commit 2dd6395e962073975abc30cbf4b97fc50ce2a633 Author: ModelHub XC Date: Tue Jun 16 06:54:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: EugeneMeng/Short-Drama-Title-Generator-4B 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/Modelfile b/Modelfile new file mode 100644 index 0000000..2ebf950 --- /dev/null +++ b/Modelfile @@ -0,0 +1,16 @@ +# ollama modelfile auto-generated by llamafactory + +FROM . + +TEMPLATE """{{ if .System }}<|im_start|>system +{{ .System }}<|im_end|> +{{ end }}{{ range .Messages }}{{ if eq .Role "user" }}<|im_start|>user +{{ .Content }}<|im_end|> +<|im_start|>assistant +{{ else if eq .Role "assistant" }}{{ .Content }}<|im_end|> +{{ end }}{{ end }}""" + +SYSTEM """You are Qwen, created by Alibaba Cloud. You are a helpful assistant.""" + +PARAMETER stop "<|im_end|>" +PARAMETER num_ctx 4096 diff --git a/README.md b/README.md new file mode 100644 index 0000000..90bad04 --- /dev/null +++ b/README.md @@ -0,0 +1,87 @@ +--- +license: apache-2.0 +language: +- zh +tags: +- qwen +- text-generation +- short-drama +- lora +- finetune +pipeline_tag: text-generation +base_model: +- Qwen/Qwen3-4B-Instruct-2507 +datasets: +- EugeneMeng/Hongguo-Short-Drama-Corpus-AI-Labeled +--- + +# Short-Drama-Title-Generator-4B (微短剧爆款剧名生成大模型) + +[中文介绍](#中文介绍) | [English Introduction](#english) + + +## 🎬 模型介绍 +**Short-Drama-Title-Generator-4B** 是一款基于 Qwen3-4B-Instruct 深度微调的“微短剧爆款剧名生成器”。 + +本模型使用了高达 **20,205 条真实的爆款微短剧数据集**（涵盖女频、男频、战神、甜宠、穿书、系统、打脸虐渣等全品类）进行指令微调（SFT）。模型深谙下沉市场用户的心理与短剧“网感”，能够根据简单的剧情简介和标签，一键生成极具爽感、能引发病毒式传播的微短剧剧名。 + +**核心应用场景**： +* 短剧编剧/导演快速起名 +* 网文小说作者灵感激发 +* 短视频信息流广告素材起标题 + +## 🚀 快速开始 (Quick Start) + +### 1. 依赖安装 +```bash +pip install transformers accelerate vllm +``` + +### 2. Python 推理示例 +我们推荐使用 `transformers` 库进行快速调用。请确保你遵循了训练时的 Prompt 格式（即包含【标签】和【简介】）。 + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer + + +model_name = "EugeneMeng/Short-Drama-Title-Generator-4B" + +tokenizer = AutoTokenizer.from_pretrained(model_name) +model = AutoModelForCausalLM.from_pretrained(model_name, device_map="auto", torch_dtype="auto") + +# 你的指令和输入 +instruction = "你是一名深谙下沉市场心理的顶级微短剧编剧。请根据以下剧情简介，为这部【女频】短剧起一个极具爽感、能引发病毒式传播的爆款剧名。" +input_text = "【标签】[\"都市爱情\", \"追妻火葬场\", \"打脸虐渣\"]\n【简介】林湘看清自己不过是父亲用来挽救公司、被塞进豪门的“工具人”。三年协议婚姻，她忍下冷暴力与流言。幡然醒悟后，她踢走势利保姆，重返职场，活成了前夫高攀不起的模样。" + +messages = [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": f"{instruction}\n{input_text}"} +] + +text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +model_inputs = tokenizer([text], return_tensors="pt").to(model.device) + +# 生成剧名 +generated_ids = model.generate(**model_inputs, max_new_tokens=50, temperature=0.7) +generated_ids = [ + output_ids[len(input_ids):] for input_ids, output_ids in zip(model_inputs.input_ids, generated_ids) +] +response = tokenizer.batch_decode(generated_ids, skip_special_tokens=True)[0] + +print("生成的剧名:", response) +``` + +### 3. Ollama 本地运行 +文件包含‘Modelfile`，如果你熟悉 Ollama 生态，可以直接将其转换为 GGUF 并进行极其方便的本地部署调用。 + +--- + + +## 🎬 Model Description (English) + +**Short-Drama-Title-Generator-4B** is a specialized Large Language Model fine-tuned on the Qwen3-4B-Instruct architecture. It is designed to generate highly engaging, viral, and click-worthy titles for Chinese Short Dramas (微短剧). + +The model was meticulously fine-tuned on a high-quality dataset containing **20,205 real-world popular short drama titles and plots**. It excels at extracting core elements from a brief plot summary and outputting titles that strongly appeal to target audiences in the short video ecosystem. + +## ⚠️ 免责声明 (Disclaimer) +本模型生成的剧名仅供参考，生成结果受输入文本和模型生成随机性影响。请用户在使用时遵守相关法律法规，不得用于生成、传播任何违法违规或侵犯他人权益的内容。 \ No newline at end of file diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..70adff8 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,61 @@ +{%- 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 %} +{%- 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" %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- 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' }} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..f3a0b7d --- /dev/null +++ b/config.json @@ -0,0 +1,71 @@ +{ + "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": 2560, + "initializer_range": 0.02, + "intermediate_size": 9728, + "layer_types": [ + 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