2325 lines
571 KiB
Plaintext
2325 lines
571 KiB
Plaintext
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[2026-07-15 06:33:36] stage 1/1: /home/ll/llm4rec/experiments/configs/v43_v29_paper_mix_low_lr25e7_ep15.yaml
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/home/ll/llm4rec/demo/LLaMA-Factory/.venv/lib/python3.11/site-packages/jieba/_compat.py:18: UserWarning: pkg_resources is deprecated as an API. See https://setuptools.pypa.io/en/latest/pkg_resources.html. The pkg_resources package is slated for removal as early as 2025-11-30. Refrain from using this package or pin to Setuptools<81.
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import pkg_resources
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[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead.
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[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead.
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[INFO|2026-07-15 06:33:39] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16
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[INFO|configuration_utils.py:769] 2026-07-15 06:33:39,235 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 06:33:39,238 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 06:33:39,905 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 06:33:39,906 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
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"max_window_layers": 28,
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"model_type": "qwen3",
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
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"rope_parameters": {
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"rope_theta": 1000000,
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"rope_type": "default"
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},
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"sliding_window": null,
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"tie_word_embeddings": false,
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"transformers_version": "5.6.0",
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"use_cache": false,
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"use_sliding_window": false,
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"vocab_size": 176253
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}
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[INFO|configuration_utils.py:769] 2026-07-15 06:33:39,906 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
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[INFO|configuration_utils.py:847] 2026-07-15 06:33:39,906 >> Model config Qwen3Config {
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|||
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"architectures": [
|
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
|
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"attention_dropout": 0.0,
|
|||
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
|
|||
|
|
"max_position_embeddings": 40960,
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|||
|
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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,
|
|||
|
|
"pad_token_id": 151643,
|
|||
|
|
"rms_norm_eps": 1e-06,
|
|||
|
|
"rope_parameters": {
|
|||
|
|
"rope_theta": 1000000,
|
|||
|
|
"rope_type": "default"
|
|||
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},
|
|||
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"sliding_window": null,
|
|||
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"tie_word_embeddings": false,
|
|||
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"transformers_version": "5.6.0",
|
|||
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"use_cache": false,
|
|||
|
|
"use_sliding_window": false,
|
|||
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"vocab_size": 176253
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}
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[INFO|2026-07-15 06:33:40] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/v34_paper_mix.jsonl...
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training example:
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input_ids:
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[151644, 872, 198, 10904, 20002, 108221, 100022, 10958, 28311, 10904, 17, 15, 17, 20, 12, 15, 16, 12, 15, 18, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 75437, 100541, 60, 220, 176249, 155036, 165488, 173297, 198, 10904, 17, 15, 17, 20, 12, 15, 16, 12, 15, 20, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 152138, 165753, 172684, 198, 10904, 17, 15, 17, 20, 12, 15, 17, 12, 16, 20, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 155036, 160312, 171577, 198, 10904, 17, 15, 17, 20, 12, 15, 18, 12, 16, 19, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 153742, 161418, 173297, 198, 10904, 17, 15, 17, 20, 12, 15, 19, 12, 17, 17, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 158157, 160914, 171556, 198, 10904, 17, 15, 17, 20, 12, 15, 19, 12, 17, 18, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152489, 161493, 168350, 198, 10904, 17, 15, 17, 20, 12, 15, 19, 12, 17, 20, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 155000, 164967, 171026, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 15, 19, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 14, 104181, 75437, 100541, 60, 220, 176249, 154727, 163651, 170456, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 18, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152014, 167730, 173703, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 20, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 154704, 164325, 169623, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 155902, 167863, 171943, 198, 10904, 17, 15, 17, 20, 12, 15, 20, 12, 17, 22, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152039, 165647, 173838, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 15, 17, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 156349, 161669, 173544, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159860, 165348, 170228, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152862, 165795, 175836, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 16, 19, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 157557, 162780, 175241, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152300, 161695, 168134, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 17, 15, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159210, 166904, 169098, 198, 10904, 17, 15, 17, 20, 12, 15, 21, 12, 17, 24, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 14, 104181, 75437, 100541, 60, 220, 176249, 153626, 167203, 172023, 198, 10904, 17, 15, 17, 20, 12, 15, 22, 12, 15, 18, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 104181, 75437, 100541, 60, 220, 176249, 155036, 167203, 174662, 198, 10904, 17, 15, 17, 20, 12, 15, 22, 12, 16, 24, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159434, 165370, 170385, 198, 10904, 17, 15, 17, 20, 12, 15, 22, 12, 18, 16, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 153873, 164629, 171306, 198, 10904, 17, 15, 17, 20, 12, 15, 23, 12, 15, 21, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 152014, 162669, 169375, 198, 10904, 17, 15, 17, 20, 12, 15, 23, 12, 16, 20, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 151836, 161925, 175589, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 156637, 161948, 174344, 198, 10904, 17, 15, 17, 20, 12, 15, 23, 12, 16, 22, 10958, 198, 220, 1177, 25, 313, 508, 101981, 12, 100020, 60, 220, 176249, 158161, 167203, 168730, 198, 10904, 17, 15, 17, 20, 12, 15, 23, 12, 18, 16, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 159287, 167230, 173033, 198, 10904, 17, 15, 17, 20, 12, 15, 24, 12, 15, 16, 10958, 198, 220, 1177, 25, 313, 508, 45943, 12, 103946, 60, 220, 176247, 157557, 164294, 171292, 198, 10904, 17, 15, 17, 20, 12, 15, 24, 12, 15, 19, 10958, 198, 220, 1177, 2
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inputs:
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<|im_start|>user
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【用户交互历史】：
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【2025-01-03】
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--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5627><s_c_5244>
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【2025-01-05】
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--:-- [直播-关注] <|living_begin|><s_a_469><s_b_5892><s_c_4631>
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【2025-02-15】
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--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_3524>
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【2025-03-14】
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--:-- [直播-关注] <|living_begin|><s_a_2073><s_b_1557><s_c_5244>
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【2025-04-22】
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--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1053><s_c_3503>
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【2025-04-23】
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--:-- [商品-购买] <|prod_begin|><s_a_820><s_b_1632><s_c_297>
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【2025-04-25】
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--:-- [商品-购买] <|prod_begin|><s_a_3331><s_b_5106><s_c_2973>
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【2025-05-04】
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--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3058><s_b_3790><s_c_2403>
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【2025-05-23】
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--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_7869><s_c_5650>
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【2025-05-25】
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--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4464><s_c_1570>
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--:-- [商品-购买] <|prod_begin|><s_a_4233><s_b_8002><s_c_3890>
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【2025-05-27】
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--:-- [商品-购买] <|prod_begin|><s_a_370><s_b_5786><s_c_5785>
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【2025-06-02】
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--:-- [商品-购买] <|prod_begin|><s_a_4680><s_b_1808><s_c_5491>
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--:-- [商品-购买] <|prod_begin|><s_a_8191><s_b_5487><s_c_2175>
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--:-- [商品-购买] <|prod_begin|><s_a_1193><s_b_5934><s_c_7783>
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【2025-06-14】
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--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_2919><s_c_7188>
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--:-- [商品-购买] <|prod_begin|><s_a_631><s_b_1834><s_c_81>
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|
|
【2025-06-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7541><s_b_7043><s_c_1045>
|
|||
|
|
【2025-06-29】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1957><s_b_7342><s_c_3970>
|
|||
|
|
【2025-07-03】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7342><s_c_6609>
|
|||
|
|
【2025-07-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7765><s_b_5509><s_c_2332>
|
|||
|
|
【2025-07-31】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2204><s_b_4768><s_c_3253>
|
|||
|
|
【2025-08-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_2808><s_c_1322>
|
|||
|
|
【2025-08-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2064><s_c_7536>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4968><s_b_2087><s_c_6291>
|
|||
|
|
【2025-08-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_677>
|
|||
|
|
【2025-08-31】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_4980>
|
|||
|
|
【2025-09-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
|
|||
|
|
【2025-09-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1052><s_b_2919><s_c_6993>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_4433><s_c_3239>
|
|||
|
|
【2025-09-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6695><s_b_6652><s_c_4929>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6972><s_b_4106><s_c_5153>
|
|||
|
|
【2025-09-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3280><s_c_2793>
|
|||
|
|
【2025-09-16】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_933><s_b_3898><s_c_2556>
|
|||
|
|
【2025-09-17】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_451><s_c_8142>
|
|||
|
|
【2025-09-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_1777><s_c_6256>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_6180>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5888><s_b_5719><s_c_3345>
|
|||
|
|
【2025-10-09】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_990><s_b_989><s_c_2639>
|
|||
|
|
【2025-10-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_990><s_b_63><s_c_7804>
|
|||
|
|
【2025-10-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6325><s_b_6652><s_c_3257>
|
|||
|
|
【2025-10-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1992><s_b_5549><s_c_6631>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1798><s_b_2085><s_c_3434>
|
|||
|
|
【2025-10-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>
|
|||
|
|
【2025-11-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
|
|||
|
|
【2025-11-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_226><s_b_2390><s_c_131>
|
|||
|
|
【2025-11-05】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_451><s_c_5244>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_226><s_b_5280><s_c_941>
|
|||
|
|
【2025-11-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5354><s_b_5340><s_c_2589>
|
|||
|
|
【2025-11-07】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2950><s_b_6545><s_c_6653>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1838><s_c_1125>
|
|||
|
|
【2025-11-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7047><s_c_3676>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_2069><s_c_6202>
|
|||
|
|
【2025-11-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4566><s_b_7342><s_c_6202>
|
|||
|
|
【2025-11-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_996><s_b_226><s_c_3886>
|
|||
|
|
【2025-11-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_5956>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_6202>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_5237><s_c_4518>
|
|||
|
|
【2025-11-22】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_6256>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_3894><s_c_366>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5888><s_b_664><s_c_2998>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_2114><s_c_3568>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_651><s_b_7218><s_c_4920>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_167><s_b_7971><s_c_574>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_820><s_b_5398><s_c_4368>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1604><s_b_6641><s_c_1291>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_996><s_b_3645><s_c_7703>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
|
|||
|
|
【2025-11-23】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4368><s_b_2958><s_c_3335>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5578><s_b_5487><s_c_7405>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3546><s_b_4538><s_c_7619>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7906><s_b_1808><s_c_297>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_132><s_c_1561>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_3037><s_c_2948>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7175><s_b_4729><s_c_4856>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3652><s_b_6454><s_c_7791>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_4411><s_c_2146>
|
|||
|
|
【2025-11-25】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_6551><s_c_1125>
|
|||
|
|
【2025-11-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_802><s_b_4562><s_c_1417>
|
|||
|
|
【2025-11-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_4459>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1275><s_b_4410><s_c_6278>
|
|||
|
|
【2025-12-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6640><s_b_765><s_c_5563>
|
|||
|
|
【2025-12-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_602>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_451><s_c_4722>
|
|||
|
|
【2025-12-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7342><s_c_7548>
|
|||
|
|
【2025-12-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_7217><s_c_6240>
|
|||
|
|
【2025-12-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
|
|||
|
|
【2025-12-15】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_451><s_c_6278>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1658><s_b_451><s_c_3442>
|
|||
|
|
【2025-12-16】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_209><s_b_7047><s_c_2309>
|
|||
|
|
【2025-12-17】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_283><s_b_7342><s_c_3026>
|
|||
|
|
【2025-12-18】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_6039><s_c_3026>
|
|||
|
|
【2025-12-20】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_1957><s_b_6039><s_c_909>
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_1957><s_b_451><s_c_5244>
|
|||
|
|
【2025-12-22】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_1442><s_b_6234><s_c_1306>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7500><s_b_1267><s_c_1221>
|
|||
|
|
【2025-12-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6695><s_b_2390><s_c_5215>
|
|||
|
|
【2025-12-31】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_4372><s_b_4323><s_c_6202>
|
|||
|
|
【2026-01-01】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_5907><s_b_7342><s_c_4771>
|
|||
|
|
【2026-01-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7342><s_c_6202>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7651><s_b_7369><s_c_1395>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7618><s_b_7369><s_c_2860>
|
|||
|
|
【2026-01-04】
|
|||
|
|
06:40 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_581><s_c_6857>
|
|||
|
|
09:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
|
|||
|
|
18:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_558><s_c_5563>
|
|||
|
|
【2026-01-05】
|
|||
|
|
03:43 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_1659>
|
|||
|
|
04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_1335>
|
|||
|
|
05:08 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
|||
|
|
13:13 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7638>
|
|||
|
|
15:30 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_7548>
|
|||
|
|
17:25 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6435><s_c_4636>
|
|||
|
|
17:40 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6234><s_c_1178>
|
|||
|
|
【2026-01-06】
|
|||
|
|
04:53 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6782><s_c_6240>
|
|||
|
|
23:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_4923>
|
|||
|
|
【2026-01-07】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_6492><s_b_8049><s_c_4208>
|
|||
|
|
10:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3678><s_c_5687>
|
|||
|
|
17:25 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1246>
|
|||
|
|
17:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_5511><s_c_5776>
|
|||
|
|
【2026-01-08】
|
|||
|
|
03:27 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5882>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_2919><s_c_7188>
|
|||
|
|
16:22 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_4595>
|
|||
|
|
16:32 [广告-点击] <|ad_begin|><s_a_2692><s_b_5511><s_c_1170>
|
|||
|
|
16:42 [广告-深度转化] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
|
|||
|
|
16:42 [广告-点击] <|ad_begin|><s_a_1393><s_b_6234><s_c_1>
|
|||
|
|
19:38 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
|
|||
|
|
19:38 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1246>
|
|||
|
|
【2026-01-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_7052><s_c_2784>
|
|||
|
|
02:53 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
|
|||
|
|
02:53 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_8091>
|
|||
|
|
09:06 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
|
|||
|
|
09:06 [广告-点击] <|ad_begin|><s_a_8127><s_b_6123><s_c_4341>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7803><s_b_7727><s_c_7742>
|
|||
|
|
【2026-01-10】
|
|||
|
|
03:02 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
|
|||
|
|
03:02 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_2140>
|
|||
|
|
03:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_3775>
|
|||
|
|
05:07 [广告-点击] <|ad_begin|><s_a_4403><s_b_6234><s_c_3026>
|
|||
|
|
05:41 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
|
|||
|
|
05:41 [广告-点击] <|ad_begin|><s_a_2111><s_b_404><s_c_5563>
|
|||
|
|
08:07 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
|
|||
|
|
08:07 [广告-点击] <|ad_begin|><s_a_4039><s_b_2221><s_c_5563>
|
|||
|
|
08:15 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
|
|||
|
|
08:15 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_3026>
|
|||
|
|
08:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
|
|||
|
|
08:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_8096>
|
|||
|
|
09:01 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
|
|||
|
|
09:01 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4032>
|
|||
|
|
16:06 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
|
|||
|
|
16:06 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_2118>
|
|||
|
|
17:42 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
|
|||
|
|
17:42 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4932>
|
|||
|
|
17:52 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2194>
|
|||
|
|
18:04 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
|||
|
|
18:04 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
|||
|
|
【2026-01-11】
|
|||
|
|
04:38 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
|
|||
|
|
04:38 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_1000>
|
|||
|
|
【2026-01-12】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_697><s_c_2803>
|
|||
|
|
06:35 [广告-深度转化] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
|
|||
|
|
06:35 [广告-点击] <|ad_begin|><s_a_1721><s_b_6234><s_c_4479>
|
|||
|
|
15:36 [广告-点击] <|ad_begin|><s_a_1474><s_b_5511><s_c_4724>
|
|||
|
|
【2026-01-13】
|
|||
|
|
03:09 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
|
|||
|
|
03:09 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_7076>
|
|||
|
|
04:48 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
|
|||
|
|
04:48 [广告-点击] <|ad_begin|><s_a_5863><s_b_620><s_c_1935>
|
|||
|
|
08:28 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
|
|||
|
|
08:28 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3659>
|
|||
|
|
09:54 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
|
|||
|
|
09:54 [广告-点击] <|ad_begin|><s_a_7468><s_b_4033><s_c_141>
|
|||
|
|
11:11 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
|
|||
|
|
11:11 [广告-点击] <|ad_begin|><s_a_3578><s_b_2826><s_c_3047>
|
|||
|
|
13:18 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
|
|||
|
|
13:18 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6156>
|
|||
|
|
【2026-01-14】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_2828><s_b_7342><s_c_5673>
|
|||
|
|
04:22 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
|
|||
|
|
04:22 [广告-点击] <|ad_begin|><s_a_5673><s_b_4949><s_c_77>
|
|||
|
|
10:23 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
|
|||
|
|
10:23 [广告-点击] <|ad_begin|><s_a_2845><s_b_7342><s_c_3221>
|
|||
|
|
17:10 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
|
|||
|
|
17:10 [广告-点击] <|ad_begin|><s_a_1274><s_b_5511><s_c_7616>
|
|||
|
|
20:10 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
|
|||
|
|
20:10 [广告-点击] <|ad_begin|><s_a_1608><s_b_2419><s_c_5563>
|
|||
|
|
【2026-01-16】
|
|||
|
|
03:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
|
|||
|
|
03:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6915>
|
|||
|
|
【2026-01-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_3676>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>
|
|||
|
|
【2026-01-18】
|
|||
|
|
03:11 [广告-点击] <|ad_begin|><s_a_1708><s_b_2485><s_c_3958>
|
|||
|
|
04:23 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
|
|||
|
|
04:23 [广告-点击] <|ad_begin|><s_a_4039><s_b_1277><s_c_4456>
|
|||
|
|
18:31 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
|
|||
|
|
18:31 [广告-点击] <|ad_begin|><s_a_4039><s_b_4944><s_c_5563>
|
|||
|
|
【2026-01-19】
|
|||
|
|
--:-- [直播-关注/打赏] <|living_begin|><s_a_3367><s_b_697><s_c_875>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4228><s_b_1392><s_c_724>
|
|||
|
|
【2026-01-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1561><s_b_4358><s_c_2653>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_511><s_b_1277><s_c_5563>
|
|||
|
|
04:13 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_6390>
|
|||
|
|
18:02 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
|
|||
|
|
18:02 [广告-点击] <|ad_begin|><s_a_7931><s_b_4944><s_c_3062>
|
|||
|
|
【2026-01-21】
|
|||
|
|
03:26 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
|
|||
|
|
03:26 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_5851>
|
|||
|
|
03:41 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
|||
|
|
03:41 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_5851>
|
|||
|
|
05:41 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_2374>
|
|||
|
|
05:47 [广告-深度转化] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
|
|||
|
|
05:47 [广告-点击] <|ad_begin|><s_a_923><s_b_6848><s_c_5573>
|
|||
|
|
09:19 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
|
|||
|
|
09:19 [广告-点击] <|ad_begin|><s_a_5673><s_b_5511><s_c_2921>
|
|||
|
|
09:29 [广告-深度转化] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
|
|||
|
|
09:29 [广告-点击] <|ad_begin|><s_a_7314><s_b_6234><s_c_6419>
|
|||
|
|
09:43 [广告-深度转化] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
|
|||
|
|
09:43 [广告-点击] <|ad_begin|><s_a_6417><s_b_6234><s_c_5851>
|
|||
|
|
17:29 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
|
|||
|
|
17:29 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6771>
|
|||
|
|
【2026-01-22】
|
|||
|
|
11:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_6358><s_c_7552>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8051><s_b_6384><s_c_3345>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_731><s_b_2095><s_c_1247>
|
|||
|
|
14:08 [视频-点赞/长播] <|video_begin|><s_a_4505><s_b_3586><s_c_2401>
|
|||
|
|
18:03 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3402>
|
|||
|
|
18:10 [视频-点赞/长播] <|video_begin|><s_a_7715><s_b_4120><s_c_6341>
|
|||
|
|
【2026-01-23】
|
|||
|
|
04:00 [视频-点赞/长播] <|video_begin|><s_a_1336><s_b_1916><s_c_728>
|
|||
|
|
07:08 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
|
|||
|
|
07:08 [广告-点击] <|ad_begin|><s_a_4815><s_b_2497><s_c_5563>
|
|||
|
|
11:17 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7047><s_c_3026>
|
|||
|
|
11:17 [视频-点赞/长播] <|video_begin|><s_a_562><s_b_6848><s_c_4318>
|
|||
|
|
11:17 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_1707>
|
|||
|
|
11:35 [广告-深度转化] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
|
|||
|
|
11:35 [广告-点击] <|ad_begin|><s_a_491><s_b_3155><s_c_3363>
|
|||
|
|
14:48 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3363>
|
|||
|
|
15:48 [视频-点赞/长播] <|video_begin|><s_a_1585><s_b_5237><s_c_6390>
|
|||
|
|
【2026-01-24】
|
|||
|
|
03:05 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
|
|||
|
|
03:05 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_959>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_338><s_c_5353>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7836><s_b_6652><s_c_5353>
|
|||
|
|
15:16 [视频-点赞/长播] <|video_begin|><s_a_1640><s_b_7342><s_c_6940>
|
|||
|
|
15:16 [视频-点赞/长播] <|video_begin|><s_a_1651><s_b_697><s_c_7037>
|
|||
|
|
【2026-01-25】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_3367><s_b_6234><s_c_6757>
|
|||
|
|
06:42 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_6737>
|
|||
|
|
09:07 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7894><s_c_480>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7430><s_b_2231><s_c_749>
|
|||
|
|
15:37 [视频-浏览] <|video_begin|><s_a_6904><s_b_7870><s_c_6805>
|
|||
|
|
17:17 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
|
|||
|
|
17:17 [广告-点击] <|ad_begin|><s_a_4039><s_b_7608><s_c_5563>
|
|||
|
|
21:19 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_6185>
|
|||
|
|
【2026-01-26】
|
|||
|
|
07:11 [广告-点击] <|ad_begin|><s_a_5632><s_b_7214><s_c_3878>
|
|||
|
|
10:08 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
|
|||
|
|
10:08 [广告-点击] <|ad_begin|><s_a_7468><s_b_3589><s_c_5563>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
|
|||
|
|
15:55 [视频-转发/长播] <|video_begin|><s_a_2350><s_b_1025><s_c_6805>
|
|||
|
|
18:08 [视频-点赞/长播] <|video_begin|><s_a_1607><s_b_8008><s_c_3589>
|
|||
|
|
18:10 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_8179><s_c_7548>
|
|||
|
|
18:14 [视频-评论/点赞/长播] <|video_begin|><s_a_7771><s_b_7756><s_c_6185>
|
|||
|
|
19:26 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
|
|||
|
|
19:26 [广告-点击] <|ad_begin|><s_a_3091><s_b_3678><s_c_5563>
|
|||
|
|
【2026-01-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_451><s_c_7951>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6234><s_c_3395>
|
|||
|
|
03:35 [视频-浏览] <|video_begin|><s_a_3396><s_b_915><s_c_7635>
|
|||
|
|
09:29 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_5851>
|
|||
|
|
15:10 [视频-点赞/长播] <|video_begin|><s_a_2853><s_b_4059><s_c_237>
|
|||
|
|
15:10 [视频-点赞/长播] <|video_begin|><s_a_4372><s_b_7877><s_c_1457>
|
|||
|
|
16:20 [视频-点赞/长播] <|video_begin|><s_a_8187><s_b_850><s_c_7172>
|
|||
|
|
【2026-01-28】
|
|||
|
|
03:29 [视频-浏览] <|video_begin|><s_a_116><s_b_7493><s_c_1009>
|
|||
|
|
03:54 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
|
|||
|
|
03:54 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_372>
|
|||
|
|
04:05 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
|
|||
|
|
04:05 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6674>
|
|||
|
|
07:21 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
|
|||
|
|
07:21 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_6879>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_4411><s_c_5916>
|
|||
|
|
14:19 [视频-点赞/长播] <|video_begin|><s_a_6132><s_b_3068><s_c_3352>
|
|||
|
|
【2026-01-29】
|
|||
|
|
03:06 [视频-点赞/长播] <|video_begin|><s_a_1409><s_b_6123><s_c_4636>
|
|||
|
|
03:24 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_5647><s_c_1128>
|
|||
|
|
10:36 [视频-关注/长播] <|video_begin|><s_a_3667><s_b_4087><s_c_1476>
|
|||
|
|
10:47 [视频-点赞/长播] <|video_begin|><s_a_2828><s_b_759><s_c_7127>
|
|||
|
|
10:47 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3006><s_c_2049>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7430><s_b_5096><s_c_749>
|
|||
|
|
13:23 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_6358><s_c_5988>
|
|||
|
|
15:52 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_6519><s_c_4726>
|
|||
|
|
17:53 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_3280><s_c_7>
|
|||
|
|
20:59 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
|
|||
|
|
21:13 [视频-点赞/长播] <|video_begin|><s_a_4667><s_b_4949><s_c_7970>
|
|||
|
|
22:48 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7603><s_c_2513>
|
|||
|
|
23:03 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_325><s_c_8057>
|
|||
|
|
23:17 [视频-点赞/长播] <|video_begin|><s_a_194><s_b_7571><s_c_2224>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_56><s_c_6278>
|
|||
|
|
04:00 [视频-点赞/长播] <|video_begin|><s_a_4392><s_b_7047><s_c_2925>
|
|||
|
|
04:11 [视频-点赞/长播] <|video_begin|><s_a_2125><s_b_434><s_c_5988>
|
|||
|
|
04:26 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_7879>
|
|||
|
|
10:51 [视频-点赞/长播] <|video_begin|><s_a_6904><s_b_7756><s_c_5890>
|
|||
|
|
10:55 [视频-点赞/长播] <|video_begin|><s_a_6401><s_b_3898><s_c_4345>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6325><s_b_6652><s_c_6073>
|
|||
|
|
17:48 [视频-点赞/长播] <|video_begin|><s_a_1003><s_b_4949><s_c_2551>
|
|||
|
|
17:58 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
|
|||
|
|
17:58 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_2468>
|
|||
|
|
【2026-01-31】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_5824><s_b_6039><s_c_1662>
|
|||
|
|
03:37 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_6057>
|
|||
|
|
03:52 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
|
|||
|
|
03:52 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_2756>
|
|||
|
|
12:35 [视频-点赞/长播] <|video_begin|><s_a_532><s_b_6848><s_c_7548>
|
|||
|
|
12:35 [视频-点赞/长播] <|video_begin|><s_a_5470><s_b_6358><s_c_516>
|
|||
|
|
18:20 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
|
|||
|
|
18:20 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5135>
|
|||
|
|
18:39 [视频-点赞/长播] <|video_begin|><s_a_7830><s_b_3348><s_c_1471>
|
|||
|
|
18:50 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
|
|||
|
|
18:50 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_5349>
|
|||
|
|
19:31 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_5511><s_c_607>
|
|||
|
|
19:40 [视频-点赞/长播] <|video_begin|><s_a_2158><s_b_4746><s_c_6848>
|
|||
|
|
【2026-02-01】
|
|||
|
|
06:11 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
|
|||
|
|
06:11 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_4101>
|
|||
|
|
15:14 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
|
|||
|
|
15:14 [广告-点击] <|ad_begin|><s_a_7611><s_b_6234><s_c_5851>
|
|||
|
|
15:44 [广告-点击] <|ad_begin|><s_a_2832><s_b_3193><s_c_3775>
|
|||
|
|
16:27 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_7554><s_c_4699>
|
|||
|
|
16:27 [视频-点赞/长播] <|video_begin|><s_a_457><s_b_5237><s_c_1039>
|
|||
|
|
18:07 [视频-点赞/长播] <|video_begin|><s_a_16><s_b_7756><s_c_943>
|
|||
|
|
18:22 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
|
|||
|
|
18:22 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_1741>
|
|||
|
|
21:04 [广告-点击] <|ad_begin|><s_a_786><s_b_2854><s_c_3003>
|
|||
|
|
【2026-02-02】
|
|||
|
|
18:11 [视频-点赞/长播] <|video_begin|><s_a_1340><s_b_8179><s_c_1707>
|
|||
|
|
19:11 [视频-点赞/长播] <|video_begin|><s_a_7159><s_b_7109><s_c_4467>
|
|||
|
|
【2026-02-03】
|
|||
|
|
02:35 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
|
|||
|
|
02:35 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_294>
|
|||
|
|
03:17 [视频-点赞/长播] <|video_begin|><s_a_1527><s_b_8134><s_c_5673>
|
|||
|
|
03:20 [视频-点赞/长播] <|video_begin|><s_a_2596><s_b_5647><s_c_40>
|
|||
|
|
08:46 [视频-长播] <|video_begin|><s_a_7830><s_b_423><s_c_6154>
|
|||
|
|
08:46 [视频-长播] <|video_begin|><s_a_5843><s_b_6091><s_c_499>
|
|||
|
|
09:27 [视频-长播] <|video_begin|><s_a_148><s_b_6973><s_c_967>
|
|||
|
|
12:34 [视频-长播] <|video_begin|><s_a_532><s_b_6848><s_c_6767>
|
|||
|
|
13:31 [视频-长播] <|video_begin|><s_a_7830><s_b_6358><s_c_6973>
|
|||
|
|
13:31 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_7951>
|
|||
|
|
13:31 [视频-长播] <|video_begin|><s_a_2015><s_b_2828><s_c_294>
|
|||
|
|
13:36 [视频-长播] <|video_begin|><s_a_5910><s_b_8024><s_c_4277>
|
|||
|
|
13:36 [视频-长播] <|video_begin|><s_a_2080><s_b_5511><s_c_6848>
|
|||
|
|
13:36 [视频-长播] <|video_begin|><s_a_1640><s_b_2906><s_c_2530>
|
|||
|
|
13:39 [视频-长播] <|video_begin|><s_a_1469><s_b_6844><s_c_7605>
|
|||
|
|
13:39 [视频-长播] <|video_begin|><s_a_3510><s_b_4746><s_c_3670>
|
|||
|
|
14:58 [视频-长播] <|video_begin|><s_a_1106><s_b_1994><s_c_4512>
|
|||
|
|
14:58 [视频-长播] <|video_begin|><s_a_5144><s_b_7047><s_c_2661>
|
|||
|
|
15:12 [视频-点赞/长播] <|video_begin|><s_a_7133><s_b_3059><s_c_2807>
|
|||
|
|
【2026-02-04】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_7047><s_c_2298>
|
|||
|
|
01:56 [视频-长播] <|video_begin|><s_a_1640><s_b_5511><s_c_6833>
|
|||
|
|
04:09 [视频-长播] <|video_begin|><s_a_1335><s_b_4350><s_c_7588>
|
|||
|
|
10:50 [视频-长播] <|video_begin|><s_a_2828><s_b_2221><s_c_5654>
|
|||
|
|
10:50 [视频-长播] <|video_begin|><s_a_1640><s_b_8049><s_c_7106>
|
|||
|
|
20:36 [视频-长播] <|video_begin|><s_a_3528><s_b_6234><s_c_5851>
|
|||
|
|
20:38 [视频-长播] <|video_begin|><s_a_5673><s_b_6435><s_c_4548>
|
|||
|
|
20:38 [视频-长播] <|video_begin|><s_a_3510><s_b_4509><s_c_7566>
|
|||
|
|
22:20 [视频-长播] <|video_begin|><s_a_4039><s_b_6234><s_c_4932>
|
|||
|
|
22:28 [视频-长播] <|video_begin|><s_a_457><s_b_6848><s_c_7243>
|
|||
|
|
22:29 [视频-长播] <|video_begin|><s_a_2134><s_b_6435><s_c_3534>
|
|||
|
|
22:29 [视频-长播] <|video_begin|><s_a_2562><s_b_6848><s_c_2530>
|
|||
|
|
22:29 [视频-长播] <|video_begin|><s_a_7879><s_b_7348><s_c_8042>
|
|||
|
|
22:38 [视频-长播] <|video_begin|><s_a_3532><s_b_6782><s_c_3184>
|
|||
|
|
22:45 [视频-长播] <|video_begin|><s_a_3091><s_b_7505><s_c_2407>
|
|||
|
|
23:03 [视频-长播] <|video_begin|><s_a_4024><s_b_7608><s_c_1935>
|
|||
|
|
23:09 [视频-长播] <|video_begin|><s_a_2194><s_b_7549><s_c_5874>
|
|||
|
|
23:09 [视频-长播] <|video_begin|><s_a_5863><s_b_2246><s_c_2758>
|
|||
|
|
23:09 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_7741>
|
|||
|
|
23:17 [视频-长播] <|video_begin|><s_a_1207><s_b_6234><s_c_5452>
|
|||
|
|
23:22 [视频-长播] <|video_begin|><s_a_1207><s_b_5419><s_c_853>
|
|||
|
|
23:22 [视频-长播] <|video_begin|><s_a_575><s_b_5200><s_c_6222>
|
|||
|
|
23:28 [视频-长播] <|video_begin|><s_a_1393><s_b_6234><s_c_5749>
|
|||
|
|
23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_7608><s_c_1451>
|
|||
|
|
23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_2828><s_c_7124>
|
|||
|
|
23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_5511><s_c_3777>
|
|||
|
|
23:30 [视频-长播] <|video_begin|><s_a_5910><s_b_7261><s_c_1148>
|
|||
|
|
【2026-02-05】
|
|||
|
|
04:48 [视频-长播] <|video_begin|><s_a_1274><s_b_5511><s_c_2057>
|
|||
|
|
05:02 [视频-长播] <|video_begin|><s_a_3430><s_b_4508><s_c_8091>
|
|||
|
|
11:21 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_7756><s_c_2123>
|
|||
|
|
13:00 [视频-长播] <|video_begin|><s_a_4036><s_b_697><s_c_7970>
|
|||
|
|
13:00 [视频-长播] <|video_begin|><s_a_3510><s_b_5647><s_c_7378>
|
|||
|
|
14:23 [视频-长播] <|video_begin|><s_a_16><s_b_5119><s_c_4932>
|
|||
|
|
14:24 [视频-长播] <|video_begin|><s_a_732><s_b_697><s_c_7548>
|
|||
|
|
14:24 [视频-长播] <|video_begin|><s_a_410><s_b_5241><s_c_1377>
|
|||
|
|
14:24 [视频-长播] <|video_begin|><s_a_7738><s_b_4275><s_c_6978>
|
|||
|
|
14:25 [视频-长播] <|video_begin|><s_a_2015><s_b_7894><s_c_6531>
|
|||
|
|
15:48 [视频-长播] <|video_begin|><s_a_5144><s_b_5336><s_c_5713>
|
|||
|
|
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
|||
|
|
核心逻辑要求（递进性准则）：
|
|||
|
|
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 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：在相同主题类目下，交互 B 的需求应较交互 A 更加具体和细致，但不包含多次重复的购买、点击、搜索等行为，以避免节点内容重复。
|
|||
|
|
请围绕以下主题提取行为逻辑链：
|
|||
|
|
主题：从地域偏好到特定风物特产的兴趣收敛
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从地域偏好到特定风物特产的兴趣收敛",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
<think>
|
|||
|
|
</think>
|
|||
|
|
{"logic_chain": {"name": "从地域偏好到特定风物特产的兴趣收敛", "events": [{"date": "2025-11-21", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>", "logic": "兴趣沉浸：在长达数月对云南主播（尤其是临沧地区）的持续关注和互动中，不断被动接收地域文化和生活方式信息，形成对“云南”的深度情感连接和认知背景。"}, {"date": "2025-10-27", "action": "[商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>", "logic": "行为转化：基于对云南文化的长期兴趣，首次将线上情感消费（打赏/关注）转化为对具体地域风物（傣味腌菜）的实体消费尝试，实现了从“云体验”到“实体感知”的跨越。"}, {"date": "2026-01-17", "action": "[商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>", "logic": "兴趣聚焦与收敛：用户的兴趣点从泛化的“云南特产”进一步收敛到更具体的地理单元“永德县”（临沧市下辖县）。这表明用户不再满足于宽泛的地域标签，而是基于已有的认知（可能源于直播内容），开始对特定子区域的标志性产品进行精准探索，体现了认知地图的精细化。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2024-10-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2779><s_b_4763><s_c_7586>
|
|||
|
|
【2024-10-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5270><s_c_7599>
|
|||
|
|
【2024-11-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3831><s_b_6092><s_c_6995>
|
|||
|
|
【2024-11-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_7178><s_c_6582>
|
|||
|
|
【2024-12-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2639><s_b_4618><s_c_1061>
|
|||
|
|
【2025-01-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2661><s_b_2916><s_c_968>
|
|||
|
|
【2025-01-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2572><s_b_4516><s_c_4481>
|
|||
|
|
【2025-01-17】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3850><s_b_6454><s_c_8023>
|
|||
|
|
【2025-05-02】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3460><s_b_1910><s_c_4805>
|
|||
|
|
【2025-05-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4009><s_b_4391><s_c_5485>
|
|||
|
|
【2025-05-17】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_7014>
|
|||
|
|
【2025-07-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2073><s_b_765><s_c_1386>
|
|||
|
|
【2025-07-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4342><s_c_3676>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_7052><s_c_4724>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_3676>
|
|||
|
|
【2025-07-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_451><s_c_7502>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5166><s_b_6525><s_c_7754>
|
|||
|
|
【2025-07-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_4372><s_b_3898><s_c_7616>
|
|||
|
|
【2025-07-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_624><s_c_5432>
|
|||
|
|
【2025-07-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7342><s_c_1234>
|
|||
|
|
【2025-07-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_7342><s_c_6758>
|
|||
|
|
【2025-07-22】
|
|||
|
|
--:-- [直播-首次打赏] <|living_begin|><s_a_3367><s_b_4252><s_c_5452>
|
|||
|
|
【2025-07-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7888><s_b_7342><s_c_4043>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_5518>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6058><s_c_875>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_209><s_b_6788><s_c_3038>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2087><s_c_4209>
|
|||
|
|
【2025-07-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_3815><s_c_439>
|
|||
|
|
【2025-07-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3916><s_c_909>
|
|||
|
|
【2025-08-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_56><s_c_3970>
|
|||
|
|
【2025-08-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_451><s_c_1901>
|
|||
|
|
【2025-08-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_1362><s_c_4987>
|
|||
|
|
【2025-08-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_2221><s_c_4467>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_3898><s_c_6611>
|
|||
|
|
【2025-08-22】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5944><s_b_2010><s_c_3450>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_330><s_b_2098><s_c_1703>
|
|||
|
|
【2025-08-23】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_307><s_b_4962><s_c_5981>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1693><s_b_5658><s_c_6555>
|
|||
|
|
【2025-08-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7146><s_b_697><s_c_6609>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_697><s_c_3501>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6509>
|
|||
|
|
【2025-08-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5824><s_b_2809><s_c_4053>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_602>
|
|||
|
|
【2025-08-30】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6136><s_b_3722><s_c_20>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_4879><s_c_5452>
|
|||
|
|
【2025-08-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_3898><s_c_7754>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_3791><s_c_536>
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_4372><s_b_4185><s_c_594>
|
|||
|
|
【2025-09-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1957><s_b_6058><s_c_875>
|
|||
|
|
【2025-09-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_1590><s_c_4315>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4732><s_b_2498><s_c_5135>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7433><s_b_4430><s_c_2028>
|
|||
|
|
【2025-09-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_8049><s_c_2403>
|
|||
|
|
【2025-09-16】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_535>
|
|||
|
|
【2025-09-23】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_3367><s_b_5145><s_c_6202>
|
|||
|
|
【2025-10-01】
|
|||
|
|
--:-- [直播-打赏] <|living_begin|><s_a_6492><s_b_451><s_c_602>
|
|||
|
|
【2025-10-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7403><s_b_1313><s_c_1613>
|
|||
|
|
【2025-10-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_6234><s_c_35>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_5961><s_c_2793>
|
|||
|
|
【2025-10-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_451><s_c_6278>
|
|||
|
|
【2025-10-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5728><s_b_4976><s_c_7794>
|
|||
|
|
【2025-11-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_3803><s_c_4586>
|
|||
|
|
【2025-12-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_7342><s_c_5956>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1658><s_b_7603><s_c_875>
|
|||
|
|
【2025-12-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5379><s_b_2687><s_c_495>
|
|||
|
|
【2025-12-27】
|
|||
|
|
02:54 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_581><s_c_4978>
|
|||
|
|
03:46 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2370>
|
|||
|
|
05:26 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_6544><s_c_6227>
|
|||
|
|
08:33 [广告-深度转化] <|ad_begin|><s_a_2508><s_b_1029><s_c_4625>
|
|||
|
|
10:03 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_2737><s_c_4636>
|
|||
|
|
11:52 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7180><s_c_4636>
|
|||
|
|
14:53 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_7180>
|
|||
|
|
【2025-12-29】
|
|||
|
|
10:01 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_113>
|
|||
|
|
【2025-12-31】
|
|||
|
|
00:29 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
|
|||
|
|
00:40 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_1206><s_c_875>
|
|||
|
|
【2026-01-02】
|
|||
|
|
09:50 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_1322>
|
|||
|
|
11:58 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3476>
|
|||
|
|
【2026-01-03】
|
|||
|
|
11:44 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_1322>
|
|||
|
|
12:09 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_414><s_c_2988>
|
|||
|
|
16:00 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1206><s_c_3998>
|
|||
|
|
17:05 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_3193><s_c_7449>
|
|||
|
|
【2026-01-04】
|
|||
|
|
11:29 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1141><s_c_2370>
|
|||
|
|
13:22 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_5200><s_c_5563>
|
|||
|
|
16:14 [广告-深度转化] <|ad_begin|><s_a_3001><s_b_5339><s_c_6313>
|
|||
|
|
17:00 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_2246><s_c_5563>
|
|||
|
|
【2026-01-05】
|
|||
|
|
10:44 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2370>
|
|||
|
|
13:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_1935>
|
|||
|
|
【2026-01-06】
|
|||
|
|
06:49 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_7665><s_c_1659>
|
|||
|
|
18:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_191>
|
|||
|
|
19:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_1368>
|
|||
|
|
19:41 [广告-深度转化] <|ad_begin|><s_a_2257><s_b_7608><s_c_5554>
|
|||
|
|
【2026-01-07】
|
|||
|
|
01:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6776><s_c_4879>
|
|||
|
|
13:47 [广告-深度转化] <|ad_begin|><s_a_3373><s_b_2737><s_c_143>
|
|||
|
|
【2026-01-08】
|
|||
|
|
05:04 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6234><s_c_5267>
|
|||
|
|
16:17 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6051><s_c_4654>
|
|||
|
|
【2026-01-09】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3713><s_b_7342><s_c_2513>
|
|||
|
|
08:15 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_6879>
|
|||
|
|
08:30 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_5840><s_c_597>
|
|||
|
|
【2026-01-11】
|
|||
|
|
02:48 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
|
|||
|
|
【2026-01-12】
|
|||
|
|
06:12 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1141><s_c_3877>
|
|||
|
|
08:20 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_5073>
|
|||
|
|
【2026-01-13】
|
|||
|
|
05:16 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_6519><s_c_2568>
|
|||
|
|
08:17 [广告-深度转化] <|ad_begin|><s_a_5555><s_b_1206><s_c_7003>
|
|||
|
|
12:15 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
|||
|
|
12:15 [广告-点击] <|ad_begin|><s_a_2111><s_b_7344><s_c_77>
|
|||
|
|
13:24 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
|
|||
|
|
13:24 [广告-点击] <|ad_begin|><s_a_3091><s_b_7342><s_c_2409>
|
|||
|
|
【2026-01-14】
|
|||
|
|
05:47 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
|
|||
|
|
05:47 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3501>
|
|||
|
|
06:32 [广告-深度转化] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
|
|||
|
|
06:32 [广告-点击] <|ad_begin|><s_a_2526><s_b_7246><s_c_3958>
|
|||
|
|
11:54 [广告-点击] <|ad_begin|><s_a_6921><s_b_1141><s_c_4923>
|
|||
|
|
12:11 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
|
|||
|
|
12:11 [广告-点击] <|ad_begin|><s_a_2899><s_b_6234><s_c_2398>
|
|||
|
|
12:43 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_308>
|
|||
|
|
14:28 [广告-点击] <|ad_begin|><s_a_3738><s_b_839><s_c_3501>
|
|||
|
|
【2026-01-15】
|
|||
|
|
03:23 [广告-点击] <|ad_begin|><s_a_7075><s_b_3932><s_c_1284>
|
|||
|
|
13:04 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
|
|||
|
|
13:04 [广告-点击] <|ad_begin|><s_a_2111><s_b_6727><s_c_77>
|
|||
|
|
【2026-01-16】
|
|||
|
|
04:24 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
|
|||
|
|
04:24 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_5452>
|
|||
|
|
07:37 [广告-深度转化] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
|
|||
|
|
07:37 [广告-点击] <|ad_begin|><s_a_6166><s_b_3193><s_c_5851>
|
|||
|
|
16:20 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
|
|||
|
|
16:20 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_7616>
|
|||
|
|
20:35 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
|
|||
|
|
【2026-01-17】
|
|||
|
|
01:27 [广告-深度转化] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
|
|||
|
|
01:27 [广告-点击] <|ad_begin|><s_a_655><s_b_1206><s_c_4032>
|
|||
|
|
03:32 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
|||
|
|
03:32 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4594>
|
|||
|
|
05:36 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
|
|||
|
|
05:36 [广告-点击] <|ad_begin|><s_a_7931><s_b_1141><s_c_1935>
|
|||
|
|
07:13 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
|
|||
|
|
07:13 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2758>
|
|||
|
|
13:13 [广告-点击] <|ad_begin|><s_a_1351><s_b_1277><s_c_842>
|
|||
|
|
13:27 [广告-点击] <|ad_begin|><s_a_3091><s_b_1206><s_c_2987>
|
|||
|
|
13:33 [广告-点击] <|ad_begin|><s_a_5687><s_b_7498><s_c_141>
|
|||
|
|
14:47 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
|
|||
|
|
14:47 [广告-点击] <|ad_begin|><s_a_2832><s_b_6519><s_c_987>
|
|||
|
|
【2026-01-18】
|
|||
|
|
08:11 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
|
|||
|
|
08:11 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3363>
|
|||
|
|
09:23 [广告-点击] <|ad_begin|><s_a_8127><s_b_1141><s_c_7087>
|
|||
|
|
【2026-01-19】
|
|||
|
|
11:47 [广告-点击] <|ad_begin|><s_a_7931><s_b_1206><s_c_7548>
|
|||
|
|
13:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
|
|||
|
|
13:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_5563>
|
|||
|
|
【2026-01-20】
|
|||
|
|
04:07 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
|||
|
|
04:07 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_4595>
|
|||
|
|
【2026-01-21】
|
|||
|
|
15:51 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
|
|||
|
|
15:51 [广告-点击] <|ad_begin|><s_a_2899><s_b_1141><s_c_7449>
|
|||
|
|
【2026-01-22】
|
|||
|
|
00:28 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
|
|||
|
|
00:28 [广告-点击] <|ad_begin|><s_a_1608><s_b_6727><s_c_1004>
|
|||
|
|
01:22 [广告-点击] <|ad_begin|><s_a_1754><s_b_3518><s_c_4742>
|
|||
|
|
04:37 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
|
|||
|
|
04:37 [广告-点击] <|ad_begin|><s_a_2899><s_b_581><s_c_5749>
|
|||
|
|
04:51 [广告-点击] <|ad_begin|><s_a_5555><s_b_1141><s_c_7449>
|
|||
|
|
【2026-01-23】
|
|||
|
|
03:41 [广告-点击] <|ad_begin|><s_a_2470><s_b_7546><s_c_3824>
|
|||
|
|
14:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3594><s_c_5609>
|
|||
|
|
17:44 [广告-点击] <|ad_begin|><s_a_562><s_b_1717><s_c_1009>
|
|||
|
|
20:38 [广告-点击] <|ad_begin|><s_a_2470><s_b_5074><s_c_5952>
|
|||
|
|
【2026-01-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_4303><s_c_5925>
|
|||
|
|
07:31 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_3026>
|
|||
|
|
08:02 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
|
|||
|
|
08:02 [广告-点击] <|ad_begin|><s_a_2899><s_b_7498><s_c_4595>
|
|||
|
|
08:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_7671>
|
|||
|
|
12:37 [广告-点击] <|ad_begin|><s_a_1608><s_b_6234><s_c_6022>
|
|||
|
|
15:07 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
|
|||
|
|
15:07 [广告-点击] <|ad_begin|><s_a_7931><s_b_5511><s_c_3221>
|
|||
|
|
15:24 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
|||
|
|
【2026-01-25】
|
|||
|
|
04:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
|||
|
|
23:17 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
|||
|
|
【2026-01-26】
|
|||
|
|
07:12 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
|||
|
|
07:12 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>
|
|||
|
|
07:36 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
|
|||
|
|
07:36 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3363>
|
|||
|
|
12:35 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
|
|||
|
|
12:35 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_2758>
|
|||
|
|
18:12 [广告-深度转化] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
|
|||
|
|
18:12 [广告-点击] <|ad_begin|><s_a_2899><s_b_6519><s_c_4595>
|
|||
|
|
【2026-01-27】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1531><s_b_3340><s_c_1342>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_2237><s_c_4277>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_200><s_c_2035>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6301><s_b_5590><s_c_6542>
|
|||
|
|
09:33 [广告-深度转化] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
|
|||
|
|
09:33 [广告-点击] <|ad_begin|><s_a_174><s_b_1119><s_c_6240>
|
|||
|
|
12:33 [广告-点击] <|ad_begin|><s_a_2899><s_b_3193><s_c_3402>
|
|||
|
|
16:11 [广告-点击] <|ad_begin|><s_a_1608><s_b_1277><s_c_5964>
|
|||
|
|
【2026-01-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7630><s_b_7537><s_c_1167>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
|||
|
|
13:03 [广告-点击] <|ad_begin|><s_a_7374><s_b_4497><s_c_439>
|
|||
|
|
14:27 [视频-评论/长播] <|video_begin|><s_a_7729><s_b_2200><s_c_535>
|
|||
|
|
15:32 [视频-评论/长播] <|video_begin|><s_a_6258><s_b_6924><s_c_4654>
|
|||
|
|
【2026-01-29】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_310><s_b_6194><s_c_642>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_3147><s_c_5434>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4626><s_b_5974><s_c_2989>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_2448><s_c_912>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_6351><s_c_6777>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6462><s_b_5200><s_c_7251>
|
|||
|
|
07:03 [广告-深度转化] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
|
|||
|
|
07:03 [广告-点击] <|ad_begin|><s_a_8127><s_b_2737><s_c_1306>
|
|||
|
|
15:12 [视频-评论/长播] <|video_begin|><s_a_5720><s_b_7762><s_c_71>
|
|||
|
|
15:16 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_3898><s_c_3115>
|
|||
|
|
16:05 [视频-评论/长播] <|video_begin|><s_a_6697><s_b_4688><s_c_2788>
|
|||
|
|
16:13 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_3472><s_c_1321>
|
|||
|
|
16:24 [广告-点击] <|ad_begin|><s_a_8127><s_b_8058><s_c_2568>
|
|||
|
|
17:46 [视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>
|
|||
|
|
【2026-01-30】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_5963><s_c_3909>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1693><s_b_5658><s_c_2237>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_307><s_b_2572><s_c_4908>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2837><s_b_1966><s_c_5540>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7160><s_b_3378><s_c_1164>
|
|||
|
|
04:18 [广告-点击] <|ad_begin|><s_a_3738><s_b_6234><s_c_2678>
|
|||
|
|
【2026-01-31】
|
|||
|
|
05:00 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
|
|||
|
|
05:00 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_5621>
|
|||
|
|
11:46 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_6170>
|
|||
|
|
14:54 [视频-转发/长播] <|video_begin|><s_a_2616><s_b_3417><s_c_7684>
|
|||
|
|
17:10 [广告-点击] <|ad_begin|><s_a_2470><s_b_3803><s_c_4311>
|
|||
|
|
17:11 [视频-评论/长播] <|video_begin|><s_a_16><s_b_7549><s_c_1004>
|
|||
|
|
17:40 [广告-点击] <|ad_begin|><s_a_2470><s_b_2671><s_c_681>
|
|||
|
|
【2026-02-01】
|
|||
|
|
00:48 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_3036>
|
|||
|
|
02:09 [视频-评论/长播] <|video_begin|><s_a_8159><s_b_6436><s_c_7076>
|
|||
|
|
02:16 [视频-评论/长播] <|video_begin|><s_a_4113><s_b_5647><s_c_7241>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_2752><s_c_3965>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_5348><s_c_7506>
|
|||
|
|
04:30 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_7566>
|
|||
|
|
04:44 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
|
|||
|
|
04:44 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_2756>
|
|||
|
|
11:55 [广告-点击] <|ad_begin|><s_a_5687><s_b_1206><s_c_1315>
|
|||
|
|
14:57 [视频-转发/点赞/长播] <|video_begin|><s_a_4684><s_b_6436><s_c_2344>
|
|||
|
|
19:22 [视频-评论/长播] <|video_begin|><s_a_5741><s_b_4932><s_c_1403>
|
|||
|
|
【2026-02-02】
|
|||
|
|
01:19 [视频-评论/长播] <|video_begin|><s_a_488><s_b_4879><s_c_5657>
|
|||
|
|
01:47 [视频-评论/长播] <|video_begin|><s_a_4178><s_b_7894><s_c_7452>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_102><s_b_6160><s_c_7486>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_6158><s_c_6608>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_3471><s_c_4856>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1519><s_b_4072><s_c_5246>
|
|||
|
|
05:25 [视频-评论/长播] <|video_begin|><s_a_457><s_b_6400><s_c_5737>
|
|||
|
|
05:40 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1552>
|
|||
|
|
05:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_800><s_c_2262>
|
|||
|
|
07:03 [广告-点击] <|ad_begin|><s_a_3001><s_b_4753><s_c_3447>
|
|||
|
|
07:47 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_3902><s_c_7899>
|
|||
|
|
08:10 [视频-评论/长播] <|video_begin|><s_a_3026><s_b_2817><s_c_2661>
|
|||
|
|
12:04 [视频-评论/长播] <|video_begin|><s_a_5146><s_b_59><s_c_7790>
|
|||
|
|
【2026-02-03】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2671><s_b_1226><s_c_3207>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1408><s_b_1395><s_c_4085>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1263><s_b_1966><s_c_3797>
|
|||
|
|
06:37 [视频-评论/长播] <|video_begin|><s_a_7647><s_b_6436><s_c_1535>
|
|||
|
|
06:47 [视频-浏览] <|video_begin|><s_a_5144><s_b_6436><s_c_2693>
|
|||
|
|
06:54 [视频-评论/长播] <|video_begin|><s_a_892><s_b_988><s_c_2568>
|
|||
|
|
07:01 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_7549><s_c_7257>
|
|||
|
|
12:33 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
|||
|
|
12:33 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_1322>
|
|||
|
|
12:57 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
|
|||
|
|
12:57 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1178>
|
|||
|
|
13:23 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_7549><s_c_3116>
|
|||
|
|
14:47 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_8008><s_c_6185>
|
|||
|
|
15:20 [视频-评论/长播] <|video_begin|><s_a_457><s_b_4410><s_c_7601>
|
|||
|
|
16:58 [视频-评论/长播] <|video_begin|><s_a_1427><s_b_6006><s_c_6185>
|
|||
|
|
17:21 [视频-评论/长播] <|video_begin|><s_a_457><s_b_3193><s_c_5679>
|
|||
|
|
17:39 [视频-浏览] <|video_begin|><s_a_5023><s_b_6436><s_c_3330>
|
|||
|
|
【2026-02-04】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6903><s_b_4072><s_c_5975>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6634><s_b_1991><s_c_6005>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6148><s_b_4975><s_c_7297>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2659><s_b_689><s_c_81>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_1700><s_c_1609>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4539><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5755><s_b_4150><s_c_4244>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7875><s_b_5487><s_c_6981>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4828><s_b_4692><s_c_234>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7772><s_b_3297><s_c_5785>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4633><s_b_326><s_c_4886>
|
|||
|
|
20:43 [视频-评论/长播] <|video_begin|><s_a_3689><s_b_1822><s_c_7586>
|
|||
|
|
20:53 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6436><s_c_2568>
|
|||
|
|
21:10 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_2419><s_c_5209>
|
|||
|
|
21:18 [视频-评论/长播] <|video_begin|><s_a_532><s_b_6761><s_c_4247>
|
|||
|
|
21:25 [视频-评论/长播] <|video_begin|><s_a_2080><s_b_7164><s_c_2447>
|
|||
|
|
21:35 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6051><s_c_2425>
|
|||
|
|
21:39 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_4548>
|
|||
|
|
21:44 [视频-评论/长播] <|video_begin|><s_a_3363><s_b_6436><s_c_5928>
|
|||
|
|
21:52 [视频-评论/长播] <|video_begin|><s_a_7542><s_b_6436><s_c_967>
|
|||
|
|
21:52 [视频-评论/长播] <|video_begin|><s_a_4284><s_b_4939><s_c_6185>
|
|||
|
|
21:59 [视频-评论/长播] <|video_begin|><s_a_6329><s_b_6436><s_c_853>
|
|||
|
|
22:12 [视频-评论/长播] <|video_begin|><s_a_6776><s_b_2919><s_c_2768>
|
|||
|
|
23:19 [广告-点击] <|ad_begin|><s_a_1726><s_b_6432><s_c_3777>
|
|||
|
|
23:52 [视频-浏览] <|video_begin|><s_a_5555><s_b_2799><s_c_6547>
|
|||
|
|
【2026-02-05】
|
|||
|
|
00:37 [视频-长播] <|video_begin|><s_a_5903><s_b_8008><s_c_7899>
|
|||
|
|
00:41 [视频-长播] <|video_begin|><s_a_1336><s_b_4508><s_c_77>
|
|||
|
|
00:41 [视频-长播] <|video_begin|><s_a_8127><s_b_4496><s_c_4373>
|
|||
|
|
00:41 [视频-长播] <|video_begin|><s_a_3766><s_b_3417><s_c_6379>
|
|||
|
|
01:08 [视频-收藏/长播] <|video_begin|><s_a_3095><s_b_6726><s_c_7187>
|
|||
|
|
01:25 [视频-长播] <|video_begin|><s_a_5903><s_b_6442><s_c_1939>
|
|||
|
|
01:31 [视频-长播] <|video_begin|><s_a_7328><s_b_5714><s_c_499>
|
|||
|
|
01:31 [视频-长播] <|video_begin|><s_a_2058><s_b_1292><s_c_853>
|
|||
|
|
01:36 [视频-评论/长播] <|video_begin|><s_a_5903><s_b_4125><s_c_4451>
|
|||
|
|
01:38 [视频-长播] <|video_begin|><s_a_3431><s_b_7684><s_c_359>
|
|||
|
|
01:38 [视频-长播] <|video_begin|><s_a_6442><s_b_1284><s_c_1658>
|
|||
|
|
01:54 [视频-评论/长播] <|video_begin|><s_a_532><s_b_978><s_c_814>
|
|||
|
|
01:54 [视频-长播] <|video_begin|><s_a_7130><s_b_4932><s_c_6767>
|
|||
|
|
01:54 [视频-长播] <|video_begin|><s_a_3115><s_b_4932><s_c_2913>
|
|||
|
|
02:06 [视频-评论/长播] <|video_begin|><s_a_1210><s_b_8024><s_c_7598>
|
|||
|
|
02:06 [视频-长播] <|video_begin|><s_a_4598><s_b_6761><s_c_2398>
|
|||
|
|
02:16 [视频-评论/长播] <|video_begin|><s_a_2364><s_b_7776><s_c_3753>
|
|||
|
|
02:25 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_6730><s_c_47>
|
|||
|
|
02:25 [视频-长播] <|video_begin|><s_a_5146><s_b_1190><s_c_4923>
|
|||
|
|
02:25 [视频-长播] <|video_begin|><s_a_2051><s_b_7337><s_c_7073>
|
|||
|
|
02:30 [视频-长播] <|video_begin|><s_a_6594><s_b_978><s_c_2530>
|
|||
|
|
02:40 [视频-长播] <|video_begin|><s_a_6219><s_b_7386><s_c_2298>
|
|||
|
|
02:43 [视频-长播] <|video_begin|><s_a_5720><s_b_5511><s_c_677>
|
|||
|
|
02:43 [视频-长播] <|video_begin|><s_a_5568><s_b_1292><s_c_6379>
|
|||
|
|
02:47 [视频-长播] <|video_begin|><s_a_2015><s_b_3873><s_c_6509>
|
|||
|
|
02:51 [视频-评论/长播] <|video_begin|><s_a_5134><s_b_1411><s_c_3716>
|
|||
|
|
03:11 [视频-评论/长播] <|video_begin|><s_a_1336><s_b_4944><s_c_7899>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_2469><s_c_6795>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_6358><s_c_7329>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7021><s_b_4743><s_c_1449>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4048><s_b_206><s_c_4393>
|
|||
|
|
03:32 [视频-长播] <|video_begin|><s_a_757><s_b_177><s_c_6047>
|
|||
|
|
03:32 [视频-长播] <|video_begin|><s_a_2367><s_b_6442><s_c_7390>
|
|||
|
|
03:37 [视频-长播] <|video_begin|><s_a_2367><s_b_5511><s_c_7390>
|
|||
|
|
03:55 [视频-长播] <|video_begin|><s_a_4367><s_b_6358><s_c_5641>
|
|||
|
|
03:55 [视频-长播] <|video_begin|><s_a_2367><s_b_6234><s_c_696>
|
|||
|
|
04:01 [视频-评论/长播] <|video_begin|><s_a_7308><s_b_4252><s_c_7754>
|
|||
|
|
04:01 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_4746><s_c_2912>
|
|||
|
|
04:01 [视频-长播] <|video_begin|><s_a_4540><s_b_5676><s_c_1933>
|
|||
|
|
04:09 [视频-评论/长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
|||
|
|
04:09 [视频-长播] <|video_begin|><s_a_4615><s_b_1292><s_c_441>
|
|||
|
|
04:17 [视频-长播] <|video_begin|><s_a_3689><s_b_2737><s_c_4629>
|
|||
|
|
04:53 [视频-长播] <|video_begin|><s_a_7562><s_b_3235><s_c_638>
|
|||
|
|
04:53 [视频-长播] <|video_begin|><s_a_4392><s_b_2817><s_c_3171>
|
|||
|
|
05:45 [视频-长播] <|video_begin|><s_a_3632><s_b_1146><s_c_3447>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_3738><s_b_6234><s_c_1178>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_3001><s_b_3063><s_c_5563>
|
|||
|
|
05:59 [视频-长播] <|video_begin|><s_a_6704><s_b_5714><s_c_6674>
|
|||
|
|
06:13 [视频-长播] <|video_begin|><s_a_4615><s_b_5797><s_c_6962>
|
|||
|
|
06:13 [视频-长播] <|video_begin|><s_a_148><s_b_434><s_c_25>
|
|||
|
|
06:32 [视频-评论/长播] <|video_begin|><s_a_4646><s_b_7493><s_c_6707>
|
|||
|
|
06:32 [视频-长播] <|video_begin|><s_a_2015><s_b_1799><s_c_7315>
|
|||
|
|
06:39 [视频-长播] <|video_begin|><s_a_1853><s_b_4246><s_c_2070>
|
|||
|
|
06:45 [视频-长播] <|video_begin|><s_a_3738><s_b_1206><s_c_3026>
|
|||
|
|
07:01 [视频-长播] <|video_begin|><s_a_5903><s_b_5797><s_c_6873>
|
|||
|
|
07:01 [视频-长播] <|video_begin|><s_a_2015><s_b_978><s_c_4636>
|
|||
|
|
07:07 [视频-评论/长播] <|video_begin|><s_a_4615><s_b_6436><s_c_4595>
|
|||
|
|
07:07 [视频-长播] <|video_begin|><s_a_942><s_b_4746><s_c_5737>
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_4615><s_b_1795><s_c_2693>
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_6604><s_b_7344><s_c_406>
|
|||
|
|
07:22 [视频-长播] <|video_begin|><s_a_3935><s_b_850><s_c_3775>
|
|||
|
|
07:34 [视频-评论/长播] <|video_begin|><s_a_7385><s_b_978><s_c_1118>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_2411><s_b_7337><s_c_6032>
|
|||
|
|
07:34 [视频-长播] <|video_begin|><s_a_892><s_b_6436><s_c_7456>
|
|||
|
|
07:41 [视频-长播] <|video_begin|><s_a_4615><s_b_3235><s_c_4712>
|
|||
|
|
07:41 [视频-长播] <|video_begin|><s_a_1781><s_b_5200><s_c_7420>
|
|||
|
|
07:57 [视频-长播] <|video_begin|><s_a_7453><s_b_5216><s_c_4221>
|
|||
|
|
07:57 [视频-长播] <|video_begin|><s_a_7385><s_b_3731><s_c_47>
|
|||
|
|
08:10 [广告-点击] <|ad_begin|><s_a_3738><s_b_581><s_c_1265>
|
|||
|
|
13:01 [广告-深度转化] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
|
|||
|
|
13:01 [广告-点击] <|ad_begin|><s_a_3738><s_b_7498><s_c_3317>
|
|||
|
|
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家身份，根据以上用户交互历史，针对给定主题抽取存在行为递进性与内在联系的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏
|
|||
|
|
核心逻辑要求（递进性准则）：
|
|||
|
|
请按时间顺序提取 5 步以内的行为链，且后项交互B必须构成前项交互A在场景需求上的协同补充、副作用诱因或兴趣细化升级——即 B 必须源于 A 所延伸出的需求，严禁提取任何品类平级、内容重复或仅由天气/促销触发的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。
|
|||
|
|
2.兴趣因果递进：交互 B 应是交互 A 带来的副作用需求或新增需求的结果，或者 A 对 B 具有明确诱发作用。
|
|||
|
|
3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。
|
|||
|
|
请根据以下主题提取行为逻辑链：
|
|||
|
|
主题：从被动接收信息到主动探索知识的兴趣演化
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从被动接收信息到主动探索知识的兴趣演化",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
<think>
|
|||
|
|
</think>
|
|||
|
|
{"logic_chain":{"name":"从被动接收信息到主动探索知识的兴趣演化","events":[{"date":"2026-01-26","action":"[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>","logic":"初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"},{"date":"2026-01-29","action":"[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>","logic":"行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2024-04-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3408><s_c_5968>
|
|||
|
|
【2024-04-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_7687><s_c_6618>
|
|||
|
|
【2024-04-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_1037><s_c_5000>
|
|||
|
|
【2024-04-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_2339><s_c_2264>
|
|||
|
|
【2024-06-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5586><s_b_5649><s_c_2773>
|
|||
|
|
【2024-06-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2671><s_b_6243><s_c_1250>
|
|||
|
|
【2024-08-30】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
|
|||
|
|
【2024-09-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
|
|||
|
|
【2024-09-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_3405><s_c_3080>
|
|||
|
|
【2024-10-08】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_4839><s_c_8116>
|
|||
|
|
【2024-10-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2046><s_b_4552><s_c_4508>
|
|||
|
|
【2024-10-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_2327><s_c_2533>
|
|||
|
|
【2024-11-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_1313><s_c_4393>
|
|||
|
|
【2024-11-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3035><s_b_4975><s_c_3419>
|
|||
|
|
【2024-12-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_5369><s_c_1644>
|
|||
|
|
【2024-12-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7798><s_b_5576><s_c_5417>
|
|||
|
|
【2024-12-22】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_160><s_c_1495>
|
|||
|
|
【2025-02-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5044><s_c_6524>
|
|||
|
|
【2025-02-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_3206><s_c_7366>
|
|||
|
|
【2025-02-17】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8180><s_b_989><s_c_7807>
|
|||
|
|
【2025-03-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6398><s_b_5852><s_c_4817>
|
|||
|
|
【2025-03-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_6434><s_c_5688>
|
|||
|
|
【2025-04-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4692><s_c_6653>
|
|||
|
|
【2025-04-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_5893><s_c_2006>
|
|||
|
|
【2025-04-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6358><s_b_2114><s_c_4502>
|
|||
|
|
【2025-04-26】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_3037><s_c_6065>
|
|||
|
|
【2025-04-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5638><s_c_5413>
|
|||
|
|
【2025-05-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_845><s_b_5638><s_c_5413>
|
|||
|
|
【2025-05-21】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_2428><s_c_4822>
|
|||
|
|
【2025-06-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6111><s_b_5050><s_c_4626>
|
|||
|
|
【2025-07-30】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5176><s_c_1640>
|
|||
|
|
【2025-08-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_4356><s_c_6409>
|
|||
|
|
【2025-08-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_481><s_c_1620>
|
|||
|
|
【2025-08-31】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_6138><s_c_1882>
|
|||
|
|
【2025-09-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4147><s_b_6234><s_c_4234>
|
|||
|
|
【2025-09-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5699><s_c_5650>
|
|||
|
|
【2025-09-14】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_3380><s_c_5563>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5051><s_b_1715><s_c_3720>
|
|||
|
|
【2025-09-16】
|
|||
|
|
--:-- [直播-关注/首次打赏] <|living_begin|><s_a_6640><s_b_2828><s_c_925>
|
|||
|
|
【2025-10-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_2357><s_c_6416>
|
|||
|
|
【2025-10-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_464><s_b_6234><s_c_1368>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_1747><s_c_1125>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2836><s_b_419><s_c_567>
|
|||
|
|
【2025-10-17】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_6234><s_c_4849>
|
|||
|
|
【2025-10-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_2246><s_c_7951>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_7342><s_c_5563>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_4342><s_c_6202>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_481><s_c_875>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_8049><s_c_846>
|
|||
|
|
【2025-10-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3952><s_c_3026>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_765><s_c_5563>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8007><s_b_1751><s_c_4822>
|
|||
|
|
【2025-10-20】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3241><s_b_5693><s_c_2165>
|
|||
|
|
【2025-10-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4931><s_b_7495><s_c_5563>
|
|||
|
|
【2025-10-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_8062><s_c_3676>
|
|||
|
|
【2025-10-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6519><s_c_3589>
|
|||
|
|
【2025-10-27】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_449><s_c_47>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_6234><s_c_2880>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_3736><s_c_5673>
|
|||
|
|
【2025-11-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_5384><s_c_1306>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3753><s_b_4794><s_c_3038>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2078><s_b_6932><s_c_1620>
|
|||
|
|
【2025-11-02】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2194><s_b_766><s_c_6278>
|
|||
|
|
【2025-11-03】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2950><s_b_5012><s_c_1303>
|
|||
|
|
【2025-11-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_3026>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7186><s_c_1649>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2688><s_b_2828><s_c_955>
|
|||
|
|
【2025-11-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6352><s_c_5962>
|
|||
|
|
【2025-11-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_375><s_b_1596><s_c_4742>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_901><s_b_5131><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_469><s_b_1811><s_c_7319>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8174><s_b_3335><s_c_3643>
|
|||
|
|
【2025-11-10】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7390><s_c_3953>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_1435><s_c_2513>
|
|||
|
|
【2025-12-01】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7142><s_b_5801><s_c_4909>
|
|||
|
|
【2025-12-06】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6627><s_b_697><s_c_4232>
|
|||
|
|
【2025-12-08】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_464><s_b_451><s_c_7125>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_7342><s_c_6310>
|
|||
|
|
【2025-12-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6462><s_b_6820><s_c_2658>
|
|||
|
|
【2025-12-22】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4843><s_b_5727><s_c_3501>
|
|||
|
|
【2025-12-23】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4999><s_b_5231><s_c_5563>
|
|||
|
|
【2025-12-25】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_765><s_c_439>
|
|||
|
|
【2025-12-28】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_7698><s_b_6423><s_c_5956>
|
|||
|
|
【2026-01-03】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_3338><s_c_1620>
|
|||
|
|
【2026-01-05】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_3313><s_c_2298>
|
|||
|
|
【2026-01-12】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2012><s_b_7225><s_c_3001>
|
|||
|
|
【2026-01-14】
|
|||
|
|
08:11 [广告-深度转化] <|ad_begin|><s_a_2350><s_b_1779><s_c_4479>
|
|||
|
|
【2026-01-15】
|
|||
|
|
10:31 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2118>
|
|||
|
|
12:30 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_1519><s_c_7548>
|
|||
|
|
13:04 [广告-深度转化] <|ad_begin|><s_a_7611><s_b_4746><s_c_1119>
|
|||
|
|
【2026-01-16】
|
|||
|
|
01:48 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_2988>
|
|||
|
|
07:52 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_1206><s_c_2370>
|
|||
|
|
11:51 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_2960><s_c_5563>
|
|||
|
|
【2026-01-17】
|
|||
|
|
08:58 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2740>
|
|||
|
|
18:26 [广告-深度转化] <|ad_begin|><s_a_5894><s_b_4010><s_c_6621>
|
|||
|
|
【2026-01-18】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6704><s_b_5489><s_c_6278>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_469><s_b_7144><s_c_3953>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_3367><s_b_451><s_c_2820>
|
|||
|
|
01:12 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_5511><s_c_7726>
|
|||
|
|
03:55 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_7180><s_c_141>
|
|||
|
|
05:08 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1288><s_c_6390>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_6352><s_c_4102>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8099><s_b_4782><s_c_6673>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7859><s_b_1435><s_c_5689>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6432><s_b_4613><s_c_5104>
|
|||
|
|
10:35 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4032>
|
|||
|
|
【2026-01-19】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_502><s_b_6820><s_c_4849>
|
|||
|
|
18:27 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_989><s_c_7902>
|
|||
|
|
18:28 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_1411><s_c_2038>
|
|||
|
|
18:33 [广告-深度转化] <|ad_begin|><s_a_5115><s_b_1029><s_c_4599>
|
|||
|
|
19:14 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_7333><s_c_141>
|
|||
|
|
21:20 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_4944><s_c_6240>
|
|||
|
|
【2026-01-20】
|
|||
|
|
02:02 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_1519><s_c_4586>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1290><s_c_6326>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8007><s_b_3335><s_c_1125>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5692><s_b_7227><s_c_7603>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1653><s_b_6352><s_c_3311>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3840><s_c_4822>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6434><s_c_1241>
|
|||
|
|
06:01 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6642><s_c_1614>
|
|||
|
|
【2026-01-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_5727><s_c_557>
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_2008><s_c_6940>
|
|||
|
|
04:07 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_706>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5278><s_b_2188><s_c_4422>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_210><s_b_3297><s_c_4657>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4421><s_b_5426><s_c_3296>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
|
|||
|
|
06:36 [广告-深度转化] <|ad_begin|><s_a_4024><s_b_1952><s_c_5563>
|
|||
|
|
13:24 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_5156>
|
|||
|
|
13:56 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_6234><s_c_3958>
|
|||
|
|
17:30 [广告-深度转化] <|ad_begin|><s_a_4935><s_b_6234><s_c_3958>
|
|||
|
|
17:47 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_7136><s_c_5076>
|
|||
|
|
19:16 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_7136><s_c_5076>
|
|||
|
|
【2026-01-22】
|
|||
|
|
00:07 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_665><s_c_5749>
|
|||
|
|
03:06 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_4923>
|
|||
|
|
05:04 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_2369>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_4421><s_c_5968>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_746><s_c_8036>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6561><s_c_406>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_7959><s_b_5081><s_c_7673>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_321><s_c_1125>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_1125>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4509><s_b_5081><s_c_1397>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_746><s_c_3389>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_6387><s_c_3265>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
|
|||
|
|
07:00 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6730><s_c_4636>
|
|||
|
|
16:48 [广告-深度转化] <|ad_begin|><s_a_3409><s_b_7917><s_c_6486>
|
|||
|
|
17:55 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_2854><s_c_3501>
|
|||
|
|
21:05 [视频-关注/长播] <|video_begin|><s_a_5288><s_b_5189><s_c_439>
|
|||
|
|
21:40 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_1206><s_c_1223>
|
|||
|
|
【2026-01-24】
|
|||
|
|
01:14 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4173><s_c_1708>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_3840><s_c_4822>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2777><s_b_5543><s_c_406>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4730><s_b_5619><s_c_6478>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2777><s_b_5543><s_c_406>
|
|||
|
|
06:11 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_581><s_c_286>
|
|||
|
|
07:32 [广告-深度转化] <|ad_begin|><s_a_3536><s_b_1141><s_c_2118>
|
|||
|
|
20:20 [视频-点赞/长播] <|video_begin|><s_a_1108><s_b_6675><s_c_3877>
|
|||
|
|
【2026-01-25】
|
|||
|
|
04:39 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_665><s_c_7076>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1524><s_b_5458><s_c_5347>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5219><s_b_5050><s_c_7405>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
|
|||
|
|
08:30 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_8060><s_c_6171>
|
|||
|
|
11:38 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_7608><s_c_4636>
|
|||
|
|
16:38 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_6067>
|
|||
|
|
21:16 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6234><s_c_6962>
|
|||
|
|
【2026-01-26】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_1140><s_b_7975><s_c_6278>
|
|||
|
|
00:18 [广告-深度转化] <|ad_begin|><s_a_795><s_b_6234><s_c_1659>
|
|||
|
|
04:30 [视频-点赞/长播] <|video_begin|><s_a_7714><s_b_6442><s_c_774>
|
|||
|
|
04:52 [广告-深度转化] <|ad_begin|><s_a_1924><s_b_1471><s_c_4860>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_234><s_c_1038>
|
|||
|
|
05:42 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_646>
|
|||
|
|
05:59 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6006><s_c_3261>
|
|||
|
|
06:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_4479>
|
|||
|
|
06:58 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4595>
|
|||
|
|
07:12 [视频-收藏/长播] <|video_begin|><s_a_3996><s_b_5841><s_c_8085>
|
|||
|
|
10:26 [广告-深度转化] <|ad_begin|><s_a_3014><s_b_3727><s_c_4932>
|
|||
|
|
10:26 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4932>
|
|||
|
|
13:24 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_6223>
|
|||
|
|
13:24 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_6223>
|
|||
|
|
19:44 [广告-点击] <|ad_begin|><s_a_3014><s_b_1119><s_c_7945>
|
|||
|
|
19:57 [广告-深度转化] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
|||
|
|
19:57 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
|||
|
|
20:00 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
|||
|
|
20:05 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_7234>
|
|||
|
|
20:06 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_7234>
|
|||
|
|
20:15 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6057>
|
|||
|
|
20:19 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
|||
|
|
22:27 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_4542><s_c_354>
|
|||
|
|
22:27 [广告-点击] <|ad_begin|><s_a_2111><s_b_4542><s_c_354>
|
|||
|
|
22:51 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_6057>
|
|||
|
|
22:51 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_6057>
|
|||
|
|
23:10 [视频-收藏/长播] <|video_begin|><s_a_2832><s_b_2497><s_c_3363>
|
|||
|
|
【2026-01-27】
|
|||
|
|
01:11 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2581>
|
|||
|
|
01:11 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2581>
|
|||
|
|
02:21 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_3198>
|
|||
|
|
02:28 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1552>
|
|||
|
|
03:01 [广告-点击] <|ad_begin|><s_a_2038><s_b_5511><s_c_143>
|
|||
|
|
04:39 [广告-点击] <|ad_begin|><s_a_4403><s_b_5840><s_c_3026>
|
|||
|
|
05:06 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_2826><s_c_4595>
|
|||
|
|
05:06 [广告-点击] <|ad_begin|><s_a_3091><s_b_2826><s_c_4595>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1959><s_c_7366>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_1959><s_c_4635>
|
|||
|
|
06:00 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
|
|||
|
|
06:00 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3198>
|
|||
|
|
09:41 [广告-点击] <|ad_begin|><s_a_3014><s_b_1642><s_c_5402>
|
|||
|
|
10:15 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1162>
|
|||
|
|
10:16 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_354>
|
|||
|
|
15:48 [广告-点击] <|ad_begin|><s_a_7879><s_b_3295><s_c_4147>
|
|||
|
|
21:44 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_3278><s_c_7395>
|
|||
|
|
21:44 [广告-点击] <|ad_begin|><s_a_2111><s_b_3278><s_c_7395>
|
|||
|
|
22:25 [广告-点击] <|ad_begin|><s_a_3082><s_b_6234><s_c_6268>
|
|||
|
|
22:25 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_3034>
|
|||
|
|
22:26 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4932>
|
|||
|
|
22:56 [广告-点击] <|ad_begin|><s_a_1924><s_b_588><s_c_5185>
|
|||
|
|
23:17 [广告-点击] <|ad_begin|><s_a_2350><s_b_7054><s_c_6379>
|
|||
|
|
【2026-01-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2836><s_b_5590><s_c_366>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1644><s_b_5658><s_c_6718>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4596><s_b_7206><s_c_7132>
|
|||
|
|
14:02 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3198>
|
|||
|
|
14:02 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3198>
|
|||
|
|
19:43 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_1595><s_c_3913>
|
|||
|
|
19:43 [广告-点击] <|ad_begin|><s_a_2111><s_b_1595><s_c_3913>
|
|||
|
|
20:00 [广告-点击] <|ad_begin|><s_a_3641><s_b_4293><s_c_2978>
|
|||
|
|
23:23 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_5518>
|
|||
|
|
【2026-01-29】
|
|||
|
|
03:48 [广告-点击] <|ad_begin|><s_a_4632><s_b_1595><s_c_809>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4672><s_b_3857><s_c_2983>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4383><s_b_6451><s_c_5964>
|
|||
|
|
19:53 [广告-点击] <|ad_begin|><s_a_3641><s_b_978><s_c_7072>
|
|||
|
|
19:55 [广告-点击] <|ad_begin|><s_a_2350><s_b_315><s_c_5049>
|
|||
|
|
19:56 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
|||
|
|
【2026-01-30】
|
|||
|
|
02:23 [广告-点击] <|ad_begin|><s_a_3014><s_b_3727><s_c_4595>
|
|||
|
|
05:13 [广告-点击] <|ad_begin|><s_a_4157><s_b_4746><s_c_3913>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_5786><s_c_3997>
|
|||
|
|
06:13 [广告-深度转化] <|ad_begin|><s_a_4746><s_b_7736><s_c_5911>
|
|||
|
|
06:13 [广告-点击] <|ad_begin|><s_a_4746><s_b_7736><s_c_5911>
|
|||
|
|
12:26 [广告-深度转化] <|ad_begin|><s_a_3308><s_b_6234><s_c_286>
|
|||
|
|
12:26 [广告-点击] <|ad_begin|><s_a_3308><s_b_6234><s_c_286>
|
|||
|
|
【2026-01-31】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_923><s_b_1952><s_c_6239>
|
|||
|
|
01:52 [视频-转发/长播] <|video_begin|><s_a_6820><s_b_1720><s_c_113>
|
|||
|
|
04:53 [视频-点赞/长播] <|video_begin|><s_a_3510><s_b_6234><s_c_1740>
|
|||
|
|
05:16 [广告-深度转化] <|ad_begin|><s_a_4039><s_b_6234><s_c_2756>
|
|||
|
|
05:16 [广告-点击] <|ad_begin|><s_a_4039><s_b_6234><s_c_2756>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6089><s_b_6065><s_c_1298>
|
|||
|
|
14:18 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_4032>
|
|||
|
|
14:18 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_4032>
|
|||
|
|
22:33 [广告-点击] <|ad_begin|><s_a_1393><s_b_581><s_c_708>
|
|||
|
|
23:15 [广告-深度转化] <|ad_begin|><s_a_7468><s_b_6234><s_c_2057>
|
|||
|
|
23:15 [广告-点击] <|ad_begin|><s_a_7468><s_b_6234><s_c_2057>
|
|||
|
|
23:45 [广告-点击] <|ad_begin|><s_a_6101><s_b_594><s_c_3913>
|
|||
|
|
23:45 [广告-点击] <|ad_begin|><s_a_3641><s_b_6047><s_c_6171>
|
|||
|
|
【2026-02-01】
|
|||
|
|
01:18 [广告-点击] <|ad_begin|><s_a_4403><s_b_1740><s_c_77>
|
|||
|
|
03:09 [视频-长播] <|video_begin|><s_a_5591><s_b_33><s_c_8136>
|
|||
|
|
03:09 [视频-长播] <|video_begin|><s_a_5019><s_b_4953><s_c_6857>
|
|||
|
|
03:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
|||
|
|
03:26 [广告-点击] <|ad_begin|><s_a_7931><s_b_3952><s_c_5945>
|
|||
|
|
11:42 [广告-点击] <|ad_begin|><s_a_805><s_b_697><s_c_7945>
|
|||
|
|
13:11 [视频-长播] <|video_begin|><s_a_3510><s_b_5270><s_c_7671>
|
|||
|
|
13:43 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7180><s_c_5061>
|
|||
|
|
13:43 [广告-点击] <|ad_begin|><s_a_491><s_b_7180><s_c_5061>
|
|||
|
|
15:09 [视频-长播] <|video_begin|><s_a_6776><s_b_3417><s_c_7622>
|
|||
|
|
15:13 [视频-长播] <|video_begin|><s_a_2411><s_b_7317><s_c_5055>
|
|||
|
|
15:13 [视频-长播] <|video_begin|><s_a_4646><s_b_7572><s_c_2070>
|
|||
|
|
15:23 [视频-长播] <|video_begin|><s_a_264><s_b_1013><s_c_7320>
|
|||
|
|
15:44 [视频-长播] <|video_begin|><s_a_3600><s_b_6442><s_c_3551>
|
|||
|
|
15:44 [视频-长播] <|video_begin|><s_a_532><s_b_4508><s_c_8003>
|
|||
|
|
16:01 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_907>
|
|||
|
|
16:01 [视频-长播] <|video_begin|><s_a_1427><s_b_3942><s_c_99>
|
|||
|
|
16:48 [视频-长播] <|video_begin|><s_a_6166><s_b_1669><s_c_7106>
|
|||
|
|
17:12 [视频-长播] <|video_begin|><s_a_5146><s_b_4291><s_c_1767>
|
|||
|
|
17:19 [广告-点击] <|ad_begin|><s_a_4157><s_b_6435><s_c_6815>
|
|||
|
|
18:46 [视频-长播] <|video_begin|><s_a_532><s_b_6442><s_c_6215>
|
|||
|
|
18:57 [视频-长播] <|video_begin|><s_a_3510><s_b_800><s_c_1148>
|
|||
|
|
18:57 [视频-长播] <|video_begin|><s_a_2012><s_b_6244><s_c_2921>
|
|||
|
|
19:10 [视频-长播] <|video_begin|><s_a_5907><s_b_6234><s_c_2425>
|
|||
|
|
20:44 [视频-长播] <|video_begin|><s_a_6321><s_b_2485><s_c_5553>
|
|||
|
|
20:52 [视频-长播] <|video_begin|><s_a_2015><s_b_6234><s_c_5928>
|
|||
|
|
20:52 [视频-长播] <|video_begin|><s_a_1427><s_b_1259><s_c_1164>
|
|||
|
|
21:06 [视频-长播] <|video_begin|><s_a_3510><s_b_800><s_c_5553>
|
|||
|
|
21:08 [视频-长播] <|video_begin|><s_a_7411><s_b_6234><s_c_1272>
|
|||
|
|
21:08 [视频-长播] <|video_begin|><s_a_557><s_b_48><s_c_7018>
|
|||
|
|
23:28 [视频-长播] <|video_begin|><s_a_3510><s_b_1277><s_c_3998>
|
|||
|
|
【2026-02-02】
|
|||
|
|
01:44 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_4173><s_c_1708>
|
|||
|
|
01:44 [广告-点击] <|ad_begin|><s_a_3578><s_b_4173><s_c_1708>
|
|||
|
|
08:51 [视频-长播] <|video_begin|><s_a_5189><s_b_1822><s_c_4636>
|
|||
|
|
09:03 [视频-长播] <|video_begin|><s_a_7007><s_b_6293><s_c_8010>
|
|||
|
|
09:03 [视频-长播] <|video_begin|><s_a_6166><s_b_2854><s_c_6973>
|
|||
|
|
【2026-02-03】
|
|||
|
|
04:09 [视频-长播] <|video_begin|><s_a_5146><s_b_2737><s_c_4923>
|
|||
|
|
04:21 [视频-长播] <|video_begin|><s_a_4946><s_b_2105><s_c_4790>
|
|||
|
|
04:46 [视频-长播] <|video_begin|><s_a_2015><s_b_1740><s_c_853>
|
|||
|
|
05:27 [视频-长播] <|video_begin|><s_a_6846><s_b_1404><s_c_6222>
|
|||
|
|
09:12 [视频-长播] <|video_begin|><s_a_1427><s_b_19><s_c_7456>
|
|||
|
|
10:50 [广告-点击] <|ad_begin|><s_a_3047><s_b_3447><s_c_5875>
|
|||
|
|
11:23 [广告-点击] <|ad_begin|><s_a_1028><s_b_2308><s_c_907>
|
|||
|
|
12:15 [视频-长播] <|video_begin|><s_a_2012><s_b_7180><s_c_519>
|
|||
|
|
13:43 [视频-长播] <|video_begin|><s_a_3990><s_b_3589><s_c_7216>
|
|||
|
|
15:28 [视频-长播] <|video_begin|><s_a_532><s_b_204><s_c_6047>
|
|||
|
|
15:28 [视频-长播] <|video_begin|><s_a_6474><s_b_5189><s_c_105>
|
|||
|
|
15:28 [视频-长播] <|video_begin|><s_a_532><s_b_3942><s_c_6047>
|
|||
|
|
15:28 [视频-点赞/长播] <|video_begin|><s_a_993><s_b_3923><s_c_3968>
|
|||
|
|
15:35 [视频-长播] <|video_begin|><s_a_6139><s_b_4198><s_c_845>
|
|||
|
|
15:35 [视频-长播] <|video_begin|><s_a_4946><s_b_7630><s_c_1080>
|
|||
|
|
15:42 [视频-长播] <|video_begin|><s_a_1883><s_b_6234><s_c_5673>
|
|||
|
|
15:44 [视频-关注/长播] <|video_begin|><s_a_993><s_b_620><s_c_4209>
|
|||
|
|
16:30 [视频-关注/长播] <|video_begin|><s_a_2344><s_b_6234><s_c_6377>
|
|||
|
|
16:42 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_3246><s_c_5749>
|
|||
|
|
16:42 [广告-点击] <|ad_begin|><s_a_6958><s_b_3246><s_c_5749>
|
|||
|
|
17:10 [广告-点击] <|ad_begin|><s_a_2038><s_b_2308><s_c_3014>
|
|||
|
|
17:13 [广告-点击] <|ad_begin|><s_a_1883><s_b_2419><s_c_3221>
|
|||
|
|
17:41 [广告-点击] <|ad_begin|><s_a_3014><s_b_3951><s_c_4318>
|
|||
|
|
17:48 [广告-点击] <|ad_begin|><s_a_2038><s_b_6047><s_c_2344>
|
|||
|
|
17:56 [广告-点击] <|ad_begin|><s_a_3014><s_b_3951><s_c_4318>
|
|||
|
|
17:59 [视频-长播] <|video_begin|><s_a_4946><s_b_7246><s_c_495>
|
|||
|
|
18:31 [广告-深度转化] <|ad_begin|><s_a_2832><s_b_566><s_c_3026>
|
|||
|
|
18:31 [广告-点击] <|ad_begin|><s_a_2832><s_b_566><s_c_3026>
|
|||
|
|
19:25 [视频-长播] <|video_begin|><s_a_876><s_b_8007><s_c_7999>
|
|||
|
|
23:04 [广告-点击] <|ad_begin|><s_a_5998><s_b_6051><s_c_2756>
|
|||
|
|
【2026-02-04】
|
|||
|
|
00:27 [视频-长播] <|video_begin|><s_a_6166><s_b_2854><s_c_7106>
|
|||
|
|
00:54 [广告-深度转化] <|ad_begin|><s_a_3082><s_b_1277><s_c_1649>
|
|||
|
|
00:54 [广告-点击] <|ad_begin|><s_a_3082><s_b_1277><s_c_1649>
|
|||
|
|
03:15 [广告-点击] <|ad_begin|><s_a_5998><s_b_6051><s_c_2756>
|
|||
|
|
03:21 [广告-点击] <|ad_begin|><s_a_3641><s_b_1822><s_c_6171>
|
|||
|
|
19:44 [视频-长播] <|video_begin|><s_a_3510><s_b_6234><s_c_5776>
|
|||
|
|
22:55 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_853>
|
|||
|
|
22:55 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_853>
|
|||
|
|
【2026-02-05】
|
|||
|
|
02:36 [视频-长播] <|video_begin|><s_a_6820><s_b_6033><s_c_360>
|
|||
|
|
02:36 [视频-长播] <|video_begin|><s_a_3510><s_b_800><s_c_1740>
|
|||
|
|
02:43 [视频-长播] <|video_begin|><s_a_3373><s_b_2854><s_c_853>
|
|||
|
|
02:43 [视频-长播] <|video_begin|><s_a_1883><s_b_7809><s_c_5776>
|
|||
|
|
03:36 [视频-长播] <|video_begin|><s_a_7879><s_b_5329><s_c_1620>
|
|||
|
|
10:05 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3834>
|
|||
|
|
10:05 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3834>
|
|||
|
|
12:01 [视频-长播] <|video_begin|><s_a_6166><s_b_1669><s_c_4696>
|
|||
|
|
12:49 [广告-点击] <|ad_begin|><s_a_6958><s_b_3246><s_c_5749>
|
|||
|
|
|
|||
|
|
角色任务：你需要以极端严苛的用户行为数据挖掘专家及数据格式化专家的身份，基于以上交互历史，针对给定主题筛选并提取出全部相关的历史交互行为。
|
|||
|
|
|
|||
|
|
主题：从泛化养生到聚焦血糖管理的认知收敛
|
|||
|
|
|
|||
|
|
输出格式要求：请仅以包含 SID 的 JSON 数组形式返回结果，切勿输出任何额外的解释说明或无关字符。
|
|||
|
|
|
|||
|
|
强约束：最终答案必须是一个可被 json.loads 解析的 JSON，不能包含 Markdown、解释、重复键或 JSON 外额外字符。/no_think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
["<|prod_begin|><s_a_2950><s_b_5044><s_c_6524>","<|prod_begin|><s_a_8180><s_b_989><s_c_7807>","<|living_begin|><s_a_6627><s_b_481><s_c_1620>","<|prod_begin|><s_a_8174><s_b_6138><s_c_1882>","<|living_begin|><s_a_2012><s_b_2246><s_c_7951>","<|living_begin|><s_a_3241><s_b_5693><s_c_2165>","<|living_begin|><s_a_375><s_b_3736><s_c_5673>","<|prod_begin|><s_a_2950><s_b_5012><s_c_1303>","<|prod_begin|><s_a_8174><s_b_3335><s_c_3643>","<|living_begin|><s_a_6627><s_b_1435><s_c_2513>","<|prod_begin|><s_a_210><s_b_3297><s_c_4657>","<|video_begin|><s_a_3600><s_b_6442><s_c_3551>","<|video_begin|><s_a_532><s_b_6442><s_c_6215>","<|video_begin|><s_a_2012><s_b_6244><s_c_2921>"]<|im_end|>
|
|||
|
|
<|im_start|>user
|
|||
|
|
【用户交互历史】：
|
|||
|
|
【2025-04-04】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6475><s_b_1413><s_c_6278>
|
|||
|
|
【2025-04-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5710><s_b_4185><s_c_6278>
|
|||
|
|
【2025-04-21】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_5907><s_b_1399><s_c_3026>
|
|||
|
|
【2025-04-22】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_6492><s_b_6891><s_c_3026>
|
|||
|
|
【2025-04-29】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_451><s_c_6278>
|
|||
|
|
【2025-05-07】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_2828><s_b_3059><s_c_3676>
|
|||
|
|
【2025-06-19】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1157><s_b_5565><s_c_6500>
|
|||
|
|
【2025-07-02】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_7139><s_b_5840><s_c_7673>
|
|||
|
|
【2025-07-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_1870><s_c_6437>
|
|||
|
|
【2025-07-11】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_8138><s_b_6426><s_c_7366>
|
|||
|
|
【2025-07-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4447><s_b_1094><s_c_1131>
|
|||
|
|
【2025-07-16】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1330><s_b_1695><s_c_1841>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4435><s_b_275><s_c_6361>
|
|||
|
|
【2025-08-01】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_3206><s_c_7373>
|
|||
|
|
【2025-08-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5451><s_b_1862><s_c_5389>
|
|||
|
|
【2025-08-07】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4164><s_b_2148><s_c_4783>
|
|||
|
|
【2025-08-13】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_8137><s_c_4696>
|
|||
|
|
【2025-08-14】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_4576><s_c_5440>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1480><s_b_7178><s_c_3198>
|
|||
|
|
【2025-08-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_310><s_b_6426><s_c_6498>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6396><s_b_1671><s_c_2531>
|
|||
|
|
【2025-08-17】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2737><s_b_4026><s_c_6981>
|
|||
|
|
【2025-08-25】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_3538><s_c_6597>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_4975><s_c_398>
|
|||
|
|
【2025-08-29】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5781><s_c_5461>
|
|||
|
|
【2025-08-30】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5307><s_b_7304><s_c_5689>
|
|||
|
|
【2025-08-31】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_167><s_b_2498><s_c_2782>
|
|||
|
|
【2025-09-04】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4661><s_b_5101><s_c_1938>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4783><s_b_4223><s_c_1131>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_3248><s_c_5122>
|
|||
|
|
【2025-09-15】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
|
|||
|
|
【2025-09-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_1767><s_b_1870><s_c_2199>
|
|||
|
|
【2025-09-24】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_2174><s_b_2428><s_c_8130>
|
|||
|
|
【2025-09-27】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6354><s_b_6434><s_c_4655>
|
|||
|
|
【2025-10-20】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6276><s_b_3416><s_c_6675>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5781><s_c_5461>
|
|||
|
|
【2025-10-23】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3120><s_b_5426><s_c_3011>
|
|||
|
|
【2025-10-28】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_2849><s_c_5461>
|
|||
|
|
【2025-11-12】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_2849><s_c_5461>
|
|||
|
|
【2025-11-15】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4372><s_b_7975><s_c_5273>
|
|||
|
|
【2025-11-19】
|
|||
|
|
--:-- [直播-关注] <|living_begin|><s_a_4409><s_b_6234><s_c_7548>
|
|||
|
|
【2026-01-05】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_17><s_b_2843><s_c_4301>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_1919><s_c_6784>
|
|||
|
|
【2026-01-06】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_2849><s_c_5461>
|
|||
|
|
【2026-01-09】
|
|||
|
|
10:36 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3674>
|
|||
|
|
12:18 [广告-深度转化] <|ad_begin|><s_a_491><s_b_7180><s_c_6390>
|
|||
|
|
13:17 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_1246>
|
|||
|
|
15:18 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_581><s_c_7879>
|
|||
|
|
【2026-01-10】
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_1748><s_c_7501>
|
|||
|
|
【2026-01-15】
|
|||
|
|
14:24 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_2492>
|
|||
|
|
14:24 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_2492>
|
|||
|
|
14:43 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_7180><s_c_5008>
|
|||
|
|
14:43 [广告-点击] <|ad_begin|><s_a_7931><s_b_7180><s_c_5008>
|
|||
|
|
【2026-01-16】
|
|||
|
|
06:49 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
|
|||
|
|
06:49 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2960>
|
|||
|
|
09:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>
|
|||
|
|
09:23 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1752>
|
|||
|
|
10:15 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_7297>
|
|||
|
|
10:15 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_7297>
|
|||
|
|
11:23 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_3363>
|
|||
|
|
11:23 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_3363>
|
|||
|
|
11:57 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1322>
|
|||
|
|
11:57 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1322>
|
|||
|
|
13:24 [广告-深度转化] <|ad_begin|><s_a_6921><s_b_6006><s_c_5563>
|
|||
|
|
13:24 [广告-点击] <|ad_begin|><s_a_6921><s_b_6006><s_c_5563>
|
|||
|
|
16:15 [广告-深度转化] <|ad_begin|><s_a_1474><s_b_6234><s_c_3659>
|
|||
|
|
16:15 [广告-点击] <|ad_begin|><s_a_1474><s_b_6234><s_c_3659>
|
|||
|
|
【2026-01-17】
|
|||
|
|
06:18 [广告-深度转化] <|ad_begin|><s_a_1274><s_b_6234><s_c_2740>
|
|||
|
|
06:18 [广告-点击] <|ad_begin|><s_a_1274><s_b_6234><s_c_2740>
|
|||
|
|
【2026-01-18】
|
|||
|
|
13:50 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5776>
|
|||
|
|
13:50 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5776>
|
|||
|
|
15:02 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_3636><s_c_2740>
|
|||
|
|
15:02 [广告-点击] <|ad_begin|><s_a_1708><s_b_3636><s_c_2740>
|
|||
|
|
16:31 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_1148>
|
|||
|
|
16:31 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_1148>
|
|||
|
|
16:50 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_6486>
|
|||
|
|
16:50 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_6486>
|
|||
|
|
【2026-01-19】
|
|||
|
|
02:23 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_5187>
|
|||
|
|
02:23 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_5187>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_4390><s_b_5974><s_c_5156>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_1142><s_c_104>
|
|||
|
|
【2026-01-20】
|
|||
|
|
06:19 [广告-点击] <|ad_begin|><s_a_6921><s_b_6234><s_c_5749>
|
|||
|
|
07:19 [广告-深度转化] <|ad_begin|><s_a_2551><s_b_6234><s_c_8096>
|
|||
|
|
07:19 [广告-点击] <|ad_begin|><s_a_2551><s_b_6234><s_c_8096>
|
|||
|
|
08:43 [广告-深度转化] <|ad_begin|><s_a_5273><s_b_6234><s_c_3659>
|
|||
|
|
08:43 [广告-点击] <|ad_begin|><s_a_5273><s_b_6234><s_c_3659>
|
|||
|
|
12:57 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_3402>
|
|||
|
|
12:57 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_3402>
|
|||
|
|
15:11 [广告-深度转化] <|ad_begin|><s_a_1375><s_b_6234><s_c_2693>
|
|||
|
|
15:11 [广告-点击] <|ad_begin|><s_a_1375><s_b_6234><s_c_2693>
|
|||
|
|
15:45 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_7184><s_c_2568>
|
|||
|
|
15:45 [广告-点击] <|ad_begin|><s_a_7879><s_b_7184><s_c_2568>
|
|||
|
|
15:55 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
|
|||
|
|
15:55 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2693>
|
|||
|
|
【2026-01-21】
|
|||
|
|
09:21 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_3659>
|
|||
|
|
09:21 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_3659>
|
|||
|
|
09:39 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_7065>
|
|||
|
|
09:39 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_7065>
|
|||
|
|
13:19 [广告-深度转化] <|ad_begin|><s_a_1608><s_b_3302><s_c_6456>
|
|||
|
|
13:19 [广告-点击] <|ad_begin|><s_a_1608><s_b_3302><s_c_6456>
|
|||
|
|
14:07 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_47>
|
|||
|
|
14:07 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_47>
|
|||
|
|
14:38 [广告-深度转化] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
|||
|
|
14:38 [广告-点击] <|ad_begin|><s_a_3091><s_b_6234><s_c_4595>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_3650><s_b_5124><s_c_1038>
|
|||
|
|
15:11 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_6234><s_c_4755>
|
|||
|
|
15:11 [广告-点击] <|ad_begin|><s_a_7879><s_b_6234><s_c_4755>
|
|||
|
|
【2026-01-22】
|
|||
|
|
04:12 [广告-深度转化] <|ad_begin|><s_a_3913><s_b_6234><s_c_4636>
|
|||
|
|
04:12 [广告-点击] <|ad_begin|><s_a_3913><s_b_6234><s_c_4636>
|
|||
|
|
【2026-01-23】
|
|||
|
|
04:00 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6234><s_c_5553>
|
|||
|
|
04:00 [广告-点击] <|ad_begin|><s_a_5673><s_b_6234><s_c_5553>
|
|||
|
|
07:57 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_7571><s_c_1542>
|
|||
|
|
07:57 [广告-点击] <|ad_begin|><s_a_2111><s_b_7571><s_c_1542>
|
|||
|
|
09:07 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_4069><s_c_7586>
|
|||
|
|
09:07 [广告-点击] <|ad_begin|><s_a_5673><s_b_4069><s_c_7586>
|
|||
|
|
14:40 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6857>
|
|||
|
|
14:40 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6857>
|
|||
|
|
15:41 [广告-深度转化] <|ad_begin|><s_a_7939><s_b_6234><s_c_714>
|
|||
|
|
15:41 [广告-点击] <|ad_begin|><s_a_7939><s_b_6234><s_c_714>
|
|||
|
|
【2026-01-24】
|
|||
|
|
05:24 [视频-点赞/长播] <|video_begin|><s_a_2514><s_b_3380><s_c_5030>
|
|||
|
|
06:10 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_6313>
|
|||
|
|
06:10 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_6313>
|
|||
|
|
【2026-01-25】
|
|||
|
|
05:56 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_2758>
|
|||
|
|
05:56 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_2758>
|
|||
|
|
08:08 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
|
|||
|
|
08:08 [广告-点击] <|ad_begin|><s_a_3069><s_b_4006><s_c_1935>
|
|||
|
|
09:07 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_2341>
|
|||
|
|
09:07 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_2341>
|
|||
|
|
09:41 [广告-深度转化] <|ad_begin|><s_a_5185><s_b_6234><s_c_3670>
|
|||
|
|
09:41 [广告-点击] <|ad_begin|><s_a_5185><s_b_6234><s_c_3670>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3602><s_b_7686><s_c_4954>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3187><s_b_5323><s_c_4821>
|
|||
|
|
【2026-01-26】
|
|||
|
|
07:06 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>
|
|||
|
|
07:06 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_3070>
|
|||
|
|
07:36 [广告-深度转化] <|ad_begin|><s_a_6962><s_b_1642><s_c_6390>
|
|||
|
|
07:36 [广告-点击] <|ad_begin|><s_a_6962><s_b_1642><s_c_6390>
|
|||
|
|
08:44 [广告-深度转化] <|ad_begin|><s_a_1708><s_b_6234><s_c_1317>
|
|||
|
|
08:44 [广告-点击] <|ad_begin|><s_a_1708><s_b_6234><s_c_1317>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_441>
|
|||
|
|
【2026-01-27】
|
|||
|
|
09:58 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6006><s_c_1317>
|
|||
|
|
09:58 [广告-点击] <|ad_begin|><s_a_2845><s_b_6006><s_c_1317>
|
|||
|
|
13:19 [广告-深度转化] <|ad_begin|><s_a_5863><s_b_6234><s_c_1643>
|
|||
|
|
13:19 [广告-点击] <|ad_begin|><s_a_5863><s_b_6234><s_c_1643>
|
|||
|
|
14:21 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6234><s_c_1335>
|
|||
|
|
14:21 [广告-点击] <|ad_begin|><s_a_3578><s_b_6234><s_c_1335>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
|
|||
|
|
16:02 [广告-深度转化] <|ad_begin|><s_a_2784><s_b_6234><s_c_1614>
|
|||
|
|
16:02 [广告-点击] <|ad_begin|><s_a_2784><s_b_6234><s_c_1614>
|
|||
|
|
【2026-01-28】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_4356><s_c_7395>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5307><s_b_7304><s_c_5689>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_835><s_c_441>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_5459><s_b_835><s_c_441>
|
|||
|
|
15:29 [视频-长播] <|video_begin|><s_a_5739><s_b_6234><s_c_7169>
|
|||
|
|
16:01 [广告-深度转化] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
|
|||
|
|
16:01 [广告-点击] <|ad_begin|><s_a_6956><s_b_6234><s_c_4314>
|
|||
|
|
16:27 [广告-深度转化] <|ad_begin|><s_a_7892><s_b_6006><s_c_6390>
|
|||
|
|
16:27 [广告-点击] <|ad_begin|><s_a_7892><s_b_6006><s_c_6390>
|
|||
|
|
【2026-01-29】
|
|||
|
|
06:07 [广告-深度转化] <|ad_begin|><s_a_1119><s_b_6234><s_c_3026>
|
|||
|
|
06:07 [广告-点击] <|ad_begin|><s_a_1119><s_b_6234><s_c_3026>
|
|||
|
|
07:07 [广告-深度转化] <|ad_begin|><s_a_6958><s_b_6234><s_c_4725>
|
|||
|
|
07:07 [广告-点击] <|ad_begin|><s_a_6958><s_b_6234><s_c_4725>
|
|||
|
|
07:37 [视频-长播] <|video_begin|><s_a_6166><s_b_594><s_c_1009>
|
|||
|
|
07:37 [视频-长播] <|video_begin|><s_a_464><s_b_8008><s_c_5452>
|
|||
|
|
10:00 [广告-深度转化] <|ad_begin|><s_a_2845><s_b_6006><s_c_1707>
|
|||
|
|
10:00 [广告-点击] <|ad_begin|><s_a_2845><s_b_6006><s_c_1707>
|
|||
|
|
13:04 [视频-长播] <|video_begin|><s_a_578><s_b_4746><s_c_7951>
|
|||
|
|
13:04 [视频-长播] <|video_begin|><s_a_5181><s_b_6045><s_c_4058>
|
|||
|
|
13:04 [视频-长播] <|video_begin|><s_a_3482><s_b_665><s_c_3049>
|
|||
|
|
13:23 [视频-长播] <|video_begin|><s_a_578><s_b_3915><s_c_1542>
|
|||
|
|
13:38 [视频-收藏/长播] <|video_begin|><s_a_1299><s_b_6165><s_c_7532>
|
|||
|
|
13:50 [视频-长播] <|video_begin|><s_a_1106><s_b_56><s_c_4318>
|
|||
|
|
13:50 [视频-长播] <|video_begin|><s_a_6829><s_b_6550><s_c_4139>
|
|||
|
|
13:50 [视频-长播] <|video_begin|><s_a_575><s_b_4041><s_c_3670>
|
|||
|
|
14:28 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_6006><s_c_1935>
|
|||
|
|
14:28 [广告-点击] <|ad_begin|><s_a_3578><s_b_6006><s_c_1935>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8138><s_b_8002><s_c_2770>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2668><s_b_1519><s_c_2531>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_2568><s_b_4223><s_c_4895>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_1519><s_c_7132>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_7687><s_c_3198>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_8158><s_b_4062><s_c_7517>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_4898><s_c_2779>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_6250>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_40><s_b_5699><s_c_5105>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_835><s_c_441>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_441>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_2347><s_c_5498>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5459><s_b_552><s_c_3692>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_40><s_b_5699><s_c_5105>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
|
|||
|
|
15:21 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_3659>
|
|||
|
|
15:21 [视频-长播] <|video_begin|><s_a_3510><s_b_2828><s_c_7028>
|
|||
|
|
15:21 [视频-长播] <|video_begin|><s_a_2132><s_b_7291><s_c_8010>
|
|||
|
|
【2026-01-30】
|
|||
|
|
00:40 [视频-长播] <|video_begin|><s_a_6329><s_b_3009><s_c_92>
|
|||
|
|
00:40 [视频-长播] <|video_begin|><s_a_3510><s_b_6891><s_c_4512>
|
|||
|
|
03:50 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6436><s_c_3026>
|
|||
|
|
03:50 [广告-点击] <|ad_begin|><s_a_2111><s_b_6436><s_c_3026>
|
|||
|
|
04:31 [广告-深度转化] <|ad_begin|><s_a_5673><s_b_6782><s_c_3026>
|
|||
|
|
04:31 [广告-点击] <|ad_begin|><s_a_5673><s_b_6782><s_c_3026>
|
|||
|
|
07:19 [视频-长播] <|video_begin|><s_a_5739><s_b_6818><s_c_1023>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_5219><s_b_6806><s_c_7774>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_8007><s_c_7314>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_1273><s_b_5934><s_c_3367>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_345><s_b_1297><s_c_2658>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_3650><s_b_6553><s_c_5461>
|
|||
|
|
【2026-01-31】
|
|||
|
|
03:39 [视频-长播] <|video_begin|><s_a_1106><s_b_7390><s_c_360>
|
|||
|
|
03:55 [广告-深度转化] <|ad_begin|><s_a_2111><s_b_6234><s_c_2756>
|
|||
|
|
03:55 [广告-点击] <|ad_begin|><s_a_2111><s_b_6234><s_c_2756>
|
|||
|
|
05:21 [广告-深度转化] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
|
|||
|
|
05:21 [广告-点击] <|ad_begin|><s_a_7879><s_b_581><s_c_4595>
|
|||
|
|
08:40 [视频-长播] <|video_begin|><s_a_3510><s_b_3189><s_c_5413>
|
|||
|
|
08:40 [视频-长播] <|video_begin|><s_a_2015><s_b_2497><s_c_7510>
|
|||
|
|
09:25 [视频-长播] <|video_begin|><s_a_7312><s_b_1822><s_c_1342>
|
|||
|
|
09:52 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
|
|||
|
|
09:52 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_2988>
|
|||
|
|
10:24 [广告-深度转化] <|ad_begin|><s_a_5998><s_b_6234><s_c_2658>
|
|||
|
|
10:24 [广告-点击] <|ad_begin|><s_a_5998><s_b_6234><s_c_2658>
|
|||
|
|
12:03 [广告-深度转化] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
|
|||
|
|
12:03 [广告-点击] <|ad_begin|><s_a_5960><s_b_6234><s_c_5776>
|
|||
|
|
14:27 [视频-长播] <|video_begin|><s_a_6166><s_b_3009><s_c_2262>
|
|||
|
|
14:29 [视频-长播] <|video_begin|><s_a_3510><s_b_5131><s_c_25>
|
|||
|
|
15:36 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_3319><s_c_2427>
|
|||
|
|
15:36 [广告-点击] <|ad_begin|><s_a_3069><s_b_3319><s_c_2427>
|
|||
|
|
16:17 [视频-长播] <|video_begin|><s_a_6321><s_b_3549><s_c_143>
|
|||
|
|
16:30 [视频-长播] <|video_begin|><s_a_1336><s_b_5511><s_c_4817>
|
|||
|
|
16:47 [视频-长播] <|video_begin|><s_a_6401><s_b_4324><s_c_4487>
|
|||
|
|
17:03 [视频-长播] <|video_begin|><s_a_5058><s_b_6461><s_c_3355>
|
|||
|
|
17:03 [视频-长播] <|video_begin|><s_a_2015><s_b_6761><s_c_7609>
|
|||
|
|
17:11 [视频-长播] <|video_begin|><s_a_5058><s_b_1277><s_c_1119>
|
|||
|
|
17:11 [视频-长播] <|video_begin|><s_a_1106><s_b_57><s_c_47>
|
|||
|
|
17:11 [视频-长播] <|video_begin|><s_a_575><s_b_3189><s_c_2309>
|
|||
|
|
17:19 [视频-长播] <|video_begin|><s_a_1336><s_b_1822><s_c_4878>
|
|||
|
|
17:19 [视频-长播] <|video_begin|><s_a_2015><s_b_3698><s_c_1423>
|
|||
|
|
17:26 [视频-长播] <|video_begin|><s_a_335><s_b_370><s_c_7269>
|
|||
|
|
17:26 [视频-长播] <|video_begin|><s_a_50><s_b_370><s_c_607>
|
|||
|
|
17:33 [视频-长播] <|video_begin|><s_a_2015><s_b_6127><s_c_851>
|
|||
|
|
17:33 [视频-长播] <|video_begin|><s_a_5058><s_b_4951><s_c_5209>
|
|||
|
|
17:33 [视频-长播] <|video_begin|><s_a_2344><s_b_8022><s_c_4200>
|
|||
|
|
17:46 [视频-长播] <|video_begin|><s_a_2012><s_b_3549><s_c_7053>
|
|||
|
|
【2026-02-01】
|
|||
|
|
09:30 [广告-点击] <|ad_begin|><s_a_1393><s_b_4033><s_c_1148>
|
|||
|
|
09:54 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_7395>
|
|||
|
|
09:54 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_7395>
|
|||
|
|
12:29 [广告-深度转化] <|ad_begin|><s_a_7097><s_b_8115><s_c_1935>
|
|||
|
|
12:29 [广告-点击] <|ad_begin|><s_a_7097><s_b_8115><s_c_1935>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6396><s_b_3712><s_c_2077>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6488><s_b_506><s_c_5291>
|
|||
|
|
14:52 [广告-深度转化] <|ad_begin|><s_a_3578><s_b_3148><s_c_4548>
|
|||
|
|
14:52 [广告-点击] <|ad_begin|><s_a_3578><s_b_3148><s_c_4548>
|
|||
|
|
15:46 [视频-长播] <|video_begin|><s_a_1106><s_b_6973><s_c_4932>
|
|||
|
|
【2026-02-02】
|
|||
|
|
13:13 [广告-深度转化] <|ad_begin|><s_a_3069><s_b_6234><s_c_1935>
|
|||
|
|
13:13 [广告-点击] <|ad_begin|><s_a_3069><s_b_6234><s_c_1935>
|
|||
|
|
14:26 [广告-深度转化] <|ad_begin|><s_a_7931><s_b_6234><s_c_827>
|
|||
|
|
14:26 [广告-点击] <|ad_begin|><s_a_7931><s_b_6234><s_c_827>
|
|||
|
|
14:43 [视频-长播] <|video_begin|><s_a_1981><s_b_7665><s_c_5908>
|
|||
|
|
15:35 [视频-长播] <|video_begin|><s_a_192><s_b_4944><s_c_2647>
|
|||
|
|
15:35 [视频-长播] <|video_begin|><s_a_5058><s_b_6924><s_c_7899>
|
|||
|
|
15:35 [视频-长播] <|video_begin|><s_a_4795><s_b_6045><s_c_4194>
|
|||
|
|
15:35 [视频-长播] <|video_begin|><s_a_4909><s_b_7736><s_c_6705>
|
|||
|
|
15:43 [视频-长播] <|video_begin|><s_a_1106><s_b_2031><s_c_1148>
|
|||
|
|
15:43 [视频-长播] <|video_begin|><s_a_5181><s_b_2965><s_c_619>
|
|||
|
|
16:24 [广告-深度转化] <|ad_begin|><s_a_8159><s_b_6234><s_c_5553>
|
|||
|
|
16:24 [广告-点击] <|ad_begin|><s_a_8159><s_b_6234><s_c_5553>
|
|||
|
|
【2026-02-03】
|
|||
|
|
14:08 [广告-点击] <|ad_begin|><s_a_1923><s_b_5680><s_c_6162>
|
|||
|
|
14:11 [广告-点击] <|ad_begin|><s_a_1923><s_b_5680><s_c_6162>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6534><s_c_1838>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_4384><s_b_8002><s_c_6784>
|
|||
|
|
15:45 [视频-长播] <|video_begin|><s_a_7830><s_b_2486><s_c_5908>
|
|||
|
|
15:45 [视频-长播] <|video_begin|><s_a_1405><s_b_7756><s_c_3524>
|
|||
|
|
15:45 [视频-长播] <|video_begin|><s_a_1106><s_b_6973><s_c_5908>
|
|||
|
|
16:38 [广告-深度转化] <|ad_begin|><s_a_4815><s_b_6234><s_c_6994>
|
|||
|
|
16:38 [广告-点击] <|ad_begin|><s_a_4815><s_b_6234><s_c_6994>
|
|||
|
|
【2026-02-05】
|
|||
|
|
03:12 [视频-长播] <|video_begin|><s_a_4646><s_b_3857><s_c_7616>
|
|||
|
|
【2026-02-06】
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_6534><s_c_1838>
|
|||
|
|
--:-- [商品-点击] <|prod_begin|><s_a_6821><s_b_5270><s_c_2455>
|
|||
|
|
--:-- [商品-购买] <|prod_begin|><s_a_6821><s_b_5270><s_c_2455>
|
|||
|
|
角色任务：你是极端严苛的用户行为数据挖掘专家，同时也是数据格式化专家，请结合以上用户交互历史，面向给定主题提取带有递进行为逻辑和内在关联的交互行为逻辑链。
|
|||
|
|
交互行为类型（固定格式严禁更改）： 商品-点击、商品-购买、搜索-搜索、直播-关注、直播-首次打赏、视频-浏览、视频-长播、广告-点击、广告-深度转化
|
|||
|
|
核心判定逻辑（递进性准则）：
|
|||
|
|
按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。
|
|||
|
|
1.场景驱动协同：交互 B 与 交互 A 必须在同一生活场景、主题类目下具有极强的需求补完关系。
|
|||
|
|
2.兴趣因果递进：交互 B 需要体现为交互 A 之后衍生出的副作用需求或新需求，或者 A 是促使 B 出现的诱因。
|
|||
|
|
3.需求深度细化：在同一主题类目中，交互 B 相比交互 A 应体现出更具体、更详细的需求层次，但不得包含多次重复的购买、点击、搜索等行为，以避免重复节点内容。
|
|||
|
|
请针对以下主题提取行为逻辑链：
|
|||
|
|
主题：从被动学习到主动实践的烹饪技能闭环
|
|||
|
|
|
|||
|
|
输出格式：请以 JSON 对象形式返回，结构如下：
|
|||
|
|
{
|
|||
|
|
"logic_chain": {
|
|||
|
|
"name": "从被动学习到主动实践的烹饪技能闭环",
|
|||
|
|
"events": [
|
|||
|
|
{
|
|||
|
|
"date": "YYYY-MM-DD",
|
|||
|
|
"action": "[交互行为类型] 交互内容"（严格对应Timeline中交互条目，不允许省略）,
|
|||
|
|
"logic": "逻辑说明"
|
|||
|
|
}
|
|||
|
|
]
|
|||
|
|
}
|
|||
|
|
}/think<|im_end|>
|
|||
|
|
<|im_start|>assistant
|
|||
|
|
<think>
|
|||
|
|
好的，我来分析一下这个任务。任务要求我基于用户的交互历史，挖掘出一条“从被动学习到主动实践的烹饪技能闭环”的行为逻辑链。这意味着我需要找到用户从产生烹饪兴趣、学习具体做法，到最终购买相关食材或半成品，形成一个完整闭环的证据。
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我首先通览了用户的全部行为时间线，发现其消费行为主要集中在家庭日用品、母婴用品以及大量的食品生鲜上，比如多次购买大米、洗衣液、儿童服饰等，这描绘出一个注重家庭生活、有孩童的居家型用户画像。在内容偏好上，早期用户关注了许多接地气、生活化的直播，而近期则密集地点击和观看了大量以情感纠葛、家庭伦理为主题的短剧广告，这表明用户在内容消费上偏向于剧情化、有冲突感的故事。
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在这样的背景下，我要寻找烹饪相关的行为链。我注意到在2026年1月29日这一天，用户的行为出现了非常集中的主题性。在13:38，我看到用户有一个关键的动作：收藏并长时间观看了金汤酸菜鱼的制作教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532>。这个“收藏”行为非常重要，它不仅仅是简单的观看，而是代表了用户对这个内容有强烈的认可和后续实践的意图。这可以看作是烹饪兴趣被明确触发的起点。
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紧接着，我发现用户的行为立刻从内容消费转向了电商消费。就在观看完教学视频的同一天，用户开始密集点击与“酸菜鱼”相关的商品。我看到了一系列的点击行为，比如对天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677> 的点击。这清晰地表明，用户在学习了如何制作这道菜之后，并没有选择去购买鱼、酸菜、调料等原生食材从头做起，而是立刻开始寻找便捷的半成品解决方案。这是一种非常典型的从“理论学习”到“实践捷径”的思路转变，用户希望将学到的知识快速应用，但又倾向于选择更省时省力的方式。
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最终，用户的决策迅速闭环。在浏览了多个酸菜鱼半成品后，用户最终购买了之前点击过的天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>。这个购买行为直接印证了之前观看和收藏视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 的动机。从学习菜谱，到寻找并筛选合适的半成品，再到最终下单购买，这一系列行为在同一天内完成，形成了一条非常流畅且逻辑严密的“学以致用”链路。用户的需求从一个模糊的“想吃酸菜鱼”或者“想学做菜”，通过一个教学视频被激发并具体化，然后迅速转化为一个明确的购买行为，完成了从兴趣到实践的完整闭环。
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因此，我倾向于认为，用户的烹饪技能提升路径展现出一种务实的特点：通过观看视频内容激发兴趣并储备知识，然后通过购买半成品来降低实践门槛，快速获得烹饪成就感。基于此，我构建的行为逻辑链如下：首先，用户通过收藏并观看金汤酸菜鱼的教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 产生了明确的烹饪意图；接着，在学习后，用户立即点击了相关的半成品 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，寻求更便捷的实践方案；最后，用户完成了对该半成品的购买 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，实现了从学习到行动的转化。这一系列行为清晰地展示了用户从被动接收信息到主动寻求实践的完整过程，未来向其推荐类似的快手菜或方便料理包，有较大概率被吸引。</think>
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{"logic_chain": {"name": "从被动学习到主动实践的烹饪技能闭环", "events": [{"date": "2026-01-29", "action": "[视频-收藏/长播] <|video_begin|><s_a_1299><s_b_6165><s_c_7532>", "logic": "兴趣触发与知识储备：用户通过观看并收藏烹饪教学视频，主动学习“金汤酸菜鱼”的具体制作方法，表明其产生了制作该菜品的明确意图。"}, {"date": "2026-01-29", "action": "[商品-点击] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "决策收敛与方案筛选：在学习了完整制作流程后，用户并未选择购买原生食材从零开始，而是立即转向搜索并点击“金汤酸菜鱼”半成品，体现了从“学习复杂流程”到“寻求便捷方案”的认知转变和行为收敛。"}, {"date": "2026-01-29", "action": "[商品-购买] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "行为闭环：最终购买了与学习内容高度相关的半成品食材，完成了从“学做菜”到“买菜准备做”的完整认知与行动闭环，验证了前序学习行为的直接转化效果。"}]}}<|im_end|>
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<|im_start|>user
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For a non-relativistic electron in a magnetic field $B=2 \, \text{T}$ oriented along z-axis, calculate the Zeeman energy splitting $\Delta E$ when the magnetic moment couples to spin angular momentum. Use $\mu_B=9.27\times10^{-24} \, \text{J/T}$ and $g_s=2$ for electron g-factor./think<|im_end|>
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<|im_start|>assistant
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<think>
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We are asked: "For a non-relativistic electron in a magnetic field B=2 T oriented along z-axis, calculate the Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum. Use μ_B=9.27×10^{-24} J/T and g_s=2 for electron g-factor."
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Interpretation: The Zeeman splitting for an electron in a magnetic field due to its spin: The electron has a magnetic moment μ = -g_s μ_B S/ħ? Actually the spin magnetic moment is μ_s = -g_s μ_B S/ħ? Wait careful: The spin magnetic moment operator is: μ_s = -g_s μ_B S/ħ? Actually the magnetic moment due to spin is μ_s = -g_s μ_B (S/ħ). Since S has units of angular momentum (ħ). Typically we have μ_s = -g_s μ_B S/ħ? But in many contexts we write μ_s = -g_s μ_B (S/ħ). However the energy is E = -μ·B. So for spin: E = - μ_s · B = -(-g_s μ_B (S/ħ))·B = g_s μ_B (S·B)/ħ. Since B is along z, S_z = m_s ħ, with m_s = ±1/2. So E = g_s μ_B m_s (since S·B = S_z B, and dividing by ħ gives m_s B). Actually let's derive:
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μ_s = -g_s μ_B (S/ħ). So -μ_s·B = -(-g_s μ_B/ħ) S·B = (g_s μ_B/ħ) S·B. For B = B z-hat, S·B = S_z B. So E = (g_s μ_B/ħ) S_z B = g_s μ_B (S_z/ħ) B = g_s μ_B m_s B.
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Since S_z eigenvalues: m_s ħ, so m_s = ±1/2. So energies: E_up (m_s=+1/2) = (1/2) g_s μ_B B; E_down (m_s=-1/2) = -(1/2) g_s μ_B B. Then ΔE = E_up - E_down = g_s μ_B B.
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Alternatively sometimes they take g_s=2, so ΔE = 2 μ_B B. With B=2 T, μ_B=9.27e-24 J/T, so ΔE = 2 * 9.27e-24 * 2 = 4 * 9.27e-24? Wait careful: ΔE = g_s μ_B B = 2 * 9.27e-24 J/T * 2 T = 4 * 9.27e-24 J = 3.708e-23 J. But check: 2*2 =4, so 4*9.27e-24 = 37.08e-24? Actually 9.27e-24 * 4 = 3.708e-23. Yes.
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But we could also consider splitting between m_s=±1/2 is g_s μ_B B, which is correct.
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The problem statement says "Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum." So they want the difference between the two energy levels.
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Thus answer: ΔE = g_s μ_B B = 2 * 9.27×10^{-24} J/T * 2 T = 3.708×10^{-23} J.
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We could also express in eV if needed? But the question uses J/T, so likely answer in J. They didn't ask for eV.
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Thus final answer: ΔE = 3.71×10^{-23} J (approx). But we can keep full: 3.708×10^{-23} J.
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But maybe they want in eV: 1 eV = 1.602×10^{-19} J, so ΔE ≈ 3.708e-23 / 1.602e-19 = 2.31e-4 eV. But since they gave μ_B in J/T, they expect J.
|
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We'll provide: ΔE = 3.71×10^{-23} J (maybe rounding). Actually 9.27×10^{-24} * 4 = 3.708×10^{-23}. Keep three significant figures? μ_B given as 9.27×10^{-24} has three significant figures, B=2 T is exact? Possibly 2.0? Might be considered exact as 2. So we can give ΔE = 3.71×10^{-23} J.
|
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But they might want exact expression: ΔE = g_s μ_B B = 2 * 9.27e-24 * 2 = 3.708e-23 J.
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Thus final answer.
|
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</think>
|
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|
The Zeeman energy splitting for an electron due to its spin is given by:
|
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\[
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\Delta E = g_s \mu_B B
|
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\]
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Given \(g_s = 2\), \(\mu_B = 9.27 \times 10^{-24} \, \text{J/T}\), and \(B = 2 \, \text{T}\),
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\[
|
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\Delta E = 2 \times (9.27 \times 10^{-24} \, \text{J/T}) \times 2 \, \text{T} = 4 \times 9.27 \times 10^{-24} \, \text{J} = 3.708 \times 10^{-23} \, \text{J}.
|
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\]
|
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Thus, the energy splitting is \(\boxed{3.71 \times 10^{-23} \, \text{J}}\) (rounded to three significant figures).<|im_end|>
|
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<|endoftext|><|endoftext|><|endoftext|><|endoftext|><|endoftext|>
|
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label_ids:
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labels:
|
|||
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<think>
|
|||
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</think>
|
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|
{"logic_chain": {"name": "从地域偏好到特定风物特产的兴趣收敛", "events": [{"date": "2025-11-21", "action": "[直播-关注] <|living_begin|><s_a_3367><s_b_3854><s_c_5244>", "logic": "兴趣沉浸：在长达数月对云南主播（尤其是临沧地区）的持续关注和互动中，不断被动接收地域文化和生活方式信息，形成对“云南”的深度情感连接和认知背景。"}, {"date": "2025-10-27", "action": "[商品-购买] <|prod_begin|><s_a_4458><s_b_7047><s_c_4856>", "logic": "行为转化：基于对云南文化的长期兴趣，首次将线上情感消费（打赏/关注）转化为对具体地域风物（傣味腌菜）的实体消费尝试，实现了从“云体验”到“实体感知”的跨越。"}, {"date": "2026-01-17", "action": "[商品-点击] <|prod_begin|><s_a_4200><s_b_7047><s_c_5510>", "logic": "兴趣聚焦与收敛：用户的兴趣点从泛化的“云南特产”进一步收敛到更具体的地理单元“永德县”（临沧市下辖县）。这表明用户不再满足于宽泛的地域标签，而是基于已有的认知（可能源于直播内容），开始对特定子区域的标志性产品进行精准探索，体现了认知地图的精细化。"}]}}<|im_end|>
|
|||
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<think>
|
|||
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</think>
|
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|
{"logic_chain":{"name":"从被动接收信息到主动探索知识的兴趣演化","events":[{"date":"2026-01-26","action":"[广告-深度转化] <|ad_begin|><s_a_3738><s_b_6234><s_c_471>","logic":"初始阶段：用户在2025年底至2026年1月期间，被动且大量地深度转化/点击了内容相似的短剧广告（如穿越、逆袭、宫斗题材），行为模式为被动信息接收。"},{"date":"2026-01-29","action":"[视频-转发/长播] <|video_begin|><s_a_2080><s_b_628><s_c_628>","logic":"行为转折：用户首次出现主动的、带有知识探索性质的“转发”行为，内容是关于“机械门锁原理”的硬核科普。这标志着用户的兴趣从被动的剧情消费，演化为对具体事物工作原理的主动探究，交互深度和认知意图均发生显著变化。"}]}}<|im_end|>
|
|||
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|
|||
|
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<think>
|
|||
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|
好的，我来分析一下这个任务。任务要求我基于用户的交互历史，挖掘出一条“从被动学习到主动实践的烹饪技能闭环”的行为逻辑链。这意味着我需要找到用户从产生烹饪兴趣、学习具体做法，到最终购买相关食材或半成品，形成一个完整闭环的证据。
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我首先通览了用户的全部行为时间线，发现其消费行为主要集中在家庭日用品、母婴用品以及大量的食品生鲜上，比如多次购买大米、洗衣液、儿童服饰等，这描绘出一个注重家庭生活、有孩童的居家型用户画像。在内容偏好上，早期用户关注了许多接地气、生活化的直播，而近期则密集地点击和观看了大量以情感纠葛、家庭伦理为主题的短剧广告，这表明用户在内容消费上偏向于剧情化、有冲突感的故事。
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在这样的背景下，我要寻找烹饪相关的行为链。我注意到在2026年1月29日这一天，用户的行为出现了非常集中的主题性。在13:38，我看到用户有一个关键的动作：收藏并长时间观看了金汤酸菜鱼的制作教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532>。这个“收藏”行为非常重要，它不仅仅是简单的观看，而是代表了用户对这个内容有强烈的认可和后续实践的意图。这可以看作是烹饪兴趣被明确触发的起点。
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紧接着，我发现用户的行为立刻从内容消费转向了电商消费。就在观看完教学视频的同一天，用户开始密集点击与“酸菜鱼”相关的商品。我看到了一系列的点击行为，比如对天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677> 的点击。这清晰地表明，用户在学习了如何制作这道菜之后，并没有选择去购买鱼、酸菜、调料等原生食材从头做起，而是立刻开始寻找便捷的半成品解决方案。这是一种非常典型的从“理论学习”到“实践捷径”的思路转变，用户希望将学到的知识快速应用，但又倾向于选择更省时省力的方式。
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最终，用户的决策迅速闭环。在浏览了多个酸菜鱼半成品后，用户最终购买了之前点击过的天海藏黑鱼金汤酸菜鱼 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>。这个购买行为直接印证了之前观看和收藏视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 的动机。从学习菜谱，到寻找并筛选合适的半成品，再到最终下单购买，这一系列行为在同一天内完成，形成了一条非常流畅且逻辑严密的“学以致用”链路。用户的需求从一个模糊的“想吃酸菜鱼”或者“想学做菜”，通过一个教学视频被激发并具体化，然后迅速转化为一个明确的购买行为，完成了从兴趣到实践的完整闭环。
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因此，我倾向于认为，用户的烹饪技能提升路径展现出一种务实的特点：通过观看视频内容激发兴趣并储备知识，然后通过购买半成品来降低实践门槛，快速获得烹饪成就感。基于此，我构建的行为逻辑链如下：首先，用户通过收藏并观看金汤酸菜鱼的教学视频 <|video_begin|><s_a_1299><s_b_6165><s_c_7532> 产生了明确的烹饪意图；接着，在学习后，用户立即点击了相关的半成品 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，寻求更便捷的实践方案；最后，用户完成了对该半成品的购买 <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>，实现了从学习到行动的转化。这一系列行为清晰地展示了用户从被动接收信息到主动寻求实践的完整过程，未来向其推荐类似的快手菜或方便料理包，有较大概率被吸引。</think>
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{"logic_chain": {"name": "从被动学习到主动实践的烹饪技能闭环", "events": [{"date": "2026-01-29", "action": "[视频-收藏/长播] <|video_begin|><s_a_1299><s_b_6165><s_c_7532>", "logic": "兴趣触发与知识储备：用户通过观看并收藏烹饪教学视频，主动学习“金汤酸菜鱼”的具体制作方法，表明其产生了制作该菜品的明确意图。"}, {"date": "2026-01-29", "action": "[商品-点击] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "决策收敛与方案筛选：在学习了完整制作流程后，用户并未选择购买原生食材从零开始，而是立即转向搜索并点击“金汤酸菜鱼”半成品，体现了从“学习复杂流程”到“寻求便捷方案”的认知转变和行为收敛。"}, {"date": "2026-01-29", "action": "[商品-购买] <|prod_begin|><s_a_6821><s_b_6165><s_c_7677>", "logic": "行为闭环：最终购买了与学习内容高度相关的半成品食材，完成了从“学做菜”到“买菜准备做”的完整认知与行动闭环，验证了前序学习行为的直接转化效果。"}]}}<|im_end|>
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<think>
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We are asked: "For a non-relativistic electron in a magnetic field B=2 T oriented along z-axis, calculate the Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum. Use μ_B=9.27×10^{-24} J/T and g_s=2 for electron g-factor."
|
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Interpretation: The Zeeman splitting for an electron in a magnetic field due to its spin: The electron has a magnetic moment μ = -g_s μ_B S/ħ? Actually the spin magnetic moment is μ_s = -g_s μ_B S/ħ? Wait careful: The spin magnetic moment operator is: μ_s = -g_s μ_B S/ħ? Actually the magnetic moment due to spin is μ_s = -g_s μ_B (S/ħ). Since S has units of angular momentum (ħ). Typically we have μ_s = -g_s μ_B S/ħ? But in many contexts we write μ_s = -g_s μ_B (S/ħ). However the energy is E = -μ·B. So for spin: E = - μ_s · B = -(-g_s μ_B (S/ħ))·B = g_s μ_B (S·B)/ħ. Since B is along z, S_z = m_s ħ, with m_s = ±1/2. So E = g_s μ_B m_s (since S·B = S_z B, and dividing by ħ gives m_s B). Actually let's derive:
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μ_s = -g_s μ_B (S/ħ). So -μ_s·B = -(-g_s μ_B/ħ) S·B = (g_s μ_B/ħ) S·B. For B = B z-hat, S·B = S_z B. So E = (g_s μ_B/ħ) S_z B = g_s μ_B (S_z/ħ) B = g_s μ_B m_s B.
|
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Since S_z eigenvalues: m_s ħ, so m_s = ±1/2. So energies: E_up (m_s=+1/2) = (1/2) g_s μ_B B; E_down (m_s=-1/2) = -(1/2) g_s μ_B B. Then ΔE = E_up - E_down = g_s μ_B B.
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Alternatively sometimes they take g_s=2, so ΔE = 2 μ_B B. With B=2 T, μ_B=9.27e-24 J/T, so ΔE = 2 * 9.27e-24 * 2 = 4 * 9.27e-24? Wait careful: ΔE = g_s μ_B B = 2 * 9.27e-24 J/T * 2 T = 4 * 9.27e-24 J = 3.708e-23 J. But check: 2*2 =4, so 4*9.27e-24 = 37.08e-24? Actually 9.27e-24 * 4 = 3.708e-23. Yes.
|
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But we could also consider splitting between m_s=±1/2 is g_s μ_B B, which is correct.
|
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The problem statement says "Zeeman energy splitting ΔE when the magnetic moment couples to spin angular momentum." So they want the difference between the two energy levels.
|
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Thus answer: ΔE = g_s μ_B B = 2 * 9.27×10^{-24} J/T * 2 T = 3.708×10^{-23} J.
|
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We could also express in eV if needed? But the question uses J/T, so likely answer in J. They didn't ask for eV.
|
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Thus final answer: ΔE = 3.71×10^{-23} J (approx). But we can keep full: 3.708×10^{-23} J.
|
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But maybe they want in eV: 1 eV = 1.602×10^{-19} J, so ΔE ≈ 3.708e-23 / 1.602e-19 = 2.31e-4 eV. But since they gave μ_B in J/T, they expect J.
|
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We'll provide: ΔE = 3.71×10^{-23} J (maybe rounding). Actually 9.27×10^{-24} * 4 = 3.708×10^{-23}. Keep three significant figures? μ_B given as 9.27×10^{-24} has three significant figures, B=2 T is exact? Possibly 2.0? Might be considered exact as 2. So we can give ΔE = 3.71×10^{-23} J.
|
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But they might want exact expression: ΔE = g_s μ_B B = 2 * 9.27e-24 * 2 = 3.708e-23 J.
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Thus final answer.
|
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</think>
|
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|
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The Zeeman energy splitting for an electron due to its spin is given by:
|
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\[
|
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\Delta E = g_s \mu_B B
|
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\]
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Given \(g_s = 2\), \(\mu_B = 9.27 \times 10^{-24} \, \text{J/T}\), and \(B = 2 \, \text{T}\),
|
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|
\[
|
|||
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|
\Delta E = 2 \times (9.27 \times 10^{-24} \, \text{J/T}) \times 2 \, \text{T} = 4 \times 9.27 \times 10^{-24} \, \text{J} = 3.708 \times 10^{-23} \, \text{J}.
|
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\]
|
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|
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|
Thus, the energy splitting is \(\boxed{3.71 \times 10^{-23} \, \text{J}}\) (rounded to three significant figures).<|im_end|>
|
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|
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[INFO|configuration_utils.py:769] 2026-07-15 06:33:42,512 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/config.json
|
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|
[INFO|configuration_utils.py:847] 2026-07-15 06:33:42,513 >> Model config Qwen3Config {
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"architectures": [
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"Qwen3ForCausalLM"
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],
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"attention_bias": false,
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"attention_dropout": 0.0,
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"bos_token_id": null,
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"dtype": "bfloat16",
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"eos_token_id": 151645,
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"head_dim": 128,
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"hidden_act": "silu",
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"hidden_size": 1024,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_types": [
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention",
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"full_attention"
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],
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"max_position_embeddings": 40960,
|
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"max_window_layers": 28,
|
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"model_type": "qwen3",
|
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"num_attention_heads": 16,
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"num_hidden_layers": 28,
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"num_key_value_heads": 8,
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"pad_token_id": 151643,
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"rms_norm_eps": 1e-06,
|
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"rope_parameters": {
|
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"rope_theta": 1000000,
|
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"rope_type": "default"
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},
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|
"sliding_window": null,
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"tie_word_embeddings": false,
|
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"transformers_version": "5.6.0",
|
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"use_cache": false,
|
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"use_sliding_window": false,
|
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|
|
"vocab_size": 176253
|
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|
}
|
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|
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|
|
[INFO|2026-07-15 06:33:42] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training.
|
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|
|
[INFO|2026-07-15 06:33:42] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model.
|
|||
|
|
[INFO|modeling_utils.py:748] 2026-07-15 06:33:42,826 >> loading weights file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/model.safetensors
|
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[INFO|modeling_utils.py:821] 2026-07-15 06:33:42,826 >> Will use dtype=torch.bfloat16 as defined in model's config object
|
|||
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[INFO|configuration_utils.py:1027] 2026-07-15 06:33:42,875 >> Generate config GenerationConfig {
|
|||
|
|
"eos_token_id": 151645,
|
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|
|
"output_attentions": false,
|
|||
|
|
"output_hidden_states": false,
|
|||
|
|
"pad_token_id": 151643,
|
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"use_cache": false
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}
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Loading weights: 0%| | 0/311 [00:00<?, ?it/s]
Loading weights: 32%|███▏ | 100/311 [00:00<00:00, 998.17it/s]
Loading weights: 100%|██████████| 311/311 [00:00<00:00, 1971.14it/s]
|
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|
|
[INFO|configuration_utils.py:978] 2026-07-15 06:33:43,175 >> loading configuration file /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018/generation_config.json
|
|||
|
|
[INFO|configuration_utils.py:1027] 2026-07-15 06:33:43,176 >> Generate config GenerationConfig {
|
|||
|
|
"do_sample": true,
|
|||
|
|
"eos_token_id": [
|
|||
|
|
151645,
|
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|
|
151643
|
|||
|
|
],
|
|||
|
|
"pad_token_id": 151643,
|
|||
|
|
"temperature": 0.6,
|
|||
|
|
"top_k": 20,
|
|||
|
|
"top_p": 0.95
|
|||
|
|
}
|
|||
|
|
|
|||
|
|
[INFO|dynamic_module_utils.py:406] 2026-07-15 06:33:43,176 >> Could not locate the custom_generate/generate.py inside /home/ll/llm4rec/experiments/outputs/v29_v19_user_world_guard_lr8e7_ep018.
|
|||
|
|
[INFO|2026-07-15 06:33:43] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled.
|
|||
|
|
[INFO|2026-07-15 06:33:43] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference.
|
|||
|
|
[INFO|2026-07-15 06:33:43] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision.
|
|||
|
|
[INFO|2026-07-15 06:33:43] llamafactory.model.adapter:144 >> Fine-tuning method: Full
|
|||
|
|
[INFO|2026-07-15 06:33:43] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000
|
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|
|
[INFO|trainer.py:1469] 2026-07-15 06:33:43,304 >> ***** Running training *****
|
|||
|
|
[INFO|trainer.py:1470] 2026-07-15 06:33:43,304 >> Num examples = 1,903
|
|||
|
|
[INFO|trainer.py:1471] 2026-07-15 06:33:43,304 >> Num Epochs = 2
|
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|
|
[INFO|trainer.py:1472] 2026-07-15 06:33:43,304 >> Num update steps per epoch = 476
|
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|
|
[INFO|trainer.py:1473] 2026-07-15 06:33:43,304 >> Instantaneous batch size per device = 1
|
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|
|
[INFO|trainer.py:1476] 2026-07-15 06:33:43,304 >> Total train batch size (w. parallel, distributed & accumulation) = 4
|
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|
|
[INFO|trainer.py:1477] 2026-07-15 06:33:43,304 >> Gradient Accumulation steps = 4
|
|||
|
|
[INFO|trainer.py:1478] 2026-07-15 06:33:43,304 >> Total optimization steps = 714
|
|||
|
|
[INFO|trainer.py:1479] 2026-07-15 06:33:43,304 >> Number of trainable parameters = 801,433,600
|
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|
|
0%| | 0/714 [00:00<?, ?it/s][WARNING|logging.py:340] 2026-07-15 06:33:43,560 >> `use_return_dict` is deprecated! Use `return_dict` instead!
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{'loss': '1.809', 'grad_norm': '9.625', 'learning_rate': '1.023e-07', 'epoch': '0.02102'}
|
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|
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2%|▏ | 15/714 [01:58<1:33:43, 8.04s/it]
2%|▏ | 16/714 [02:07<1:35:32, 8.21s/it]
2%|▏ | 17/714 [02:15<1:33:45, 8.07s/it]
3%|▎ | 18/714 [02:22<1:31:36, 7.90s/it]
3%|▎ | 19/714 [02:31<1:33:00, 8.03s/it]
3%|▎ | 20/714 [02:38<1:29:59, 7.78s/it]
{'loss': '1.956', 'grad_norm': '10.56', 'learning_rate': '2.159e-07', 'epoch': '0.04204'}
|
|||
|
|
3%|▎ | 20/714 [02:38<1:29:59, 7.78s/it]
3%|▎ | 21/714 [02:45<1:26:33, 7.49s/it]
3%|▎ | 22/714 [02:52<1:25:22, 7.40s/it]
3%|▎ | 23/714 [03:01<1:30:14, 7.84s/it]
3%|▎ | 24/714 [03:08<1:28:42, 7.71s/it]
4%|▎ | 25/714 [03:16<1:30:36, 7.89s/it]
4%|▎ | 26/714 [03:24<1:30:21, 7.88s/it]
4%|▍ | 27/714 [03:32<1:29:36, 7.83s/it]
4%|▍ | 28/714 [03:39<1:27:46, 7.68s/it]
4%|▍ | 29/714 [03:47<1:27:11, 7.64s/it]
4%|▍ | 30/714 [03:54<1:26:28, 7.58s/it]
{'loss': '1.919', 'grad_norm': '8.375', 'learning_rate': '2.499e-07', 'epoch': '0.06306'}
|
|||
|
|
4%|▍ | 30/714 [03:54<1:26:28, 7.58s/it]
4%|▍ | 31/714 [04:02<1:26:54, 7.63s/it]
4%|▍ | 32/714 [04:10<1:28:27, 7.78s/it]
5%|▍ | 33/714 [04:18<1:30:18, 7.96s/it]
5%|▍ | 34/714 [04:26<1:27:09, 7.69s/it]
5%|▍ | 35/714 [04:33<1:27:49, 7.76s/it]
5%|▌ | 36/714 [04:41<1:26:00, 7.61s/it]
5%|▌ | 37/714 [04:48<1:24:54, 7.52s/it]
5%|▌ | 38/714 [04:57<1:28:39, 7.87s/it]
5%|▌ | 39/714 [05:03<1:23:52, 7.46s/it]
6%|▌ | 40/714 [05:12<1:27:58, 7.83s/it]
{'loss': '1.811', 'grad_norm': '5.219', 'learning_rate': '2.496e-07', 'epoch': '0.08408'}
|
|||
|
|
6%|▌ | 40/714 [05:12<1:27:58, 7.83s/it]
6%|▌ | 41/714 [05:20<1:27:04, 7.76s/it]
6%|▌ | 42/714 [05:27<1:26:35, 7.73s/it]
6%|▌ | 43/714 [05:35<1:25:29, 7.64s/it]
6%|▌ | 44/714 [05:41<1:22:07, 7.35s/it]
6%|▋ | 45/714 [05:49<1:23:25, 7.48s/it]
6%|▋ | 46/714 [05:57<1:24:50, 7.62s/it]
7%|▋ | 47/714 [06:05<1:25:14, 7.67s/it]
7%|▋ | 48/714 [06:14<1:29:04, 8.02s/it]
7%|▋ | 49/714 [06:21<1:27:27, 7.89s/it]
7%|▋ | 50/714 [06:30<1:29:14, 8.06s/it]
{'loss': '1.931', 'grad_norm': '7.156', 'learning_rate': '2.491e-07', 'epoch': '0.1051'}
|
|||
|
|
7%|▋ | 50/714 [06:30<1:29:14, 8.06s/it]
7%|▋ | 51/714 [06:37<1:26:52, 7.86s/it]
7%|▋ | 52/714 [06:43<1:21:46, 7.41s/it]
7%|▋ | 53/714 [06:52<1:23:54, 7.62s/it]
8%|▊ | 54/714 [06:59<1:23:18, 7.57s/it]
8%|▊ | 55/714 [07:07<1:24:01, 7.65s/it]
8%|▊ | 56/714 [07:15<1:23:53, 7.65s/it]
8%|▊ | 57/714 [07:22<1:22:11, 7.51s/it]
8%|▊ | 58/714 [07:29<1:22:15, 7.52s/it]
8%|▊ | 59/714 [07:36<1:18:20, 7.18s/it]
8%|▊ | 60/714 [07:45<1:24:15, 7.73s/it]
{'loss': '1.96', 'grad_norm': '5.219', 'learning_rate': '2.482e-07', 'epoch': '0.1261'}
|
|||
|
|
8%|▊ | 60/714 [07:45<1:24:15, 7.73s/it]
9%|▊ | 61/714 [07:52<1:24:05, 7.73s/it]
9%|▊ | 62/714 [08:01<1:26:02, 7.92s/it]
9%|▉ | 63/714 [08:09<1:25:36, 7.89s/it]
9%|▉ | 64/714 [08:17<1:27:45, 8.10s/it]
9%|▉ | 65/714 [08:25<1:26:57, 8.04s/it]
9%|▉ | 66/714 [08:33<1:25:00, 7.87s/it]
9%|▉ | 67/714 [08:41<1:25:45, 7.95s/it]
10%|▉ | 68/714 [08:49<1:26:26, 8.03s/it]
10%|▉ | 69/714 [08:58<1:29:23, 8.32s/it]
10%|▉ | 70/714 [09:05<1:26:44, 8.08s/it]
{'loss': '1.989', 'grad_norm': '15.88', 'learning_rate': '2.472e-07', 'epoch': '0.1471'}
|
|||
|
|
10%|▉ | 70/714 [09:05<1:26:44, 8.08s/it]
10%|▉ | 71/714 [09:13<1:24:58, 7.93s/it]
10%|█ | 72/714 [09:22<1:27:29, 8.18s/it]
10%|█ | 73/714 [09:30<1:28:54, 8.32s/it]
10%|█ | 74/714 [09:38<1:25:42, 8.04s/it]
11%|█ | 75/714 [09:45<1:23:04, 7.80s/it]
11%|█ | 76/714 [09:52<1:21:21, 7.65s/it]
11%|█ | 77/714 [10:00<1:22:16, 7.75s/it]
11%|█ | 78/714 [10:08<1:22:07, 7.75s/it]
11%|█ | 79/714 [10:14<1:16:19, 7.21s/it]
11%|█ | 80/714 [10:22<1:17:49, 7.37s/it]
{'loss': '1.913', 'grad_norm': '11.69', 'learning_rate': '2.458e-07', 'epoch': '0.1682'}
|
|||
|
|
11%|█ | 80/714 [10:22<1:17:49, 7.37s/it]
11%|█▏ | 81/714 [10:29<1:17:38, 7.36s/it]
11%|█▏ | 82/714 [10:37<1:19:11, 7.52s/it]
12%|█▏ | 83/714 [10:45<1:21:25, 7.74s/it]
12%|█▏ | 84/714 [10:53<1:20:38, 7.68s/it]
12%|█▏ | 85/714 [11:01<1:20:47, 7.71s/it]
12%|█▏ | 86/714 [11:09<1:22:27, 7.88s/it]
12%|█▏ | 87/714 [11:15<1:18:23, 7.50s/it]
12%|█▏ | 88/714 [11:23<1:17:54, 7.47s/it]
12%|█▏ | 89/714 [11:31<1:19:10, 7.60s/it]
13%|█▎ | 90/714 [11:38<1:17:09, 7.42s/it]
{'loss': '1.989', 'grad_norm': '7.375', 'learning_rate': '2.443e-07', 'epoch': '0.1892'}
|
|||
|
|
13%|█▎ | 90/714 [11:38<1:17:09, 7.42s/it]
13%|█▎ | 91/714 [11:45<1:17:57, 7.51s/it]
13%|█▎ | 92/714 [11:54<1:20:57, 7.81s/it]
13%|█▎ | 93/714 [12:03<1:23:43, 8.09s/it]
13%|█▎ | 94/714 [12:11<1:23:16, 8.06s/it]
13%|█▎ | 95/714 [12:19<1:23:20, 8.08s/it]
13%|█▎ | 96/714 [12:26<1:20:38, 7.83s/it]
14%|█▎ | 97/714 [12:34<1:20:50, 7.86s/it]
14%|█▎ | 98/714 [12:43<1:23:54, 8.17s/it]
14%|█▍ | 99/714 [12:50<1:21:41, 7.97s/it]
14%|█▍ | 100/714 [12:58<1:22:00, 8.01s/it]
{'loss': '1.816', 'grad_norm': '9.25', 'learning_rate': '2.424e-07', 'epoch': '0.2102'}
|
|||
|
|
14%|█▍ | 100/714 [12:59<1:22:00, 8.01s/it]
14%|█▍ | 101/714 [13:06<1:20:20, 7.86s/it]
14%|█▍ | 102/714 [13:14<1:19:21, 7.78s/it]
14%|█▍ | 103/714 [13:21<1:19:15, 7.78s/it]
15%|█▍ | 104/714 [13:29<1:17:57, 7.67s/it]
15%|█▍ | 105/714 [13:36<1:17:37, 7.65s/it]
15%|█▍ | 106/714 [13:44<1:16:54, 7.59s/it]
15%|█▍ | 107/714 [13:52<1:18:53, 7.80s/it]
15%|█▌ | 108/714 [14:00<1:17:43, 7.70s/it]
15%|█▌ | 109/714 [14:06<1:14:35, 7.40s/it]
15%|█▌ | 110/714 [14:14<1:16:41, 7.62s/it]
{'loss': '1.974', 'grad_norm': '5.438', 'learning_rate': '2.404e-07', 'epoch': '0.2312'}
|
|||
|
|
15%|█▌ | 110/714 [14:14<1:16:41, 7.62s/it]
16%|█▌ | 111/714 [14:21<1:13:00, 7.27s/it]
16%|█▌ | 112/714 [14:28<1:14:01, 7.38s/it]
16%|█▌ | 113/714 [14:37<1:16:42, 7.66s/it]
16%|█▌ | 114/714 [14:44<1:16:35, 7.66s/it]
16%|█▌ | 115/714 [14:53<1:18:27, 7.86s/it]
16%|█▌ | 116/714 [15:01<1:19:14, 7.95s/it]
16%|█▋ | 117/714 [15:09<1:18:44, 7.91s/it]
17%|█▋ | 118/714 [15:17<1:18:36, 7.91s/it]
17%|█▋ | 119/714 [15:24<1:16:44, 7.74s/it]
17%|█▋ | 120/714 [15:31<1:13:25, 7.42s/it]
{'loss': '1.861', 'grad_norm': '8.375', 'learning_rate': '2.381e-07', 'epoch': '0.2522'}
|
|||
|
|
17%|█▋ | 120/714 [15:31<1:13:25, 7.42s/it]
17%|█▋ | 121/714 [15:38<1:14:17, 7.52s/it]
17%|█▋ | 122/714 [15:46<1:13:37, 7.46s/it]
17%|█▋ | 123/714 [15:54<1:14:48, 7.60s/it]
17%|█▋ | 124/714 [16:01<1:15:10, 7.64s/it]
18%|█▊ | 125/714 [16:09<1:14:02, 7.54s/it]
18%|█▊ | 126/714 [16:17<1:16:09, 7.77s/it]
18%|█▊ | 127/714 [16:25<1:15:25, 7.71s/it]
18%|█▊ | 128/714 [16:32<1:14:11, 7.60s/it]
18%|█▊ | 129/714 [16:40<1:14:42, 7.66s/it]
18%|█▊ | 130/714 [16:48<1:15:51, 7.79s/it]
{'loss': '1.968', 'grad_norm': '6.406', 'learning_rate': '2.355e-07', 'epoch': '0.2733'}
|
|||
|
|
18%|█▊ | 130/714 [16:48<1:15:51, 7.79s/it]
18%|█▊ | 131/714 [16:56<1:17:37, 7.99s/it]
18%|█▊ | 132/714 [17:04<1:17:57, 8.04s/it]
19%|█▊ | 133/714 [17:12<1:17:08, 7.97s/it]
19%|█▉ | 134/714 [17:20<1:17:36, 8.03s/it]
19%|█▉ | 135/714 [17:29<1:17:47, 8.06s/it]
19%|█▉ | 136/714 [17:37<1:17:44, 8.07s/it]
19%|█▉ | 137/714 [17:43<1:12:53, 7.58s/it]
19%|█▉ | 138/714 [17:51<1:14:10, 7.73s/it]
19%|█▉ | 139/714 [17:58<1:12:44, 7.59s/it]
20%|█▉ | 140/714 [18:06<1:12:12, 7.55s/it]
{'loss': '1.905', 'grad_norm': '7.844', 'learning_rate': '2.328e-07', 'epoch': '0.2943'}
|
|||
|
|
20%|█▉ | 140/714 [18:06<1:12:12, 7.55s/it]
20%|█▉ | 141/714 [18:15<1:15:09, 7.87s/it]
20%|█▉ | 142/714 [18:21<1:10:15, 7.37s/it]
20%|██ | 143/714 [18:28<1:10:58, 7.46s/it]
20%|██ | 144/714 [18:37<1:13:44, 7.76s/it]
20%|██ | 145/714 [18:44<1:11:51, 7.58s/it]
20%|██ | 146/714 [18:53<1:14:30, 7.87s/it]
21%|██ | 147/714 [19:01<1:14:55, 7.93s/it]
21%|██ | 148/714 [19:09<1:15:54, 8.05s/it]
21%|██ | 149/714 [19:18<1:17:46, 8.26s/it]
21%|██ | 150/714 [19:25<1:14:49, 7.96s/it]
{'loss': '1.801', 'grad_norm': '8.188', 'learning_rate': '2.298e-07', 'epoch': '0.3153'}
|
|||
|
|
21%|██ | 150/714 [19:25<1:14:49, 7.96s/it]
21%|██ | 151/714 [19:33<1:16:07, 8.11s/it]
21%|██▏ | 152/714 [19:42<1:16:18, 8.15s/it]
21%|██▏ | 153/714 [19:50<1:16:36, 8.19s/it]
22%|██▏ | 154/714 [19:59<1:18:31, 8.41s/it]
22%|██▏ | 155/714 [20:07<1:18:20, 8.41s/it]
22%|██▏ | 156/714 [20:16<1:18:35, 8.45s/it]
22%|██▏ | 157/714 [20:25<1:19:53, 8.61s/it]
22%|██▏ | 158/714 [20:33<1:18:51, 8.51s/it]
22%|██▏ | 159/714 [20:40<1:15:05, 8.12s/it]
22%|██▏ | 160/714 [20:48<1:13:03, 7.91s/it]
{'loss': '1.848', 'grad_norm': '5.688', 'learning_rate': '2.266e-07', 'epoch': '0.3363'}
|
|||
|
|
22%|██▏ | 160/714 [20:48<1:13:03, 7.91s/it]
23%|██▎ | 161/714 [20:56<1:15:09, 8.16s/it]
23%|██▎ | 162/714 [21:04<1:14:42, 8.12s/it]
23%|██▎ | 163/714 [21:11<1:10:42, 7.70s/it]
23%|██▎ | 164/714 [21:19<1:10:08, 7.65s/it]
23%|██▎ | 165/714 [21:26<1:09:39, 7.61s/it]
23%|██▎ | 166/714 [21:34<1:10:01, 7.67s/it]
23%|██▎ | 167/714 [21:42<1:10:03, 7.68s/it]
24%|██▎ | 168/714 [21:49<1:09:48, 7.67s/it]
24%|██▎ | 169/714 [21:58<1:11:10, 7.84s/it]
24%|██▍ | 170/714 [22:05<1:10:17, 7.75s/it]
{'loss': '1.834', 'grad_norm': '4.625', 'learning_rate': '2.232e-07', 'epoch': '0.3573'}
|
|||
|
|
24%|██▍ | 170/714 [22:05<1:10:17, 7.75s/it]
24%|██▍ | 171/714 [22:13<1:11:21, 7.89s/it]
24%|██▍ | 172/714 [22:21<1:09:31, 7.70s/it]
24%|██▍ | 173/714 [22:29<1:10:56, 7.87s/it]
24%|██▍ | 174/714 [22:36<1:08:59, 7.67s/it]
25%|██▍ | 175/714 [22:44<1:08:40, 7.64s/it]
25%|██▍ | 176/714 [22:52<1:09:17, 7.73s/it]
25%|██▍ | 177/714 [23:00<1:10:09, 7.84s/it]
25%|██▍ | 178/714 [23:07<1:09:38, 7.80s/it]
25%|██▌ | 179/714 [23:15<1:08:44, 7.71s/it]
25%|██▌ | 180/714 [23:21<1:05:07, 7.32s/it]
{'loss': '1.919', 'grad_norm': '15.38', 'learning_rate': '2.196e-07', 'epoch': '0.3783'}
|
|||
|
|
25%|██▌ | 180/714 [23:21<1:05:07, 7.32s/it]
25%|██▌ | 181/714 [23:30<1:07:21, 7.58s/it]
25%|██▌ | 182/714 [23:37<1:07:25, 7.60s/it]
26%|██▌ | 183/714 [23:45<1:07:33, 7.63s/it]
26%|██▌ | 184/714 [23:53<1:08:01, 7.70s/it]
26%|██▌ | 185/714 [24:00<1:06:55, 7.59s/it]
26%|██▌ | 186/714 [24:09<1:10:22, 8.00s/it]
26%|██▌ | 187/714 [24:17<1:08:53, 7.84s/it]
26%|██▋ | 188/714 [24:24<1:07:56, 7.75s/it]
26%|██▋ | 189/714 [24:31<1:06:35, 7.61s/it]
27%|██▋ | 190/714 [24:40<1:08:11, 7.81s/it]
{'loss': '1.997', 'grad_norm': '5.188', 'learning_rate': '2.158e-07', 'epoch': '0.3994'}
|
|||
|
|
27%|██▋ | 190/714 [24:40<1:08:11, 7.81s/it]
27%|██▋ | 191/714 [24:48<1:09:38, 7.99s/it]
27%|██▋ | 192/714 [24:56<1:08:22, 7.86s/it]
27%|██▋ | 193/714 [25:04<1:08:51, 7.93s/it]
27%|██▋ | 194/714 [25:12<1:10:10, 8.10s/it]
27%|██▋ | 195/714 [25:19<1:07:32, 7.81s/it]
27%|██▋ | 196/714 [25:27<1:07:00, 7.76s/it]
28%|██▊ | 197/714 [25:34<1:04:05, 7.44s/it]
28%|██▊ | 198/714 [25:41<1:04:35, 7.51s/it]
28%|██▊ | 199/714 [25:49<1:03:55, 7.45s/it]
28%|██▊ | 200/714 [25:56<1:04:18, 7.51s/it]
{'loss': '1.9', 'grad_norm': '6.844', 'learning_rate': '2.118e-07', 'epoch': '0.4204'}
|
|||
|
|
28%|██▊ | 200/714 [25:56<1:04:18, 7.51s/it]
28%|██▊ | 201/714 [26:04<1:04:56, 7.59s/it]
28%|██▊ | 202/714 [26:12<1:04:54, 7.61s/it]
28%|██▊ | 203/714 [26:20<1:05:44, 7.72s/it]
29%|██▊ | 204/714 [26:27<1:05:48, 7.74s/it]
29%|██▊ | 205/714 [26:35<1:04:48, 7.64s/it]
29%|██▉ | 206/714 [26:43<1:06:05, 7.81s/it]
29%|██▉ | 207/714 [26:51<1:06:21, 7.85s/it]
29%|██▉ | 208/714 [26:59<1:06:19, 7.87s/it]
29%|██▉ | 209/714 [27:07<1:06:13, 7.87s/it]
29%|██▉ | 210/714 [27:14<1:05:41, 7.82s/it]
{'loss': '1.939', 'grad_norm': '5.844', 'learning_rate': '2.076e-07', 'epoch': '0.4414'}
|
|||
|
|
29%|██▉ | 210/714 [27:15<1:05:41, 7.82s/it]
30%|██▉ | 211/714 [27:23<1:06:42, 7.96s/it]
30%|██▉ | 212/714 [27:31<1:06:29, 7.95s/it]
30%|██▉ | 213/714 [27:39<1:06:10, 7.93s/it]
30%|██▉ | 214/714 [27:47<1:06:09, 7.94s/it]
30%|███ | 215/714 [27:55<1:06:56, 8.05s/it]
30%|███ | 216/714 [28:02<1:04:49, 7.81s/it]
30%|███ | 217/714 [28:10<1:05:17, 7.88s/it]
31%|███ | 218/714 [28:18<1:05:38, 7.94s/it]
31%|███ | 219/714 [28:27<1:06:24, 8.05s/it]
31%|███ | 220/714 [28:34<1:05:16, 7.93s/it]
{'loss': '1.974', 'grad_norm': '12.31', 'learning_rate': '2.033e-07', 'epoch': '0.4624'}
|
|||
|
|
31%|███ | 220/714 [28:34<1:05:16, 7.93s/it]
31%|███ | 221/714 [28:42<1:05:10, 7.93s/it]
31%|███ | 222/714 [28:50<1:05:19, 7.97s/it]
31%|███ | 223/714 [28:58<1:04:54, 7.93s/it]
31%|███▏ | 224/714 [29:06<1:05:08, 7.98s/it]
32%|███▏ | 225/714 [29:14<1:04:47, 7.95s/it]
32%|███▏ | 226/714 [29:21<1:03:06, 7.76s/it]
32%|███▏ | 227/714 [29:30<1:04:32, 7.95s/it]
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{'loss': '1.863', 'grad_norm': '5.344', 'learning_rate': '1.987e-07', 'epoch': '0.4834'}
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{'loss': '1.747', 'grad_norm': '6.438', 'learning_rate': '1.941e-07', 'epoch': '0.5045'}
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{'loss': '1.921', 'grad_norm': '6.438', 'learning_rate': '1.893e-07', 'epoch': '0.5255'}
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{'loss': '1.972', 'grad_norm': '8.125', 'learning_rate': '1.844e-07', 'epoch': '0.5465'}
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{'loss': '1.801', 'grad_norm': '5.812', 'learning_rate': '1.793e-07', 'epoch': '0.5675'}
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{'loss': '1.894', 'grad_norm': '6.5', 'learning_rate': '1.741e-07', 'epoch': '0.5885'}
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{'loss': '1.956', 'grad_norm': '7.25', 'learning_rate': '1.689e-07', 'epoch': '0.6096'}
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{'loss': '1.887', 'grad_norm': '4.5', 'learning_rate': '1.635e-07', 'epoch': '0.6306'}
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{'loss': '1.821', 'grad_norm': '20.5', 'learning_rate': '1.581e-07', 'epoch': '0.6516'}
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{'loss': '1.946', 'grad_norm': '4.594', 'learning_rate': '1.526e-07', 'epoch': '0.6726'}
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{'loss': '1.933', 'grad_norm': '12.88', 'learning_rate': '1.47e-07', 'epoch': '0.6936'}
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{'loss': '1.878', 'grad_norm': '9.625', 'learning_rate': '1.414e-07', 'epoch': '0.7147'}
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{'loss': '1.899', 'grad_norm': '9.875', 'learning_rate': '1.358e-07', 'epoch': '0.7357'}
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{'loss': '1.933', 'grad_norm': '6.156', 'learning_rate': '1.301e-07', 'epoch': '0.7567'}
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{'loss': '1.965', 'grad_norm': '5.656', 'learning_rate': '1.244e-07', 'epoch': '0.7777'}
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{'loss': '1.975', 'grad_norm': '15.25', 'learning_rate': '1.188e-07', 'epoch': '0.7987'}
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{'loss': '1.928', 'grad_norm': '9.312', 'learning_rate': '1.131e-07', 'epoch': '0.8198'}
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{'loss': '1.948', 'grad_norm': '9.188', 'learning_rate': '1.075e-07', 'epoch': '0.8408'}
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{'loss': '1.923', 'grad_norm': '4.531', 'learning_rate': '1.019e-07', 'epoch': '0.8618'}
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{'loss': '1.982', 'grad_norm': '7.969', 'learning_rate': '9.632e-08', 'epoch': '0.8828'}
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{'loss': '2.003', 'grad_norm': '6.188', 'learning_rate': '9.082e-08', 'epoch': '0.9038'}
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{'loss': '1.943', 'grad_norm': '6.281', 'learning_rate': '8.54e-08', 'epoch': '0.9249'}
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{'loss': '1.88', 'grad_norm': '5.031', 'learning_rate': '8.006e-08', 'epoch': '0.9459'}
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{'loss': '1.773', 'grad_norm': '12.5', 'learning_rate': '7.482e-08', 'epoch': '0.9669'}
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{'loss': '2.027', 'grad_norm': '6.312', 'learning_rate': '6.967e-08', 'epoch': '0.9879'}
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{'loss': '1.848', 'grad_norm': '7.25', 'learning_rate': '6.464e-08', 'epoch': '1.008'}
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{'loss': '1.788', 'grad_norm': '6.469', 'learning_rate': '5.974e-08', 'epoch': '1.029'}
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{'loss': '2.006', 'grad_norm': '10.06', 'learning_rate': '5.497e-08', 'epoch': '1.05'}
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{'loss': '1.916', 'grad_norm': '19.12', 'learning_rate': '5.034e-08', 'epoch': '1.071'}
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{'loss': '1.783', 'grad_norm': '5.344', 'learning_rate': '4.587e-08', 'epoch': '1.092'}
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{'loss': '1.814', 'grad_norm': '5.75', 'learning_rate': '4.156e-08', 'epoch': '1.114'}
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{'loss': '1.869', 'grad_norm': '5.844', 'learning_rate': '3.742e-08', 'epoch': '1.135'}
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{'loss': '1.879', 'grad_norm': '6.469', 'learning_rate': '3.346e-08', 'epoch': '1.156'}
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{'loss': '1.855', 'grad_norm': '10.06', 'learning_rate': '2.969e-08', 'epoch': '1.177'}
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{'loss': '1.842', 'grad_norm': '13.31', 'learning_rate': '2.612e-08', 'epoch': '1.198'}
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{'loss': '1.932', 'grad_norm': '7.031', 'learning_rate': '2.275e-08', 'epoch': '1.219'}
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{'loss': '1.742', 'grad_norm': '5.531', 'learning_rate': '1.959e-08', 'epoch': '1.24'}
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{'loss': '1.987', 'grad_norm': '6.281', 'learning_rate': '1.665e-08', 'epoch': '1.261'}
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{'loss': '1.898', 'grad_norm': '14.75', 'learning_rate': '1.393e-08', 'epoch': '1.282'}
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{'loss': '1.986', 'grad_norm': '9.375', 'learning_rate': '1.145e-08', 'epoch': '1.303'}
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{'loss': '2.006', 'grad_norm': '5.125', 'learning_rate': '9.192e-09', 'epoch': '1.324'}
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{'loss': '1.981', 'grad_norm': '9.25', 'learning_rate': '7.176e-09', 'epoch': '1.345'}
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{'loss': '1.965', 'grad_norm': '7.188', 'learning_rate': '5.403e-09', 'epoch': '1.366'}
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{'loss': '1.97', 'grad_norm': '4.219', 'learning_rate': '3.876e-09', 'epoch': '1.387'}
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{'loss': '1.882', 'grad_norm': '5.156', 'learning_rate': '2.599e-09', 'epoch': '1.408'}
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{'loss': '1.943', 'grad_norm': '6.938', 'learning_rate': '1.575e-09', 'epoch': '1.429'}
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{'loss': '1.912', 'grad_norm': '11.19', 'learning_rate': '3.22e-11', 'epoch': '1.492'}
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Training completed. Do not forget to share your model on huggingface.co/models =)
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{'train_runtime': '5553', 'train_samples_per_second': '0.514', 'train_steps_per_second': '0.129', 'train_loss': '1.907', 'epoch': '1.5'}
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[INFO|trainer.py:3815] 2026-07-15 08:06:16,752 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15
|
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[INFO|configuration_utils.py:533] 2026-07-15 08:06:16,754 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15/config.json
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[INFO|configuration_utils.py:816] 2026-07-15 08:06:16,755 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15/generation_config.json
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Writing model shards: 0%| | 0/1 [00:00<?, ?it/s]
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Writing model shards: 100%|██████████| 1/1 [00:00<00:00, 1.15it/s]
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[INFO|modeling_utils.py:3471] 2026-07-15 08:06:17,635 >> Model weights saved in /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15/model.safetensors
|
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[INFO|tokenization_utils_base.py:3278] 2026-07-15 08:06:17,748 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15/chat_template.jinja
|
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[INFO|tokenization_utils_base.py:2111] 2026-07-15 08:06:17,770 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15/tokenizer_config.json
|
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|
***** train metrics *****
|
|||
|
|
epoch = 1.5003
|
|||
|
|
total_flos = 318009432GF
|
|||
|
|
train_loss = 1.9072
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|
train_runtime = 1:32:33.44
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|||
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|
train_samples_per_second = 0.514
|
|||
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|
train_steps_per_second = 0.129
|
|||
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|
Figure saved at: /home/ll/llm4rec/experiments/outputs/v43_v29_paper_mix_low_lr25e7_ep15/training_loss.png
|
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|
[WARNING|2026-07-15 08:06:17] llamafactory.extras.ploting:149 >> No metric eval_loss to plot.
|
|||
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[WARNING|2026-07-15 08:06:17] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot.
|
|||
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|
[INFO|modelcard.py:263] 2026-07-15 08:06:17,902 >> Dropping the following result as it does not have all the necessary fields:
|
|||
|
|
{'task': {'name': 'Causal Language Modeling', 'type': 'text-generation'}}
|