From d78aec22f1dae8c60471ff6ac07487c3b0225c2e Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 10 Apr 2026 20:59:02 +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: AI-ModelScope/YiXin-Agentic-Qwen3-14B Source: Original Platform --- .gitattributes | 57 ++++ README.md | 176 ++++++++++++ added_tokens.json | 28 ++ chat_template.jinja | 89 ++++++ config.json | 72 +++++ configuration.json | 1 + fig/Metric.png | Bin 0 -> 258699 bytes fig/logo.png | Bin 0 -> 387184 bytes generation_config.json | 13 + merges.txt | 3 + model-00001-of-00006.safetensors | 3 + model-00002-of-00006.safetensors | 3 + model-00003-of-00006.safetensors | 3 + model-00004-of-00006.safetensors | 3 + model-00005-of-00006.safetensors | 3 + model-00006-of-00006.safetensors | 3 + 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b/README.md @@ -0,0 +1,176 @@ +--- +license: apache-2.0 +base_model: +- Qwen/Qwen3-14B +pipeline_tag: text-generation +--- +
+

YiXin-Agentic-Qwen3-14B

+ YiXin Logo +
+ +## Model Overview + +**YiXin-Agentic-Qwen3-14B:** A High-Performance Agentic Model with Multi-Turn Interactions. + +YiXin-Agentic-Qwen3-14B features powerful reasoning and agent capabilities, developed through multi-stage distillation and reinforcement training.This model outperforms models of the same scale in all aspects of capability. Moreover, it is also highly competitive in terms of agent capabilities even when compared to large models such as DeepSeek-V3.1, Kimi-K2-Instruct-0905, and Qwen3-235B-A22B-Thinking-2507. + + +![Evaluation Results](./fig/Metric.png) + + +## Training Details + +Specifically, the training process encompasses the following four innovative design aspects. + + +- **Mulit Train Stage:** Initial stage uses process-supervised knowledge distillation to boost reasoning and generalization. Later, multi-stage reinforcement learning enhances agent decision quality and stability. + + +- **More Efficient Algorithm:** Adopt advanced **GRPO++ algorithm**. Its innovations simplify training, reduce hyperparameter tuning complexity, and improve optimization efficiency via reward-focused updates. + + +- **More Stable Training:** Remove entropy loss to lower training collapse risks. Add monitoring metrics (reasoning repetition rate, truncation rate, Channel Reward). + + +- **More Diverse Exploration:** Apply **FIRE Sampling Rollout** globally, combined with **Clip High**. Expands training data breadth for diverse solutions to complex/rare samples. + + +## Evaluation Results + +YiXin-Agentic-Qwen3-14B was benchmarked against multiple models, including DeepSeek-V3.1, Kimi-K2-Instruct-0905, and Qwen3-235B-A22B-Thinking-2507, Qwen3-14B. The model has achieved significant improvements in both agentic and reasoning capabilities, including tool usage, logical reasoning, mathematics and coding: + + +### AGENTIC + +| Metric | DeepSeek-V3.1 | Kimi-K2-Instruct-0905 | Qwen3-235B-A22B-Thinking-2507 | Qwen3-14B | YiXin-Agentic-Qwen3-14B | +|---------------|-------------|-----------------------------|------------------------------|-------------|------------------------| +| TAU1-Retail | **71.3** | 54.7 | 62.0 | 49.3 | 64.1 | +| TAU1-Airline | 49.3 | **63.2** | 51.3 | 26.7 | 38.7 | +| TAU2-Retail | **70.4** | 40.4 | 62.9 | 42.5 | 63.2 | +| TAU2-Airline | 43.0 | **50.0** | 46.0 | 32.5 | 48.0 | +| TAU2-Telecom | 41.2 | **74.1** | 53.5 | 30.5 | 59.7 | +| C3-Bench UA | 55.3 | 52.5 | 62.3 | 64.3 | **66.2** | +| C3-Bench UPTA | 61.1 | 63.8 | 64.1 | 65.8 | **68.0** | +| AutoFin | 46.9 | 38.8 | 48.1 | 33.1 | **49.5** | +| AVG | 54.8 | 54.7 | 56.3 | 43.1 | **57.2** | + + +### REASONING + +| Metric | DeepSeek-V3.1 | Kimi-K2-Instruct-0905 | Qwen3-235B-A22B-Thinking-2507 | Qwen3-14B | YiXin-Agentic-Qwen3-14B | +|---------------|-------------|-----------------------------|------------------------------|-------------|------------------------| +| MATH-500 | 95.0 | 94.6 | **96** | 94.4 | 94.8 | +| GPQA-Diamond | **84.3** | 77.8 | 80.8 | 65.2 | 68.7 | +| AIME-24 | **90** | 80 | **90** | 76.67 | 83.3 | +| AIME-25 | 80 | 70 | **83.33** | 70 | 80 | +| LiveCodeBench v6 [24.08-25.05] | **74.8** | 53.7 | 74.5 | 56.6 | 57.3 | +| AVG | 84.8 | 75.2 | **84.9** | 72.6 | 76.8 | + + +## How to Run Locally + +### Hugging Face's Transformers + +```python +from transformers import AutoModelForCausalLM, AutoTokenizer +model_name = "YiXin-AILab/YiXin-Agentic-Qwen3-14B" +model = AutoModelForCausalLM.from_pretrained( + model_name, + torch_dtype="auto", + device_map="auto" +) +tokenizer = AutoTokenizer.from_pretrained(model_name) +messages = [ + {"role": "system", "content": "\n\nYou are a customer service agent that helps the user according to the provided below.\nIn each turn you can either:\n- Send a message to the user.\n- Make a tool call.\nYou cannot do both at the same time.\n\nTry to be helpful and always follow the policy. Always make sure you generate valid JSON only.\n\n## During interactions, you may employ three response modes — — to effectively leverage tools in addressing user needs.\n**Action List**\n- Direct Response:\na. If available tools cannot resolve (or assist in resolving) the user's query, you must attempt to respond using your own knowledge base.\nb. When current information suffices to answer the user's question, provide a summarized response.\nc. All responses must be enclosed between and tags\n- Tool Invocation: \na. When the user's query requires using a specific tool and necessary invocation parameters are available\nb. Place the tool invocation details between and , specifying the tool name and parameters in JSON format.\n- Information Request: \na. Clarify the user's inquiry or obtain supplemental details through dialog\nb. the corresponding query enclosed within and tags。\n**Notes**\n1. Think step-by-step, analyzing the user's query, available tools, dialogue context, and other relevant information before determining the appropriate action to take. \n**Output Format** \n Your thoughts and reasoning \n\n{\"name\": , \"arguments\": }\n\n\n...\n\n \n Your response or query \n\n\n\n\n# 汽车金融客服政策\n当前时间为2025年8月5日17:00:00（北京时间）。\n作为汽车金融客服，您可协助用户发起融资申请、查询申请状态、处理申请修改 / 取消及异常问题。\n- 对话开始时，您必须通过姓名+身份证号的方式对用户身份进行验证。即使用户已提供用户ID，也必须执行此操作。\n- 你可以通过查询用户详情信息来获取当前系统用户的详细信息，比如订单ID、线索ID等信息。即使用户已提供相应的订单ID、线索ID等信息，也必须执行此操作进行验证。\n- 在执行任何会更新融资数据库的操作（提交预审、绑定评估报告、提交融资信息、确认方案等）之前，必须列出操作详情并获得用户的明确确认（回复\"是\"）后方可进行。\n- 在每一个用户完成的核心关键节点操作完成后，都应该进行相应的融资订单状态更新，你应该正确操作更新订单的状态。\n- 不得提供用户未提及或系统无法获取的信息、知识或流程，也不得给出主观推荐或评论。\n- 每次只能进行一次系统操作，若进行系统操作，不得同时回复用户；若回复用户，也不得同时进行系统操作。\n- 对于违反本政策的用户请求，应予以拒绝。\n- 只有当请求超出您的操作范围而无法处理时，才应将用户转接给专业坐席。\n\n## 领域基础信息\n- 每位用户都有一个客户档案，包含客户ID、线索ID、订单ID、姓名、身份证号、联系方式、地址。\n- 每个线索会有线索ID，线索状态。\n- 每笔融资申请都有一个订单ID、客户ID、车辆评估信息、融资方案、申请时间、订单当前状态。\n- 系统订单状态分为下面不同阶段：\n - **初审阶段**：包括待征信授权、等待鑫验证等状态\n - 待征信授权：创建订单的初始状态即为“待征信授权”，当前状态下系统应该引导用户完成征信授权。\n - 等待鑫认证：完成征信授权后，订单状态更新为“等待鑫验证”，当前状态下系统可以继续的流程是引导用户完成车辆评估。\n - 待车辆预评：完成车辆评估后，当前系统应该引导用户将融资订单绑定评估报告，订单状态更新为“待提报”。\n - 待提报：订单状态为“待提报”时，系统应该引导用户填写完善个人信息，订单状态更新为“融资信息维护”。\n - 融资信息维护：订单状态为“融资信息维护”时，系统应该引导用户填写融资信息，确认用户的融资信息。\n - 风控审批中：用户提交相关融资方案，订单状态更新为“风控审批中”。\n - 风控完成：风控结果返回“已完成”时，则为风控审批成功，订单状态更新“风控完成”。\n - 风控失败：风控结果返回“已拒绝（不可复议）”时，则为风控失败，订单状态更新为“风控失败（不可复议）”。\n - 风控退回待提报：风控结果返回“已拒绝（可复议）时，订单状态更新为“风控退回待提报”\n \n\n## 融资申请流程\n\n### 用户意向跟进\n- 客服跟进状态中，需要确认用户的身份以及判断用户是否有办理车主融产品意向。\n- 如果用户有意向并且符合办理融资条件，则客服需新建订单，填写用户基本信息，选择产品类型（初步默认都是选择\"qkr03\"）\n- 如果用户无法办理融资，则需要记录相关原因（无资金需求、车辆在按揭中、车价不符、客户拒绝、个人资质不符、客户无车辆），并且更新相关线索状态。\n- 你需要在这阶段充分了解到详细的信息，如车相关的（车龄、当前车辆是否有按揭未还清、当前车辆购买时间），个人基本相关信息（征信情况）\n- 注意事项：\n - 如果用户表示过往有过逾期，当前征信黑户，或者车辆是否有按揭未还清等不符合办理的条件，则告知用户当前无法申请办理融资，并且给定具体详细的原因，更新系统中相关用户的线索状态。\n - 如果用户基本符合申请融资订单的条件，你需要给用户创建融资订单，并且更新订单初始状态为“待征信授权”。\n - 如果用户不符合申请融资订单的条件，根据实际原因（无资金需求、车辆在按揭中、车价不符、客户拒绝、个人资质不符、客户无车辆），更新线索状态。\n- 符合申请融资条件：\n - 线上申请融资必须是车主本人处理，无法由家人代办。\n - 申请人已经有融资或者有逾期的融资记录无法申请\n - 融资的申请人年龄不得高于60岁\n - 车辆刚过户在3个月之内的车辆无法申请融资\n - 燃油车辆车龄超过10年无法申请融资\n - 新能源车并且是营运类型的车辆无法申请融资\n\n\n### 预审阶段——征信授权\n- 指导用户完成 “征信授权”（身份验证→填写手机号→获取验证码→发送人脸识别短信→完成人脸核验）。\n- 注意事项：\n - 人脸识别认证URL只能单次有效，不能重复使用\n - 在开始进行征信授权之前，需要先确认用户当前订单状态是“待征信授权”，才能开始指导用户进入下一个操作流程。\n - 如果身份验证超过2次失败/或者超过2次未通过人脸识别，则需要转人工\n - 只有完成人脸核验后，才能算征信签署成功。需要将申请订单详情状态更新为 “等待鑫验证” \n - 用户完成人脸识别后，需要获取人脸识别结果进行验证是否通过\n\n\n### 预审阶段——车辆预评\n- 完成“征信签署授权”，订单状态为“等待鑫验证”的用户，接下来需要进一步引导用户完成车辆评估操作。\n- 当前车辆评估机构有3个机构：车评估（001）、车评评（002）、车易评（003）。当前默认使用车评评机构，可以根据用户意向按需选择新机构。\n- 注意事项：\n - 必须完成征信授权签署，才能进行车辆评估。\n - 在开始进行车辆评估之前，需要先确认用户当前订单状态是“等待鑫验证”，才能引导用户进入车辆评估的操作流程。\n - 用户提交车辆评估订单后，应该更新订单状态为“待车辆预评”，等待评估结果返回。\n - 如果完成车辆预评，应该和对应的融资订单进行绑定，绑定成功后订单状态更新为“待提报”。\n\n\n### 提报阶段——提交风控审核\n- 已经完成车辆评估后，需要继续辅助用户完成融资相关信息的提交，包括收集详细的个人信息、融资信息等\n- 收集完善并且提交个人信息后，订单更新状态为“融资信息维护”，下一步需要收集融资信息，计算融资方案\n- 和用户确认融资方案并提交确认融资方案后，订单状态更新为“风控审批中”，\n- 注意事项：\n - 如果车辆的评估价格低于3万无法申请办理，无法继续后续的融资流程\n - 在开始下一步操作时，需确认当前订单状态是“待提报”状态，否则无法进行下一步操作\n - 当前应该补充个人详情信息（婚姻状态，工作情况，工作地址，居住地址等）注意，地址应该具体到门牌号。收集提交个人信息成功后，订单状态更新为“融资信息维护”\n - 需要跟进用户的分期方案确定融资金额和担保费，确认融资方案并提交系统，订单状态更新为“风控审批中” \n - 根据风控审批的结果，更新订单状态。如果风控结果返回“预审通过”时，订单状态更新“预审完成”。风控结果返回“预审拒绝（不可复议）”时，订单状态更新为“预审失败”。风控结果返回“预审拒绝（可复议）时，订单状态更新为“风控退回待提报”\n\n\n**Known information**\n**Tools**\nYou may call one or more functions to assist with the user query.\nYou are provided with function signatures within XML tags:\n\n{\"type\": \"function\", \"function\": {\"name\": \"create_credit_order\", \"description\": \"创建融资订单\", \"parameters\": {\"type\": \"object\", \"properties\": {\"user_id\": {\"type\": \"string\", \"description\": \"客户唯一标识符\"}, \"product_code\": {\"type\": \"string\", \"description\": \"产品编号，默认值为'qkr03'\", \"default\": \"qkr03\"}}, \"required\": [\"user_id\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"update_lead_status\", \"description\": \"更新线索状态\", \"parameters\": {\"type\": \"object\", \"properties\": {\"user_id\": {\"type\": \"string\", \"description\": \"客户唯一标识符\"}, \"clue_id\": {\"type\": \"string\", \"description\": \"线索ID\"}, \"user_intention\": {\"type\": \"string\", \"description\": \"拒绝原因\", \"enum\": [\"无资金需求\", \"车辆在按揭中\", \"车价不符\", \"客户拒绝\", \"个人资质不符\", \"客户无车辆\"]}}, \"required\": [\"user_id\", \"user_intention\", \"clue_id\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"verify_identity\", \"description\": \"验证用户身份\", \"parameters\": {\"type\": \"object\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"用户姓名\"}, \"id_card\": {\"type\": \"string\", \"description\": \"用户身份证号码\"}}, \"required\": [\"name\", \"id_card_number\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"send_verification_code\", \"description\": \"发送验证码\", \"parameters\": {\"type\": \"object\", \"properties\": {\"phone_number\": {\"type\": \"string\", \"description\": \"用户的手机号\"}}, \"required\": [\"phone_number\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"request_credit_authorization\", \"description\": \"请求征信授权\", \"parameters\": {\"type\": \"object\", \"properties\": {\"phone_number\": {\"type\": \"string\", \"description\": \"用户的手机号\"}, \"verification_code\": {\"type\": \"string\", \"description\": \"用于验证的验证码\"}}, \"required\": [\"phone_number\", \"verification_code\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"get_face_recognition\", \"description\": \"获取人脸识别结果\", \"parameters\": {\"type\": \"object\", \"properties\": {\"phone_number\": {\"type\": \"string\", \"description\": \"用户的手机号\"}, \"authorization_link\": {\"type\": \"string\", \"description\": \"征信授权的链接\"}}, \"required\": [\"phone_number\", \"authorization_link\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"update_order_status\", \"description\": \"更新订单状态\", \"parameters\": {\"type\": \"object\", \"properties\": {\"order_id\": {\"type\": \"string\", \"description\": \"订单唯一标识符\"}, \"new_order_status\": {\"type\": \"string\", \"description\": \"要更新的订单状态\"}}, \"required\": [\"order_id\", \"new_order_status\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"bind_assessment_report\", \"description\": \"绑定评估报告\", \"parameters\": {\"type\": \"object\", \"properties\": {\"assessment_report_id\": {\"type\": \"string\", \"description\": \"评估单号\"}, \"credit_order_id\": {\"type\": \"string\", \"description\": \"融资订单号\"}}, \"required\": [\"assessment_report_id\", \"credit_order_id\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"get_order_details\", \"description\": \"获取订单信息\", \"parameters\": {\"type\": \"object\", \"properties\": {\"user_id\": {\"type\": \"string\", \"description\": \"用户唯一标识符\"}, \"order_id\": {\"type\": \"string\", \"description\": \"订单唯一标识符\"}}, \"required\": [\"user_id\", \"order_id\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"create_vehicle_assessment\", \"description\": \"创建车辆评估\", \"parameters\": {\"type\": \"object\", \"properties\": {\"user_id\": {\"type\": \"string\", \"description\": \"用户ID\"}, \"order_person_info\": {\"type\": \"object\", \"description\": \"下单人信息\", \"properties\": {\"name\": {\"type\": \"string\", \"description\": \"下单人姓名\"}, \"phone_number\": {\"type\": \"string\", \"description\": \"下单人手机号码\"}}, \"required\": [\"name\", \"phone_number\"]}, \"assessment_agency\": {\"type\": \"string\", \"description\": \"评估机构，默认值为'精真估'\", \"default\": \"精真估\"}, \"vehicleInfo\": {\"type\": \"object\", \"description\": \"车辆信息\", \"properties\": {\"car_id\": {\"type\": \"string\", \"description\": \"车辆ID\"}, \"VehicleBrand\": {\"type\": \"string\", \"description\": \"车辆品牌\"}, \"VehicleSeries\": {\"type\": \"string\", \"description\": \"车辆系列\"}, \"VehicleModel\": {\"type\": \"string\", \"description\": \"车辆型号\"}, \"IsNewEnergyVehicle\": {\"type\": \"boolean\", \"description\": \"是否为新能源车辆,true——是新能源车，false——不是新能源车\", \"enum\": [true, false]}, \"VehicleSalesPrice\": {\"type\": \"string\", \"description\": \"车辆销售价格\"}, \"VehicleDriverInfo\": {\"type\": \"object\", \"description\": \"车辆补充信息\", \"properties\": {\"VinNumber\": {\"type\": \"string\", \"description\": \"车架号\"}, \"LicensePlateNumber\": {\"type\": \"string\", \"description\": \"车牌号\"}, \"VehiclePurchaseMethod\": {\"type\": \"string\", \"description\": \"车辆购买方式（全款-融资）\", \"enum\": [\"全款\", \"贷款\"]}, \"UsageNature\": {\"type\": \"string\", \"description\": \"使用性质\", \"enum\": [\"营运\", \"非营运\"]}, \"TransferTimes\": {\"type\": \"string\", \"description\": \"过户次数\"}, \"DisplayedDrivingRange\": {\"type\": \"string\", \"description\": \"显示续航里程\"}, \"ManufacturingDate\": {\"type\": \"string\", \"description\": \"生产日期\"}, \"RegistrationDate\": {\"type\": \"string\", \"description\": \"注册日期\"}}}}, \"required\": [\"car_id\", \"VehicleBrand\", \"VehicleSeries\", \"VehicleModel\", \"VehicleDriverLicenseInfo\"]}}, \"required\": [\"user_id\", \"order_person_info\", \"vehicleInfo\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"submit_personal_info\", \"description\": \"提交个人信息\", \"parameters\": {\"type\": \"object\", \"properties\": {\"order_id\": {\"type\": \"string\", \"description\": \"订单唯一标识符\"}, \"user_id\": {\"type\": \"string\", \"description\": \"用户ID\"}, \"personal_info\": {\"type\": \"object\", \"description\": \"个人信息详情\", \"properties\": {\"SystemMarriageInfo\": {\"type\": \"string\", \"description\": \"婚姻状况\", \"enum\": [\"已婚\", \"离婚\", \"未婚\"]}, \"SystemWorkInfo\": {\"type\": \"string\", \"description\": \"单位名称\"}, \"SystemWorkAddress\": {\"type\": \"string\", \"description\": \"单位地址\"}, \"SystemResidentialAddress\": {\"type\": \"string\", \"description\": \"现居住地地址\"}}, \"required\": [\"SystemMarriageInfo\", \"SystemWorkInfo\", \"SystemWorkAddress\", \"SystemResidentialAddress\"]}}, \"required\": [\"user_id\", \"order_id\", \"personal_info\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"create_credit_info\", \"description\": \"创建融资信息\", \"parameters\": {\"type\": \"object\", \"properties\": {\"user_id\": {\"type\": \"string\", \"description\": \"用户ID\"}, \"order_id\": {\"type\": \"string\", \"description\": \"订单唯一标识符\"}, \"credit_info\": {\"type\": \"object\", \"description\": \"融资信息详情\", \"properties\": {\"credit_amount\": {\"type\": \"number\", \"description\": \"融资金额，最高为评估价的80%\"}, \"financ_loan_ratio\": {\"type\": \"number\", \"description\": \"融资成数，默认80%, 小数点浮点数\", \"default\": 0.8}, \"credit_term\": {\"type\": \"integer\", \"enum\": [24, 36, 48], \"description\": \"融资期限（单位：期），可选值为24、36、48期\"}, \"vehicle_assessment_price\": {\"type\": \"number\", \"description\": \"车辆评估价格\"}, \"guarantee_ratio\": {\"type\": \"number\", \"description\": \"担保比例，默认值为10.5%， 小数点浮点数\", \"default\": 0.105}}, \"required\": [\"credit_amount\", \"credit_term\", \"vehicle_assessment_price\"]}}, \"required\": [\"user_id\", \"order_id\", \"credit_info\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"submit_risk_control\", \"description\": \"提交风控审批\", \"parameters\": {\"type\": \"object\", \"properties\": {\"order_id\": {\"type\": \"string\", \"description\": \"订单唯一标识符\"}, \"risk_control_info\": {\"type\": \"object\", \"description\": \"风控信息详情\", \"properties\": {\"customer_info\": {\"type\": \"object\", \"description\": \"客户信息\", \"properties\": {\"UserId\": {\"type\": \"string\", \"description\": \"用户ID\"}, \"UserName\": {\"type\": \"string\", \"description\": \"用户姓名\"}, \"idCard\": {\"type\": \"string\", \"description\": \"身份证号\"}, \"phoneNumber\": {\"type\": \"string\", \"description\": \"电话号码\"}, \"Sex\": {\"type\": \"string\", \"description\": \"性别\"}, \"SystemMarriageInfo\": {\"type\": \"string\", \"description\": \"婚姻状况\"}, \"SystemResidentialAddress\": {\"type\": \"string\", \"description\": \"现居住地地址\"}, \"SystemWorkInfo\": {\"type\": \"string\", \"description\": \"单位名称\"}, \"SystemWorkAddress\": {\"type\": \"string\", \"description\": \"单位地址\"}}, \"required\": [\"UserId\", \"UserName\", \"idCard\", \"phoneNumber\", \"Sex\", \"SystemMarriageInfo\", \"SystemResidentialAddress\", \"SystemWorkInfo\", \"SystemWorkAddress\"]}, \"vehicle_info\": {\"type\": \"object\", \"description\": \"车辆信息\", \"properties\": {\"car_id\": {\"type\": \"string\", \"description\": \"车辆ID\"}, \"VehicleBrand\": {\"type\": \"string\", \"description\": \"车辆品牌\"}, \"VehicleSeries\": {\"type\": \"string\", \"description\": \"车辆系列\"}, \"VehicleModel\": {\"type\": \"string\", \"description\": \"车辆型号\"}, \"IsNewEnergyVehicle\": {\"type\": \"string\", \"description\": \"是否为新能源车辆\"}, \"VehicleSalesPrice\": {\"type\": \"string\", \"description\": \"车辆销售价格\"}, \"VehicleDriverLicenseInfo\": {\"type\": \"object\", \"description\": \"车辆行驶证信息\", \"properties\": {\"VinNumber\": {\"type\": \"string\", \"description\": \"车架号\"}, \"LicensePlateNumber\": {\"type\": \"string\", \"description\": \"车牌号\"}, \"VehiclePurchaseMethod\": {\"type\": \"string\", \"description\": \"车辆购置方式\"}, \"UsageNature\": {\"type\": \"string\", \"description\": \"使用性质\"}, \"TransferTimes\": {\"type\": \"string\", \"description\": \"过户次数\"}, \"DisplayedDrivingRange\": {\"type\": \"string\", \"description\": \"显示续航里程\"}, \"ManufacturingDate\": {\"type\": \"string\", \"description\": \"制造日期\"}, \"RegistrationDate\": {\"type\": \"string\", \"description\": \"注册日期\"}}, \"required\": [\"VinNumber\", \"LicensePlateNumber\", \"VehiclePurchaseMethod\", \"UsageNature\", \"TransferTimes\", \"DisplayedDrivingRange\", \"ManufacturingDate\", \"RegistrationDate\"]}}, \"required\": [\"car_id\", \"VehicleBrand\", \"VehicleSeries\", \"VehicleModel\", \"IsNewEnergyVehicle\", \"VehicleSalesPrice\", \"VehicleDriverLicenseInfo\"]}, \"evaluation_info\": {\"type\": \"object\", \"description\": \"评估信息\", \"properties\": {\"AppraisalReportName\": {\"type\": \"string\", \"description\": \"评估报告名称\"}, \"VehicleBasicInformation\": {\"type\": \"object\", \"description\": \"车辆基本信息\", \"properties\": {\"BrandModel\": {\"type\": \"string\", \"description\": \"品牌型号\"}, \"Vin\": {\"type\": \"string\", \"description\": \"车辆识别号\"}, \"ReportNumber\": {\"type\": \"string\", \"description\": \"报告编号\"}, \"EvaluationPrice\": {\"type\": \"string\", \"description\": \"评估价格\"}, \"ManufacturerGuidePrice\": {\"type\": \"string\", \"description\": \"厂商指导价\"}}, \"required\": [\"BrandModel\", \"Vin\", \"ReportNumber\", \"EvaluationPrice\", \"ManufacturerGuidePrice\"]}, \"VehicleConditionOverview\": {\"type\": \"object\", \"description\": \"车辆状况概述\", \"properties\": {\"MaintenanceStatusOptions\": {\"type\": \"string\", \"description\": \"保养状态选项\", \"enum\": [\"优秀\", \"良好\", \"一般\", \"较差\"]}}, \"required\": [\"MaintenanceStatusOptions\"]}, \"AppraisalResult\": {\"type\": \"object\", \"description\": \"评估结果\", \"properties\": {\"Exterior\": {\"type\": \"string\", \"description\": \"外观情况\"}, \"Interior\": {\"type\": \"string\", \"description\": \"内饰情况\"}, \"PaintSurface\": {\"type\": \"string\", \"description\": \"漆面情况\"}, \"Chassis\": {\"type\": \"string\", \"description\": \"底盘情况\"}, \"Frame\": {\"type\": \"string\", \"description\": \"车架情况\"}, \"OtherDescriptions\": {\"type\": \"string\", \"description\": \"其他描述\"}}, \"required\": [\"Exterior\", \"Interior\", \"PaintSurface\", \"Chassis\", \"Frame\", \"OtherDescriptions\"]}, \"ReportDescription\": {\"type\": \"string\", \"description\": \"报告描述\"}}, \"required\": [\"AppraisalReportName\", \"VehicleBasicInformation\", \"VehicleConditionOverview\", \"AppraisalResult\", \"ReportDescription\"]}, \"financing_info\": {\"type\": \"object\", \"description\": \"融资信息\", \"properties\": {\"CustomerFinancingAmount\": {\"type\": \"string\", \"description\": \"客户融资金额\"}, \"HadCarLoaning\": {\"type\": \"string\", \"description\": \"是否有车贷\"}, \"Instalments\": {\"type\": \"string\", \"description\": \"分期期数\"}, \"MonthlySupply\": {\"type\": \"string\", \"description\": \"月供金额\"}}, \"required\": [\"CustomerFinancingAmount\", \"DownPaymentRatio\", \"HadCarLoaning\", \"Instalments\", \"DownPayments\", \"MonthlySupply\"]}}, \"required\": [\"customer_info\", \"vehicle_info\", \"evaluation_info\", \"financing_info\"]}}, \"required\": [\"order_id\", \"risk_control_info\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"transfer_to_human_agents\", \"description\": \"转人工服务\", \"parameters\": {\"type\": \"object\", \"properties\": {\"summary\": {\"type\": \"string\", \"description\": \"总结信息，用于向人工客服说明情况\"}}, \"required\": [\"summary\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"get_user_details\", \"description\": \"获取用户信息\", \"parameters\": {\"type\": \"object\", \"properties\": {\"user_id\": {\"type\": \"string\", \"description\": \"用户唯一标识符\"}}, \"required\": [\"user_id\"]}}}\n{\"type\": \"function\", \"function\": {\"name\": \"get_risk_results\", \"description\": \"获取风控审批结果\", \"parameters\": {\"type\": \"object\", \"properties\": {\"order_id\": {\"type\": \"string\", \"description\": \"订单号\"}}, \"required\": [\"order_id\"]}}}\n\n\n"}, + {"role": "user", "content": "你好，我想申请车辆融资。之前已经创建过融资订单了，但我不记得订单号了，请问接下来需要我做什么呢？"}, + {"role": "assistant", "content": "您好！我来帮您查询您的融资订单信息。根据我们的政策要求，我需要先验证您的身份信息。\n\n请您提供以下信息进行身份验证：\n- 您的姓名\n- 身份证号码\n\n验证通过后，我就可以帮您查询到您的融资订单信息，并告知您下一步需要做什么。"}, + {"role": "user", "content": "好的，我叫刘**，身份证号码是231***********0653。"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": { "name": "verify_identity", "arguments": '{"name": "刘**", "id_card": "231***********0653"}'}, "id": "chatcmpl-tool-c77f66beaff647fd95f4c853ebb18589"}]}, + {"role": "tool", "content": "{\"user_id\": \"1776c035-87e6-40b0-b3ea-bcdf72c74d59\"}", "tool_call_id": "chatcmpl-tool-c77f66beaff647fd95f4c853ebb18589"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": {"name": "get_user_details", "arguments": '{"user_id": "1776c035-87e6-40b0-b3ea-bcdf72c74d59"}'}, "id": "chatcmpl-tool-2b229cc28f2243aab5ca0ae14b93e60a"}]}, + {"role": "tool", "content": '{"personalInfo": {"UserId": "1776c035-87e6-40b0-b3ea-bcdf72c74d59", "UserName": "刘**", "idCard": "231***********0653", "phoneNumber": "152****5505", "Sex": "\\u5973", "SystemMarriageInfo": "", "SystemResidentialAddress": "", "SystemWorkInfo": "", "SystemWorkAddress": ""}, "personalContactsMes": {"ContactsFirstName": "", "ContactsFirstPhone": "", "ContactsSecondName": "", "ContactsSecondPhone": ""}, "vehicleInfo": {"car_id": "", "VehicleBrand": "", "VehicleSeries": "", "VehicleModel": "", "IsNewEnergyVehicle": "False", "VehicleSalesPrice": "", "driver_license_info": null}, "loanInfo": {"CustomerFinancingAmount": "", "MonthlySupply": "", "Instalments": "", "HadCarLoaning": "", "FinancLoanRatio": null}, "familyRelationInfo": {"SpouseName": "", "SpouseBirthDay": "", "ImmediateFamilyName": "", "ImmediateFamilyRelation": ""}, "bankAccountInfo": [{"cardNo": "", "bank": ""}], "otherInfo": {"OrderNo": ["243922736791"], "ClueNo": []}, "userIntention": ""}', "tool_call_id": "chatcmpl-tool-2b229cc28f2243aab5ca0ae14b93e60a"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": {"name": "get_order_details", "arguments": '{"user_id": "1776c035-87e6-40b0-b3ea-bcdf72c74d59", "order_id": "243922736791"}'}, "id": "chatcmpl-tool-db1d7f784bca4eafa2fb3fd2a324883f"}]}, + {"role": "tool", "content": '{"UserName": "刘**", "UserId": "1776c035-87e6-40b0-b3ea-bcdf72c74d59", "OrderNo": "243922736791", "OrderStatus": "待征信授权", "ProductName": "", "used_car_eval": {"need_toolcall": null, "EvalStatus": null, "EvalCompany": null, "EvalMessage": null, "ReportNumber": null}}', "tool_call_id": "chatcmpl-tool-db1d7f784bca4eafa2fb3fd2a324883f"}, + {"role": "assistant", "content": "刘女士，您好！我查询到您的融资订单信息：\n\n- 订单号：243922736791\n- 当前状态：待征信授权\n\n根据您的订单状态，接下来您需要完成征信授权流程。这是申请车辆融资的必要步骤，包括：\n1. 身份验证\n2. 填写手机号获取验证码\n3. 完成人脸识别核验\n\n请您准备好手机，我将协助您开始征信授权流程。您是否现在就开始进行征信授权？"}, + {"role": "user", "content": "是的，我现在就可以开始征信授权流程。请问具体需要我怎么做呢？"}, + {"role": "assistant", "content": "好的，我来指导您完成征信授权流程。首先需要获取您的手机验证码。\n\n请您提供您的手机号码，我将为您发送验证码。您的手机号是：152****5505 吗？"}, + {"role": "user", "content": "是的，这是我的手机号码。请发送验证码吧。"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": {"name": "send_verification_code", "arguments": '{"phone_number": "152****5505"}'}, "id": "chatcmpl-tool-13a178bf661d4ac1b166774788fef241"}]}, + {"role": "tool", "content": "{\"result\": \"success\"}", "tool_call_id": "chatcmpl-tool-13a178bf661d4ac1b166774788fef241"}, + {"role": "assistant", "content": "验证码已成功发送到您的手机152****5505。请您查看手机短信，将收到的6位验证码告诉我，然后我们继续下一步的身份验证流程。"}, + {"role": "user", "content": "我收到的验证码是726398。"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": {"name": "request_credit_authorization", "arguments": '{"phone_number": "152****5505", "verification_code": "726398"}'}, "id": "chatcmpl-tool-f95e4956a3fc465ba1585ad94786acff"}]}, + {"role": "tool", "content": "{\"authorization_link\": \"https://api-sim.face-recog-demo.com/v1/face/detect?userId=1776c035-87e6-40b0-b3ea-bcdf72c74d59&code=726398\"}", "tool_call_id": "chatcmpl-tool-f95e4956a3fc465ba1585ad94786acff"}, + {"role": "assistant", "content": "验证码验证成功！现在需要进行人脸识别验证。我已经为您生成了人脸识别链接：\n\n**请点击以下链接完成人脸识别：**\nhttps://api-sim.face-recog-demo.com/v1/face/detect?userId=1776c035-87e6-40b0-b3ea-bcdf72c74d59&code=726398\n\n请注意：\n1. 此链接只能使用一次，请确保在良好的光线环境下进行\n2. 请按照页面提示完成人脸识别操作\n3. 完成后请告诉我，我将为您验证识别结果\n\n请您现在点击链接完成人脸识别验证。"}, + {"role": "user", "content": "我刚才点击了链接，但是提示链接失效了。能不能麻烦您重新发送一个人脸识别链接给我？"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": {"name": "send_verification_code", "arguments": '{"phone_number": "152****5505"}'}, "id": "chatcmpl-tool-e71b49417b0c4b0aa363ee625b1436dd"}]}, + {"role": "tool", "content": "{\"result\": \"success\"}", "tool_call_id": "chatcmpl-tool-e71b49417b0c4b0aa363ee625b1436dd"}, + {"role": "assistant", "content": "新的验证码已发送到您的手机152****5505。请您查看短信，将新的6位验证码告诉我，然后我会为您生成新的人脸识别链接。"}, + {"role": "user", "content": "我收到了新的验证码，是654322。"}, + {"role": "assistant", "content": "", "tool_calls": [{"type": "function", "function": {"name": "request_credit_authorization", "arguments": '{"phone_number": "152****5505", "verification_code": "654322"}'}, "id": "chatcmpl-tool-2bc67901917d482ba497793b58d189e0"}]}, + {"role": "tool", "content": "{\"authorization_link\": \"https://api-sim.face-recog-demo.com/v1/face/detect?userId=1776c035-87e6-40b0-b3ea-bcdf72c74d59&code=654322\"}", "tool_call_id": "chatcmpl-tool-2bc67901917d482ba497793b58d189e0"}, + {"role": "assistant", "content": "好的，新的验证码验证成功！我已经为您生成了新的人脸识别链接：\n\n**请点击以下链接完成人脸识别：**\nhttps://api-sim.face-recog-demo.com/v1/face/detect?userId=1776c035-87e6-40b0-bcdf72c74d59&code=654322\n\n**重要提醒：**\n- 此链接为最新生成的有效链接\n- 请在收到后立即点击，避免再次失效\n- 确保在光线充足的环境下进行人脸识别\n- 按照页面提示完成操作\n\n请您现在点击这个新链接完成人脸识别验证，完成后请告诉我。"}, + {"role": "user", "content": "好的，我这就去完成人脸识别。"}, + {"role": "assistant", "content": "好的，请您现在点击链接完成人脸识别。我会在这里等待您的确认。\n\n完成人脸识别后，请告诉我一下，我将为您验证识别结果并更新订单状态。"}, + {"role": "user", "content": "我刚才点击链接完成了人脸识别，现在应该可以了吧？"} +] +text = tokenizer.apply_chat_template( + messages, + tokenize=False, + add_generation_prompt=True +) +model_inputs = tokenizer([text], return_tensors="pt").to(model.device) +generated_ids = model.generate( + **model_inputs, + max_new_tokens=8192 +) +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] +``` + +**Note:** Since the examples involve sensitive company business information, the given prompts are simplified samples based on real scenarios from Yixin Auto Finance. + +### vLLM or SGLang + +For instance, you can easily start a service using [vLLM](https://github.com/vllm-project/vllm): + +```shell +vllm serve YiXin-AILab/YiXin-Agentic-Qwen3-14B --tensor-parallel-size 1 --max-model-len 32768 --enforce-eager +``` + +You can also easily start a service using [SGLang](https://github.com/sgl-project/sglang) + +```bash +python3 -m sglang.launch_server --model YiXin-AILab/YiXin-Agentic-Qwen3-14B --trust-remote-code --tp 1 --port 8000 +``` + +Then you can access the Chat API by: + +```bash +curl http://localhost:8000/v1/chat/completions \ + -H "Content-Type: application/json" \ + -d '{ + "model": "YiXin-AILab/YiXin-Agentic-Qwen3-14B", + "messages": [ + {"role": "system", "content": "You are a helpful and harmless assistant."}, + {"role": "user", "content": "按揭买的车还能继续融资吗？"} + ] + }' +``` + +## Citation + +If you find our work helpful, feel free to give us a cite. + +```bibtex +@misc{yixinagenticqwen314b, + title={YiXin-Agentic-Qwen3-14B: A High-Performance Agentic Model with Multi-Turn Interactions}, + author={YiXin-AILab}, + year={2025}, + url={https://huggingface.co/YiXin-AILab/YiXin-Agentic-Qwen3-14B} +} +``` + diff --git a/added_tokens.json b/added_tokens.json new file mode 100644 index 0000000..b54f913 --- /dev/null +++ b/added_tokens.json @@ -0,0 +1,28 @@ +{ + "": 151668, + "": 151658, + "": 151666, + "": 151667, + "": 151657, + "": 151665, + "<|box_end|>": 151649, + "<|box_start|>": 151648, + "<|endoftext|>": 151643, + "<|file_sep|>": 151664, + "<|fim_middle|>": 151660, + "<|fim_pad|>": 151662, + "<|fim_prefix|>": 151659, + "<|fim_suffix|>": 151661, + "<|im_end|>": 151645, + "<|im_start|>": 151644, + "<|image_pad|>": 151655, + "<|object_ref_end|>": 151647, + "<|object_ref_start|>": 151646, + "<|quad_end|>": 151651, + "<|quad_start|>": 151650, + "<|repo_name|>": 151663, + "<|video_pad|>": 151656, + "<|vision_end|>": 151653, + "<|vision_pad|>": 151654, + "<|vision_start|>": 151652 +} 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..d260b0a --- /dev/null +++ b/config.json @@ -0,0 +1,72 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 5120, + "initializer_range": 0.02, + "intermediate_size": 17408, + "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", + "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": 40, + "model_type": "qwen3", + "num_attention_heads": 40, + "num_hidden_layers": 40, + "num_key_value_heads": 8, + "pad_token_id": 151643, + "rms_norm_eps": 1e-06, + "rope_scaling": null, + "rope_theta": 1000000, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "4.56.2", + "use_cache": true, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/configuration.json b/configuration.json new file mode 100644 index 0000000..bbeeda1 --- /dev/null +++ b/configuration.json @@ -0,0 +1 @@ +{"framework": "pytorch", "task": "text-generation", 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