From 1ebc36f84adfd59f1408a7edd90509d8b9f12f05 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Tue, 21 Jul 2026 20:18:10 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: lldois/v30_soup_v19_v21_v26_w45_35_20 Source: Original Platform --- .gitattributes | 36 +++++++++++++++++ README.md | 58 +++++++++++++++++++++++++++ chat_template.jinja | 89 ++++++++++++++++++++++++++++++++++++++++++ config.json | 63 ++++++++++++++++++++++++++++++ experiment_recipe.json | 73 ++++++++++++++++++++++++++++++++++ generation_config.json | 12 ++++++ merge_results.json | 73 ++++++++++++++++++++++++++++++++++ model.safetensors | 3 ++ tokenizer.json | 3 ++ tokenizer_config.json | 16 ++++++++ 10 files changed, 426 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 experiment_recipe.json create mode 100644 generation_config.json create mode 100644 merge_results.json create mode 100644 model.safetensors create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json 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 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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..027e5bf --- /dev/null +++ b/README.md @@ -0,0 +1,58 @@ +--- +library_name: transformers +license: other +base_model: lldois/v15_user_logic_json_lr15e6 +tags: +- llama-factory +- full +- generated_from_trainer +model-index: +- name: v19_v15_dualmode_fast_lr5e6_ep055 + results: [] +--- + + + +# v19_v15_dualmode_fast_lr5e6_ep055 + +This model is a fine-tuned version of [lldois/v15_user_logic_json_lr15e6](https://huggingface.co/lldois/v15_user_logic_json_lr15e6) on the exp_v15_dualmode_fast 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: 5e-06 +- train_batch_size: 1 +- eval_batch_size: 8 +- seed: 202607191 +- 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: 0.02 +- num_epochs: 0.55 + +### Training results + + + +### Framework versions + +- Transformers 5.6.0 +- Pytorch 2.7.1+cu126 +- Datasets 4.0.0 +- Tokenizers 0.22.2 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/experiment_recipe.json b/experiment_recipe.json new file mode 100644 index 0000000..a0a5589 --- /dev/null +++ b/experiment_recipe.json @@ -0,0 +1,73 @@ +{ + "created_at": "2026-07-12 04:25:42", + "name": "v30_soup_v19_v21_v26_w45_35_20", + "method": "weighted_model_soup", + "sources": [ + { + "path": "/home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055", + "weight": 0.45 + }, + { + "path": "/home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055", + "weight": 0.35 + }, + { + "path": "/home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032", + "weight": 0.2 + } + ], + "source_scores": { + "v19": { + "total": 0.8855, + "item": 0.2146, + "user": [ + 0.0855, + 0.0337 + ], + "rec": [ + 0.0768, + 0.102, + 0.1344, + 0.1143 + ], + "world": 0.1242, + "eval_time_min": 48.11 + }, + "v21": { + "total": 0.88, + "item": 0.2146, + "user": [ + 0.0881, + 0.0347 + ], + "rec": [ + 0.0576, + 0.1122, + 0.1358, + 0.1098 + ], + "world": 0.1271, + "eval_time_min": 47.61 + }, + "v26": { + "total": 0.8804, + "item": 0.2146, + "user": [ + 0.0895, + 0.0344 + ], + "rec": [ + 0.0768, + 0.0986, + 0.133, + 0.1116 + ], + "world": 0.1219, + "eval_time_min": 45.73 + } + }, + "rationale": "Average related CoT-native checkpoints from the same architecture to combine v19 total/rec4, v21 user/world signal, and v26 user1/rec1/speed without adding inference-time cost.", + "cot_policy": "No v7 final-only checkpoint is used. All sources are CoT-native continuations.", + "reproduce": "demo/LLaMA-Factory/.venv/bin/python experiments/model_soup.py --name v30_soup_v19_v21_v26_w45_35_20 --overwrite", + "runtime_seconds": 2.36 +} \ No newline at end of file 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/merge_results.json b/merge_results.json new file mode 100644 index 0000000..a0a5589 --- /dev/null +++ b/merge_results.json @@ -0,0 +1,73 @@ +{ + "created_at": "2026-07-12 04:25:42", + "name": "v30_soup_v19_v21_v26_w45_35_20", + "method": "weighted_model_soup", + "sources": [ + { + "path": "/home/ll/llm4rec/experiments/outputs/v19_v15_dualmode_fast_lr5e6_ep055", + "weight": 0.45 + }, + { + "path": "/home/ll/llm4rec/experiments/outputs/v21_v15_user_repair_rec_fast_lr4e6_ep055", + "weight": 0.35 + }, + { + "path": "/home/ll/llm4rec/experiments/outputs/v26_v21_product_rec_rebalance_lr22e6_ep032", + "weight": 0.2 + } + ], + "source_scores": { + "v19": { + "total": 0.8855, + "item": 0.2146, + "user": [ + 0.0855, + 0.0337 + ], + "rec": [ + 0.0768, + 0.102, + 0.1344, + 0.1143 + ], + "world": 0.1242, + "eval_time_min": 48.11 + }, + "v21": { + "total": 0.88, + "item": 0.2146, + "user": [ + 0.0881, + 0.0347 + ], + "rec": [ + 0.0576, + 0.1122, + 0.1358, + 0.1098 + ], + "world": 0.1271, + "eval_time_min": 47.61 + }, + "v26": { + "total": 0.8804, + "item": 0.2146, + "user": [ + 0.0895, + 0.0344 + ], + "rec": [ + 0.0768, + 0.0986, + 0.133, + 0.1116 + ], + "world": 0.1219, + "eval_time_min": 45.73 + } + }, + "rationale": "Average related CoT-native checkpoints from the same architecture to combine v19 total/rec4, v21 user/world signal, and v26 user1/rec1/speed without adding inference-time cost.", + "cot_policy": "No v7 final-only checkpoint is used. All sources are CoT-native continuations.", + "reproduce": "demo/LLaMA-Factory/.venv/bin/python experiments/model_soup.py --name v30_soup_v19_v21_v26_w45_35_20 --overwrite", + "runtime_seconds": 2.36 +} \ No newline at end of file diff --git a/model.safetensors b/model.safetensors new file mode 100644 index 0000000..99de6d1 --- /dev/null +++ b/model.safetensors @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:cf4f453ee3597021d3bac0ea2bf08ec9f71f03dbb34764e287131960817b0bb4 +size 1602902800 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..35d445f --- /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": true, + "local_files_only": false, + "model_max_length": 131072, + "pad_token": "<|endoftext|>", + "padding_side": "right", + "split_special_tokens": false, + "tokenizer_class": "Qwen2Tokenizer", + "unk_token": null +}