583>
|
||
01:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2485><s_c_3889>
|
||
01:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_5904><s_c_8037>
|
||
01:49 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_6435><s_c_1232>
|
||
01:51 [视频-转发/点赞/长播] <|video_begin|><s_a_3062><s_b_3417><s_c_5668>
|
||
01:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_7516><s_b_1410><s_c_130>
|
||
01:51 [视频-收藏/点赞/长播] <|video_begin|><s_a_7300><s_b_7994><s_c_3843>
|
||
01:54 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3738><s_b_7608><s_c_1935>
|
||
01:57 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6727><s_c_2248>
|
||
02:03 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_6727><s_c_7244>
|
||
02:03 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4932><s_c_2957>
|
||
02:06 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4491><s_c_713>
|
||
02:06 [视频-收藏/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_6676>
|
||
02:06 [视频-收藏/点赞] <|video_begin|><s_a_7328><s_b_8179><s_c_3338>
|
||
02:15 [视频-转发/长播] <|video_begin|><s_a_7460><s_b_7608><s_c_5555>
|
||
02:15 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7214><s_c_2530>
|
||
02:15 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_6919>
|
||
02:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6676>
|
||
02:19 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_2865><s_c_6486>
|
||
02:19 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_8058><s_c_640>
|
||
02:24 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7214><s_c_1935>
|
||
02:29 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_6486>
|
||
04:20 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_4451>
|
||
04:24 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_4451>
|
||
【2026-01-30】
|
||
00:54 [视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_7214><s_c_5245>
|
||
01:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_665><s_c_5555>
|
||
03:47 [广告-点击] <|ad_begin|><s_a_7249><s_b_1013><s_c_61>
|
||
04:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_1911><s_b_985><s_c_2791>
|
||
04:33 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_2997><s_c_7244>
|
||
04:43 [视频-收藏/点赞/长播] <|video_begin|><s_a_7268><s_b_2575><s_c_5555>
|
||
04:45 [广告-点击] <|ad_begin|><s_a_4032><s_b_4733><s_c_6173>
|
||
06:03 [广告-点击] <|ad_begin|><s_a_2022><s_b_4915><s_c_4859>
|
||
10:48 [视频-收藏/长播] <|video_begin|><s_a_7038><s_b_3614><s_c_7315>
|
||
11:43 [视频-转发/长播] <|video_begin|><s_a_3766><s_b_6234><s_c_3970>
|
||
11:45 [视频-转发/长播] <|video_begin|><s_a_4284><s_b_1119><s_c_1933>
|
||
11:45 [视频-收藏/点赞/长播] <|video_begin|><s_a_1255><s_b_7123><s_c_7951>
|
||
【2026-01-31】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7497><s_b_4743><s_c_5267>
|
||
09:42 [视频-收藏/点赞/长播] <|video_begin|><s_a_1790><s_b_6442><s_c_5555>
|
||
11:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_2067><s_b_2997><s_c_3476>
|
||
11:45 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_7603><s_c_88>
|
||
11:57 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_1188><s_c_5061>
|
||
14:27 [广告-点击] <|ad_begin|><s_a_447><s_b_1369><s_c_6785>
|
||
14:36 [视频-收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_7295><s_c_6676>
|
||
19:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_4393><s_b_1929><s_c_5851>
|
||
【2026-02-01】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_5487><s_c_4604>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_6265><s_c_1649>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2686><s_b_7279><s_c_4604>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_4538><s_c_2652>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3158><s_b_325><s_c_4307>
|
||
06:02 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_4491><s_c_439>
|
||
06:09 [视频-收藏/点赞/长播] <|video_begin|><s_a_6936><s_b_2997><s_c_6561>
|
||
15:57 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_7328><s_b_2997><s_c_5209>
|
||
【2026-02-02】
|
||
01:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3914><s_b_827><s_c_4200>
|
||
01:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_1255><s_b_6966><s_c_5362>
|
||
01:27 [视频-收藏/点赞/长播] <|video_begin|><s_a_3194><s_b_5672><s_c_2793>
|
||
02:38 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_581><s_c_7671>
|
||
02:39 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4491><s_c_5668>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4279><s_b_4516><s_c_3011>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7884><s_b_1002><s_c_5357>
|
||
09:32 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_8179><s_c_88>
|
||
09:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_1935>
|
||
18:17 [视频-转发/长播] <|video_begin|><s_a_7679><s_b_3112><s_c_5851>
|
||
18:17 [视频-转发/收藏/点赞/长播] <|video_begin|><s_a_2434><s_b_6727><s_c_7806>
|
||
【2026-02-03】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_5268><s_c_5194>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_5658><s_c_7448>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_4421><s_c_7311>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_6434><s_c_7529>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1938><s_b_7164><s_c_2082>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5576><s_b_3471><s_c_5470>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_6599><s_c_5220>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_3147><s_c_1030>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6836><s_b_444><s_c_4244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5851><s_b_8008><s_c_8156>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6836><s_b_5743><s_c_4755>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6836><s_b_444><s_c_4244>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5684><s_b_2669><s_c_8015>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2178><s_b_2669><s_c_4908>
|
||
05:44 [视频-点赞/长播] <|video_begin|><s_a_3062><s_b_1119><s_c_7790>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_481><s_c_1939>
|
||
05:49 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_5119><s_c_1676>
|
||
06:06 [视频-点赞/长播] <|video_begin|><s_a_5720><s_b_2549><s_c_141>
|
||
06:12 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4841><s_c_853>
|
||
06:12 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_7608><s_c_6108>
|
||
06:17 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3059><s_c_1939>
|
||
08:26 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_5268><s_c_6057>
|
||
13:07 [视频-收藏/点赞/长播] <|video_begin|><s_a_5988><s_b_7823><s_c_2049>
|
||
13:20 [广告-点击] <|ad_begin|><s_a_4088><s_b_8002><s_c_308>
|
||
【2026-02-04】
|
||
01:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_5555><s_b_7214><s_c_1082>
|
||
01:29 [视频-收藏/点赞/长播] <|video_begin|><s_a_8113><s_b_697><s_c_7616>
|
||
01:35 [视频-点赞/长播] <|video_begin|><s_a_1509><s_b_7823><s_c_4361>
|
||
01:35 [视频-收藏/点赞/长播] <|video_begin|><s_a_1509><s_b_827><s_c_1741>
|
||
01:42 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_3189><s_c_4405>
|
||
01:54 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1300><s_c_5964>
|
||
01:54 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_3417><s_c_6725>
|
||
01:54 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_1935>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_8><s_b_1226><s_c_846>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6983><s_b_5268><s_c_2528>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8><s_b_1226><s_c_846>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5851><s_b_6599><s_c_5220>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5040><s_b_357><s_c_4822>
|
||
06:01 [视频-点赞/长播] <|video_begin|><s_a_3766><s_b_1258><s_c_535>
|
||
06:01 [视频-点赞/长播] <|video_begin|><s_a_7385><s_b_4491><s_c_6409>
|
||
09:34 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_7756><s_c_6881>
|
||
09:36 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_5668>
|
||
11:16 [视频-点赞/长播] <|video_begin|><s_a_5555><s_b_4915><s_c_7738>
|
||
11:16 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_4259><s_c_907>
|
||
11:16 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_1929><s_c_1000>
|
||
12:06 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_6924><s_c_1000>
|
||
12:06 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6622><s_c_5576>
|
||
12:10 [视频-长播] <|video_begin|><s_a_3766><s_b_7870><s_c_4135>
|
||
12:10 [视频-长播] <|video_begin|><s_a_3862><s_b_7181><s_c_4828>
|
||
12:10 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_931><s_c_3793>
|
||
12:16 [视频-长播] <|video_begin|><s_a_7038><s_b_7670><s_c_5576>
|
||
12:16 [视频-长播] <|video_begin|><s_a_3062><s_b_7381><s_c_6390>
|
||
12:16 [视频-长播] <|video_begin|><s_a_7841><s_b_7824><s_c_4693>
|
||
12:16 [视频-点赞/长播] <|video_begin|><s_a_6597><s_b_5647><s_c_4059>
|
||
12:23 [视频-长播] <|video_begin|><s_a_4540><s_b_1300><s_c_7921>
|
||
12:23 [视频-长播] <|video_begin|><s_a_6597><s_b_4259><s_c_5625>
|
||
12:23 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4996><s_c_1004>
|
||
12:35 [视频-点赞/长播] <|video_begin|><s_a_5983><s_b_7823><s_c_535>
|
||
12:35 [视频-点赞/长播] <|video_begin|><s_a_4601><s_b_3472><s_c_5874>
|
||
16:17 [视频-长播] <|video_begin|><s_a_3071><s_b_7870><s_c_216>
|
||
16:17 [视频-点赞/长播] <|video_begin|><s_a_4035><s_b_5268><s_c_1118>
|
||
16:26 [视频-长播] <|video_begin|><s_a_7435><s_b_4477><s_c_7178>
|
||
16:26 [视频-转发/长播] <|video_begin|><s_a_8113><s_b_5555><s_c_264>
|
||
16:27 [视频-长播] <|video_begin|><s_a_7751><s_b_234><s_c_6067>
|
||
16:27 [视频-长播] <|video_begin|><s_a_7249><s_b_6442><s_c_1127>
|
||
16:30 [视频-长播] <|video_begin|><s_a_8113><s_b_2997><s_c_5621>
|
||
16:30 [视频-点赞/长播] <|video_begin|><s_a_2408><s_b_1916><s_c_1708>
|
||
16:34 [视频-长播] <|video_begin|><s_a_8113><s_b_6727><s_c_5555>
|
||
16:37 [视频-长播] <|video_begin|><s_a_8113><s_b_5555><s_c_7187>
|
||
16:37 [视频-点赞/长播] <|video_begin|><s_a_6219><s_b_7333><s_c_447>
|
||
16:41 [视频-长播] <|video_begin|><s_a_2015><s_b_2799><s_c_3674>
|
||
16:43 [视频-长播] <|video_begin|><s_a_505><s_b_1366><s_c_4468>
|
||
16:46 [视频-长播] <|video_begin|><s_a_7328><s_b_7823><s_c_1418>
|
||
16:46 [视频-长播] <|video_begin|><s_a_2364><s_b_5277><s_c_5252>
|
||
16:46 [视频-长播] <|video_begin|><s_a_7328><s_b_6400><s_c_5662>
|
||
18:31 [视频-长播] <|video_begin|><s_a_4788><s_b_1929><s_c_814>
|
||
18:31 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_7414><s_c_47>
|
||
18:38 [广告-深度转化] <|ad_begin|><s_a_1041><s_b_7894><s_c_2313>
|
||
18:38 [广告-点击] <|ad_begin|><s_a_1041><s_b_7894><s_c_2313>
|
||
【2026-02-05】
|
||
01:37 [视频-长播] <|video_begin|><s_a_7679><s_b_2114><s_c_6390>
|
||
01:37 [视频-长播] <|video_begin|><s_a_7424><s_b_6435><s_c_7751>
|
||
01:37 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1277><s_c_3111>
|
||
01:37 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_1002><s_c_7289>
|
||
01:40 [广告-点击] <|ad_begin|><s_a_217><s_b_1738><s_c_7673>
|
||
01:46 [视频-长播] <|video_begin|><s_a_2899><s_b_7342><s_c_987>
|
||
01:52 [视频-长播] <|video_begin|><s_a_3062><s_b_3589><s_c_7783>
|
||
01:52 [视频-长播] <|video_begin|><s_a_7679><s_b_6123><s_c_7719>
|
||
02:12 [广告-点击] <|ad_begin|><s_a_5632><s_b_3727><s_c_4673>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>
|
||
05:44 [视频-点赞/长播] <|video_begin|><s_a_3655><s_b_3951><s_c_141>
|
||
05:44 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_1002><s_c_6379>
|
||
06:40 [视频-长播] <|video_begin|><s_a_2402><s_b_7823><s_c_3347>
|
||
06:40 [视频-点赞/长播] <|video_begin|><s_a_5903><s_b_7180><s_c_1939>
|
||
06:40 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_4746><s_c_2360>
|
||
06:55 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_1021><s_c_7588>
|
||
06:59 [视频-长播] <|video_begin|><s_a_5058><s_b_2687><s_c_4879>
|
||
06:59 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_7823><s_c_6900>
|
||
07:02 [视频-点赞/长播] <|video_begin|><s_a_2015><s_b_7295><s_c_1935>
|
||
08:20 [视频-点赞/长播] <|video_begin|><s_a_4808><s_b_1119><s_c_2035>
|
||
09:33 [视频-长播] <|video_begin|><s_a_2067><s_b_1132><s_c_6919>
|
||
09:38 [视频-长播] <|video_begin|><s_a_6597><s_b_7608><s_c_7536>
|
||
09:38 [视频-长播] <|video_begin|><s_a_3406><s_b_6966><s_c_3322>
|
||
09:40 [视频-点赞/长播] <|video_begin|><s_a_2899><s_b_2485><s_c_6583>
|
||
10:41 [视频-长播] <|video_begin|><s_a_7038><s_b_6006><s_c_827>
|
||
10:41 [视频-点赞/长播] <|video_begin|><s_a_5988><s_b_2997><s_c_4158>
|
||
10:41 [视频-转发/点赞/长播] <|video_begin|><s_a_3766><s_b_3063><s_c_7289>
|
||
10:53 [视频-长播] <|video_begin|><s_a_6321><s_b_1119><s_c_1933>
|
||
10:53 [视频-点赞/长播] <|video_begin|><s_a_8113><s_b_4246><s_c_831>
|
||
10:55 [视频-长播] <|video_begin|><s_a_7038><s_b_2221><s_c_5377>
|
||
10:55 [视频-长播] <|video_begin|><s_a_3062><s_b_1258><s_c_6162>
|
||
10:55 [视频-长播] <|video_begin|><s_a_6597><s_b_5961><s_c_1148>
|
||
11:01 [视频-长播] <|video_begin|><s_a_6597><s_b_4041><s_c_1935>
|
||
13:02 [视频-长播] <|video_begin|><s_a_6597><s_b_697><s_c_337>
|
||
13:02 [视频-长播] <|video_begin|><s_a_6597><s_b_7214><s_c_1402>
|
||
13:02 [视频-长播] <|video_begin|><s_a_5023><s_b_5198><s_c_3726>
|
||
13:06 [视频-长播] <|video_begin|><s_a_1509><s_b_3417><s_c_4939>
|
||
13:06 [视频-长播] <|video_begin|><s_a_5555><s_b_4491><s_c_7658>
|
||
13:06 [视频-长播] <|video_begin|><s_a_3450><s_b_1717><s_c_1741>
|
||
13:06 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_3417><s_c_4548>
|
||
13:21 [视频-长播] <|video_begin|><s_a_3062><s_b_4932><s_c_2460>
|
||
13:24 [视频-长播] <|video_begin|><s_a_8113><s_b_5555><s_c_1935>
|
||
13:24 [视频-长播] <|video_begin|><s_a_5058><s_b_665><s_c_1352>
|
||
13:24 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_697><s_c_6587>
|
||
13:24 [视频-点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_7671>
|
||
13:33 [视频-长播] <|video_begin|><s_a_3300><s_b_724><s_c_7289>
|
||
13:33 [视频-长播] <|video_begin|><s_a_7424><s_b_2997><s_c_4810>
|
||
13:40 [视频-长播] <|video_begin|><s_a_359><s_b_451><s_c_1422>
|
||
13:46 [视频-点赞/长播] <|video_begin|><s_a_7034><s_b_6196><s_c_4745>
|
||
14:05 [视频-点赞/长播] <|video_begin|><s_a_7038><s_b_6519><s_c_7106>
|
||
14:05 [视频-长播] <|video_begin|><s_a_5555><s_b_7823><s_c_640>
|
||
14:05 [视频-点赞/长播] <|video_begin|><s_a_4751><s_b_1590><s_c_594>
|
||
14:07 [视频-长播] <|video_begin|><s_a_3300><s_b_6234><s_c_4348>
|
||
14:07 [视频-点赞/长播] <|video_begin|><s_a_8164><s_b_1596><s_c_6250>
|
||
14:07 [视频-点赞/长播] <|video_begin|><s_a_639><s_b_7811><s_c_4451>
|
||
14:07 [视频-点赞/长播] <|video_begin|><s_a_1880><s_b_6400><s_c_7257>
|
||
角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。
|
||
交互行为类型（固定格式严禁更改）： 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
|
||
核心判定逻辑（递进性准则）：
|
||
请依时间顺序提取 5 步以内的行为链，并确保后项交互B是前项交互A的场景需求协同补充、副作用诱因或兴趣细化升级，也就是 B 必须由 A 的延伸需求所驱动；严禁提取任何品类平级、内容重复或仅因天气/促销形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 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 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。
|
||
请针对下列主题提取行为逻辑链：
|
||
主题：从泛化娱乐到特定游戏IP的深度沉浸
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从泛化娱乐到特定游戏IP的深度沉浸",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，梳理出一条从泛化娱乐兴趣到对特定游戏IP深度沉浸的行为逻辑链。
|
||
|
||
我首先注意到，这位用户的兴趣相当广泛，早期在游戏方面主要集中在《王者荣耀》和《第五人格》上，购买了大量周边商品，例如《王者荣耀》的卡片 <|prod_begin|><s_a_2021><s_b_1258><s_c_870> 和多次购买《第五人格》的徽章、钥匙扣等 <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>、<|prod_begin|><s_a_261><s_b_7537><s_c_2838>。这表明他/她是一个典型的二次元和游戏爱好者，对喜爱的IP有很强的付费意愿和收藏偏好。同时，用户的消费行为也展现出对低价、高性价比商品（如各种9.9元商品）和可爱、二次元风格小物件的偏爱。
|
||
|
||
在2026年1月26日之前，用户的视频消费内容非常多样化，涵盖了萌宠、搞笑、社会生活、动漫解说等多个领域，但没有明显集中于某一特定IP。直到1月27日，我观察到一个显著的兴趣转折点。当天，用户首次点击了一则关于《明日方舟》新版本“终末地”的宣传广告 <|ad_begin|><s_a_759><s_b_4692><s_c_814>。这次点击似乎是一个关键的触发点，为后续的行为埋下了伏笔。
|
||
|
||
这次广告点击之后，用户的行为立刻显示出对这个新信息的强烈反应。仅仅几个小时后，我就看到他/她开始主动消费与“终末地”相关的深度内容，比如收藏并长时间观看了分析管理员角色背景和世界观设定的视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790>。这种从被动接收广告信息到主动探索深度内容的转变，并且伴随着收藏和点赞这类高价值互动，清晰地表明用户的兴趣被成功激发，并且正在快速加深。
|
||
|
||
接下来的几天，这种兴趣的深化趋势愈发明显。我发现用户的关注点从“这是个什么故事”迅速升级为“这个游戏该怎么玩”。在1月29日，他/她收藏并观看了介绍“终末地”卡池规则和抽卡策略的视频 <|video_begin|><s_a_5632><s_b_6727><s_c_6919>。这说明用户已经产生了强烈的游玩意愿，开始为进入游戏做准备，研究核心的付费机制和资源分配策略。这种行为已经超越了普通内容消费者的范畴，表现出准玩家的特征。
|
||
|
||
仅仅两天后，在1月31日，用户的探索行为变得更加具体和硬核。他/她开始观看关于游戏内“基建布局”和“材料制作”这类高阶攻略视频 <|video_begin|><s_a_1790><s_b_6442><s_c_5555>。这表明用户的认知已经从“想玩”进化到了“想玩好”，正在预习具体的游戏技巧，希望在游戏开始时就能高效推进。这种对复杂游戏系统的深入研究，标志着其沉浸程度已经达到了一个新高度。
|
||
|
||
最终，在2月5日，我观察到这条兴趣链形成了一个完美的闭环。用户的兴趣从纯粹的线上数字内容，延伸到了与现实生活相关的实体商品。他/她点击了《明日方舟：终末地》的联名交通卡 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>。点击购买游戏IP的实体周边，尤其是交通卡这种具有身份标识和日常使用属性的物品，强烈地表明了用户对该IP的高度认同感。这不仅是消费行为，更是一种身份的宣告。
|
||
|
||
综合来看，我认为用户的行为清晰地展现了一个从被动接收信息到深度沉浸于特定游戏IP的完整过程。这个过程始于一次广告点击 <|ad_begin|><s_a_759><s_b_4692><s_c_814>，随后通过观看角色背景解析视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790> 来深化兴趣，接着通过研究卡池规则 <|video_begin|><s_a_5632><s_b_6727><s_c_6919> 和基建攻略 <|video_begin|><s_a_1790><s_b_6442><s_c_5555> 为实际游玩做准备，最终通过点击联名实体周边 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123> 完成了从线上兴趣到线下身份认同的转化。基于此，我推测该用户未来有很大概率会成为《明日方舟：终末地》的活跃玩家，并可能继续关注和消费该IP的各类内容与商品。</think>
|
||
{"logic_chain": {"name": "从泛化娱乐到特定游戏IP的深度沉浸", "events": [{"date": "2026-01-27", "action": "[广告-点击] <|ad_begin|><s_a_759><s_b_4692><s_c_814>", "logic": "初始触发：通过广告被动接收到《明日方舟》新版本“终末地”的核心信息，这是兴趣链的起点。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_7790>", "logic": "兴趣深化与验证：从广告的泛化信息，转向对特定角色背景和世界观设定的深度内容消费，交互从“点击”升级为“收藏/点赞/长播”，表明兴趣被初步确认并加深。"}, {"date": "2026-01-29", "action": "[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_6919>", "logic": "认知跃迁与行为准备：兴趣从“了解故事”演变为“研究玩法”，开始关注“卡池规则”、“保底数值”等核心游戏机制和攻略型信息，体现出从旁观者向潜在玩家转化的明确意图。"}, {"date": "2026-01-31", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_1790><s_b_6442><s_c_5555>", "logic": "策略收敛与技能预习：进一步聚焦于更具体的“基建布局”、“材料制作”等高阶游戏攻略，表明用户不仅想玩，而且希望高效地玩好，认知深度已达到资深玩家水平。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>", "logic": "兴趣闭环与身份认同：用户的兴趣从线上内容消费延伸至线下实体周边，点击联名交通卡这一行为，标志着其对该游戏IP的认同感已经形成，完成了从“了解”到“认同”的完整认知闭环。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4669><s_b_1583><s_c_2530>
|
||
【2025-01-27】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1790><s_b_3569><s_c_6278>
|
||
【2025-02-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_6477><s_c_5452>
|
||
【2025-02-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1399><s_c_6387>
|
||
【2025-02-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6039><s_c_6278>
|
||
【2025-03-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_225><s_b_446><s_c_2199>
|
||
【2025-03-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5334><s_c_814>
|
||
【2025-04-04】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_5044>
|
||
【2025-04-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_1275>
|
||
【2025-04-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4842><s_b_2289><s_c_4877>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_4136><s_c_6948>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2449><s_b_483><s_c_1131>
|
||
【2025-04-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7342><s_c_925>
|
||
【2025-05-04】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1565><s_b_1844><s_c_7648>
|
||
【2025-05-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_5588><s_c_1971>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_4023><s_c_1329>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2533><s_b_1966><s_c_7791>
|
||
【2025-05-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_3676>
|
||
【2025-05-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1315><s_b_6600><s_c_6236>
|
||
【2025-06-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_5726><s_c_3055>
|
||
【2025-06-09】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_4757>
|
||
【2025-06-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5009><s_b_7292><s_c_1664>
|
||
【2025-06-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_7947><s_c_5147>
|
||
【2025-06-19】
|
||
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1799><s_c_5146>
|
||
【2025-06-30】
|
||
--:-- [直播-首次打赏] <|living_begin|><s_a_2616><s_b_7342><s_c_6596>
|
||
【2025-07-07】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_1122>
|
||
【2025-07-17】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4200><s_b_1630><s_c_5882>
|
||
【2025-07-22】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6973><s_c_6278>
|
||
【2025-07-25】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1099><s_b_1711><s_c_7072>
|
||
【2025-08-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1799><s_c_7658>
|
||
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2113><s_c_6278>
|
||
【2025-08-18】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_1259><s_c_6784>
|
||
【2025-08-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_7395>
|
||
【2025-08-30】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1671><s_b_1443><s_c_6954>
|
||
【2025-08-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_8139><s_c_4262>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_4787><s_c_2199>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7744><s_b_8139><s_c_2926>
|
||
【2025-09-10】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3854><s_c_6278>
|
||
【2025-09-11】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6293><s_b_8191><s_c_1613>
|
||
【2025-09-22】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_4488><s_c_2024>
|
||
【2025-09-30】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_6359><s_b_6776><s_c_7951>
|
||
【2025-10-02】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4666><s_b_5588><s_c_4857>
|
||
【2025-10-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5706><s_b_1099><s_c_6072>
|
||
【2025-10-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3728><s_c_6256>
|
||
【2025-10-18】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4692><s_c_6757>
|
||
【2025-10-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_7016><s_c_5291>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_729><s_c_8177>
|
||
【2025-10-21】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6935><s_b_3728><s_c_6256>
|
||
【2025-11-13】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_7388><s_c_4233>
|
||
【2025-11-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_8002><s_c_5589>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4979><s_b_3569><s_c_5540>
|
||
【2025-11-21】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6776><s_c_6757>
|
||
【2025-11-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6152><s_b_703><s_c_8075>
|
||
【2025-11-27】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4545><s_c_5692>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_3335><s_c_5221>
|
||
【2025-12-02】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_5974><s_c_3165>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2452><s_b_4037><s_c_767>
|
||
【2025-12-03】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1523><s_b_7874><s_c_4060>
|
||
【2025-12-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_4538><s_c_696>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5245><s_b_7178><s_c_2717>
|
||
【2025-12-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_1277><s_c_3676>
|
||
13:12 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2370>
|
||
13:38 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_4216><s_c_2568>
|
||
【2025-12-09】
|
||
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_6776><s_c_3846>
|
||
11:55 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_7383>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_5699><s_c_7101>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3875><s_b_1711><s_c_1472>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2904><s_c_6196>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2837><s_b_4613><s_c_329>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_7566>
|
||
【2025-12-10】
|
||
09:32 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7344><s_c_5563>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2757><s_b_6818><s_c_263>
|
||
14:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5238><s_c_141>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3970>
|
||
【2025-12-12】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7734><s_b_2448><s_c_4462>
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_6399><s_b_6234><s_c_2758>
|
||
【2025-12-14】
|
||
01:47 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3517>
|
||
22:46 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_6519><s_c_987>
|
||
【2025-12-15】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_2918>
|
||
22:00 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6616>
|
||
23:52 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5259>
|
||
【2025-12-16】
|
||
00:02 [广告-深度转化] <|ad_begin|><s_a_1935><s_b_6234><s_c_3877>
|
||
08:16 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_5259>
|
||
08:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6616>
|
||
【2025-12-19】
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_5349><s_c_2568>
|
||
【2025-12-20】
|
||
23:01 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_4595>
|
||
【2025-12-21】
|
||
00:17 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_4033><s_c_7566>
|
||
【2025-12-23】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5036>
|
||
09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4733><s_c_5851>
|
||
【2025-12-27】
|
||
01:11 [广告-深度转化] <|ad_begin|><s_a_562><s_b_6776><s_c_3447>
|
||
【2025-12-28】
|
||
07:42 [广告-深度转化] <|ad_begin|><s_a_7331><s_b_2604><s_c_7557>
|
||
【2025-12-29】
|
||
08:53 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_59><s_c_2213>
|
||
09:45 [广告-深度转化] <|ad_begin|><s_a_4064><s_b_2246><s_c_3026>
|
||
12:12 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5349><s_c_77>
|
||
【2025-12-30】
|
||
08:53 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_2497><s_c_77>
|
||
【2025-12-31】
|
||
08:27 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5511><s_c_3958>
|
||
13:24 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_978><s_c_7899>
|
||
【2026-01-02】
|
||
13:37 [广告-深度转化] <|ad_begin|><s_a_562><s_b_6776><s_c_3447>
|
||
【2026-01-03】
|
||
08:09 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_6234><s_c_6616>
|
||
08:09 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_6616>
|
||
21:54 [广告-点击] <|ad_begin|><s_a_456><s_b_3447><s_c_3165>
|
||
【2026-01-04】
|
||
08:28 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
|
||
08:28 [广告-点击] <|ad_begin|><s_a_2832><s_b_5349><s_c_3501>
|
||
12:43 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
|
||
12:43 [广告-点击] <|ad_begin|><s_a_5863><s_b_581><s_c_932>
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_6031><s_b_2723><s_c_3984>
|
||
22:56 [广告-点击] <|ad_begin|><s_a_6031><s_b_2723><s_c_3984>
|
||
23:06 [广告-深度转化] <|ad_begin|><s_a_3099><s_b_1693><s_c_401>
|
||
23:06 [广告-点击] <|ad_begin|><s_a_3099><s_b_1693><s_c_401>
|
||
【2026-01-05】
|
||
14:09 [广告-点击] <|ad_begin|><s_a_7374><s_b_57><s_c_4742>
|
||
【2026-01-06】
|
||
11:43 [广告-深度转化] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
|
||
11:43 [广告-点击] <|ad_begin|><s_a_923><s_b_665><s_c_7548>
|
||
【2026-01-07】
|
||
10:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_7455><s_c_3026>
|
||
10:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_7455><s_c_3026>
|
||
【2026-01-08】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_4358><s_c_7754>
|
||
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_1423>
|
||
23:39 [广告-点击] <|ad_begin|><s_a_6594><s_b_6776><s_c_360>
|
||
【2026-01-09】
|
||
05:59 [广告-点击] <|ad_begin|><s_a_1383><s_b_7608><s_c_1389>
|
||
06:01 [广告-点击] <|ad_begin|><s_a_1351><s_b_3000><s_c_2165>
|
||
06:03 [广告-点击] <|ad_begin|><s_a_1351><s_b_3000><s_c_2165>
|
||
09:34 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_5200><s_c_5563>
|
||
09:34 [广告-点击] <|ad_begin|><s_a_2111><s_b_5200><s_c_5563>
|
||
13:47 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_970>
|
||
13:47 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_970>
|
||
【2026-01-10】
|
||
12:11 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
|
||
12:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_3026>
|
||
【2026-01-11】
|
||
00:48 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
|
||
00:48 [广告-点击] <|ad_begin|><s_a_6417><s_b_8008><s_c_141>
|
||
23:53 [广告-点击] <|ad_begin|><s_a_1351><s_b_7608><s_c_4435>
|
||
【2026-01-12】
|
||
08:00 [广告-点击] <|ad_begin|><s_a_2470><s_b_1751><s_c_4939>
|
||
08:02 [广告-点击] <|ad_begin|><s_a_1351><s_b_404><s_c_1620>
|
||
08:02 [广告-点击] <|ad_begin|><s_a_1726><s_b_6776><s_c_4890>
|
||
08:04 [广告-点击] <|ad_begin|><s_a_1351><s_b_2485><s_c_3697>
|
||
08:05 [广告-点击] <|ad_begin|><s_a_562><s_b_3727><s_c_4315>
|
||
08:09 [广告-点击] <|ad_begin|><s_a_1351><s_b_404><s_c_1620>
|
||
【2026-01-13】
|
||
22:12 [广告-点击] <|ad_begin|><s_a_6594><s_b_6776><s_c_360>
|
||
22:14 [广告-点击] <|ad_begin|><s_a_532><s_b_4342><s_c_1719>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3026>
|
||
【2026-01-15】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_1002><s_c_6524>
|
||
13:11 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
|
||
13:11 [广告-点击] <|ad_begin|><s_a_2111><s_b_1141><s_c_1935>
|
||
【2026-01-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_4291>
|
||
05:54 [广告-深度转化] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
|
||
05:54 [广告-点击] <|ad_begin|><s_a_4403><s_b_7608><s_c_5563>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_2405>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_4417><s_c_2405>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5051><s_b_1715><s_c_4895>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_662><s_b_3206><s_c_2405>
|
||
23:33 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
23:33 [广告-点击] <|ad_begin|><s_a_2832><s_b_1206><s_c_5087>
|
||
【2026-01-17】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2369><s_b_4106><s_c_1158>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6716><s_b_6716><s_c_3403>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6716><s_b_6716><s_c_3403>
|
||
【2026-01-18】
|
||
10:23 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6519><s_c_6268>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_7931><s_b_6519><s_c_6268>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7433><s_b_1504><s_c_4225>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5553><s_b_2583><s_c_6762>
|
||
13:12 [广告-深度转化] <|ad_begin|><s_a_8164><s_b_581><s_c_2401>
|
||
13:12 [广告-点击] <|ad_begin|><s_a_8164><s_b_581><s_c_2401>
|
||
22:21 [广告-点击] <|ad_begin|><s_a_1169><s_b_7214><s_c_173>
|
||
【2026-01-19】
|
||
10:02 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_4325>
|
||
10:02 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_4325>
|
||
11:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_1141><s_c_5749>
|
||
11:40 [广告-点击] <|ad_begin|><s_a_2832><s_b_1141><s_c_5749>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6893><s_b_5509><s_c_4306>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_2960><s_c_5795>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
||
【2026-01-20】
|
||
00:19 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_868>
|
||
00:19 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_868>
|
||
00:53 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
|
||
00:53 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_2370>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_866><s_b_3206><s_c_2639>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3428><s_b_1951><s_c_272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6478><s_b_3177><s_c_2382>
|
||
【2026-01-21】
|
||
03:14 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_8008><s_c_3014>
|
||
03:14 [广告-点击] <|ad_begin|><s_a_2111><s_b_8008><s_c_3014>
|
||
04:27 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2647>
|
||
04:27 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2647>
|
||
07:46 [广告-点击] <|ad_begin|><s_a_1351><s_b_5543><s_c_6559>
|
||
07:47 [广告-点击] <|ad_begin|><s_a_7638><s_b_4733><s_c_2462>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3428><s_b_1951><s_c_272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4387><s_b_810><s_c_5053>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
|
||
【2026-01-22】
|
||
05:51 [广告-点击] <|ad_begin|><s_a_99><s_b_6776><s_c_2672>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_330><s_b_664><s_c_6981>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_1292><s_c_2581>
|
||
22:38 [广告-点击] <|ad_begin|><s_a_1169><s_b_2533><s_c_369>
|
||
【2026-01-23】
|
||
01:36 [广告-点击] <|ad_begin|><s_a_192><s_b_5786><s_c_3036>
|
||
01:42 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7344><s_c_77>
|
||
01:42 [广告-点击] <|ad_begin|><s_a_1608><s_b_7344><s_c_77>
|
||
04:17 [视频-点赞/长播] <|video_begin|><s_a_7077><s_b_3727><s_c_7899>
|
||
13:28 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_3116>
|
||
14:54 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
14:54 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_4932>
|
||
21:11 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
||
21:11 [广告-点击] <|ad_begin|><s_a_5673><s_b_7342><s_c_4794>
|
||
22:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_513><s_c_5563>
|
||
22:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_990><s_c_3054>
|
||
【2026-01-24】
|
||
09:53 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
09:53 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
14:48 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
14:48 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
【2026-01-25】
|
||
09:42 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3261>
|
||
09:42 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3261>
|
||
10:03 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_6519><s_c_7719>
|
||
10:32 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
10:32 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6072>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4233><s_b_7304><s_c_7368>
|
||
【2026-01-26】
|
||
00:28 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
|
||
00:28 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
|
||
05:46 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_575><s_c_5563>
|
||
10:23 [广告-点击] <|ad_begin|><s_a_1576><s_b_4417><s_c_8039>
|
||
14:07 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
|
||
14:07 [广告-点击] <|ad_begin|><s_a_1608><s_b_7608><s_c_3026>
|
||
14:10 [视频-点赞/长播] <|video_begin|><s_a_6359><s_b_6776><s_c_1708>
|
||
14:37 [视频-点赞/长播] <|video_begin|><s_a_539><s_b_4855><s_c_6832>
|
||
14:37 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_4723><s_c_5193>
|
||
14:37 [视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>
|
||
14:49 [视频-点赞/长播] <|video_begin|><s_a_116><s_b_6776><s_c_7719>
|
||
23:12 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_713><s_c_6357>
|
||
23:12 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_3456><s_c_7683>
|
||
23:17 [视频-点赞/长播] <|video_begin|><s_a_6604><s_b_1002><s_c_6771>
|
||
【2026-01-27】
|
||
03:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_1374>
|
||
03:18 [视频-点赞/长播] <|video_begin|><s_a_4396><s_b_3189><s_c_5267>
|
||
03:38 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
|
||
03:38 [广告-点击] <|ad_begin|><s_a_7097><s_b_6234><s_c_6559>
|
||
11:21 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_6261><s_c_3475>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_5444><s_c_1664>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_7544><s_c_8113>
|
||
22:35 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
|
||
22:35 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_1659>
|
||
【2026-01-28】
|
||
00:40 [广告-点击] <|ad_begin|><s_a_5904><s_b_978><s_c_6366>
|
||
09:18 [视频-点赞/长播] <|video_begin|><s_a_7542><s_b_665><s_c_4783>
|
||
09:18 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_7365>
|
||
09:18 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_4460><s_c_7719>
|
||
09:26 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_7776><s_c_7156>
|
||
09:26 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_3148><s_c_5186>
|
||
09:44 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_1531><s_c_7374>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2074><s_c_1041>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_67><s_b_2074><s_c_4856>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_2074><s_c_7742>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_2074><s_c_1041>
|
||
14:00 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_3019><s_c_1306>
|
||
23:04 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
|
||
23:04 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_6022>
|
||
【2026-01-29】
|
||
00:20 [广告-深度转化] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
|
||
00:20 [广告-点击] <|ad_begin|><s_a_491><s_b_5349><s_c_4599>
|
||
06:50 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6776><s_c_6962>
|
||
06:50 [广告-点击] <|ad_begin|><s_a_2832><s_b_6776><s_c_6962>
|
||
10:54 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_1423>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7160><s_b_3723><s_c_2484>
|
||
13:10 [视频-长播] <|video_begin|><s_a_5144><s_b_7776><s_c_531>
|
||
13:10 [视频-长播] <|video_begin|><s_a_16><s_b_4552><s_c_1495>
|
||
13:10 [视频-长播] <|video_begin|><s_a_2364><s_b_4041><s_c_5338>
|
||
13:18 [视频-长播] <|video_begin|><s_a_457><s_b_8008><s_c_6570>
|
||
13:18 [视频-长播] <|video_begin|><s_a_2408><s_b_8008><s_c_2482>
|
||
13:18 [视频-点赞/长播] <|video_begin|><s_a_2364><s_b_6816><s_c_7053>
|
||
13:22 [视频-长播] <|video_begin|><s_a_2051><s_b_7630><s_c_5563>
|
||
13:22 [视频-长播] <|video_begin|><s_a_6704><s_b_455><s_c_5063>
|
||
13:22 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_7864><s_c_7274>
|
||
13:22 [视频-点赞/长播] <|video_begin|><s_a_1106><s_b_6244><s_c_5944>
|
||
13:57 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
13:57 [广告-点击] <|ad_begin|><s_a_2832><s_b_6234><s_c_4932>
|
||
23:07 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_1799><s_c_5349>
|
||
23:50 [广告-点击] <|ad_begin|><s_a_7240><s_b_6519><s_c_7719>
|
||
23:51 [广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>
|
||
23:53 [广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>
|
||
【2026-01-30】
|
||
00:03 [视频-长播] <|video_begin|><s_a_532><s_b_3456><s_c_5258>
|
||
00:03 [视频-长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4913>
|
||
04:58 [视频-长播] <|video_begin|><s_a_1106><s_b_876><s_c_7414>
|
||
05:00 [视频-长播] <|video_begin|><s_a_148><s_b_6006><s_c_1004>
|
||
22:03 [视频-长播] <|video_begin|><s_a_7751><s_b_4746><s_c_1906>
|
||
22:03 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_5904><s_c_5798>
|
||
22:04 [视频-长播] <|video_begin|><s_a_2051><s_b_1596><s_c_7864>
|
||
22:30 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_5654>
|
||
【2026-01-31】
|
||
06:56 [视频-长播] <|video_begin|><s_a_2051><s_b_2419><s_c_5258>
|
||
10:34 [视频-长播] <|video_begin|><s_a_2364><s_b_6170><s_c_5435>
|
||
10:34 [视频-长播] <|video_begin|><s_a_2051><s_b_6973><s_c_1>
|
||
10:34 [视频-点赞/长播] <|video_begin|><s_a_7751><s_b_3589><s_c_5231>
|
||
10:38 [广告-点击] <|ad_begin|><s_a_1383><s_b_5496><s_c_4636>
|
||
10:52 [视频-长播] <|video_begin|><s_a_457><s_b_727><s_c_3214>
|
||
10:52 [视频-长播] <|video_begin|><s_a_5941><s_b_4915><s_c_4859>
|
||
10:55 [视频-长播] <|video_begin|><s_a_2051><s_b_6776><s_c_1935>
|
||
【2026-02-01】
|
||
13:34 [视频-点赞/长播] <|video_begin|><s_a_5254><s_b_2815><s_c_853>
|
||
13:42 [视频-长播] <|video_begin|><s_a_2051><s_b_6344><s_c_532>
|
||
13:42 [视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>
|
||
【2026-02-02】
|
||
10:05 [视频-长播] <|video_begin|><s_a_4615><s_b_850><s_c_2693>
|
||
10:53 [视频-长播] <|video_begin|><s_a_5371><s_b_6141><s_c_8136>
|
||
10:53 [视频-点赞/长播] <|video_begin|><s_a_6267><s_b_3189><s_c_5667>
|
||
10:53 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7106>
|
||
11:05 [视频-长播] <|video_begin|><s_a_5058><s_b_1795><s_c_7348>
|
||
11:08 [视频-长播] <|video_begin|><s_a_3632><s_b_2799><s_c_1719>
|
||
11:08 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_5673>
|
||
11:13 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_5444><s_c_7289>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_1002><s_c_6524>
|
||
23:41 [视频-长播] <|video_begin|><s_a_2364><s_b_6973><s_c_3777>
|
||
23:41 [视频-长播] <|video_begin|><s_a_4615><s_b_6261><s_c_1457>
|
||
【2026-02-03】
|
||
00:24 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_665><s_c_6150>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_5673><s_b_665><s_c_6150>
|
||
00:53 [广告-点击] <|ad_begin|><s_a_1294><s_b_5176><s_c_7021>
|
||
07:43 [视频-长播] <|video_begin|><s_a_5254><s_b_2815><s_c_6416>
|
||
08:34 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_2187><s_c_6278>
|
||
08:36 [视频-长播] <|video_begin|><s_a_3632><s_b_6379><s_c_4636>
|
||
08:36 [视频-点赞/长播] <|video_begin|><s_a_6757><s_b_96><s_c_6185>
|
||
08:43 [视频-长播] <|video_begin|><s_a_532><s_b_4915><s_c_6278>
|
||
08:56 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2828><s_c_708>
|
||
08:56 [广告-点击] <|ad_begin|><s_a_2111><s_b_2828><s_c_708>
|
||
09:22 [视频-长播] <|video_begin|><s_a_532><s_b_2560><s_c_2530>
|
||
09:22 [视频-点赞/长播] <|video_begin|><s_a_3632><s_b_765><s_c_1004>
|
||
09:31 [视频-长播] <|video_begin|><s_a_4615><s_b_3832><s_c_814>
|
||
09:31 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_3447><s_c_7951>
|
||
09:31 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_6261><s_c_6357>
|
||
09:41 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_7616>
|
||
09:41 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6776><s_c_814>
|
||
09:46 [视频-长播] <|video_begin|><s_a_3801><s_b_6436><s_c_47>
|
||
12:53 [视频-长播] <|video_begin|><s_a_668><s_b_697><s_c_6364>
|
||
12:53 [视频-长播] <|video_begin|><s_a_457><s_b_2200><s_c_507>
|
||
12:57 [视频-长播] <|video_begin|><s_a_7542><s_b_4958><s_c_1708>
|
||
12:57 [视频-长播] <|video_begin|><s_a_1880><s_b_6436><s_c_1337>
|
||
13:06 [视频-长播] <|video_begin|><s_a_410><s_b_6779><s_c_6364>
|
||
22:13 [视频-点赞/长播] <|video_begin|><s_a_3801><s_b_2113><s_c_5349>
|
||
22:35 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
|
||
22:35 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_6686>
|
||
22:56 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
|
||
22:56 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_3014>
|
||
【2026-02-04】
|
||
14:38 [视频-长播] <|video_begin|><s_a_16><s_b_6436><s_c_141>
|
||
14:38 [视频-长播] <|video_begin|><s_a_532><s_b_6776><s_c_7106>
|
||
22:55 [视频-长播] <|video_begin|><s_a_2408><s_b_8008><s_c_5961>
|
||
22:56 [视频-点赞/长播] <|video_begin|><s_a_5295><s_b_3063><s_c_7702>
|
||
23:30 [广告-深度转化] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
|
||
23:30 [广告-点击] <|ad_begin|><s_a_491><s_b_6234><s_c_5349>
|
||
【2026-02-05】
|
||
00:21 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_1411><s_c_3236>
|
||
00:32 [视频-长播] <|video_begin|><s_a_2450><s_b_5663><s_c_2123>
|
||
00:32 [视频-长播] <|video_begin|><s_a_3632><s_b_57><s_c_3026>
|
||
00:32 [视频-长播] <|video_begin|><s_a_2051><s_b_1395><s_c_532>
|
||
00:32 [视频-长播] <|video_begin|><s_a_5023><s_b_8008><s_c_5405>
|
||
00:32 [视频-点赞/长播] <|video_begin|><s_a_5695><s_b_7126><s_c_8024>
|
||
00:37 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3456><s_c_7840>
|
||
00:44 [视频-长播] <|video_begin|><s_a_2051><s_b_6358><s_c_25>
|
||
00:44 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_1940><s_c_6762>
|
||
00:47 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_2957>
|
||
00:50 [视频-长播] <|video_begin|><s_a_5023><s_b_6436><s_c_3284>
|
||
00:53 [视频-长播] <|video_begin|><s_a_3660><s_b_3472><s_c_3349>
|
||
00:55 [视频-长播] <|video_begin|><s_a_457><s_b_727><s_c_47>
|
||
00:56 [视频-点赞/长播] <|video_begin|><s_a_6140><s_b_3280><s_c_2513>
|
||
13:59 [视频-点赞/长播] <|video_begin|><s_a_2051><s_b_689><s_c_2123>
|
||
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和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）： 直播-关注、直播-首次打赏、商品-点击、商品-购买、搜索-搜索、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
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 相对于交互 A，必须在同一生活场景与主题类目下形成强需求补完关系。
|
||
2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。
|
||
3.需求深度细化：在同一主题类目下,交互 B 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。
|
||
请针对以下主题提取行为逻辑链：
|
||
主题：从被动信息吸收到主动利用AI工具的认知跃迁
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动信息吸收到主动利用AI工具的认知跃迁",
|
||
"events": [
|
||
{
|
||
"date": "YYYY-MM-DD",
|
||
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
||
"logic": "逻辑说明"
|
||
}
|
||
]
|
||
}
|
||
}/think<|im_end|>
|
||
<|im_start|>assistant
|
||
<think>
|
||
好的，我将基于这份用户行为日志，以推荐分析师的视角，对用户的行为逻辑进行推理。
|
||
|
||
我的任务是分析用户从被动接收信息到主动探索并利用AI工具的认知转变过程。我会重点关注行为时间线，梳理出导致这一转变的关键节点和内在逻辑。
|
||
|
||
在分析初期，我注意到该用户是一个信息涉猎非常广泛的人，尤其偏爱知识型和资讯型内容。从2025年上半年开始，他就大量关注财经、时政、健康养生等领域的直播，例如解读A股趋势的直播 <|living_begin|><s_a_4372><s_b_6776><s_c_3676>、分析国际局势的直播 <|living_begin|><s_a_4372><s_b_1799><s_c_7658> 以及各类健康科普直播。这表明他有强烈的通过内容消费来获取信息、辅助决策的习惯。
|
||
|
||
随着时间推移，特别是在2026年1月下旬，我发现用户的行为出现了一个关键的转折点。在2026年1月26日，他密集地消费了大量关于股市、国际政治和经济动态的视频内容。在这些内容中，他不仅点赞，还特别收藏了一个分析股市牛熊转变与投资者心态的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>。收藏这个行为对我来说是一个强烈的信号，它意味着用户不再满足于信息的简单浏览，而是希望对复杂的决策逻辑进行深度思考和复盘。我推测，面对海量且充满不确定性的财经信息，他可能感到了认知上的压力和决策上的痛点，从而萌生了寻找更高效信息处理方法或决策辅助工具的想法。
|
||
|
||
这个推测很快在接下来的行为中得到了印证。仅仅三天后，在2026年1月29日，他首次主动点击了一则关于免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>。这是一个非常重要的行为变化，标志着他开始将注意力从“信息本身”转移到了“处理信息的工具”上。他不再仅仅是被动地接收财经博主的观点，而是开始主动探索能够赋能自己的新技术。这说明他已经意识到，AI可能就是解决他当前信息处理瓶颈的潜在方案。
|
||
|
||
为了进一步确认他对“工具”和“效率”的追求，我继续观察后续行为。在2026年2月1日，他又收藏了一个关于荣耀手机七大实用功能的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，内容聚焦于如何通过手机自带的功能（如分屏、长截屏）来提升操作效率。这个行为虽然看似与AI没有直接关联，但其内在动机与探索AI工具是高度一致的，都指向了“利用工具提升个人效率”这一核心诉求。这表明他的认知已经发生了转变，从一个纯粹的内容消费者，开始向一个积极寻求并利用工具来优化个人工作流的“效率追求者”演变。
|
||
|
||
综合来看，我认为用户的行为逻辑链条清晰地展现了一个认知跃迁的过程。他最初通过大量观看财经、时政类视频积累信息，在信息过载中遇到了决策瓶颈，这具体体现在他收藏了关于投资策略与心理学研究的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>上。这个痛点驱动他开始寻找解决方案，于是他主动点击了免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>，迈出了探索新工具的第一步。最后，他收藏手机高效操作技巧的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，进一步巩固了他对于利用工具提升效率的认知和兴趣。因此，我倾向于认为，该用户未来对各类能提升信息处理效率、辅助决策的AI工具或相关课程内容，会有较高的接受度和付费转化可能。</think>
|
||
{"logic_chain": {"name": "从被动信息吸收到主动利用AI工具的认知跃迁", "events": [{"date": "2026-01-26", "action": "[视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>", "logic": "信息积累与痛点形成：用户通过大量观看财经、科技、时政类视频，积累了海量信息，并收藏了关于“投资策略与心理学”的深度分析视频，表明其在信息处理和决策上可能遇到了瓶颈，产生了对更高效工具的需求。"}, {"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>", "logic": "兴趣转向与工具探索：用户开始主动点击“免费人工智能课程”广告，标志着其兴趣从被动接收信息转向主动学习和了解能提升信息处理效率的AI工具，行为模式发生显著变化。"}, {"date": "2026-02-01", "action": "[视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>", "logic": "认知深化与效率追求：用户收藏了关于“手机实用功能”以提升操作效率的视频。这一行为与探索AI工具的逻辑一致，共同指向其核心诉求——利用工具提升个人效率，进一步佐证了其从“信息消费”到“工具赋能”的认知转变。"}]}}<|im_end|>
|
||
<|im_start|>user
|
||
【用户交互历史】：
|
||
【2025-01-29】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4018><s_b_6218><s_c_2784>
|
||
【2025-02-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_7657>
|
||
【2025-03-31】
|
||
--:-- [直播-关注] <|living_begin|><s_a_363><s_b_4137><s_c_5054>
|
||
【2025-05-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_2954>
|
||
【2025-07-28】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2403>
|
||
【2025-09-03】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4409><s_b_5343><s_c_875>
|
||
【2025-09-11】
|
||
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6039><s_c_3026>
|
||
【2025-09-13】
|
||
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_4740>
|
||
【2025-11-07】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_1099><s_c_3058>
|
||
【2025-11-08】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3278><s_c_3797>
|
||
【2025-11-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4663><s_b_5087><s_c_2866>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_6110><s_c_1644>
|
||
【2025-11-14】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7060><s_b_3652><s_c_3209>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6048><s_c_162>
|
||
【2025-11-16】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1259><s_b_3206><s_c_1099>
|
||
【2025-11-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1273><s_b_3150><s_c_81>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7412><s_c_6215>
|
||
【2025-12-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1630><s_b_8054><s_c_3275>
|
||
【2025-12-08】
|
||
15:56 [广告-点击] <|ad_begin|><s_a_7989><s_b_6582><s_c_6036>
|
||
15:56 [广告-点击] <|ad_begin|><s_a_7989><s_b_6582><s_c_6036>
|
||
15:57 [广告-点击] <|ad_begin|><s_a_7989><s_b_6582><s_c_6036>
|
||
【2025-12-10】
|
||
00:06 [广告-点击] <|ad_begin|><s_a_7088><s_b_1799><s_c_5000>
|
||
【2025-12-16】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6220><s_c_2695>
|
||
--:-- [直播-关注] <|living_begin|><s_a_4318><s_b_7342><s_c_7951>
|
||
12:39 [广告-点击] <|ad_begin|><s_a_6766><s_b_7381><s_c_2028>
|
||
【2025-12-17】
|
||
01:22 [广告-点击] <|ad_begin|><s_a_6766><s_b_3551><s_c_1284>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5422><s_b_2960><s_c_1900>
|
||
【2025-12-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5422><s_b_2960><s_c_1900>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7303><s_b_5451><s_c_6005>
|
||
【2025-12-21】
|
||
12:42 [广告-点击] <|ad_begin|><s_a_5254><s_b_1226><s_c_7534>
|
||
【2025-12-22】
|
||
12:11 [广告-点击] <|ad_begin|><s_a_6766><s_b_6213><s_c_6203>
|
||
13:32 [广告-点击] <|ad_begin|><s_a_6766><s_b_5693><s_c_2123>
|
||
【2025-12-24】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3238><s_b_5854><s_c_1658>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1455><s_b_5449><s_c_4277>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_6804><s_c_7271>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5373><s_b_2956><s_c_5628>
|
||
【2025-12-27】
|
||
00:09 [广告-点击] <|ad_begin|><s_a_1096><s_b_5900><s_c_2957>
|
||
00:09 [广告-点击] <|ad_begin|><s_a_1096><s_b_5900><s_c_2957>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_147><s_c_6842>
|
||
18:51 [广告-点击] <|ad_begin|><s_a_1096><s_b_1519><s_c_3447>
|
||
23:08 [广告-点击] <|ad_begin|><s_a_1096><s_b_7261><s_c_1935>
|
||
【2025-12-28】
|
||
01:10 [广告-点击] <|ad_begin|><s_a_1096><s_b_1431><s_c_4468>
|
||
14:16 [广告-点击] <|ad_begin|><s_a_562><s_b_1751><s_c_1578>
|
||
23:50 [广告-点击] <|ad_begin|><s_a_7294><s_b_946><s_c_3913>
|
||
【2025-12-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_6606><s_c_7924>
|
||
【2025-12-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_1751><s_c_4585>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5373><s_b_2956><s_c_5628>
|
||
【2025-12-31】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_918><s_b_3551><s_c_4693>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_700><s_b_4516><s_c_7874>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_6818><s_c_936>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7491><s_b_3564><s_c_1742>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5572><s_b_3147><s_c_4693>
|
||
【2026-01-02】
|
||
22:13 [广告-点击] <|ad_begin|><s_a_4746><s_b_7174><s_c_1933>
|
||
【2026-01-05】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4326><s_b_5343><s_c_6906>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7957><s_b_4197><s_c_6361>
|
||
【2026-01-06】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1455><s_b_5449><s_c_4277>
|
||
【2026-01-09】
|
||
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_3524>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4048><s_c_4942>
|
||
11:22 [广告-点击] <|ad_begin|><s_a_4746><s_b_7174><s_c_1933>
|
||
【2026-01-10】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3658><s_b_3156><s_c_774>
|
||
【2026-01-11】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_7384><s_b_2448><s_c_1480>
|
||
【2026-01-12】
|
||
--:-- [直播-关注] <|living_begin|><s_a_5476><s_b_425><s_c_748>
|
||
--:-- [直播-关注] <|living_begin|><s_a_1275><s_b_7272><s_c_5673>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_1926><s_c_398>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5500><s_b_5302><s_c_1649>
|
||
【2026-01-14】
|
||
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8049><s_c_7264>
|
||
00:24 [广告-点击] <|ad_begin|><s_a_5835><s_b_7022><s_c_2462>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_4458><s_c_7492>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_78><s_c_4675>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3377><s_b_6600><s_c_1131>
|
||
【2026-01-19】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_7581><s_c_3531>
|
||
【2026-01-20】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_2807><s_b_4075><s_c_7924>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_3417><s_b_5571><s_c_3305>
|
||
【2026-01-25】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1703><s_b_5571><s_c_3456>
|
||
【2026-01-26】
|
||
05:16 [广告-点击] <|ad_begin|><s_a_6766><s_b_1822><s_c_46>
|
||
11:15 [视频-转发/长播] <|video_begin|><s_a_3801><s_b_5489><s_c_5699>
|
||
【2026-01-27】
|
||
14:55 [视频-关注/长播] <|video_begin|><s_a_192><s_b_4875><s_c_4693>
|
||
【2026-01-29】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_3538><s_c_7722>
|
||
【2026-01-30】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5973><s_b_3651><s_c_3419>
|
||
【2026-02-01】
|
||
--:-- [商品-购买] <|prod_begin|><s_a_826><s_b_1704><s_c_4412>
|
||
12:56 [视频-点赞/长播] <|video_begin|><s_a_1127><s_b_530><s_c_7975>
|
||
【2026-02-02】
|
||
09:20 [广告-点击] <|ad_begin|><s_a_6302><s_b_3447><s_c_7722>
|
||
【2026-02-03】
|
||
10:12 [视频-转发/长播] <|video_begin|><s_a_7850><s_b_8151><s_c_2123>
|
||
【2026-02-04】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5101><s_b_3873><s_c_2145>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1297><s_c_5135>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_3516><s_b_5786><s_c_3703>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6213><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1519><s_c_2531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_5343><s_c_7911>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1767><s_b_4782><s_c_4019>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1882><s_b_3436><s_c_651>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_826><s_b_1704><s_c_4412>
|
||
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
|
||
【2026-02-05】
|
||
01:34 [视频-长播] <|video_begin|><s_a_6321><s_b_8007><s_c_1368>
|
||
01:34 [视频-长播] <|video_begin|><s_a_6464><s_b_1828><s_c_6705>
|
||
01:35 [视频-长播] <|video_begin|><s_a_1336><s_b_7670><s_c_8085>
|
||
01:35 [视频-长播] <|video_begin|><s_a_2408><s_b_1212><s_c_7504>
|
||
01:36 [视频-长播] <|video_begin|><s_a_7644><s_b_697><s_c_8136>
|
||
01:36 [视频-长播] <|video_begin|><s_a_5181><s_b_4965><s_c_2123>
|
||
03:25 [视频-长播] <|video_begin|><s_a_16><s_b_3006><s_c_3026>
|
||
03:30 [视频-长播] <|video_begin|><s_a_4315><s_b_850><s_c_4499>
|
||
03:30 [视频-长播] <|video_begin|><s_a_570><s_b_1399><s_c_1306>
|
||
04:32 [视频-长播] <|video_begin|><s_a_6022><s_b_7483><s_c_1399>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5022><s_b_5658><s_c_7504>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_206><s_b_1695><s_c_736>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5892><s_b_2353><s_c_1867>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_19><s_c_5053>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
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--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6213><s_c_7366>
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--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1519><s_c_2531>
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--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_1519><s_c_2531>
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--:-- [商品-点击] <|prod_begin|><s_a_4019><s_b_6545><s_c_2449>
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--:-- [商品-购买] <|prod_begin|><s_a_5892><s_b_2353><s_c_1867>
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--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_1519><s_c_2531>
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09:06 [视频-长播] <|video_begin|><s_a_3115><s_b_6234><s_c_3447>
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09:06 [视频-长播] <|video_begin|><s_a_7385><s_b_3009><s_c_987>
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09:08 [视频-长播] <|video_begin|><s_a_2358><s_b_1572><s_c_4784>
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09:09 [视频-长播] <|video_begin|><s_a_3510><s_b_4944><s_c_486>
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09:10 [视频-长播] <|video_begin|><s_a_3689><s_b_2737><s_c_3093>
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09:21 [视频-长播] <|video_begin|><s_a_5144><s_b_6889><s_c_4595>
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09:35 [视频-长播] <|video_begin|><s_a_116><s_b_1749><s_c_3177>
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09:36 [视频-长播] <|video_begin|><s_a_1349><s_b_775><s_c_5839>
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09:36 [视频-长播] <|video_begin|><s_a_5711><s_b_4324><s_c_535>
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09:47 [视频-长播] <|video_begin|><s_a_6154><s_b_1749><s_c_557>
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09:52 [视频-长播] <|video_begin|><s_a_4572><s_b_5369><s_c_4422>
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09:53 [视频-长播] <|video_begin|><s_a_4007><s_b_6234><s_c_6065>
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09:53 [视频-长播] <|video_begin|><s_a_7385><s_b_3358><s_c_47>
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09:53 [视频-长播] <|video_begin|><s_a_5181><s_b_6234><s_c_2123>
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09:53 [视频-长播] <|video_begin|><s_a_7870><s_b_1146><s_c_4977>
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09:56 [视频-长播] <|video_begin|><s_a_3632><s_b_2737><s_c_899>
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09:56 [视频-长播] <|video_begin|><s_a_3455><s_b_6165><s_c_7106>
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09:57 [视频-长播] <|video_begin|><s_a_4646><s_b_5419><s_c_1354>
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09:57 [视频-长播] <|video_begin|><s_a_5628><s_b_7547><s_c_3770>
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09:57 [视频-长播] <|video_begin|><s_a_1619><s_b_4010><s_c_8033>
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10:00 [视频-长播] <|video_begin|><s_a_4505><s_b_4475><s_c_4093>
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10:01 [视频-长播] <|video_begin|><s_a_6321><s_b_370><s_c_851>
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10:01 [视频-长播] <|video_begin|><s_a_1853><s_b_8049><s_c_2123>
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10:07 [视频-长播] <|video_begin|><s_a_1726><s_b_1292><s_c_1703>
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10:10 [视频-长播] <|video_begin|><s_a_457><s_b_5646><s_c_2584>
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10:17 [视频-长播] <|video_begin|><s_a_5602><s_b_5616><s_c_7970>
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10:17 [视频-长播] <|video_begin|><s_a_5023><s_b_5260><s_c_2416>
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12:14 [视频-长播] <|video_begin|><s_a_3454><s_b_800><s_c_8033>
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12:14 [视频-长播] <|video_begin|><s_a_2450><s_b_451><s_c_2063>
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12:14 [视频-长播] <|video_begin|><s_a_682><s_b_5343><s_c_3648>
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12:18 [视频-长播] <|video_begin|><s_a_506><s_b_6434><s_c_7800>
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12:19 [视频-长播] <|video_begin|><s_a_3687><s_b_7261><s_c_574>
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13:36 [视频-长播] <|video_begin|><s_a_2280><s_b_581><s_c_6065>
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13:36 [视频-长播] <|video_begin|><s_a_4922><s_b_4037><s_c_2153>
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13:43 [视频-长播] <|video_begin|><s_a_6578><s_b_4037><s_c_7935>
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13:43 [视频-长播] <|video_begin|><s_a_7879><s_b_4246><s_c_5749>
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13:43 [视频-长播] <|video_begin|><s_a_3801><s_b_6903><s_c_6360>
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13:43 [视频-长播] <|video_begin|><s_a_6369><s_b_5676><s_c_4724>
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13:46 [视频-长播] <|video_begin|><s_a_578><s_b_1700><s_c_2123>
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13:46 [视频-长播] <|video_begin|><s_a_6321><s_b_2826><s_c_7145>
|
||
【2026-02-06】
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5778><s_b_4613><s_c_552>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6377><s_b_282><s_c_4694>
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--:-- [商品-点击] <|prod_begin|><s_a_1157><s_b_7878><s_c_3215>
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--:-- [商品-点击] <|prod_begin|><s_a_5014><s_b_7687><s_c_7298>
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--:-- [商品-点击] <|prod_begin|><s_a_3658><s_b_6392><s_c_2022>
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--:-- [商品-点击] <|prod_begin|><s_a_6404><s_b_222><s_c_705>
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--:-- [商品-点击] <|prod_begin|><s_a_2628><s_b_5488><s_c_888>
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--:-- [商品-点击] <|prod_begin|><s_a_3846><s_b_6434><s_c_2757>
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--:-- [商品-点击] <|prod_begin|><s_a_4661><s_b_2469><s_c_3909>
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--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_4386><s_c_2782>
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--:-- [商品-点击] <|prod_begin|><s_a_2032><s_b_6165><s_c_1131>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_2032><s_b_6165><s_c_1644>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5369><s_c_7366>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_2531>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_4075><s_c_1272>
|
||
--:-- [商品-点击] <|prod_begin|><s_a_1736><s_b_4538><s_c_1832>
|
||
角色任务：你需要扮演极端严苛的用户行为数据挖掘专家以及数据格式化专家，基于以上用户交互历史，针对给定主题识别并提取具有递进逻辑和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）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
||
核心提取逻辑（递进性准则）：
|
||
按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。
|
||
1.场景驱动协同：交互 B 与交互 A 必须同属一个生活场景及主题类目，并呈现极强的需求补完性。
|
||
2.兴趣因果递进：交互 B 是因为 交互 A 产生的副作用或新需求，或者 A 是 B 的诱因。
|
||
3.需求深度细化：在同一主题类目下,交互 B 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。
|
||
请根据以下主题提取行为逻辑链：
|
||
主题：从被动接收到主动决策的购车意向演化
|
||
|
||
输出格式：请以 JSON 对象形式返回，结构如下：
|
||
{
|
||
"logic_chain": {
|
||
"name": "从被动接收到主动决策的购车意向演化",
|
||
"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，我将基于这份用户行为数据，对“从被动接收到主动决策的购车意向演化”这一主题进行推理分析。
|
||
|
||
首先，我注意到这项任务要求我梳理出用户在购车意向上的演变过程，这个过程需要体现出从被动接收信息到主动探索，并最终做出决策的逻辑递进关系。我的分析将严格依据时间线，重点关注那些能够揭示用户心理和行为转变的关键节点。
|
||
|
||
在2025年12月16日之前，我发现用户的行为主要集中在观看美女、才艺类直播以及购买一些食品和生活日用品上，地域标签显示出对青海地区的偏好，但并未显露出任何与汽车相关的明确兴趣。
|
||
|
||
转折点出现在2025年12月16日。我观察到用户在当天点击了一则关于长安神骐T30 SUV的广告<|ad_begin|><s_a_6766><s_b_7381><s_c_2028>。这则广告内容很具体，提到了发动机、质保、置换补贴等信息。我认为这很可能是一个被动的、偶然的兴趣触发点，广告的推送成功地将“购车”这一潜在需求带入了用户的视野，让他开始初步认知长安这个品牌及其优惠政策。
|
||
|
||
紧接着，就在同一天，用户的行为发生了显著的变化。他不再仅仅是被动地看广告，而是主动关注了一个讲解二手车的直播间<|living_begin|><s_a_4318><s_b_7342><s_c_7951>。这个直播间的主播风格成熟干练，内容聚焦于车辆的全面讲解、车况剖析和价格沟通。从被动点击广告到主动关注专业讲解直播，我推断用户的兴趣已经被激发，他开始寻求更深入、更全面的信息，希望从一个可信赖的渠道了解车辆的细节，这标志着他的认知状态从简单的“信息接收”升级到了主动的“知识获取”。
|
||
|
||
在接下来的大约两周时间里，用户的行为轨迹持续强化了这一购车意向。他点击了多条汽车相关的广告，涉及长安、荣威、捷途等多个品牌，内容涵盖了促销、置换补贴和车型展示，例如长安第二代X5 PLUS的促销广告<|ad_begin|><s_a_6766><s_b_3551><s_c_1284>和年底清仓卡车销售信息<|ad_begin|><s_a_5254><s_b_1226><s_c_7534>。同时，他开始购买一些汽车周边用品，比如车载香水<|prod_begin|><s_a_1273><s_b_3150><s_c_81>、汽车摆件<|prod_begin|><s_a_3238><s_b_5854><s_c_1658>和电动车灯饰<|prod_begin|><s_a_6488><s_b_6804><s_c_7271>。这些购买行为虽然还比较泛化，但已经表明他正在为拥有车辆后的生活场景做一些初步的想象和准备。
|
||
|
||
最终，在2025年12月31日，我看到了一个决定性的行为。用户购买了一件针对性极强的商品：长安星卡plus中控台避光垫<|prod_begin|><s_a_918><s_b_3551><s_c_4693>。这个行为的意义非同寻常。购买一款特定车型的专用配件，强烈地暗示出用户的购车决策已经基本完成，并且目标已经精准地收敛到了“长安星卡plus”这一具体车型上。这不再是泛泛的兴趣，而是为即将拥有的车辆添置物品的实际行动。这一购买行为，标志着他已经从线上信息收集阶段，转化到了为线下拥有车辆做实体准备的阶段，形成了一个从意向萌发到决策行动的完整闭环。
|
||
|
||
综合以上分析，我认为用户的购车意向演化路径清晰地展现了一个从被动到主动、从宽泛到聚焦的决策过程。整个逻辑链条始于一次偶然的广告点击，随后通过主动关注专业直播深化认知，最终通过购买特定车型的专用配件，确认了其购车决策。因此，我倾向于认为，用户最初因点击长安汽车广告<|ad_begin|><s_a_6766><s_b_7381><s_c_2028>而产生兴趣，接着通过关注二手车讲解直播<|living_begin|><s_a_4318><s_b_7342><s_c_7951>来深入了解信息，最终通过购买长安星卡plus的避光垫<|prod_begin|><s_a_918><s_b_3551><s_c_4693>这一行为，明确了他的购车目标。</think>
|
||
{"logic_chain": {"name": "从被动接收到主动决策的购车意向演化", "events": [{"date": "2025-12-16", "action": "[广告-点击] <|ad_begin|><s_a_6766><s_b_7381><s_c_2028>", "logic": "初始触发：被动接收到长安品牌汽车广告，初步建立对该品牌的认知，兴趣点集中在性能和优惠政策上。"}, {"date": "2025-12-16", "action": "[直播-关注] <|living_begin|><s_a_4318><s_b_7342><s_c_7951>", "logic": "认知深化：从被动看广告转向主动关注专业讲解直播，寻求更深入、全面的车辆信息（如车况细节、价格），体现了从“信息接收”到“知识获取”的认知升级。"}, {"date": "2025-12-31", "action": "[商品-购买] <|prod_begin|><s_a_918><s_b_3551><s_c_4693>", "logic": "决策收敛与行动闭环：在了解汽车信息后，用户购买了针对“长安星卡plus”这一具体车型的内饰配件。这一行为不仅确认了用户的购车决策已收敛至特定车型，也标志着从线上信息收集到线下实体准备的转化，形成了完整的意向到行动的闭环。"}]}}<|im_end|>
|
||
<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
|
||
label_ids:
|
||
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labels:
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<think>
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</think>
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["<|living_begin|><s_a_6627><s_b_6234><s_c_5874>", "<|living_begin|><s_a_4372><s_b_7445><s_c_6278>", "<|living_begin|><s_a_4372><s_b_6234><s_c_4696>", "<|living_begin|><s_a_5131><s_b_1185><s_c_6278>", "<|ad_begin|><s_a_1726><s_b_2246><s_c_7395>", "<|ad_begin|><s_a_1608><s_b_7344><s_c_141>", "<|ad_begin|><s_a_6417><s_b_6234><s_c_7929>", "<|ad_begin|><s_a_1608><s_b_6234><s_c_7921>", "<|ad_begin|><s_a_7931><s_b_6234><s_c_5749>", "<|ad_begin|><s_a_1608><s_b_7344><s_c_3475>", "<|video_begin|><s_a_4873><s_b_5131><s_c_7716>"]<|im_end|>
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<think>
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好的，我来分析一下这位用户的行为。这项任务要求我基于用户的交互历史，梳理出一条从泛化娱乐兴趣到对特定游戏IP深度沉浸的行为逻辑链。
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|
||
我首先注意到，这位用户的兴趣相当广泛，早期在游戏方面主要集中在《王者荣耀》和《第五人格》上，购买了大量周边商品，例如《王者荣耀》的卡片 <|prod_begin|><s_a_2021><s_b_1258><s_c_870> 和多次购买《第五人格》的徽章、钥匙扣等 <|prod_begin|><s_a_2882><s_b_1564><s_c_3972>、<|prod_begin|><s_a_261><s_b_7537><s_c_2838>。这表明他/她是一个典型的二次元和游戏爱好者，对喜爱的IP有很强的付费意愿和收藏偏好。同时，用户的消费行为也展现出对低价、高性价比商品（如各种9.9元商品）和可爱、二次元风格小物件的偏爱。
|
||
|
||
在2026年1月26日之前，用户的视频消费内容非常多样化，涵盖了萌宠、搞笑、社会生活、动漫解说等多个领域，但没有明显集中于某一特定IP。直到1月27日，我观察到一个显著的兴趣转折点。当天，用户首次点击了一则关于《明日方舟》新版本“终末地”的宣传广告 <|ad_begin|><s_a_759><s_b_4692><s_c_814>。这次点击似乎是一个关键的触发点，为后续的行为埋下了伏笔。
|
||
|
||
这次广告点击之后，用户的行为立刻显示出对这个新信息的强烈反应。仅仅几个小时后，我就看到他/她开始主动消费与“终末地”相关的深度内容，比如收藏并长时间观看了分析管理员角色背景和世界观设定的视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790>。这种从被动接收广告信息到主动探索深度内容的转变，并且伴随着收藏和点赞这类高价值互动，清晰地表明用户的兴趣被成功激发，并且正在快速加深。
|
||
|
||
接下来的几天，这种兴趣的深化趋势愈发明显。我发现用户的关注点从“这是个什么故事”迅速升级为“这个游戏该怎么玩”。在1月29日，他/她收藏并观看了介绍“终末地”卡池规则和抽卡策略的视频 <|video_begin|><s_a_5632><s_b_6727><s_c_6919>。这说明用户已经产生了强烈的游玩意愿，开始为进入游戏做准备，研究核心的付费机制和资源分配策略。这种行为已经超越了普通内容消费者的范畴，表现出准玩家的特征。
|
||
|
||
仅仅两天后，在1月31日，用户的探索行为变得更加具体和硬核。他/她开始观看关于游戏内“基建布局”和“材料制作”这类高阶攻略视频 <|video_begin|><s_a_1790><s_b_6442><s_c_5555>。这表明用户的认知已经从“想玩”进化到了“想玩好”，正在预习具体的游戏技巧，希望在游戏开始时就能高效推进。这种对复杂游戏系统的深入研究，标志着其沉浸程度已经达到了一个新高度。
|
||
|
||
最终，在2月5日，我观察到这条兴趣链形成了一个完美的闭环。用户的兴趣从纯粹的线上数字内容，延伸到了与现实生活相关的实体商品。他/她点击了《明日方舟：终末地》的联名交通卡 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>。点击购买游戏IP的实体周边，尤其是交通卡这种具有身份标识和日常使用属性的物品，强烈地表明了用户对该IP的高度认同感。这不仅是消费行为，更是一种身份的宣告。
|
||
|
||
综合来看，我认为用户的行为清晰地展现了一个从被动接收信息到深度沉浸于特定游戏IP的完整过程。这个过程始于一次广告点击 <|ad_begin|><s_a_759><s_b_4692><s_c_814>，随后通过观看角色背景解析视频 <|video_begin|><s_a_3062><s_b_4733><s_c_7790> 来深化兴趣，接着通过研究卡池规则 <|video_begin|><s_a_5632><s_b_6727><s_c_6919> 和基建攻略 <|video_begin|><s_a_1790><s_b_6442><s_c_5555> 为实际游玩做准备，最终通过点击联名实体周边 <|prod_begin|><s_a_5853><s_b_3489><s_c_8123> 完成了从线上兴趣到线下身份认同的转化。基于此，我推测该用户未来有很大概率会成为《明日方舟：终末地》的活跃玩家，并可能继续关注和消费该IP的各类内容与商品。</think>
|
||
{"logic_chain": {"name": "从泛化娱乐到特定游戏IP的深度沉浸", "events": [{"date": "2026-01-27", "action": "[广告-点击] <|ad_begin|><s_a_759><s_b_4692><s_c_814>", "logic": "初始触发：通过广告被动接收到《明日方舟》新版本“终末地”的核心信息，这是兴趣链的起点。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_3062><s_b_4733><s_c_7790>", "logic": "兴趣深化与验证：从广告的泛化信息，转向对特定角色背景和世界观设定的深度内容消费，交互从“点击”升级为“收藏/点赞/长播”，表明兴趣被初步确认并加深。"}, {"date": "2026-01-29", "action": "[视频-转发/收藏/点赞/长播] <|video_begin|><s_a_5632><s_b_6727><s_c_6919>", "logic": "认知跃迁与行为准备：兴趣从“了解故事”演变为“研究玩法”，开始关注“卡池规则”、“保底数值”等核心游戏机制和攻略型信息，体现出从旁观者向潜在玩家转化的明确意图。"}, {"date": "2026-01-31", "action": "[视频-收藏/点赞/长播] <|video_begin|><s_a_1790><s_b_6442><s_c_5555>", "logic": "策略收敛与技能预习：进一步聚焦于更具体的“基建布局”、“材料制作”等高阶游戏攻略，表明用户不仅想玩，而且希望高效地玩好，认知深度已达到资深玩家水平。"}, {"date": "2026-02-05", "action": "[商品-点击] <|prod_begin|><s_a_5853><s_b_3489><s_c_8123>", "logic": "兴趣闭环与身份认同：用户的兴趣从线上内容消费延伸至线下实体周边，点击联名交通卡这一行为，标志着其对该游戏IP的认同感已经形成，完成了从“了解”到“认同”的完整认知闭环。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我将基于这份用户行为日志，以推荐分析师的视角，对用户的行为逻辑进行推理。
|
||
|
||
我的任务是分析用户从被动接收信息到主动探索并利用AI工具的认知转变过程。我会重点关注行为时间线，梳理出导致这一转变的关键节点和内在逻辑。
|
||
|
||
在分析初期，我注意到该用户是一个信息涉猎非常广泛的人，尤其偏爱知识型和资讯型内容。从2025年上半年开始，他就大量关注财经、时政、健康养生等领域的直播，例如解读A股趋势的直播 <|living_begin|><s_a_4372><s_b_6776><s_c_3676>、分析国际局势的直播 <|living_begin|><s_a_4372><s_b_1799><s_c_7658> 以及各类健康科普直播。这表明他有强烈的通过内容消费来获取信息、辅助决策的习惯。
|
||
|
||
随着时间推移，特别是在2026年1月下旬，我发现用户的行为出现了一个关键的转折点。在2026年1月26日，他密集地消费了大量关于股市、国际政治和经济动态的视频内容。在这些内容中，他不仅点赞，还特别收藏了一个分析股市牛熊转变与投资者心态的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>。收藏这个行为对我来说是一个强烈的信号，它意味着用户不再满足于信息的简单浏览，而是希望对复杂的决策逻辑进行深度思考和复盘。我推测，面对海量且充满不确定性的财经信息，他可能感到了认知上的压力和决策上的痛点，从而萌生了寻找更高效信息处理方法或决策辅助工具的想法。
|
||
|
||
这个推测很快在接下来的行为中得到了印证。仅仅三天后，在2026年1月29日，他首次主动点击了一则关于免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>。这是一个非常重要的行为变化，标志着他开始将注意力从“信息本身”转移到了“处理信息的工具”上。他不再仅仅是被动地接收财经博主的观点，而是开始主动探索能够赋能自己的新技术。这说明他已经意识到，AI可能就是解决他当前信息处理瓶颈的潜在方案。
|
||
|
||
为了进一步确认他对“工具”和“效率”的追求，我继续观察后续行为。在2026年2月1日，他又收藏了一个关于荣耀手机七大实用功能的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，内容聚焦于如何通过手机自带的功能（如分屏、长截屏）来提升操作效率。这个行为虽然看似与AI没有直接关联，但其内在动机与探索AI工具是高度一致的，都指向了“利用工具提升个人效率”这一核心诉求。这表明他的认知已经发生了转变，从一个纯粹的内容消费者，开始向一个积极寻求并利用工具来优化个人工作流的“效率追求者”演变。
|
||
|
||
综合来看，我认为用户的行为逻辑链条清晰地展现了一个认知跃迁的过程。他最初通过大量观看财经、时政类视频积累信息，在信息过载中遇到了决策瓶颈，这具体体现在他收藏了关于投资策略与心理学研究的视频 <|video_begin|><s_a_2051><s_b_6776><s_c_7683>上。这个痛点驱动他开始寻找解决方案，于是他主动点击了免费人工智能课程的广告 <|ad_begin|><s_a_99><s_b_5045><s_c_2513>，迈出了探索新工具的第一步。最后，他收藏手机高效操作技巧的视频 <|video_begin|><s_a_532><s_b_7546><s_c_851>，进一步巩固了他对于利用工具提升效率的认知和兴趣。因此，我倾向于认为，该用户未来对各类能提升信息处理效率、辅助决策的AI工具或相关课程内容，会有较高的接受度和付费转化可能。</think>
|
||
{"logic_chain": {"name": "从被动信息吸收到主动利用AI工具的认知跃迁", "events": [{"date": "2026-01-26", "action": "[视频-收藏/长播] <|video_begin|><s_a_2051><s_b_6776><s_c_7683>", "logic": "信息积累与痛点形成：用户通过大量观看财经、科技、时政类视频，积累了海量信息，并收藏了关于“投资策略与心理学”的深度分析视频，表明其在信息处理和决策上可能遇到了瓶颈，产生了对更高效工具的需求。"}, {"date": "2026-01-29", "action": "[广告-点击] <|ad_begin|><s_a_99><s_b_5045><s_c_2513>", "logic": "兴趣转向与工具探索：用户开始主动点击“免费人工智能课程”广告，标志着其兴趣从被动接收信息转向主动学习和了解能提升信息处理效率的AI工具，行为模式发生显著变化。"}, {"date": "2026-02-01", "action": "[视频-收藏/长播] <|video_begin|><s_a_532><s_b_7546><s_c_851>", "logic": "认知深化与效率追求：用户收藏了关于“手机实用功能”以提升操作效率的视频。这一行为与探索AI工具的逻辑一致，共同指向其核心诉求——利用工具提升个人效率，进一步佐证了其从“信息消费”到“工具赋能”的认知转变。"}]}}<|im_end|>
|
||
<think>
|
||
好的，我将基于这份用户行为数据，对“从被动接收到主动决策的购车意向演化”这一主题进行推理分析。
|
||
|
||
首先，我注意到这项任务要求我梳理出用户在购车意向上的演变过程，这个过程需要体现出从被动接收信息到主动探索，并最终做出决策的逻辑递进关系。我的分析将严格依据时间线，重点关注那些能够揭示用户心理和行为转变的关键节点。
|
||
|
||
在2025年12月16日之前，我发现用户的行为主要集中在观看美女、才艺类直播以及购买一些食品和生活日用品上，地域标签显示出对青海地区的偏好，但并未显露出任何与汽车相关的明确兴趣。
|
||
|
||
转折点出现在2025年12月16日。我观察到用户在当天点击了一则关于长安神骐T30 SUV的广告<|ad_begin|><s_a_6766><s_b_7381><s_c_2028>。这则广告内容很具体，提到了发动机、质保、置换补贴等信息。我认为这很可能是一个被动的、偶然的兴趣触发点，广告的推送成功地将“购车”这一潜在需求带入了用户的视野，让他开始初步认知长安这个品牌及其优惠政策。
|
||
|
||
紧接着，就在同一天，用户的行为发生了显著的变化。他不再仅仅是被动地看广告，而是主动关注了一个讲解二手车的直播间<|living_begin|><s_a_4318><s_b_7342><s_c_7951>。这个直播间的主播风格成熟干练，内容聚焦于车辆的全面讲解、车况剖析和价格沟通。从被动点击广告到主动关注专业讲解直播，我推断用户的兴趣已经被激发，他开始寻求更深入、更全面的信息，希望从一个可信赖的渠道了解车辆的细节，这标志着他的认知状态从简单的“信息接收”升级到了主动的“知识获取”。
|
||
|
||
在接下来的大约两周时间里，用户的行为轨迹持续强化了这一购车意向。他点击了多条汽车相关的广告，涉及长安、荣威、捷途等多个品牌，内容涵盖了促销、置换补贴和车型展示，例如长安第二代X5 PLUS的促销广告<|ad_begin|><s_a_6766><s_b_3551><s_c_1284>和年底清仓卡车销售信息<|ad_begin|><s_a_5254><s_b_1226><s_c_7534>。同时，他开始购买一些汽车周边用品，比如车载香水<|prod_begin|><s_a_1273><s_b_3150><s_c_81>、汽车摆件<|prod_begin|><s_a_3238><s_b_5854><s_c_1658>和电动车灯饰<|prod_begin|><s_a_6488><s_b_6804><s_c_7271>。这些购买行为虽然还比较泛化，但已经表明他正在为拥有车辆后的生活场景做一些初步的想象和准备。
|
||
|
||
最终，在2025年12月31日，我看到了一个决定性的行为。用户购买了一件针对性极强的商品：长安星卡plus中控台避光垫<|prod_begin|><s_a_918><s_b_3551><s_c_4693>。这个行为的意义非同寻常。购买一款特定车型的专用配件，强烈地暗示出用户的购车决策已经基本完成，并且目标已经精准地收敛到了“长安星卡plus”这一具体车型上。这不再是泛泛的兴趣，而是为即将拥有的车辆添置物品的实际行动。这一购买行为，标志着他已经从线上信息收集阶段，转化到了为线下拥有车辆做实体准备的阶段，形成了一个从意向萌发到决策行动的完整闭环。
|
||
|
||
综合以上分析，我认为用户的购车意向演化路径清晰地展现了一个从被动到主动、从宽泛到聚焦的决策过程。整个逻辑链条始于一次偶然的广告点击，随后通过主动关注专业直播深化认知，最终通过购买特定车型的专用配件，确认了其购车决策。因此，我倾向于认为，用户最初因点击长安汽车广告<|ad_begin|><s_a_6766><s_b_7381><s_c_2028>而产生兴趣，接着通过关注二手车讲解直播<|living_begin|><s_a_4318><s_b_7342><s_c_7951>来深入了解信息，最终通过购买长安星卡plus的避光垫<|prod_begin|><s_a_918><s_b_3551><s_c_4693>这一行为，明确了他的购车目标。</think>
|
||
{"logic_chain": {"name": "从被动接收到主动决策的购车意向演化", "events": [{"date": "2025-12-16", "action": "[广告-点击] <|ad_begin|><s_a_6766><s_b_7381><s_c_2028>", "logic": "初始触发：被动接收到长安品牌汽车广告，初步建立对该品牌的认知，兴趣点集中在性能和优惠政策上。"}, {"date": "2025-12-16", "action": "[直播-关注] <|living_begin|><s_a_4318><s_b_7342><s_c_7951>", "logic": "认知深化：从被动看广告转向主动关注专业讲解直播，寻求更深入、全面的车辆信息（如车况细节、价格），体现了从“信息接收”到“知识获取”的认知升级。"}, {"date": "2025-12-31", "action": "[商品-购买] <|prod_begin|><s_a_918><s_b_3551><s_c_4693>", "logic": "决策收敛与行动闭环：在了解汽车信息后，用户购买了针对“长安星卡plus”这一具体车型的内饰配件。这一行为不仅确认了用户的购车决策已收敛至特定车型，也标志着从线上信息收集到线下实体准备的转化，形成了完整的意向到行动的闭环。"}]}}<|im_end|>
|
||
[INFO|configuration_utils.py:771] 2026-07-06 04:54:33,443 >> 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] 2026-07-06 04:54:33,444 >> 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",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention",
|
||
"full_attention"
|
||
],
|
||
"max_position_embeddings": 40960,
|
||
"max_window_layers": 28,
|
||
"model_type": "qwen3",
|
||
"num_attention_heads": 16,
|
||
"num_hidden_layers": 28,
|
||
"num_key_value_heads": 8,
|
||
"pad_token_id": 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
|
||
}
|
||
|
||
|
||
[INFO|2026-07-06 04:54:33] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
||
[INFO|2026-07-06 04:54:33] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
||
[INFO|modeling_utils.py:751] 2026-07-06 04:54:34,174 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors
|
||
[INFO|modeling_utils.py:821] 2026-07-06 04:54:34,174 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
||
[INFO|configuration_utils.py:1027] 2026-07-06 04:54:34,227 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"eos_token_id": 151645,
|
||
"output_attentions": false,
|
||
"output_hidden_states": false,
|
||
"use_cache": false
|
||
}
|
||
|
||
|
||
Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
|
||
Loading weights: 43%|████▎ | 133/311 [00:00<00:00, 1329.68it/s]
|
||
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 2019.33it/s]
|
||
[INFO|configuration_utils.py:980] 2026-07-06 04:54:35,016 >> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json
|
||
[INFO|configuration_utils.py:1027] 2026-07-06 04:54:35,016 >> Generate config GenerationConfig {
|
||
"bos_token_id": 151643,
|
||
"do_sample": true,
|
||
"eos_token_id": [
|
||
151645,
|
||
151643
|
||
],
|
||
"pad_token_id": 151643,
|
||
"temperature": 0.6,
|
||
"top_k": 20,
|
||
"top_p": 0.95
|
||
}
|
||
|
||
[INFO|dynamic_module_utils.py:406] 2026-07-06 04:54:35,346 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition.
|
||
[INFO|2026-07-06 04:54:35] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
||
[INFO|2026-07-06 04:54:35] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
||
[INFO|2026-07-06 04:54:35] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
||
[INFO|2026-07-06 04:54:35] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
||
[INFO|2026-07-06 04:54:35] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
||
[WARNING|trainer_utils.py:1238] 2026-07-06 04:54:35,370 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}.
|
||
[INFO|trainer.py:1469] 2026-07-06 04:54:35,486 >> ***** Running training *****
|
||
[INFO|trainer.py:1470] 2026-07-06 04:54:35,486 >> Num examples = 2,451
|
||
[INFO|trainer.py:1471] 2026-07-06 04:54:35,486 >> Num Epochs = 2
|
||
[INFO|trainer.py:1472] 2026-07-06 04:54:35,486 >> Num update steps per epoch = 613
|
||
[INFO|trainer.py:1473] 2026-07-06 04:54:35,486 >> Instantaneous batch size per device = 1
|
||
[INFO|trainer.py:1476] 2026-07-06 04:54:35,486 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
||
[INFO|trainer.py:1477] 2026-07-06 04:54:35,486 >> Gradient Accumulation steps = 4
|
||
[INFO|trainer.py:1478] 2026-07-06 04:54:35,486 >> Total optimization steps = 1,226
|
||
[INFO|trainer.py:1479] 2026-07-06 04:54:35,487 >> Number of trainable parameters = 801,433,600
|
||
|
||
0%| | 0/1226 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-06 04:54:35,719 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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{'loss': '2.738', 'grad_norm': '43.75', 'learning_rate': '1.081e-06', 'epoch': '0.00816'}
|
||
{'loss': '2.748', 'grad_norm': '38', 'learning_rate': '2.432e-06', 'epoch': '0.01632'}
|
||
{'loss': '2.626', 'grad_norm': '23.38', 'learning_rate': '3.784e-06', 'epoch': '0.02448'}
|
||
{'loss': '2.285', 'grad_norm': '15.75', 'learning_rate': '5.135e-06', 'epoch': '0.03264'}
|
||
{'loss': '2.071', 'grad_norm': '8.875', 'learning_rate': '6.486e-06', 'epoch': '0.0408'}
|
||
{'loss': '2.168', 'grad_norm': '6.094', 'learning_rate': '7.838e-06', 'epoch': '0.04896'}
|
||
{'loss': '2.041', 'grad_norm': '6.375', 'learning_rate': '9.189e-06', 'epoch': '0.05712'}
|
||
{'loss': '2.018', 'grad_norm': '4.469', 'learning_rate': '1e-05', 'epoch': '0.06528'}
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41%|████ | 500/1226 [1:13:07<1:50:57, 9.17s/it][INFO|trainer.py:3815] 2026-07-06 06:07:43,057 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-500
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[INFO|configuration_utils.py:533] 2026-07-06 06:07:43,059 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-500/config.json
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[INFO|configuration_utils.py:816] 2026-07-06 06:07:43,059 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-500/generation_config.json
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[INFO|modeling_utils.py:3471] 2026-07-06 06:07:43,944 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-500/model.safetensors
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[INFO|tokenization_utils_base.py:3278] 2026-07-06 06:07:44,057 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-500/chat_template.jinja
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[INFO|tokenization_utils_base.py:2111] 2026-07-06 06:07:44,080 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-500/tokenizer_config.json
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[INFO|configuration_utils.py:533] 2026-07-06 07:20:49,064 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1000/config.json
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[INFO|configuration_utils.py:816] 2026-07-06 07:20:49,064 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1000/generation_config.json
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[INFO|modeling_utils.py:3471] 2026-07-06 07:20:49,971 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1000/model.safetensors
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[INFO|tokenization_utils_base.py:3278] 2026-07-06 07:20:50,085 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1000/chat_template.jinja
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100%|██████████| 1226/1226 [2:59:06<00:00, 8.38s/it][INFO|trainer.py:3815] 2026-07-06 07:53:42,338 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1226
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[INFO|configuration_utils.py:533] 2026-07-06 07:53:42,339 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1226/config.json
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[INFO|configuration_utils.py:816] 2026-07-06 07:53:42,339 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1226/generation_config.json
|
||
{'loss': '1.518', 'grad_norm': '3.234', 'learning_rate': '8.358e-07', 'epoch': '1.64'}
|
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{'loss': '1.5', 'grad_norm': '2.906', 'learning_rate': '7.996e-07', 'epoch': '1.648'}
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{'loss': '1.494', 'grad_norm': '2.484', 'learning_rate': '7.641e-07', 'epoch': '1.656'}
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{'loss': '1.535', 'grad_norm': '4.031', 'learning_rate': '7.294e-07', 'epoch': '1.664'}
|
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{'loss': '1.393', 'grad_norm': '3.281', 'learning_rate': '6.954e-07', 'epoch': '1.672'}
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{'loss': '1.441', 'grad_norm': '3.453', 'learning_rate': '6.622e-07', 'epoch': '1.681'}
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{'loss': '1.55', 'grad_norm': '2.328', 'learning_rate': '6.297e-07', 'epoch': '1.689'}
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{'loss': '1.479', 'grad_norm': '2.5', 'learning_rate': '5.98e-07', 'epoch': '1.697'}
|
||
{'loss': '1.529', 'grad_norm': '3.141', 'learning_rate': '5.671e-07', 'epoch': '1.705'}
|
||
{'loss': '1.459', 'grad_norm': '3.312', 'learning_rate': '5.369e-07', 'epoch': '1.713'}
|
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{'loss': '1.452', 'grad_norm': '2.922', 'learning_rate': '5.075e-07', 'epoch': '1.721'}
|
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{'loss': '1.539', 'grad_norm': '2.359', 'learning_rate': '4.789e-07', 'epoch': '1.729'}
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{'loss': '1.492', 'grad_norm': '2.797', 'learning_rate': '4.511e-07', 'epoch': '1.738'}
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{'loss': '1.475', 'grad_norm': '3.25', 'learning_rate': '4.241e-07', 'epoch': '1.746'}
|
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{'loss': '1.391', 'grad_norm': '3.172', 'learning_rate': '3.978e-07', 'epoch': '1.754'}
|
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{'loss': '1.504', 'grad_norm': '2.469', 'learning_rate': '3.724e-07', 'epoch': '1.762'}
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{'loss': '1.393', 'grad_norm': '3.625', 'learning_rate': '3.478e-07', 'epoch': '1.77'}
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{'loss': '1.384', 'grad_norm': '3.594', 'learning_rate': '3.24e-07', 'epoch': '1.778'}
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{'loss': '1.541', 'grad_norm': '2.094', 'learning_rate': '3.01e-07', 'epoch': '1.787'}
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{'loss': '1.456', 'grad_norm': '3.188', 'learning_rate': '2.789e-07', 'epoch': '1.795'}
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{'loss': '1.497', 'grad_norm': '2.156', 'learning_rate': '2.575e-07', 'epoch': '1.803'}
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{'loss': '1.383', 'grad_norm': '4.188', 'learning_rate': '2.37e-07', 'epoch': '1.811'}
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{'loss': '1.535', 'grad_norm': '3.172', 'learning_rate': '2.173e-07', 'epoch': '1.819'}
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{'loss': '1.414', 'grad_norm': '3.125', 'learning_rate': '1.985e-07', 'epoch': '1.827'}
|
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{'loss': '1.472', 'grad_norm': '2.859', 'learning_rate': '1.805e-07', 'epoch': '1.836'}
|
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{'loss': '1.304', 'grad_norm': '4.438', 'learning_rate': '1.633e-07', 'epoch': '1.844'}
|
||
{'loss': '1.413', 'grad_norm': '4.094', 'learning_rate': '1.47e-07', 'epoch': '1.852'}
|
||
{'loss': '1.397', 'grad_norm': '2.172', 'learning_rate': '1.315e-07', 'epoch': '1.86'}
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||
{'loss': '1.529', 'grad_norm': '2.5', 'learning_rate': '1.169e-07', 'epoch': '1.868'}
|
||
{'loss': '1.404', 'grad_norm': '2.859', 'learning_rate': '1.031e-07', 'epoch': '1.876'}
|
||
{'loss': '1.401', 'grad_norm': '3.781', 'learning_rate': '9.021e-08', 'epoch': '1.885'}
|
||
{'loss': '1.494', 'grad_norm': '3.234', 'learning_rate': '7.814e-08', 'epoch': '1.893'}
|
||
{'loss': '1.487', 'grad_norm': '2.234', 'learning_rate': '6.694e-08', 'epoch': '1.901'}
|
||
{'loss': '1.389', 'grad_norm': '4.25', 'learning_rate': '5.66e-08', 'epoch': '1.909'}
|
||
{'loss': '1.4', 'grad_norm': '2.984', 'learning_rate': '4.712e-08', 'epoch': '1.917'}
|
||
{'loss': '1.402', 'grad_norm': '3.891', 'learning_rate': '3.85e-08', 'epoch': '1.925'}
|
||
{'loss': '1.501', 'grad_norm': '2.938', 'learning_rate': '3.076e-08', 'epoch': '1.933'}
|
||
{'loss': '1.405', 'grad_norm': '2.078', 'learning_rate': '2.387e-08', 'epoch': '1.942'}
|
||
{'loss': '1.44', 'grad_norm': '3.656', 'learning_rate': '1.786e-08', 'epoch': '1.95'}
|
||
{'loss': '1.569', 'grad_norm': '2.391', 'learning_rate': '1.272e-08', 'epoch': '1.958'}
|
||
{'loss': '1.404', 'grad_norm': '2.75', 'learning_rate': '8.445e-09', 'epoch': '1.966'}
|
||
{'loss': '1.417', 'grad_norm': '3.375', 'learning_rate': '5.043e-09', 'epoch': '1.974'}
|
||
{'loss': '1.461', 'grad_norm': '2.562', 'learning_rate': '2.513e-09', 'epoch': '1.982'}
|
||
{'loss': '1.514', 'grad_norm': '2.578', 'learning_rate': '8.552e-10', 'epoch': '1.991'}
|
||
{'loss': '1.344', 'grad_norm': '3.547', 'learning_rate': '6.981e-11', 'epoch': '1.999'}
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Writing model shards: 0%| | 0/1 [00:00<?, ?it/s][A
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.31it/s][A
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.31it/s]
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||
[INFO|modeling_utils.py:3471] 2026-07-06 07:53:43,104 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1226/model.safetensors
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||
[INFO|tokenization_utils_base.py:3278] 2026-07-06 07:53:43,210 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1226/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-06 07:53:43,230 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/checkpoint-1226/tokenizer_config.json
|
||
[INFO|trainer.py:1823] 2026-07-06 07:53:45,253 >>
|
||
|
||
Training completed. Do not forget to share your model on huggingface.co/models =)
|
||
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100%|██████████| 1226/1226 [2:59:09<00:00, 8.38s/it]
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100%|██████████| 1226/1226 [2:59:09<00:00, 8.77s/it]
|
||
[INFO|trainer.py:3815] 2026-07-06 07:53:45,254 >> Saving model checkpoint to /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2
|
||
[INFO|configuration_utils.py:533] 2026-07-06 07:53:45,255 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/config.json
|
||
[INFO|configuration_utils.py:816] 2026-07-06 07:53:45,255 >> Configuration saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/generation_config.json
|
||
{'train_runtime': '1.075e+04', 'train_samples_per_second': '0.456', 'train_steps_per_second': '0.114', 'train_loss': '1.535', 'epoch': '2'}
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.41it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.41it/s]
|
||
[INFO|modeling_utils.py:3471] 2026-07-06 07:53:45,968 >> Model weights saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/model.safetensors
|
||
[INFO|tokenization_utils_base.py:3278] 2026-07-06 07:53:46,083 >> chat template saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/chat_template.jinja
|
||
[INFO|tokenization_utils_base.py:2111] 2026-07-06 07:53:46,104 >> tokenizer config file saved in /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/tokenizer_config.json
|
||
***** train metrics *****
|
||
epoch = 2.0
|
||
total_flos = 551649809GF
|
||
train_loss = 1.535
|
||
train_runtime = 2:59:09.76
|
||
train_samples_per_second = 0.456
|
||
train_steps_per_second = 0.114
|
||
Figure saved at: /home/ll/llm4rec/experiments/20260706_overnight/outputs/v10_balanced_core_lr1e5_ep2/training_loss.png
|
||
[WARNING|2026-07-06 07:53:46] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
||
[WARNING|2026-07-06 07:53:46] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
||
[INFO|modelcard.py:263] 2026-07-06 07:53:46,211 >> Dropping the following result as it does not have all the necessary fields:
|
||
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|