commit 8c5b844ea60883d5a34b1d7fa820dfcdca412beb Author: ModelHub XC Date: Wed Jun 24 12:31:16 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: fFlorenceE/qwen3-14b-instruct-traffic-explainer 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/LICENSE b/LICENSE new file mode 100644 index 0000000..25b3fdf --- /dev/null +++ b/LICENSE @@ -0,0 +1,21 @@ +MIT License + +Copyright (c) 2026 fFlorenceE + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. diff --git a/README.md b/README.md new file mode 100644 index 0000000..b76868c --- /dev/null +++ b/README.md @@ -0,0 +1,65 @@ +--- +language: +- en +license: mit +base_model: OpenPipe/Qwen3-14B-Instruct +pipeline_tag: text-generation +tags: +- traffic +- intelligent-transportation-systems +- explanation-generation +- qwen +--- + +# qwen3-14b-instruct-traffic-explainer + +This model is designed to explain cooperative traffic control decisions in natural language. + +It takes a structured prompt that describes: +- the current traffic state +- the signal phase +- platoon-related observations +- the actions taken by the traffic control system + +It then generates a short explanation of why those actions were taken, with emphasis on how signal control, platoon formation, and speed control work together. + +This model is intended for: +- traffic decision interpretation +- intelligent transportation system demos +- human-readable explanation generation for cooperative control outputs + +## Input + +The model works best when the input follows a structured prompt format that includes: +- traffic state +- action semantics +- actions taken +- explanation task description + +## Output + +The model generates an explanation in natural language, typically using the format: + +```xml +... +``` + +## Example Use + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM + +model_id = "fFlorenceE/qwen3-14b-instruct-traffic-explainer" +tokenizer = AutoTokenizer.from_pretrained(model_id, trust_remote_code=True) +model = AutoModelForCausalLM.from_pretrained(model_id, trust_remote_code=True, device_map="auto") + +messages = [ + {"role": "system", "content": "You are an expert in intelligent transportation systems."}, + {"role": "user", "content": "You are an expert in intelligent transportation systems. A cooperative multi-agent system has made a traffic control decision.\nYour task is to explain the reason behind this decision.\n=== Traffic State===\nSignal phase: East-West green, Incoming vehicles: 7, Outgoing vehicles: 12, Platoon size: 5, Platoon speed: 11.2, Platoon acceleration: 0.8, Platoon length: 32.5, Distance to intersection: 24.3, Distance to following vehicle: 9.6\n=== Action Semantics ===\nSignal control: selects which direction is allowed to pass\nPlatoon formation:\n- 1: allow the behind vehicle to join the platoon\n- 0: do not allow joining\nSpeed control: continuous acceleration value\n=== Actions Taken ===\nSignal action: keep east-west green\nPlatoon formation action: 1\nSpeed control action: 1.2\n=== Task ===\nExplain why these actions are taken based on the traffic state. Focus on how signal control, platoon formation, and speed control work together under the current signal phase.\n=== Output Format ===\nProvide a concise and logical explanation. "} +] + +text = tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) +inputs = tokenizer(text, return_tensors="pt").to(model.device) +outputs = model.generate(**inputs, max_new_tokens=256, do_sample=False) +print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[1]:], skip_special_tokens=False)) +``` diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..e5e9a09 --- /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|>assistant\n\n\n\n\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\n\n\n\n' }} +{%- endif %} diff --git a/config.json b/config.json new file mode 100644 index 0000000..b8f01b2 --- /dev/null +++ b/config.json @@ -0,0 +1,75 @@ +{ + "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": 5120, + "initializer_range": 0.02, + 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