commit 838ff02d6f52abcd5a30ef3a9167309adeb09081 Author: ModelHub XC Date: Sun Aug 9 22:07:18 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: lldois/v11_item_cot_focus_lr2e5 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/README.md b/README.md new file mode 100644 index 0000000..991d0c8 --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +--- +library_name: transformers +license: other +base_model: OpenOneRec/OneReason-0.8B-pretrain-competition +tags: +- llama-factory +- full +- generated_from_trainer +model-index: +- name: v11_item_cot_focus_lr2e5 + results: [] +--- + + + +# v11_item_cot_focus_lr2e5 + +This model is a fine-tuned version of [OpenOneRec/OneReason-0.8B-pretrain-competition](https://huggingface.co/OpenOneRec/OneReason-0.8B-pretrain-competition) on the exp_item_cot_focus dataset. + +## Model description + +More information needed + +## Intended uses & limitations + +More information needed + +## Training and evaluation data + +More information needed + +## Training procedure + +### Training hyperparameters + +The following hyperparameters were used during training: +- learning_rate: 2e-05 +- train_batch_size: 1 +- eval_batch_size: 8 +- seed: 202607111 +- gradient_accumulation_steps: 4 +- total_train_batch_size: 4 +- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments +- lr_scheduler_type: cosine +- lr_scheduler_warmup_steps: 0.03 +- num_epochs: 1 + +### Training results + + + +### Framework versions + +- Transformers 5.6.0 +- Pytorch 2.7.1+cu126 +- Datasets 4.0.0 +- Tokenizers 0.22.2 diff --git a/all_results.json b/all_results.json new file mode 100644 index 0000000..a85626a --- /dev/null +++ b/all_results.json @@ -0,0 +1,8 @@ +{ + "epoch": 1.0, + "total_flos": 2.1822581284723507e+17, + "train_loss": 1.623693225685686, + "train_runtime": 3645.8723, + "train_samples_per_second": 0.502, + "train_steps_per_second": 0.126 +} \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..01be9b3 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,89 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- if message.content is string %} + {%- set content = message.content %} + {%- else %} + {%- set content = '' %} + {%- endif %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {%- if loop.last or (not loop.last and reasoning_content) %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is false %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..c4eb20b --- /dev/null +++ b/config.json @@ -0,0 +1,63 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": null, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": 151643, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0", + "use_cache": false, + "use_sliding_window": false, + "vocab_size": 176253 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..cf5bf49 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,12 @@ +{ + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "temperature": 0.6, + "top_k": 20, + "top_p": 0.95, + "transformers_version": "5.6.0" +} diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..4384e8e --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:74fd2861f5701e5558ac8fd81d60b268c3277be9aecd7323f49a96c6d536c4c0 +size 1602902832 diff --git a/runs/Jul07_02-48-07_ubuntu-System-Product-Name/events.out.tfevents.1783363687.ubuntu-System-Product-Name.2761792.0 b/runs/Jul07_02-48-07_ubuntu-System-Product-Name/events.out.tfevents.1783363687.ubuntu-System-Product-Name.2761792.0 new file mode 100644 index 0000000..5772f12 --- /dev/null +++ b/runs/Jul07_02-48-07_ubuntu-System-Product-Name/events.out.tfevents.1783363687.ubuntu-System-Product-Name.2761792.0 @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb71f78e2756dbe3fa737f8e93e24b6af85200b2e2c80473b6bde3a84fbeb74a +size 25384 diff --git a/tokenizer.json b/tokenizer.json new file mode 100644 index 0000000..8aee134 --- /dev/null +++ b/tokenizer.json @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cd4d15f596979aecbc11ba12668cb21c9fb8452ce1235cd9d7878cc950170421 +size 16016554 diff --git a/tokenizer_config.json b/tokenizer_config.json new file mode 100644 index 0000000..9b55322 --- /dev/null +++ b/tokenizer_config.json @@ -0,0 +1,16 @@ +{ + "add_prefix_space": false, + "backend": "tokenizers", + "bos_token": null, + "clean_up_tokenization_spaces": false, + "eos_token": "<|im_end|>", + "errors": "replace", + "is_local": false, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "padding_side": "right", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +} diff --git a/train.log b/train.log new file mode 100644 index 0000000..ac1cffc --- /dev/null +++ b/train.log @@ -0,0 +1,2318 @@ +/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. + import pkg_resources +[transformers] warmup_ratio is deprecated and will be removed in v5.2. Use `warmup_steps` instead. +[transformers] `logging_dir` is deprecated and will be removed in v5.2. Please set `TENSORBOARD_LOGGING_DIR` instead. +[INFO|2026-07-07 02:47:22] llamafactory.hparams.parser:523 >> Process rank: 0, world size: 1, device: cuda:0, distributed training: False, compute dtype: torch.bfloat16 +[INFO|configuration_utils.py:771] 2026-07-07 02:47:23,057 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json +[INFO|configuration_utils.py:847] 2026-07-07 02:47:23,062 >> Model config Qwen3Config { + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 176253 +} + +[INFO|configuration_utils.py:771] 2026-07-07 02:47:26,939 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json +[INFO|configuration_utils.py:847] 2026-07-07 02:47:26,942 >> Model config Qwen3Config { + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 176253 +} + +[INFO|configuration_utils.py:771] 2026-07-07 02:47:27,334 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json +[INFO|configuration_utils.py:847] 2026-07-07 02:47:27,338 >> Model config Qwen3Config { + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 176253 +} + +[INFO|2026-07-07 02:47:29] llamafactory.data.loader:144 >> Loading dataset /home/ll/llm4rec/experiments/data/item_cot_focus.jsonl... +Setting num_proc from 16 back to 1 for the train split to disable multiprocessing as it only contains one shard. + Generating train split: 0 examples [00:00, ? examples/s] Generating train split: 16653 examples [00:00, 160004.18 examples/s] Generating train split: 43230 examples [00:00, 199805.46 examples/s] Generating train split: 66594 examples [00:00, 209654.32 examples/s] Generating train split: 74016 examples [00:00, 206986.92 examples/s] + Converting format of dataset 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+【2025-10-07】 + --:-- [商品-点击] <|prod_begin|> +【2025-10-09】 + --:-- [商品-点击] <|prod_begin|> +【2025-10-10】 + --:-- [直播-关注] <|living_begin|> +【2025-10-12】 + --:-- [直播-关注] <|living_begin|> +【2025-10-13】 + --:-- [商品-点击] <|prod_begin|> +【2025-10-16】 + --:-- [直播-关注] <|living_begin|> +【2025-10-19】 + --:-- [商品-点击] <|prod_begin|> +【2025-10-20】 + --:-- [直播-关注] <|living_begin|> +【2025-11-06】 + --:-- [直播-关注] <|living_begin|> +【2025-11-15】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2025-11-18】 + --:-- [直播-关注] <|living_begin|> +【2025-11-30】 + --:-- [直播-关注] <|living_begin|> +【2025-12-02】 + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2025-12-04】 + --:-- [商品-点击] <|prod_begin|> +【2025-12-05】 + --:-- [商品-点击] <|prod_begin|> +【2025-12-08】 + --:-- [直播-打赏] <|living_begin|> +【2025-12-14】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-点击] <|prod_begin|> +【2025-12-15】 + 01:46 [广告-点击] <|ad_begin|> +【2025-12-16】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-18】 + 03:48 [广告-点击] <|ad_begin|> +【2025-12-19】 + 12:19 [广告-点击] <|ad_begin|> +【2025-12-22】 + 23:20 [广告-点击] <|ad_begin|> +【2025-12-25】 + --:-- [直播-关注] <|living_begin|> +【2025-12-26】 + --:-- [直播-关注] <|living_begin|> +【2025-12-27】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-点击] <|prod_begin|> +【2025-12-28】 + 10:40 [广告-点击] <|ad_begin|> +【2025-12-30】 + --:-- [直播-关注] <|living_begin|> +【2026-01-03】 + --:-- [商品-点击] <|prod_begin|> +【2026-01-06】 + --:-- [直播-关注] <|living_begin|> +【2026-01-07】 + --:-- [直播-关注] <|living_begin|> +【2026-01-08】 + --:-- [商品-点击] <|prod_begin|> +【2026-01-11】 + --:-- [直播-关注] <|living_begin|> +【2026-01-12】 + --:-- [直播-关注] <|living_begin|> +【2026-01-14】 + --:-- [商品-点击] <|prod_begin|> +【2026-01-15】 + --:-- [直播-关注] <|living_begin|> +【2026-01-18】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-19】 + 10:11 [广告-点击] <|ad_begin|> +【2026-01-20】 + --:-- [商品-点击] <|prod_begin|> +【2026-01-21】 + 21:52 [视频-收藏/点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-22】 + 01:19 [视频-评论/长播] <|video_begin|> + 01:19 [视频-评论/长播] <|video_begin|> + 01:19 [视频-评论/长播] <|video_begin|> + 01:21 [视频-评论/长播] <|video_begin|> + 01:36 [视频-评论/长播] <|video_begin|> + 02:31 [视频-评论/长播] <|video_begin|> + 03:14 [视频-收藏/点赞/长播] <|video_begin|> + 03:27 [视频-收藏/长播] <|video_begin|> + 03:30 [视频-评论/收藏/点赞/长播] <|video_begin|> + 04:36 [视频-评论/长播] <|video_begin|> + 06:35 [视频-评论/长播] <|video_begin|> + 11:47 [视频-收藏/长播] <|video_begin|> + 12:26 [视频-浏览] <|video_begin|> + 12:38 [视频-评论/收藏/点赞/长播] <|video_begin|> + 21:02 [视频-评论/长播] <|video_begin|> + 21:06 [视频-评论/长播] <|video_begin|> + 21:12 [视频-评论/长播] <|video_begin|> + 21:13 [视频-收藏/长播] <|video_begin|> + 21:16 [视频-评论/长播] <|video_begin|> + 21:33 [视频-浏览] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-23】 + 00:45 [视频-评论/长播] <|video_begin|> + 00:48 [视频-评论/长播] <|video_begin|> + 00:54 [视频-评论/长播] <|video_begin|> + 00:54 [视频-评论/长播] <|video_begin|> + 00:54 [视频-评论/长播] <|video_begin|> + 03:37 [视频-评论/长播] <|video_begin|> + 12:17 [视频-评论/长播] <|video_begin|> +【2026-01-24】 + --:-- [直播-关注] <|living_begin|> + 00:40 [视频-评论/点赞/长播] <|video_begin|> + 00:48 [视频-评论/长播] <|video_begin|> + 00:50 [视频-评论/长播] <|video_begin|> + 00:55 [视频-收藏/长播] <|video_begin|> + 01:07 [视频-评论/长播] <|video_begin|> + 16:37 [视频-收藏/长播] <|video_begin|> + 18:13 [视频-关注/长播] <|video_begin|> + 18:13 [视频-关注/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-25】 + 12:22 [广告-点击] <|ad_begin|> + 20:42 [视频-收藏/点赞/长播] <|video_begin|> + 22:20 [视频-收藏/点赞/长播] <|video_begin|> +【2026-01-26】 + 05:29 [视频-收藏/长播] <|video_begin|> +【2026-01-27】 + 22:43 [广告-点击] <|ad_begin|> + 22:45 [视频-收藏/点赞/长播] <|video_begin|> + 22:46 [视频-评论/长播] <|video_begin|> +【2026-01-28】 + 04:16 [视频-浏览] <|video_begin|> +【2026-01-29】 + 11:03 [视频-收藏/点赞/长播] <|video_begin|> + 20:53 [视频-评论/长播] <|video_begin|> + 20:56 [视频-收藏/点赞/长播] <|video_begin|> + 23:18 [视频-评论/点赞/长播] <|video_begin|> +【2026-01-30】 + 20:42 [视频-收藏/点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + 23:22 [视频-收藏/点赞/长播] <|video_begin|> +【2026-01-31】 + 00:13 [视频-评论/长播] <|video_begin|> + 00:17 [视频-评论/长播] <|video_begin|> + 00:22 [视频-评论/长播] <|video_begin|> + 00:24 [视频-评论/长播] <|video_begin|> + 00:26 [视频-评论/长播] <|video_begin|> + 03:08 [视频-评论/点赞/长播] <|video_begin|> + 03:48 [视频-评论/点赞/长播] <|video_begin|> + 05:25 [视频-评论/点赞/长播] <|video_begin|> + 05:27 [视频-收藏/点赞/长播] <|video_begin|> + 05:36 [视频-评论/长播] <|video_begin|> + 05:51 [视频-收藏/长播] <|video_begin|> + 06:19 [视频-浏览] <|video_begin|> + 06:23 [视频-收藏/长播] <|video_begin|> + 06:30 [视频-浏览] <|video_begin|> + 06:42 [视频-评论/长播] <|video_begin|> + 07:38 [视频-评论/长播] <|video_begin|> + 07:46 [视频-评论/长播] <|video_begin|> + 07:49 [视频-评论/收藏/点赞/长播] <|video_begin|> + 08:11 [视频-评论/长播] <|video_begin|> + 08:13 [视频-评论/点赞/长播] <|video_begin|> + 08:15 [视频-评论/长播] <|video_begin|> + 08:18 [视频-评论/长播] <|video_begin|> + 08:35 [视频-评论/长播] <|video_begin|> + 08:36 [视频-评论/长播] <|video_begin|> + 09:29 [视频-评论/长播] <|video_begin|> + 09:29 [视频-评论/长播] <|video_begin|> 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[视频-评论/长播] <|video_begin|> + 21:47 [视频-关注/点赞/长播] <|video_begin|> + 21:54 [视频-收藏/长播] <|video_begin|> + 22:05 [视频-收藏/点赞/长播] <|video_begin|> +【2026-02-02】 + 00:03 [视频-评论/长播] <|video_begin|> + 11:24 [视频-收藏/长播] <|video_begin|> +【2026-02-03】 + 01:17 [视频-收藏/点赞/长播] <|video_begin|> + 03:00 [视频-浏览] <|video_begin|> + 14:55 [视频-收藏/点赞/长播] <|video_begin|> +【2026-02-04】 + 05:09 [视频-转发/长播] <|video_begin|> + 08:01 [视频-关注/点赞/长播] <|video_begin|> + 08:21 [视频-浏览] <|video_begin|> + 08:31 [视频-点赞/长播] <|video_begin|> + 09:04 [视频-收藏/点赞/长播] <|video_begin|> + 09:16 [视频-点赞/长播] <|video_begin|> + 09:27 [视频-点赞/长播] <|video_begin|> + 09:28 [视频-点赞/长播] <|video_begin|> + 09:34 [视频-点赞/长播] <|video_begin|> + 09:34 [视频-点赞/长播] <|video_begin|> + 09:36 [视频-点赞/长播] <|video_begin|> + 09:40 [视频-点赞/长播] <|video_begin|> + 09:42 [视频-点赞/长播] <|video_begin|> + 09:46 [视频-点赞/长播] <|video_begin|> + 09:46 [视频-点赞/长播] <|video_begin|> + 09:48 [视频-点赞/长播] <|video_begin|> + 09:53 [视频-点赞/长播] <|video_begin|> + 09:53 [视频-点赞/长播] <|video_begin|> + 09:53 [视频-点赞/长播] <|video_begin|> + 10:01 [视频-点赞/长播] <|video_begin|> + 10:02 [视频-点赞/长播] <|video_begin|> + 10:38 [视频-点赞/长播] <|video_begin|> + 10:38 [视频-点赞/长播] <|video_begin|> + 11:28 [视频-评论/长播] <|video_begin|> + 11:55 [广告-点击] <|ad_begin|> + 12:19 [视频-点赞/长播] <|video_begin|> + 19:16 [视频-点赞/长播] <|video_begin|> + 19:20 [视频-收藏/长播] <|video_begin|> + 19:22 [视频-收藏/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + 23:59 [视频-点赞/长播] <|video_begin|> +【2026-02-05】 + 00:00 [视频-点赞/长播] <|video_begin|> + 00:10 [视频-点赞/长播] <|video_begin|> + 00:13 [视频-点赞/长播] <|video_begin|> + 01:18 [视频-点赞/长播] <|video_begin|> + 01:18 [视频-点赞/长播] <|video_begin|> + 01:22 [视频-点赞/长播] <|video_begin|> + 01:30 [广告-点击] <|ad_begin|> + 01:34 [视频-点赞/长播] <|video_begin|> + 03:52 [视频-点赞/长播] <|video_begin|> + 05:09 [视频-点赞/长播] <|video_begin|> + 05:09 [视频-评论/长播] <|video_begin|> + 05:11 [视频-点赞/长播] <|video_begin|> + 05:25 [视频-点赞/长播] <|video_begin|> + 05:30 [视频-点赞/长播] <|video_begin|> + 05:36 [视频-点赞/长播] <|video_begin|> + 05:41 [视频-点赞/长播] 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<|video_begin|> + 10:36 [视频-长播] <|video_begin|> + 10:36 [视频-长播] <|video_begin|> + 10:36 [视频-长播] <|video_begin|> + 10:37 [视频-长播] <|video_begin|> + 10:39 [视频-长播] <|video_begin|> + 10:39 [视频-长播] <|video_begin|> + 10:39 [视频-长播] <|video_begin|> + 10:39 [视频-长播] <|video_begin|> + 10:41 [视频-长播] <|video_begin|> + 10:41 [视频-长播] <|video_begin|> + 10:41 [视频-长播] <|video_begin|> + 10:41 [视频-长播] <|video_begin|> + 10:41 [视频-长播] <|video_begin|> + 10:41 [视频-长播] <|video_begin|> + 10:46 [视频-长播] <|video_begin|> + 10:46 [视频-长播] <|video_begin|> + 10:46 [视频-点赞/长播] <|video_begin|> + 10:47 [视频-长播] <|video_begin|> + 10:47 [视频-长播] <|video_begin|> + 10:47 [视频-长播] <|video_begin|> + 10:47 [视频-长播] <|video_begin|> + 10:47 [视频-收藏/长播] <|video_begin|> + 10:52 [视频-长播] <|video_begin|> + 10:52 [视频-长播] <|video_begin|> + 10:55 [视频-长播] <|video_begin|> + 10:55 [视频-长播] <|video_begin|> + 10:55 [视频-长播] <|video_begin|> + 10:55 [视频-长播] <|video_begin|> + 13:03 [视频-长播] <|video_begin|> + 13:04 [视频-长播] <|video_begin|> + 13:04 [视频-长播] <|video_begin|> + 13:08 [视频-长播] <|video_begin|> + 13:10 [视频-长播] <|video_begin|> + 13:10 [视频-长播] <|video_begin|> + 13:10 [视频-长播] <|video_begin|> +角色任务：你作为极端严苛的用户行为数据挖掘专家和数据格式化专家，需要根据以上用户交互历史，围绕给定主题抽取存在行为递进逻辑与内在关联的交互行为逻辑链。 +交互行为类型（固定格式严禁更改）： 广告-点击、广告-深度转化、视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏 +核心抽取逻辑（递进性准则）： +按照时间顺序抽取 5 步以内的行为链，要求后续交互B必须是前序交互A在场景需求协同补充、副作用诱发或兴趣细化升级上的延伸——也就是说，B 必须因 A 而产生，严禁提取任何品类平级、内容重复或仅受天气/促销影响形成的并列凑单行为。 +1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。 +2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。 +3.需求深度细化：在同一主题类目下，交互 B 需要比交互 A 表达得更具体详细，但不纳入重复性的购买、点击、搜索等行为，避免形成重复节点。 +请针对以下主题提取行为逻辑链： +主题：从被动接收信息到主动学习专业技能的认知升级 + +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学习专业技能的认知升级", + "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 + + +{"logic_chain": {"name": "从被动接收信息到主动学习专业技能的认知升级", "events": [{"date": "2025-12-19", "action": "[广告-点击] <|ad_begin|>", "logic": "初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"}, {"date": "2026-01-25", "action": "[视频-收藏/点赞/长播] <|video_begin|>", "logic": "认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|>", "logic": "技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|> +<|im_start|>user +【用户交互历史】： +【2025-01-08】 + --:-- [直播-关注] <|living_begin|> +【2025-01-29】 + --:-- [直播-关注] <|living_begin|> +【2025-03-01】 + --:-- [直播-关注] <|living_begin|> +【2025-03-24】 + --:-- [直播-关注] <|living_begin|> +【2025-03-27】 + --:-- [直播-关注] <|living_begin|> +【2025-04-05】 + --:-- [直播-关注] <|living_begin|> +【2025-04-09】 + --:-- [直播-关注] <|living_begin|> +【2025-04-13】 + --:-- [直播-关注] <|living_begin|> +【2025-04-15】 + --:-- [直播-关注] <|living_begin|> +【2025-04-22】 + --:-- [直播-关注] <|living_begin|> +【2025-04-27】 + --:-- [直播-关注] <|living_begin|> +【2025-04-30】 + --:-- [直播-关注] <|living_begin|> +【2025-05-09】 + --:-- [直播-关注] <|living_begin|> +【2025-05-25】 + --:-- [直播-关注] <|living_begin|> +【2025-05-30】 + --:-- [直播-关注] <|living_begin|> +【2025-06-29】 + --:-- [直播-关注] <|living_begin|> +【2025-07-16】 + --:-- [直播-关注] <|living_begin|> +【2025-07-30】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-02】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-05】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-08】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-13】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-15】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-08-18】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-28】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-09-05】 + --:-- [直播-关注] <|living_begin|> +【2025-09-06】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-09-15】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-16】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-19】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-24】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-25】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-26】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-27】 + --:-- [直播-关注] <|living_begin|> +【2025-09-29】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-30】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-10-02】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-10-08】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-09】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-20】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-23】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-24】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-10-29】 + --:-- [商品-购买] <|prod_begin|> +【2025-11-03】 + --:-- [商品-购买] <|prod_begin|> +【2025-11-20】 + --:-- [直播-关注] <|living_begin|> +【2025-11-21】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-12-02】 + --:-- [商品-购买] <|prod_begin|> +【2025-12-13】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-12-21】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-12-29】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-12-30】 + --:-- [商品-购买] <|prod_begin|> +【2026-01-02】 + --:-- [商品-购买] <|prod_begin|> +【2026-01-05】 + 09:08 [广告-深度转化] <|ad_begin|> +【2026-01-06】 + 11:23 [广告-深度转化] <|ad_begin|> + 20:40 [广告-深度转化] <|ad_begin|> +【2026-01-07】 + 09:15 [广告-深度转化] <|ad_begin|> + 19:32 [广告-深度转化] <|ad_begin|> +【2026-01-08】 + 07:55 [广告-深度转化] <|ad_begin|> + 10:18 [广告-深度转化] <|ad_begin|> +【2026-01-09】 + 11:31 [广告-深度转化] <|ad_begin|> + 12:06 [广告-深度转化] <|ad_begin|> + 13:00 [广告-深度转化] <|ad_begin|> +【2026-01-10】 + 08:12 [广告-深度转化] <|ad_begin|> + 11:25 [广告-深度转化] <|ad_begin|> + 13:13 [广告-深度转化] <|ad_begin|> +【2026-01-11】 + 08:31 [广告-深度转化] <|ad_begin|> + 09:12 [广告-深度转化] <|ad_begin|> + 09:13 [广告-深度转化] <|ad_begin|> + 09:13 [广告-深度转化] <|ad_begin|> + 11:12 [广告-深度转化] <|ad_begin|> + 11:53 [广告-深度转化] <|ad_begin|> + 13:11 [广告-深度转化] <|ad_begin|> +【2026-01-12】 + 03:10 [广告-深度转化] <|ad_begin|> + 03:28 [广告-深度转化] <|ad_begin|> + 07:51 [广告-深度转化] <|ad_begin|> + 07:52 [广告-深度转化] <|ad_begin|> + 07:53 [广告-深度转化] <|ad_begin|> + 07:53 [广告-深度转化] <|ad_begin|> + 07:53 [广告-深度转化] <|ad_begin|> + 07:53 [广告-深度转化] <|ad_begin|> + 07:54 [广告-深度转化] <|ad_begin|> + 10:14 [广告-深度转化] <|ad_begin|> + 11:34 [广告-深度转化] <|ad_begin|> + 11:34 [广告-点击] <|ad_begin|> + 22:59 [广告-点击] <|ad_begin|> + 23:00 [广告-点击] <|ad_begin|> + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2026-01-13】 + 11:44 [广告-深度转化] <|ad_begin|> + 11:44 [广告-点击] <|ad_begin|> + 12:44 [广告-点击] <|ad_begin|> + 14:10 [广告-点击] <|ad_begin|> + 14:24 [广告-点击] <|ad_begin|> + 23:46 [广告-深度转化] <|ad_begin|> + 23:46 [广告-点击] <|ad_begin|> +【2026-01-14】 + 00:22 [广告-点击] <|ad_begin|> + 05:31 [广告-点击] <|ad_begin|> +【2026-01-15】 + 07:51 [广告-深度转化] <|ad_begin|> + 07:51 [广告-点击] <|ad_begin|> + 11:47 [广告-深度转化] <|ad_begin|> + 11:47 [广告-点击] <|ad_begin|> + 14:35 [广告-点击] <|ad_begin|> + 21:01 [广告-深度转化] <|ad_begin|> + 21:01 [广告-点击] <|ad_begin|> +【2026-01-16】 + 08:29 [广告-深度转化] <|ad_begin|> + 08:29 [广告-点击] <|ad_begin|> + 10:57 [广告-深度转化] <|ad_begin|> + 10:57 [广告-点击] <|ad_begin|> + 13:31 [广告-点击] <|ad_begin|> + 17:35 [广告-点击] <|ad_begin|> +【2026-01-17】 + 03:51 [广告-深度转化] <|ad_begin|> + 03:51 [广告-点击] <|ad_begin|> + 09:22 [广告-点击] <|ad_begin|> + --:-- [商品-购买] <|prod_begin|> + 23:59 [广告-点击] <|ad_begin|> +【2026-01-18】 + 07:55 [广告-点击] <|ad_begin|> +【2026-01-19】 + 08:05 [广告-深度转化] <|ad_begin|> + 08:05 [广告-点击] <|ad_begin|> + --:-- [商品-购买] <|prod_begin|> +【2026-01-20】 + 08:24 [广告-深度转化] <|ad_begin|> + 08:24 [广告-点击] <|ad_begin|> + 14:35 [广告-深度转化] <|ad_begin|> + 14:35 [广告-点击] <|ad_begin|> + 22:42 [广告-点击] <|ad_begin|> +【2026-01-21】 + --:-- [直播-关注] <|living_begin|> + 03:22 [广告-点击] <|ad_begin|> + 08:29 [广告-深度转化] <|ad_begin|> + 08:29 [广告-点击] <|ad_begin|> + 10:55 [广告-深度转化] <|ad_begin|> + 10:55 [广告-点击] <|ad_begin|> + 13:01 [广告-深度转化] <|ad_begin|> + 13:01 [广告-点击] <|ad_begin|> +【2026-01-22】 + 03:41 [广告-深度转化] <|ad_begin|> + 03:41 [广告-点击] <|ad_begin|> + 05:37 [视频-收藏/点赞/长播] <|video_begin|> + 05:37 [视频-收藏/长播] <|video_begin|> + 07:53 [广告-点击] <|ad_begin|> + 08:23 [广告-点击] <|ad_begin|> + 10:05 [视频-关注/长播] <|video_begin|> + 14:08 [广告-深度转化] <|ad_begin|> + 14:08 [广告-点击] <|ad_begin|> + 14:09 [视频-收藏/长播] <|video_begin|> + 14:52 [广告-点击] <|ad_begin|> +【2026-01-23】 + 05:42 [视频-关注/长播] <|video_begin|> + 06:19 [视频-关注/长播] <|video_begin|> + 10:57 [广告-深度转化] <|ad_begin|> + 10:57 [广告-点击] <|ad_begin|> + 21:24 [广告-点击] <|ad_begin|> + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2026-01-24】 + --:-- [直播-关注] <|living_begin|> + 05:53 [视频-收藏/点赞/长播] <|video_begin|> + 07:34 [广告-点击] <|ad_begin|> + 08:00 [广告-深度转化] <|ad_begin|> + 08:00 [广告-点击] <|ad_begin|> + 15:03 [广告-深度转化] <|ad_begin|> + 15:03 [广告-点击] <|ad_begin|> + 23:11 [广告-点击] <|ad_begin|> + 23:11 [视频-浏览] <|video_begin|> +【2026-01-25】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + 04:24 [视频-收藏/长播] <|video_begin|> + 04:24 [视频-关注/长播] <|video_begin|> + 14:11 [广告-深度转化] <|ad_begin|> + 14:11 [广告-点击] <|ad_begin|> + 22:40 [广告-点击] <|ad_begin|> + 23:05 [广告-点击] <|ad_begin|> + 23:18 [视频-浏览] <|video_begin|> + 23:47 [视频-点赞/长播] <|video_begin|> + 23:57 [视频-点赞/长播] <|video_begin|> +【2026-01-26】 + 03:44 [广告-点击] <|ad_begin|> + 07:29 [广告-深度转化] <|ad_begin|> + 07:29 [广告-点击] <|ad_begin|> + 22:18 [视频-收藏/长播] <|video_begin|> + 23:18 [视频-收藏/长播] <|video_begin|> + 23:36 [视频-收藏/长播] <|video_begin|> +【2026-01-27】 + 15:21 [广告-深度转化] <|ad_begin|> + 15:21 [广告-点击] <|ad_begin|> + 23:13 [视频-点赞/长播] <|video_begin|> +【2026-01-28】 + 05:19 [视频-点赞/长播] <|video_begin|> + 05:48 [视频-点赞/长播] <|video_begin|> + 09:02 [广告-深度转化] <|ad_begin|> + 09:02 [广告-点击] <|ad_begin|> + 11:30 [广告-深度转化] <|ad_begin|> + 11:30 [广告-点击] <|ad_begin|> + 19:31 [视频-收藏/长播] <|video_begin|> + 19:51 [广告-深度转化] <|ad_begin|> + 19:51 [广告-点击] <|ad_begin|> + 20:30 [视频-点赞/长播] <|video_begin|> + 20:39 [广告-深度转化] <|ad_begin|> + 20:39 [广告-点击] <|ad_begin|> + 20:39 [广告-深度转化] <|ad_begin|> + 20:39 [广告-点击] <|ad_begin|> + 20:40 [广告-点击] <|ad_begin|> + --:-- [商品-购买] <|prod_begin|> +【2026-01-29】 + 05:45 [广告-点击] <|ad_begin|> + 11:59 [视频-浏览] <|video_begin|> + 13:02 [广告-深度转化] <|ad_begin|> + 13:02 [广告-点击] <|ad_begin|> + 14:43 [视频-点赞/长播] <|video_begin|> + 19:05 [视频-点赞/长播] <|video_begin|> + 19:50 [视频-转发/长播] <|video_begin|> +【2026-01-30】 + 06:13 [视频-收藏/长播] <|video_begin|> + 12:37 [广告-深度转化] <|ad_begin|> + 12:37 [广告-点击] <|ad_begin|> + 20:56 [视频-收藏/长播] <|video_begin|> +【2026-01-31】 + 08:36 [广告-深度转化] <|ad_begin|> + 08:36 [广告-点击] <|ad_begin|> + 11:30 [广告-深度转化] <|ad_begin|> + 11:30 [广告-点击] <|ad_begin|> + 15:06 [视频-收藏/长播] <|video_begin|> + 23:18 [视频-点赞/长播] <|video_begin|> +【2026-02-01】 + 06:32 [视频-转发/长播] <|video_begin|> + 07:42 [广告-点击] <|ad_begin|> + 07:47 [视频-关注/收藏/长播] <|video_begin|> + 11:41 [广告-深度转化] <|ad_begin|> + 11:41 [广告-点击] <|ad_begin|> + 11:46 [视频-收藏/点赞/长播] <|video_begin|> + 14:57 [视频-点赞/长播] <|video_begin|> + 22:03 [视频-收藏/长播] <|video_begin|> + 22:08 [视频-收藏/点赞/长播] <|video_begin|> + 23:02 [视频-收藏/长播] <|video_begin|> +【2026-02-02】 + --:-- [直播-关注] <|living_begin|> + 08:33 [广告-点击] <|ad_begin|> + 08:59 [广告-深度转化] <|ad_begin|> + 08:59 [广告-点击] <|ad_begin|> + 11:23 [视频-转发/长播] <|video_begin|> + 13:28 [视频-转发/长播] <|video_begin|> + 14:06 [视频-转发/长播] <|video_begin|> + 23:04 [视频-收藏/长播] <|video_begin|> + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2026-02-03】 + 08:13 [广告-深度转化] <|ad_begin|> + 08:13 [广告-点击] <|ad_begin|> + 11:16 [广告-深度转化] <|ad_begin|> + 11:16 [广告-点击] <|ad_begin|> + 11:36 [广告-深度转化] <|ad_begin|> + 11:36 [广告-点击] <|ad_begin|> + 12:16 [视频-关注/转发/收藏/点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-02-04】 + 05:08 [视频-关注/长播] <|video_begin|> + 07:49 [广告-深度转化] <|ad_begin|> + 07:49 [广告-点击] <|ad_begin|> + 12:04 [视频-收藏/点赞/长播] <|video_begin|> + 12:13 [视频-浏览] <|video_begin|> + 14:30 [视频-点赞/长播] <|video_begin|> + 21:20 [视频-长播] <|video_begin|> + 21:22 [视频-长播] <|video_begin|> + 21:22 [视频-长播] <|video_begin|> + 21:22 [视频-长播] <|video_begin|> + 21:23 [视频-长播] <|video_begin|> + 21:23 [视频-长播] <|video_begin|> + 21:27 [视频-长播] <|video_begin|> + 21:27 [视频-长播] <|video_begin|> + 21:29 [视频-长播] <|video_begin|> + 21:30 [视频-长播] <|video_begin|> + 21:38 [视频-长播] <|video_begin|> + 21:44 [视频-长播] <|video_begin|> + 21:44 [视频-长播] <|video_begin|> + 21:58 [视频-长播] <|video_begin|> + 21:58 [视频-长播] <|video_begin|> + 22:01 [视频-长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-02-05】 + 02:57 [视频-长播] <|video_begin|> + 02:57 [视频-长播] <|video_begin|> + 03:07 [视频-长播] <|video_begin|> + 03:07 [视频-长播] <|video_begin|> + 03:20 [视频-长播] <|video_begin|> + 03:20 [视频-长播] <|video_begin|> + 05:50 [视频-长播] <|video_begin|> + 05:50 [视频-长播] <|video_begin|> + 05:53 [视频-长播] <|video_begin|> + 06:05 [视频-长播] <|video_begin|> + 06:05 [视频-点赞/长播] <|video_begin|> + 06:16 [视频-长播] <|video_begin|> + 06:16 [视频-长播] <|video_begin|> + 07:28 [视频-长播] <|video_begin|> + 08:12 [广告-深度转化] <|ad_begin|> + 08:12 [广告-点击] <|ad_begin|> + 08:24 [广告-深度转化] <|ad_begin|> + 08:24 [广告-点击] <|ad_begin|> + 08:54 [视频-长播] <|video_begin|> + 10:27 [视频-长播] <|video_begin|> + 10:27 [视频-长播] <|video_begin|> + 11:03 [视频-长播] <|video_begin|> + 11:03 [视频-长播] <|video_begin|> + 11:03 [视频-长播] <|video_begin|> + 11:03 [视频-长播] <|video_begin|> + 11:03 [视频-长播] <|video_begin|> + 11:42 [视频-长播] <|video_begin|> + 11:44 [视频-长播] <|video_begin|> + 12:07 [视频-长播] <|video_begin|> + 12:07 [视频-长播] <|video_begin|> + 12:07 [视频-长播] <|video_begin|> + 12:17 [视频-长播] <|video_begin|> + 12:17 [视频-长播] <|video_begin|> + 12:17 [视频-长播] <|video_begin|> + 12:17 [视频-长播] <|video_begin|> + 12:17 [视频-长播] <|video_begin|> + 14:12 [视频-长播] <|video_begin|> + 14:14 [广告-点击] <|ad_begin|> + 14:15 [视频-长播] <|video_begin|> + 14:15 [视频-长播] <|video_begin|> + 14:47 [广告-点击] <|ad_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +角色任务：你是一名极端严苛的用户行为数据挖掘专家和数据格式化专家，请基于以上用户交互历史，围绕指定主题提取具备行为递进关系与内在关联的交互行为逻辑链。 +交互行为类型（固定格式严禁更改）： 视频-浏览、视频-长播、搜索-搜索、商品-点击、商品-购买、直播-关注、直播-首次打赏、广告-点击、广告-深度转化 +核心提取逻辑（递进性准则）： +按时间先后提取不超过 5 步的行为链，要求后项交互B必须对前项交互A形成场景需求协同补充、副作用诱因或兴趣细化升级——即 B 必须是由 A 延展出来的需求，严禁提取任何品类平级、内容重复或仅因天气/促销造成的并列凑单行为。 +1.场景驱动协同：交互 B 和交互 A 必须落在同一生活场景、同一主题类目中，且存在很强的需求补完关系。 +2.兴趣因果递进：交互 B 必须与交互 A 构成因果递进关系，即 B 来源于 A 带来的副作用、新需求，或 A 是 B 的触发诱因。 +3.需求深度细化：在同一主题类目下，交互 B 的需求必须比交互 A 更具体、更细化，但不包括重复出现的购买、点击、搜索等行为，避免节点内容重复。 +请针对以下主题提取行为逻辑链： +主题：从泛化健康焦虑到具体健康方案的探索与决策 + +输出格式：请以 JSON 对象形式返回，结构如下： +{ + "logic_chain": { + "name": "从泛化健康焦虑到具体健康方案的探索与决策", + "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 + + +{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|> +<|im_start|>user +【用户交互历史】： +【2024-07-23】 + --:-- [商品-购买] <|prod_begin|> +【2024-08-10】 + --:-- [商品-购买] <|prod_begin|> +【2024-08-29】 + --:-- [商品-购买] <|prod_begin|> +【2024-09-10】 + --:-- [商品-购买] <|prod_begin|> +【2024-09-16】 + --:-- [商品-购买] <|prod_begin|> + --:-- [商品-购买] <|prod_begin|> +【2024-09-25】 + --:-- [商品-购买] <|prod_begin|> +【2024-10-14】 + --:-- [商品-购买] <|prod_begin|> +【2024-11-03】 + --:-- [商品-购买] <|prod_begin|> +【2024-11-04】 + --:-- [商品-购买] <|prod_begin|> +【2024-11-16】 + --:-- [商品-购买] <|prod_begin|> +【2024-11-21】 + --:-- [商品-购买] <|prod_begin|> +【2024-11-25】 + --:-- [商品-购买] <|prod_begin|> +【2024-12-04】 + --:-- [商品-购买] <|prod_begin|> +【2025-01-01】 + --:-- [商品-购买] <|prod_begin|> +【2025-01-11】 + --:-- [商品-购买] <|prod_begin|> +【2025-02-06】 + --:-- [商品-购买] <|prod_begin|> +【2025-03-06】 + --:-- [商品-购买] <|prod_begin|> +【2025-03-21】 + --:-- [商品-购买] <|prod_begin|> +【2025-04-10】 + --:-- [商品-购买] <|prod_begin|> +【2025-04-14】 + --:-- [商品-购买] <|prod_begin|> +【2025-04-22】 + --:-- [商品-购买] <|prod_begin|> +【2025-05-09】 + --:-- [商品-购买] <|prod_begin|> +【2025-05-27】 + --:-- [商品-购买] <|prod_begin|> +【2025-06-01】 + --:-- [商品-购买] <|prod_begin|> +【2025-06-14】 + --:-- [商品-购买] <|prod_begin|> +【2025-06-20】 + --:-- [商品-购买] <|prod_begin|> +【2025-07-05】 + --:-- [商品-购买] <|prod_begin|> +【2025-07-12】 + --:-- [商品-购买] <|prod_begin|> +【2025-07-14】 + --:-- [直播-关注] <|living_begin|> +【2025-07-15】 + --:-- [直播-关注] <|living_begin|> +【2025-07-27】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-07】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-14】 + --:-- [直播-关注] <|living_begin|> +【2025-08-18】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-08-20】 + --:-- [商品-购买] <|prod_begin|> +【2025-08-26】 + --:-- [直播-关注] <|living_begin|> +【2025-09-02】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-07】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-23】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-25】 + --:-- [商品-购买] <|prod_begin|> +【2025-09-28】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-16】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-21】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-24】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-27】 + --:-- [商品-购买] <|prod_begin|> +【2025-10-29】 + --:-- [直播-关注] <|living_begin|> +【2025-11-01】 + --:-- [直播-关注] <|living_begin|> +【2025-11-05】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> +【2025-11-11】 + --:-- [直播-关注] <|living_begin|> +【2025-11-13】 + --:-- [直播-关注] <|living_begin|> +【2025-11-19】 + --:-- [直播-关注] <|living_begin|> +【2025-11-20】 + --:-- [直播-关注] <|living_begin|> +【2025-11-26】 + --:-- [直播-关注] <|living_begin|> + --:-- [商品-购买] <|prod_begin|> +【2025-12-02】 + --:-- [直播-关注] <|living_begin|> +【2025-12-08】 + 05:56 [广告-深度转化] <|ad_begin|> +【2025-12-09】 + 07:21 [广告-深度转化] <|ad_begin|> +【2025-12-10】 + 08:17 [广告-深度转化] <|ad_begin|> +【2025-12-11】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + 08:51 [广告-深度转化] <|ad_begin|> +【2025-12-12】 + 09:47 [广告-深度转化] <|ad_begin|> +【2025-12-13】 + --:-- [直播-首次打赏] <|living_begin|> + 11:50 [广告-深度转化] <|ad_begin|> +【2025-12-14】 + 13:04 [广告-深度转化] <|ad_begin|> +【2025-12-15】 + 03:52 [广告-深度转化] <|ad_begin|> + 14:03 [广告-深度转化] <|ad_begin|> +【2025-12-16】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-17】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 23:58 [广告-深度转化] <|ad_begin|> +【2025-12-18】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 00:07 [广告-深度转化] <|ad_begin|> +【2025-12-19】 + --:-- [直播-关注] <|living_begin|> + 01:13 [广告-深度转化] <|ad_begin|> +【2025-12-20】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> +【2025-12-21】 + 11:12 [广告-深度转化] <|ad_begin|> +【2025-12-22】 + --:-- [直播-关注/首次打赏] <|living_begin|> +【2025-12-23】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> + 00:34 [广告-深度转化] <|ad_begin|> +【2025-12-24】 + 02:09 [广告-深度转化] <|ad_begin|> +【2025-12-25】 + --:-- [直播-首次打赏] <|living_begin|> + 02:45 [广告-深度转化] <|ad_begin|> +【2025-12-26】 + --:-- [直播-关注/打赏] <|living_begin|> + 03:47 [广告-深度转化] <|ad_begin|> +【2025-12-27】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 04:09 [广告-深度转化] <|ad_begin|> +【2025-12-28】 + --:-- [直播-首次打赏] <|living_begin|> + 06:02 [广告-深度转化] <|ad_begin|> +【2025-12-29】 + --:-- [直播-关注/首次打赏] <|living_begin|> + 06:35 [广告-深度转化] <|ad_begin|> +【2025-12-30】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-31】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 15:34 [广告-深度转化] <|ad_begin|> +【2026-01-01】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 23:57 [广告-深度转化] <|ad_begin|> +【2026-01-02】 + --:-- [直播-首次打赏] <|living_begin|> +【2026-01-03】 + --:-- [直播-首次打赏] <|living_begin|> + 01:00 [广告-深度转化] <|ad_begin|> +【2026-01-04】 + 02:11 [广告-深度转化] <|ad_begin|> +【2026-01-05】 + --:-- [直播-关注] <|living_begin|> + 02:49 [广告-深度转化] <|ad_begin|> +【2026-01-06】 + --:-- [直播-关注] <|living_begin|> + 07:41 [广告-深度转化] <|ad_begin|> +【2026-01-07】 + --:-- [直播-首次打赏] <|living_begin|> + 12:53 [广告-深度转化] <|ad_begin|> +【2026-01-08】 + --:-- [直播-关注] <|living_begin|> +【2026-01-09】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> + 01:01 [广告-深度转化] <|ad_begin|> + --:-- [商品-购买] <|prod_begin|> +【2026-01-10】 + --:-- [直播-首次打赏] <|living_begin|> + 09:38 [广告-深度转化] <|ad_begin|> +【2026-01-11】 + 10:50 [广告-深度转化] <|ad_begin|> +【2026-01-12】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 11:55 [广告-深度转化] <|ad_begin|> +【2026-01-13】 + --:-- [直播-关注] <|living_begin|> +【2026-01-14】 + --:-- [直播-关注] <|living_begin|> +【2026-01-15】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/打赏] <|living_begin|> + --:-- [直播-关注/打赏] <|living_begin|> +【2026-01-16】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> +【2026-01-17】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2026-01-18】 + --:-- [直播-首次打赏] <|living_begin|> +【2026-01-19】 + --:-- [直播-关注/首次打赏] <|living_begin|> +【2026-01-20】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> +【2026-01-21】 + --:-- [直播-关注/打赏] <|living_begin|> +【2026-01-22】 + --:-- [直播-打赏] <|living_begin|> + 00:50 [视频-点赞/长播] <|video_begin|> + 06:40 [视频-点赞/长播] <|video_begin|> + 06:47 [视频-点赞/长播] <|video_begin|> + 06:47 [视频-点赞/长播] <|video_begin|> + 06:53 [视频-点赞/长播] <|video_begin|> + 07:36 [视频-评论/点赞/长播] <|video_begin|> + 08:33 [视频-点赞/长播] <|video_begin|> + 09:34 [视频-点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-23】 + --:-- [直播-首次打赏] <|living_begin|> + 07:11 [视频-点赞/长播] <|video_begin|> + 07:11 [视频-点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-24】 + --:-- [直播-首次打赏] <|living_begin|> + 07:10 [视频-点赞/长播] <|video_begin|> + 07:10 [视频-点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-25】 + 07:51 [广告-深度转化] <|ad_begin|> + 09:57 [视频-点赞/长播] <|video_begin|> + 10:14 [视频-点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-26】 + 03:29 [视频-点赞/长播] <|video_begin|> + 11:05 [广告-深度转化] <|ad_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + 13:45 [视频-点赞/长播] <|video_begin|> +【2026-01-27】 + 06:20 [视频-点赞/长播] <|video_begin|> + 06:20 [视频-浏览] <|video_begin|> + 06:29 [视频-点赞/长播] <|video_begin|> + 08:19 [视频-点赞/长播] <|video_begin|> + 14:07 [广告-深度转化] <|ad_begin|> +【2026-01-28】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> + 03:37 [视频-点赞/长播] <|video_begin|> + 07:06 [视频-点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + 23:58 [广告-深度转化] <|ad_begin|> +【2026-01-29】 + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 00:10 [视频-点赞/长播] <|video_begin|> + 03:30 [视频-点赞/长播] <|video_begin|> +【2026-01-30】 + 03:37 [广告-深度转化] <|ad_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-31】 + 06:34 [广告-深度转化] <|ad_begin|> + 10:22 [视频-长播] <|video_begin|> + 10:22 [视频-长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + 23:55 [视频-长播] <|video_begin|> +【2026-02-01】 + --:-- [直播-首次打赏] <|living_begin|> + 02:16 [广告-点击] <|ad_begin|> + 02:42 [广告-点击] <|ad_begin|> + 06:47 [视频-点赞/长播] <|video_begin|> + 07:06 [广告-点击] <|ad_begin|> + 08:05 [视频-长播] <|video_begin|> + 08:05 [视频-长播] <|video_begin|> + 08:05 [视频-长播] <|video_begin|> + 08:14 [视频-长播] <|video_begin|> + 08:25 [广告-点击] <|ad_begin|> + 11:35 [广告-点击] <|ad_begin|> + --:-- [商品-点击] <|prod_begin|> + 13:40 [广告-点击] <|ad_begin|> + 13:43 [广告-点击] <|ad_begin|> + 23:49 [广告-点击] <|ad_begin|> + 23:57 [广告-点击] <|ad_begin|> +【2026-02-02】 + 00:04 [广告-点击] <|ad_begin|> + 00:36 [广告-点击] <|ad_begin|> + 01:01 [广告-点击] <|ad_begin|> + 01:03 [广告-点击] <|ad_begin|> + 01:04 [视频-长播] <|video_begin|> + 01:04 [视频-长播] <|video_begin|> + 01:16 [广告-点击] <|ad_begin|> + 01:23 [广告-点击] <|ad_begin|> + 02:57 [广告-点击] <|ad_begin|> + 05:53 [视频-长播] <|video_begin|> + 07:18 [视频-长播] <|video_begin|> + 07:18 [视频-长播] <|video_begin|> + 07:18 [视频-长播] <|video_begin|> + 07:26 [视频-点赞/长播] <|video_begin|> + 07:26 [视频-长播] <|video_begin|> + 07:26 [视频-长播] <|video_begin|> + 07:48 [广告-点击] <|ad_begin|> + 07:56 [广告-点击] <|ad_begin|> + 09:06 [广告-点击] <|ad_begin|> + 11:45 [广告-点击] <|ad_begin|> + 12:34 [广告-点击] <|ad_begin|> + 12:36 [广告-点击] <|ad_begin|> + 12:50 [广告-点击] <|ad_begin|> + 13:51 [广告-点击] <|ad_begin|> + 14:50 [广告-点击] <|ad_begin|> + 23:53 [视频-长播] <|video_begin|> + 23:55 [广告-点击] <|ad_begin|> +【2026-02-03】 + 00:00 [广告-点击] <|ad_begin|> + 00:16 [广告-点击] <|ad_begin|> + 00:44 [视频-长播] <|video_begin|> + 01:20 [广告-点击] <|ad_begin|> + 05:06 [视频-长播] <|video_begin|> + 06:04 [广告-点击] <|ad_begin|> + 06:26 [视频-长播] <|video_begin|> + 06:26 [视频-长播] <|video_begin|> + 06:26 [视频-长播] <|video_begin|> + 06:36 [视频-长播] <|video_begin|> + 06:36 [视频-长播] <|video_begin|> + 06:36 [视频-长播] <|video_begin|> + 06:36 [视频-长播] <|video_begin|> + 06:36 [视频-长播] <|video_begin|> + 07:43 [广告-点击] <|ad_begin|> + 07:49 [广告-点击] <|ad_begin|> + 07:51 [广告-深度转化] <|ad_begin|> + 07:51 [广告-点击] <|ad_begin|> + 07:57 [广告-点击] <|ad_begin|> + 08:11 [视频-长播] <|video_begin|> + 08:47 [广告-点击] <|ad_begin|> + 23:55 [广告-点击] <|ad_begin|> +【2026-02-04】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + 00:08 [广告-点击] <|ad_begin|> + 00:18 [视频-长播] <|video_begin|> + 02:06 [广告-点击] <|ad_begin|> + 02:39 [视频-长播] <|video_begin|> + 03:35 [广告-点击] <|ad_begin|> + 06:25 [视频-长播] <|video_begin|> + 06:25 [视频-长播] <|video_begin|> + 06:29 [广告-点击] <|ad_begin|> + 06:38 [视频-长播] <|video_begin|> + 06:38 [视频-长播] <|video_begin|> + 07:19 [广告-点击] <|ad_begin|> + 09:08 [视频-长播] <|video_begin|> + 09:08 [视频-长播] <|video_begin|> + 09:08 [视频-长播] <|video_begin|> + 09:08 [视频-长播] <|video_begin|> + 09:19 [广告-点击] <|ad_begin|> + 10:15 [视频-点赞/长播] <|video_begin|> + 10:15 [视频-点赞/长播] <|video_begin|> + 10:15 [视频-长播] <|video_begin|> + 10:28 [广告-深度转化] <|ad_begin|> + 10:28 [广告-点击] <|ad_begin|> + 11:25 [广告-点击] <|ad_begin|> + 11:37 [视频-点赞/长播] <|video_begin|> + 11:37 [视频-点赞/长播] <|video_begin|> + 11:37 [视频-长播] <|video_begin|> + 11:37 [视频-长播] <|video_begin|> + 11:46 [视频-长播] <|video_begin|> + 11:46 [视频-长播] <|video_begin|> + 11:46 [视频-长播] <|video_begin|> + 12:50 [广告-点击] <|ad_begin|> + 13:02 [广告-点击] <|ad_begin|> + 13:53 [视频-点赞/长播] <|video_begin|> + 14:03 [广告-点击] <|ad_begin|> + 15:32 [广告-点击] <|ad_begin|> + 23:46 [视频-点赞/长播] <|video_begin|> + 23:46 [视频-长播] <|video_begin|> +【2026-02-05】 + 01:30 [广告-点击] <|ad_begin|> + 01:44 [广告-点击] <|ad_begin|> + 01:47 [广告-点击] <|ad_begin|> + 01:57 [广告-点击] <|ad_begin|> + 02:28 [广告-点击] <|ad_begin|> + 05:50 [广告-点击] <|ad_begin|> + 06:36 [广告-点击] <|ad_begin|> + 06:42 [广告-点击] <|ad_begin|> + 07:01 [广告-点击] <|ad_begin|> + 07:22 [视频-长播] <|video_begin|> + 07:26 [视频-点赞/长播] <|video_begin|> + 07:26 [视频-点赞/长播] <|video_begin|> + 07:26 [视频-长播] <|video_begin|> + 07:33 [广告-点击] <|ad_begin|> + 08:11 [广告-点击] <|ad_begin|> + 08:30 [广告-点击] <|ad_begin|> + 09:26 [广告-点击] <|ad_begin|> + 09:44 [视频-点赞/长播] <|video_begin|> + 09:44 [视频-点赞/长播] <|video_begin|> + 09:49 [广告-点击] <|ad_begin|> + 09:59 [视频-长播] <|video_begin|> + 09:59 [视频-长播] <|video_begin|> + 10:14 [视频-长播] <|video_begin|> + 10:19 [视频-点赞/长播] <|video_begin|> + 10:28 [广告-点击] <|ad_begin|> + 10:45 [视频-长播] <|video_begin|> + 10:59 [广告-点击] <|ad_begin|> + 11:14 [广告-点击] <|ad_begin|> + 11:54 [视频-点赞/长播] <|video_begin|> + 11:56 [广告-点击] <|ad_begin|> + 13:23 [广告-点击] <|ad_begin|> + 13:29 [广告-点击] <|ad_begin|> + 14:13 [广告-点击] <|ad_begin|> + 15:45 [广告-点击] <|ad_begin|> + +角色任务：你将作为一个极端严苛的用户行为数据挖掘专家和数据格式化专家，依据以上用户交互历史，围绕目标主题，精确提取出所有相关的历史交互信息。 + +主题：从泛化养生到聚焦特定成分的消费升级 + +输出格式要求：请务必仅返回一个包含 SID 的 JSON 数组，不要附带任何额外的文字解释或冗余内容。/no_think<|im_end|> +<|im_start|>assistant + + +["<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>"]<|im_end|> +<|im_start|>user +【用户交互历史】： +【2025-07-24】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> +【2025-07-26】 + --:-- [直播-关注] <|living_begin|> +【2025-07-28】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> +【2025-07-30】 + --:-- [直播-关注] <|living_begin|> +【2025-08-14】 + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2025-08-21】 + --:-- [直播-关注] <|living_begin|> +【2025-09-08】 + --:-- [直播-关注] <|living_begin|> +【2025-09-21】 + --:-- [直播-关注] <|living_begin|> +【2025-09-22】 + --:-- [直播-关注] <|living_begin|> +【2025-09-25】 + --:-- [直播-关注] <|living_begin|> +【2025-10-08】 + --:-- [商品-点击] <|prod_begin|> +【2025-10-17】 + --:-- [直播-关注] <|living_begin|> +【2025-10-19】 + --:-- [直播-关注] <|living_begin|> +【2025-10-31】 + --:-- [直播-关注/打赏] <|living_begin|> +【2025-11-01】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> +【2025-11-03】 + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-打赏] <|living_begin|> +【2025-11-05】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-11-07】 + --:-- [直播-打赏] <|living_begin|> +【2025-11-15】 + --:-- [商品-点击] <|prod_begin|> +【2025-11-17】 + --:-- [直播-关注] <|living_begin|> +【2025-11-18】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注] <|living_begin|> +【2025-11-20】 + --:-- [商品-点击] <|prod_begin|> +【2025-11-24】 + --:-- [商品-点击] <|prod_begin|> +【2025-11-25】 + --:-- [直播-打赏] <|living_begin|> +【2025-11-26】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-打赏] <|living_begin|> +【2025-11-28】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-03】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-05】 + --:-- [直播-打赏] <|living_begin|> +【2025-12-07】 + --:-- [直播-首次打赏] <|living_begin|> + 21:07 [广告-点击] <|ad_begin|> +【2025-12-08】 + 05:56 [广告-点击] <|ad_begin|> + 21:01 [广告-点击] <|ad_begin|> +【2025-12-10】 + 11:17 [广告-点击] <|ad_begin|> +【2025-12-12】 + 08:06 [广告-点击] <|ad_begin|> + 12:28 [广告-点击] <|ad_begin|> +【2025-12-15】 + --:-- [直播-打赏] <|living_begin|> +【2025-12-16】 + 22:13 [广告-点击] <|ad_begin|> +【2025-12-17】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-打赏] <|living_begin|> +【2025-12-19】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-22】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-23】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-24】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-25】 + --:-- [直播-打赏] <|living_begin|> +【2025-12-26】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-27】 + --:-- [直播-关注/首次打赏] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> +【2025-12-28】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-29】 + --:-- [直播-打赏] <|living_begin|> +【2025-12-30】 + --:-- [直播-首次打赏] <|living_begin|> +【2025-12-31】 + 19:58 [广告-点击] <|ad_begin|> +【2026-01-01】 + 11:12 [广告-点击] <|ad_begin|> +【2026-01-02】 + --:-- [直播-打赏] <|living_begin|> +【2026-01-03】 + --:-- [商品-点击] <|prod_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-01-04】 + 11:42 [广告-点击] <|ad_begin|> +【2026-01-05】 + --:-- [直播-关注] <|living_begin|> +【2026-01-06】 + --:-- [直播-关注] <|living_begin|> +【2026-01-09】 + --:-- [直播-关注] <|living_begin|> +【2026-01-12】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> +【2026-01-13】 + --:-- [直播-打赏] <|living_begin|> +【2026-01-16】 + 07:40 [广告-点击] <|ad_begin|> + 12:50 [广告-点击] <|ad_begin|> +【2026-01-22】 + 00:39 [视频-收藏/长播] <|video_begin|> + 00:44 [视频-关注/长播] <|video_begin|> + 10:00 [视频-转发/点赞/长播] <|video_begin|> + 10:23 [视频-转发/评论/长播] <|video_begin|> +【2026-01-23】 + 05:58 [视频-评论/收藏/长播] <|video_begin|> + 06:03 [视频-转发/评论/长播] <|video_begin|> + 07:21 [广告-点击] <|ad_begin|> + 23:32 [视频-转发/评论/点赞/长播] <|video_begin|> +【2026-01-24】 + 04:45 [视频-转发/评论/长播] <|video_begin|> + 05:13 [视频-转发/长播] <|video_begin|> + 10:58 [视频-转发/长播] <|video_begin|> + 13:12 [视频-转发/评论/收藏/点赞/长播] <|video_begin|> +【2026-01-25】 + 10:14 [视频-转发/长播] <|video_begin|> + 11:26 [视频-转发/评论/长播] <|video_begin|> + 11:57 [视频-转发/评论/长播] <|video_begin|> + 12:03 [视频-转发/评论/长播] <|video_begin|> + 12:21 [视频-收藏/长播] <|video_begin|> + 13:55 [视频-关注/长播] <|video_begin|> + 14:26 [视频-转发/评论/长播] <|video_begin|> + 14:31 [视频-收藏/长播] <|video_begin|> +【2026-01-26】 + 01:19 [视频-转发/评论/长播] <|video_begin|> + 04:18 [视频-收藏/长播] <|video_begin|> + 04:53 [视频-评论/收藏/长播] <|video_begin|> + 06:38 [视频-转发/评论/长播] <|video_begin|> + 06:44 [视频-浏览] <|video_begin|> + 08:05 [视频-收藏/长播] <|video_begin|> + 08:18 [视频-转发/长播] <|video_begin|> + 08:59 [视频-收藏/长播] <|video_begin|> + 14:57 [视频-收藏/点赞/长播] <|video_begin|> + 15:27 [视频-评论/点赞/长播] <|video_begin|> +【2026-01-27】 + --:-- [直播-打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 04:52 [视频-转发/评论/长播] <|video_begin|> + 10:06 [视频-转发/评论/长播] <|video_begin|> + 10:21 [视频-转发/评论/长播] <|video_begin|> + 10:36 [视频-评论/点赞/长播] <|video_begin|> + 10:43 [视频-转发/评论/长播] <|video_begin|> + 10:43 [视频-评论/点赞/长播] <|video_begin|> + 14:48 [视频-转发/评论/长播] <|video_begin|> + 23:42 [视频-转发/长播] <|video_begin|> + 23:49 [视频-转发/评论/点赞/长播] <|video_begin|> +【2026-01-28】 + 00:07 [视频-转发/评论/长播] <|video_begin|> + 03:26 [视频-转发/评论/收藏/长播] <|video_begin|> + 08:22 [视频-转发/评论/长播] <|video_begin|> + 21:06 [视频-评论/点赞/长播] <|video_begin|> + 21:12 [视频-收藏/点赞/长播] <|video_begin|> + 22:42 [视频-评论/收藏/长播] <|video_begin|> + 23:46 [视频-关注/长播] <|video_begin|> +【2026-01-29】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-关注/首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 00:06 [视频-关注/长播] <|video_begin|> + 02:16 [视频-转发/评论/长播] <|video_begin|> + 02:22 [视频-关注/转发/评论/长播] <|video_begin|> + 02:29 [视频-转发/长播] <|video_begin|> + 02:35 [视频-转发/评论/长播] <|video_begin|> + 02:48 [视频-转发/评论/长播] <|video_begin|> + 02:48 [视频-关注/长播] <|video_begin|> + 02:48 [视频-转发/评论/长播] <|video_begin|> + 02:52 [视频-关注/长播] <|video_begin|> + 02:53 [视频-转发/评论/长播] <|video_begin|> + 03:39 [视频-转发/评论/长播] <|video_begin|> + 03:58 [视频-评论/点赞/长播] <|video_begin|> + 04:02 [视频-关注/长播] <|video_begin|> + 04:10 [视频-转发/评论/长播] <|video_begin|> + 14:00 [视频-评论/点赞/长播] <|video_begin|> + 14:10 [视频-评论/长播] <|video_begin|> + 14:19 [视频-关注/评论/长播] <|video_begin|> + 14:23 [广告-点击] <|ad_begin|> + 18:27 [视频-转发/长播] <|video_begin|> +【2026-01-30】 + 07:11 [视频-评论/长播] <|video_begin|> + 07:22 [视频-评论/收藏/长播] <|video_begin|> + 12:27 [视频-评论/长播] <|video_begin|> + 16:25 [视频-评论/长播] <|video_begin|> + 16:28 [视频-转发/点赞/长播] <|video_begin|> + 16:28 [视频-评论/点赞/长播] <|video_begin|> + 16:46 [视频-评论/长播] <|video_begin|> + 16:49 [视频-评论/长播] <|video_begin|> +【2026-01-31】 + 00:26 [视频-转发/评论/长播] <|video_begin|> + 00:29 [视频-评论/长播] <|video_begin|> + 07:47 [视频-转发/长播] <|video_begin|> + 08:00 [视频-转发/评论/长播] <|video_begin|> + 08:21 [视频-评论/点赞/长播] <|video_begin|> + 08:31 [视频-评论/长播] <|video_begin|> + 08:31 [视频-评论/长播] <|video_begin|> + 08:47 [视频-关注/长播] <|video_begin|> + 09:00 [视频-评论/长播] <|video_begin|> + 09:06 [视频-关注/长播] <|video_begin|> + 09:34 [视频-转发/评论/长播] <|video_begin|> + 09:39 [视频-评论/长播] <|video_begin|> + 13:14 [视频-转发/评论/长播] <|video_begin|> + 13:14 [视频-评论/长播] <|video_begin|> + 13:14 [视频-转发/长播] <|video_begin|> + 18:51 [视频-评论/长播] <|video_begin|> + 18:51 [视频-评论/长播] <|video_begin|> + 19:25 [视频-转发/长播] <|video_begin|> + 19:35 [视频-转发/评论/长播] <|video_begin|> + 19:38 [视频-评论/长播] <|video_begin|> + 20:02 [视频-评论/点赞/长播] <|video_begin|> + 20:07 [视频-收藏/长播] <|video_begin|> + 20:07 [视频-评论/长播] <|video_begin|> + 21:29 [视频-评论/长播] <|video_begin|> + 21:33 [视频-转发/评论/长播] <|video_begin|> + 21:40 [视频-评论/长播] <|video_begin|> + 22:25 [视频-转发/评论/长播] <|video_begin|> + 22:25 [视频-评论/长播] <|video_begin|> + 22:33 [视频-点赞/长播] <|video_begin|> + 22:33 [视频-转发/点赞/长播] <|video_begin|> +【2026-02-01】 + --:-- [直播-关注] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 01:21 [视频-点赞/长播] <|video_begin|> + 01:37 [视频-评论/长播] <|video_begin|> + 15:02 [视频-点赞/长播] <|video_begin|> + 15:02 [视频-点赞/长播] <|video_begin|> + 15:02 [视频-评论/长播] <|video_begin|> + 15:06 [视频-评论/长播] <|video_begin|> + 15:12 [视频-评论/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> +【2026-02-02】 + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + --:-- [直播-首次打赏] <|living_begin|> + 05:33 [视频-收藏/长播] <|video_begin|> + 05:43 [视频-点赞/长播] <|video_begin|> + 05:51 [视频-评论/长播] <|video_begin|> + 13:14 [视频-长播] <|video_begin|> + 13:14 [视频-长播] <|video_begin|> + 13:21 [视频-点赞/长播] <|video_begin|> + 13:22 [视频-点赞/长播] <|video_begin|> + 13:23 [视频-长播] <|video_begin|> + 13:23 [视频-长播] <|video_begin|> + 13:26 [视频-长播] <|video_begin|> + 13:28 [视频-点赞/长播] <|video_begin|> + 13:29 [视频-长播] <|video_begin|> + 13:29 [视频-长播] <|video_begin|> + 13:31 [视频-长播] <|video_begin|> + 13:31 [视频-长播] <|video_begin|> + 13:34 [视频-长播] <|video_begin|> + 15:20 [视频-点赞/长播] <|video_begin|> + 15:30 [视频-点赞/长播] <|video_begin|> + 15:33 [视频-评论/长播] <|video_begin|> + 15:45 [视频-评论/长播] <|video_begin|> + 15:46 [视频-评论/长播] <|video_begin|> + 15:48 [视频-收藏/长播] <|video_begin|> + 15:56 [视频-评论/长播] <|video_begin|> + 15:56 [视频-评论/长播] <|video_begin|> + 15:56 [视频-评论/长播] <|video_begin|> + 16:02 [视频-点赞/长播] <|video_begin|> + 16:02 [视频-点赞/长播] <|video_begin|> + 16:19 [视频-长播] <|video_begin|> + 16:19 [视频-评论/长播] <|video_begin|> + 16:26 [视频-长播] <|video_begin|> + 16:26 [视频-长播] <|video_begin|> + 16:26 [视频-点赞/长播] <|video_begin|> + 17:45 [视频-长播] <|video_begin|> + 17:45 [视频-评论/点赞/长播] <|video_begin|> + 17:45 [视频-长播] <|video_begin|> + 17:45 [视频-点赞/长播] <|video_begin|> + 17:45 [视频-评论/长播] <|video_begin|> + 17:50 [视频-点赞/长播] <|video_begin|> + 18:12 [视频-长播] <|video_begin|> + 18:14 [视频-长播] <|video_begin|> + 18:17 [视频-点赞/长播] <|video_begin|> + 18:17 [视频-评论/长播] <|video_begin|> + 18:17 [视频-点赞/长播] <|video_begin|> + 18:18 [视频-长播] <|video_begin|> + 18:18 [视频-长播] <|video_begin|> + 18:23 [视频-长播] <|video_begin|> + 18:23 [视频-点赞/长播] <|video_begin|> + 18:24 [视频-长播] <|video_begin|> + 18:27 [视频-长播] <|video_begin|> + 18:29 [视频-点赞/长播] <|video_begin|> + 18:48 [视频-点赞/长播] <|video_begin|> + 18:49 [视频-长播] <|video_begin|> + 19:29 [视频-点赞/长播] <|video_begin|> + 19:30 [视频-长播] <|video_begin|> + 19:38 [视频-长播] <|video_begin|> + 20:02 [视频-长播] <|video_begin|> + 20:02 [视频-点赞/长播] <|video_begin|> + 20:12 [视频-长播] <|video_begin|> + 20:15 [视频-点赞/长播] <|video_begin|> + 20:15 [视频-点赞/长播] <|video_begin|> + 20:16 [视频-长播] <|video_begin|> + 20:16 [视频-点赞/长播] <|video_begin|> + 20:16 [视频-点赞/长播] <|video_begin|> + 20:20 [视频-长播] <|video_begin|> + 20:20 [视频-点赞/长播] <|video_begin|> + 20:31 [视频-长播] <|video_begin|> + 20:32 [视频-点赞/长播] <|video_begin|> + 20:38 [视频-长播] <|video_begin|> + 20:40 [视频-点赞/长播] <|video_begin|> + 20:40 [视频-点赞/长播] <|video_begin|> + 20:41 [视频-点赞/长播] <|video_begin|> + 21:06 [视频-转发/长播] <|video_begin|> + 21:23 [视频-长播] <|video_begin|> +【2026-02-03】 + 03:07 [视频-长播] <|video_begin|> + 03:10 [视频-点赞/长播] <|video_begin|> + 03:32 [视频-长播] <|video_begin|> + 03:33 [视频-评论/长播] <|video_begin|> + 03:38 [视频-长播] <|video_begin|> + 03:43 [视频-点赞/长播] <|video_begin|> + 03:45 [视频-长播] <|video_begin|> + 03:58 [视频-评论/长播] <|video_begin|> + 03:58 [视频-评论/点赞/长播] <|video_begin|> + 04:00 [视频-长播] <|video_begin|> + 04:00 [视频-长播] <|video_begin|> + 04:02 [视频-评论/长播] <|video_begin|> + 04:14 [视频-长播] <|video_begin|> + 04:23 [视频-长播] <|video_begin|> + 04:31 [视频-点赞/长播] <|video_begin|> + --:-- [商品-点击] <|prod_begin|> + 15:56 [视频-长播] <|video_begin|> + 16:15 [视频-评论/长播] <|video_begin|> + 16:15 [视频-评论/长播] <|video_begin|> + 16:15 [视频-评论/长播] <|video_begin|> + 16:17 [视频-长播] <|video_begin|> + 16:17 [视频-评论/长播] <|video_begin|> + 16:40 [视频-长播] <|video_begin|> + 16:41 [视频-点赞/长播] <|video_begin|> + 16:56 [视频-点赞/长播] <|video_begin|> + 17:08 [视频-长播] <|video_begin|> +【2026-02-04】 + --:-- [直播-首次打赏] <|living_begin|> + 17:40 [视频-评论/长播] <|video_begin|> + 17:42 [视频-点赞/长播] <|video_begin|> + 17:42 [视频-点赞/长播] <|video_begin|> + 17:43 [视频-评论/长播] <|video_begin|> + 17:54 [视频-评论/点赞/长播] <|video_begin|> + 18:30 [视频-评论/长播] <|video_begin|> + 18:31 [视频-点赞/长播] <|video_begin|> + 18:31 [视频-评论/长播] <|video_begin|> + 18:45 [视频-长播] <|video_begin|> + 18:45 [视频-点赞/长播] <|video_begin|> + 18:45 [视频-评论/长播] <|video_begin|> + 20:45 [视频-评论/长播] <|video_begin|> + 20:50 [视频-长播] <|video_begin|> + 21:04 [视频-评论/长播] <|video_begin|> + 21:07 [视频-点赞/长播] <|video_begin|> + 21:08 [视频-点赞/长播] <|video_begin|> + 21:08 [视频-点赞/长播] <|video_begin|> + 21:35 [视频-长播] <|video_begin|> + 21:35 [视频-点赞/长播] <|video_begin|> + 21:35 [视频-点赞/长播] <|video_begin|> + 21:42 [视频-长播] <|video_begin|> + 21:42 [视频-点赞/长播] <|video_begin|> + 21:53 [视频-评论/长播] <|video_begin|> + 22:04 [视频-长播] <|video_begin|> + 22:07 [视频-点赞/长播] <|video_begin|> + 22:15 [视频-点赞/长播] <|video_begin|> + 22:16 [视频-评论/长播] <|video_begin|> + 22:18 [视频-评论/长播] <|video_begin|> + 22:20 [视频-长播] <|video_begin|> + 22:21 [视频-点赞/长播] <|video_begin|> + 22:21 [视频-点赞/长播] <|video_begin|> + +角色任务：你是极端严苛的用户行为数据挖掘与数据格式化专家，请结合上述用户交互历史，面向给定主题，全面提取出所有具备关联性的历史交互数据。 + +主题：从抽象宇宙概念到具象化科学知识的探寻 + +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。/no_think<|im_end|> +<|im_start|>assistant + + +["<|video_begin|>", "<|video_begin|>", "<|prod_begin|>"]<|im_end|> +<|im_start|>user +你是一名多场景推荐数据构造助手，请结合用户行为线索，生成对应的目标内容文本。 +下面给出用户历史行为线索： +用户购物行为: 浏览了商品 <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>，购买了 <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>, <|prod_begin|>。 +广告行为: 点击过广告 <|ad_begin|>, <|ad_begin|>, <|ad_begin|>, <|ad_begin|>, <|ad_begin|>, <|ad_begin|>。 + +请基于这些线索总结该用户在各场景中的目标内容。/think<|im_end|> +<|im_start|>assistant +好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并严格遵守脱敏规范。 + +### 分析报告 + +#### 【兴趣归纳】 +该用户的核心兴趣高度集中且明确，主要围绕动手实践与生活实用两大主题，具体可归纳为以下四类： + +1. **五金工具与DIY维修**：此为用户最核心、交互深度最深的兴趣。用户有大量购买行为，覆盖了电焊机 <|prod_begin|>、铆钉枪 <|prod_begin|>、钻头、角磨机配件 ( +该用户最近点击了商品: 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165029, 172924, 151645, 198, -100, -100, -100, -100, -100, -100, -100][INFO|configuration_utils.py:771] 2026-07-07 02:48:03,730 >> loading configuration file config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/config.json +[INFO|configuration_utils.py:847] 2026-07-07 02:48:03,730 >> Model config Qwen3Config { + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": 151643, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 3072, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 28, + "model_type": "qwen3", + "num_attention_heads": 16, + "num_hidden_layers": 28, + "num_key_value_heads": 8, + "pad_token_id": null, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 176253 +} + + +labels: + + +{"logic_chain": {"name": "从被动接收信息到主动学习专业技能的认知升级", "events": [{"date": "2025-12-19", "action": "[广告-点击] <|ad_begin|>", "logic": "初始触发：被动接收到电焊培训广告，对该职业技能产生初步认知。"}, {"date": "2026-01-25", "action": "[视频-收藏/点赞/长播] <|video_begin|>", "logic": "认知深化与主动探索：从宽泛的电焊概念，聚焦到具体的“钣金展开”与“手工放样”等专业技术，并通过收藏/点赞/长播等深度交互行为，表明其兴趣已从被动了解转为主动学习。"}, {"date": "2026-01-27", "action": "[视频-收藏/点赞/长播] <|video_begin|>", "logic": "技能收敛与参数化学习：兴趣进一步聚焦于更具体的“弯头切割”技术，并开始关注“公式”、“图表”、“弧长计算”等量化参数，标志着认知从感性认知进入到需要精确计算的专业技能学习阶段，认知增量显著。"}]}}<|im_end|> + + +{"logic_chain": {"name": "从泛化健康焦虑到具体健康方案的探索与决策", "events": [{"date": "2025-09-05", "action": "[直播-关注] <|living_begin|>", "logic": "问题触发与信息输入：开始关注中医科普，兴趣点集中在“脾胃病调理”、“大便辨证”等相对宽泛的身体调理领域，表现为被动知识接收。"}, {"date": "2025-10-02", "action": "[商品-购买] <|prod_begin|>", "logic": "首次聚焦与尝试：从宽泛的中医调理转向购买具有明确成分（精氨酸）和功能指向（男性精力）的西式补剂，实现了从理论吸收到具体产品决策的认知跃迁。"}, {"date": "2025-10-09", "action": "[商品-购买] <|prod_begin|>", "logic": "问题具体化与方案收敛：兴趣点进一步收窄，从提升“精力”的模糊概念，聚焦到解决“腰疼腿疼”、“手脚发麻”等具体痛症，购买了针对性更强的药品，完成了从补充剂到治疗药物的认知深化。"}]}}<|im_end|> + + +["<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>", "<|prod_begin|>"]<|im_end|> + + +["<|video_begin|>", "<|video_begin|>", "<|prod_begin|>"]<|im_end|> +好的，收到您的指令。作为推荐系统分析助手，我将根据用户历史行为进行分析，并严格遵守脱敏规范。 + +### 分析报告 + +#### 【兴趣归纳】 +该用户的核心兴趣高度集中且明确，主要围绕动手实践与生活实用两大主题，具体可归纳为以下四类： + +1. **五金工具与DIY维修**：此为用户最核心、交互深度最深的兴趣。用户有大量购买行为，覆盖了电焊机 <|prod_begin|>、铆钉枪 <|prod_begin|>、钻头、角磨机配件 ( +该用户最近点击了商品: <|prod_begin|><|im_end|> + +[INFO|2026-07-07 02:48:03] llamafactory.model.model_utils.kv_cache:144 >> KV cache is disabled during training. +[INFO|2026-07-07 02:48:04] llamafactory.model.model_utils.liger_kernel:144 >> Liger kernel has been applied to the model. +[INFO|modeling_utils.py:751] 2026-07-07 02:48:04,582 >> loading weights file model.safetensors from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/model.safetensors +[INFO|modeling_utils.py:821] 2026-07-07 02:48:04,582 >> Will use dtype=torch.bfloat16 as defined in model's config object +[INFO|configuration_utils.py:1027] 2026-07-07 02:48:04,724 >> Generate config GenerationConfig { + "bos_token_id": 151643, + "eos_token_id": 151645, + "output_attentions": false, + "output_hidden_states": false, + "use_cache": false +} + + Loading weights: 0%| | 0/311 [00:00> loading configuration file generation_config.json from cache at /home/ll/.cache/huggingface/hub/models--OpenOneRec--OneReason-0.8B-pretrain-competition/snapshots/5a0a9ec5c601c268bb2300d99baa7a4ad526ab0c/generation_config.json +[INFO|configuration_utils.py:1027] 2026-07-07 02:48:06,905 >> Generate config GenerationConfig { + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + "temperature": 0.6, + "top_k": 20, + "top_p": 0.95 +} + +[INFO|dynamic_module_utils.py:406] 2026-07-07 02:48:07,226 >> Could not locate the custom_generate/generate.py inside OpenOneRec/OneReason-0.8B-pretrain-competition. +[INFO|2026-07-07 02:48:07] llamafactory.model.model_utils.checkpointing:144 >> Gradient checkpointing enabled. +[INFO|2026-07-07 02:48:07] llamafactory.model.model_utils.attention:144 >> Using FlashAttention-2 for faster training and inference. +[INFO|2026-07-07 02:48:07] llamafactory.model.adapter:144 >> Pure bf16 / BAdam detected, remaining trainable params in half precision. +[INFO|2026-07-07 02:48:07] llamafactory.model.adapter:144 >> Fine-tuning method: Full +[INFO|2026-07-07 02:48:07] llamafactory.model.loader:144 >> trainable params: 801,433,600 || all params: 801,433,600 || trainable%: 100.0000 +[WARNING|trainer_utils.py:1238] 2026-07-07 02:48:07,280 >> The tokenizer has new PAD/BOS/EOS tokens that differ from the model config and generation config. The model config and generation config were aligned accordingly, being updated with the tokenizer's values. Updated tokens: {'bos_token_id': None, 'pad_token_id': 151643}. +[INFO|trainer.py:1469] 2026-07-07 02:48:07,395 >> ***** Running training ***** +[INFO|trainer.py:1470] 2026-07-07 02:48:07,395 >> Num examples = 1,830 +[INFO|trainer.py:1471] 2026-07-07 02:48:07,395 >> Num Epochs = 1 +[INFO|trainer.py:1472] 2026-07-07 02:48:07,395 >> Num update steps per epoch = 458 +[INFO|trainer.py:1473] 2026-07-07 02:48:07,395 >> Instantaneous batch size per device = 1 +[INFO|trainer.py:1476] 2026-07-07 02:48:07,395 >> Total train batch size (w. parallel, distributed & accumulation) = 4 +[INFO|trainer.py:1477] 2026-07-07 02:48:07,395 >> Gradient Accumulation steps = 4 +[INFO|trainer.py:1478] 2026-07-07 02:48:07,395 >> Total optimization steps = 458 +[INFO|trainer.py:1479] 2026-07-07 02:48:07,395 >> Number of trainable parameters = 801,433,600 + 0%| | 0/458 [00:00> `use_return_dict` is deprecated! 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Do not forget to share your model on huggingface.co/models =) + + + 100%|██████████| 458/458 [1:00:45<00:00, 6.37s/it] 100%|██████████| 458/458 [1:00:45<00:00, 7.96s/it] +[INFO|trainer.py:3815] 2026-07-07 03:48:53,268 >> Saving model checkpoint to /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5 +[INFO|configuration_utils.py:533] 2026-07-07 03:48:53,269 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/config.json +[INFO|configuration_utils.py:816] 2026-07-07 03:48:53,270 >> Configuration saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/generation_config.json +{'loss': '3.079', 'grad_norm': '32.75', 'learning_rate': '5.714e-06', 'epoch': '0.01093'} +{'loss': '2.722', 'grad_norm': '7.531', 'learning_rate': '1.286e-05', 'epoch': '0.02186'} +{'loss': '2.4', 'grad_norm': '7.031', 'learning_rate': '2e-05', 'epoch': '0.03279'} +{'loss': '2.09', 'grad_norm': '3.359', 'learning_rate': '1.999e-05', 'epoch': '0.04372'} 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saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/model.safetensors +[INFO|tokenization_utils_base.py:3278] 2026-07-07 03:48:54,238 >> chat template saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/chat_template.jinja +[INFO|tokenization_utils_base.py:2111] 2026-07-07 03:48:54,259 >> tokenizer config file saved in /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/tokenizer_config.json +***** train metrics ***** + epoch = 1.0 + total_flos = 203238625GF + train_loss = 1.6237 + train_runtime = 1:00:45.87 + train_samples_per_second = 0.502 + train_steps_per_second = 0.126 +Figure saved at: /home/ll/llm4rec/experiments/outputs/v11_item_cot_focus_lr2e5/training_loss.png +[WARNING|2026-07-07 03:48:54] llamafactory.extras.ploting:149 >> No metric eval_loss to plot. +[WARNING|2026-07-07 03:48:54] llamafactory.extras.ploting:149 >> No metric eval_accuracy to plot. +[INFO|modelcard.py:263] 2026-07-07 03:48:54,376 >> Dropping the following 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