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E-commerce","智能客服：通过自然语言对话理解用户需求，提供产品推荐、订单查询、退换货支持等服务，提升客户满意度。\n个性化营销推荐：基于用户浏览、购买、偏好等行为数据，生成个性化推荐内容与优惠策略，提高转化率和客单价。\n商品内容生成：自动撰写商品标题、卖点描述、使用说明等内容，适用于海量SKU的内容生产与多语言发布。","buy",{"id":520,"value":520,"name":521,"intro":522,"add_value":523,"describe":8},10,"Security & Protection",null,"safe-shield-line",{"id":525,"value":525,"name":526,"intro":522,"add_value":527,"describe":8},11,"Environment & Climate","weather",{"id":529,"value":529,"name":530,"intro":522,"add_value":531,"describe":8},12,"Energy & Resource","energy-leaf",{"id":533,"value":533,"name":534,"intro":522,"add_value":535,"describe":8},13,"Express & Logistics","speed-outline",{"id":537,"value":537,"name":538,"intro":522,"add_value":539,"describe":8},15,"Sports","baseball-outline",{"id":541,"value":541,"name":542,"intro":522,"add_value":543,"describe":8},16,"General Data","daily-booth",{"id":545,"value":545,"name":546,"intro":522,"add_value":547,"describe":8},17,"Content & 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Culture","lang",{"id":564,"unique_code":565,"title":566,"icon":8,"intro":567,"cate":483,"detail":568,"create_time":569,"update_time":570,"price":571,"view_count":572,"download_count":573,"unit":573,"amount":574,"is_create_order":573,"enterprise_id":488,"seo_keywords":575,"seo_description":576,"data_format":577,"file_size":578,"apply_scene":579,"training_task":580,"version":581,"dataset_type_id":492,"dataset_scene_id":529,"sample_file":522,"banner":8,"unit_name":8,"cate_name":449,"icon_url":8,"banner_url":8,"sample_file_url":8,"data_dict":582,"qa_list":629,"sample_metadatas":646,"text_sample_content":685,"enterprise_name":686,"enterprise_logo":687,"data_distribution":688},1077,"e9b077938f1260fb854e744a6724ec8a","Commercial and Industrial Solar Self-Consumption and Curtailment Reasoning QA Dataset","Train multi-step reasoning about self-consumption, grid exports, and curtailment under commercial solar operating constraints.","\u003Cp>This dataset presents commercial and industrial solar operating scenarios as text-based questions and answers, covering facility electricity demand, solar generation, grid export limits, and control strategies. It asks models to determine how solar power is self-consumed, exported to the grid, or curtailed, and to explain the conditions behind each conclusion. The data is suited to supervised fine-tuning for logical reasoning and multi-step analysis, as well as model development and evaluation for solar operations and energy management.\u003C\u002Fp>","2026-10-09 18:54:22","2026-10-19 17:19:35","0.00",41,0,5000,"commercial solar dataset, solar self-consumption, solar curtailment, grid export limits, solar operations, reasoning QA, reasoning SFT, energy management","Reasoning QA for commercial solar operations, covering demand, generation, export limits, and control strategies to train self-consumption, export, and curtail","JSON","0.3GB","solar self-consumption optimization, grid export management, solar power curtailment analysis","multi-step reasoning, energy balance analysis, constraint-based reasoning","V1.0",[583,588,593,598,603,609,614,619,624],{"id":573,"name":584,"field":585,"intro":586,"type":587},"File Name","file_name","File name","string",{"id":589,"name":590,"field":591,"intro":592,"type":587},7836,"Reasoning Question","question","A question based on the original operating scenario that asks the model to determine the relationships among solar self-consumption, grid export, and curtailment.",{"id":594,"name":595,"field":596,"intro":597,"type":587},7837,"Final Conclusion","conclusion","A concise and clear operating judgment in response to the question.",{"id":599,"name":600,"field":601,"intro":602,"type":587},7838,"Grid Export Relationship","export_relation","Explains whether solar power is exported, whether exports are constrained by the grid export limit, and the conditions that apply.",{"id":604,"name":605,"field":606,"intro":607,"type":608},7839,"Reasoning Steps","reasoning_steps","An ordered list of the analysis steps needed to derive the conclusion.","array",{"id":610,"name":611,"field":612,"intro":613,"type":587},7840,"Original Operating Scenario","source_scenario","Source text describing facility electricity demand, solar generation, grid export limits, control strategies, and other relevant operating conditions.",{"id":615,"name":616,"field":617,"intro":618,"type":587},7841,"Self-Consumption Relationship","self_use_relation","Explains how solar generation relates to facility demand and states the conditions under which the self-consumption relationship holds.",{"id":620,"name":621,"field":622,"intro":623,"type":587},7842,"Decisive Conditions","decisive_conditions","Summarizes the demand, solar generation, export limit, control strategy, or other operating conditions on which the conclusion depends.",{"id":625,"name":626,"field":627,"intro":628,"type":587},7843,"Curtailment Relationship","curtailment_relation","States whether solar output must be curtailed and explains the operating conditions that trigger curtailment.",[630,634,638,642],{"id":631,"question":632,"answer":633},5755,"What does the dataset contain?","The dataset consists of commercial and industrial solar operating scenarios paired with reasoning questions and answers. Scenarios cover facility demand, solar generation, grid export limits, and control strategies; annotations include reasoning steps, self-consumption and export relationships, curtailment conditions, final conclusions, and decisive conditions.",{"id":635,"question":636,"answer":637},5756,"What training tasks is it suited for?","It is suited to supervised fine-tuning for logical reasoning and multi-step question answering. It helps models determine from operating conditions whether solar power is consumed on site, exported to the grid, or curtailed, and can also support model evaluation and energy management applications.",{"id":639,"question":640,"answer":641},5757,"What are the dataset size and quality specifications?","Each sample pairs a specific operating scenario with a question and structured reasoning and conclusion fields, making it possible to use both the reasoning process and the final judgment. Confirm the sample count, file format, and quality acceptance criteria in the relevant product listing or delivery documentation.",{"id":643,"question":644,"answer":645},5758,"How can I obtain the data, and what licensing applies?","Acquisition options, delivery formats, and license scope are determined by the product listing or the provider's agreement. Before use, confirm that the license covers your intended training, evaluation, research, or commercial applications.",[647,661,673],{"id":648,"relate_table":649,"relate_id":650,"file_size":573,"file_name":8,"path":8,"duration":573,"cate":483,"file_format":8,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":651,"cate_name":652,"question":653,"conclusion":654,"export_relation":655,"reasoning_steps":656,"source_scenario":657,"self_use_relation":658,"decisive_conditions":659,"curtailment_relation":660},14633,"union_cubo",1564636978,"{\"question\": \"What PV output, export, and curtailment are required to comply with the export limit while serving the site load?\", \"conclusion\": \"To serve the 180 kW load and respect the export cap, the controller limits PV output to 280 kW, exports 100 kW, and curtails 240 kW.\", \"export_relation\": \"Export is held at the 100 kW grid limit. The potential surplus before curtailment is 340 kW, so the export limit is binding.\", \"reasoning_steps\": \"[\\\"Available PV output exceeds the 180 kW site load by 340 kW.\\\", \\\"The site consumes 180 kW of PV power first, leaving 340 kW of potential surplus.\\\", \\\"Only 100 kW of that surplus may be exported, so the controller must reduce PV output by the remaining 240 kW.\\\", \\\"After curtailment, PV output is 280 kW: 180 kW serves the site and 100 kW is exported.\\\"]\", \"source_scenario\": \"At a facility with no battery storage or other controllable power sink, the site load is 180 kW while available PV output is 520 kW. The grid export limit is 100 kW. The export-limiting controller maintains grid export at or below that limit by reducing PV output when necessary, while prioritizing onsite load. Conditions are steady during the interval.\", \"self_use_relation\": \"The facility uses 180 kW of PV output onsite, equal to its site load.\", \"decisive_conditions\": \"Site load is 180 kW, available PV output is 520 kW, the export limit is 100 kW, and the controller prioritizes onsite load and reduces PV output when export would exceed the limit; no battery or other sink is available.\", \"curtailment_relation\": \"The controller curtails 240 kW of available PV output because the 340 kW potential surplus exceeds the 100 kW export limit and no other power sink is available.\"}","文本","What PV output, export, and curtailment are required to comply with the export limit while serving the site load?","To serve the 180 kW load and respect the export cap, the controller limits PV output to 280 kW, exports 100 kW, and curtails 240 kW.","Export is held at the 100 kW grid limit. The potential surplus before curtailment is 340 kW, so the export limit is binding.","[\"Available PV output exceeds the 180 kW site load by 340 kW.\", \"The site consumes 180 kW of PV power first, leaving 340 kW of potential surplus.\", \"Only 100 kW of that surplus may be exported, so the controller must reduce PV output by the remaining 240 kW.\", \"After curtailment, PV output is 280 kW: 180 kW serves the site and 100 kW is exported.\"]","At a facility with no battery storage or other controllable power sink, the site load is 180 kW while available PV output is 520 kW. The grid export limit is 100 kW. The export-limiting controller maintains grid export at or below that limit by reducing PV output when necessary, while prioritizing onsite load. Conditions are steady during the interval.","The facility uses 180 kW of PV output onsite, equal to its site load.","Site load is 180 kW, available PV output is 520 kW, the export limit is 100 kW, and the controller prioritizes onsite load and reduces PV output when export would exceed the limit; no battery or other sink is available.","The controller curtails 240 kW of available PV output because the 340 kW potential surplus exceeds the 100 kW export limit and no other power sink is available.",{"id":662,"relate_table":649,"relate_id":663,"file_size":573,"file_name":8,"path":8,"duration":573,"cate":483,"file_format":8,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":664,"cate_name":652,"question":665,"conclusion":666,"export_relation":667,"reasoning_steps":668,"source_scenario":669,"self_use_relation":670,"decisive_conditions":671,"curtailment_relation":672},14632,1876315144,"{\"question\": \"How much PV power is used onsite and exported, and is curtailment needed?\", \"conclusion\": \"The facility uses 260 kW of PV onsite, exports 130 kW, and does not curtail PV output.\", \"export_relation\": \"The 130 kW surplus is exported. This is below the 180 kW export limit, so the limit does not reduce export.\", \"reasoning_steps\": \"[\\\"PV output of 390 kW exceeds the 260 kW site load by 130 kW.\\\", \\\"The 260 kW load is served by PV first.\\\", \\\"The remaining 130 kW is below the 180 kW export limit, so the full surplus can be exported.\\\", \\\"Since the export limit does not constrain the surplus, no PV curtailment is needed.\\\"]\", \"source_scenario\": \"During a steady operating interval, a facility has a 260 kW site load and 390 kW of available PV output. Its grid connection permits up to 180 kW of export. There is no battery storage, and the controller serves onsite load from PV before exporting any surplus. No other power sink is available.\", \"self_use_relation\": \"The facility uses 260 kW of PV output onsite, matching its 260 kW load.\", \"decisive_conditions\": \"Site load is 260 kW, available PV output is 390 kW, the export limit is 180 kW, and PV serves onsite load before export; no battery or other sink is available.\", \"curtailment_relation\": \"No curtailment is required because the surplus is within the permitted export capacity and there are no other stated constraints.\"}","How much PV power is used onsite and exported, and is curtailment needed?","The facility uses 260 kW of PV onsite, exports 130 kW, and does not curtail PV output.","The 130 kW surplus is exported. This is below the 180 kW export limit, so the limit does not reduce export.","[\"PV output of 390 kW exceeds the 260 kW site load by 130 kW.\", \"The 260 kW load is served by PV first.\", \"The remaining 130 kW is below the 180 kW export limit, so the full surplus can be exported.\", \"Since the export limit does not constrain the surplus, no PV curtailment is needed.\"]","During a steady operating interval, a facility has a 260 kW site load and 390 kW of available PV output. Its grid connection permits up to 180 kW of export. There is no battery storage, and the controller serves onsite load from PV before exporting any surplus. No other power sink is available.","The facility uses 260 kW of PV output onsite, matching its 260 kW load.","Site load is 260 kW, available PV output is 390 kW, the export limit is 180 kW, and PV serves onsite load before export; no battery or other sink is available.","No curtailment is required because the surplus is within the permitted export capacity and there are no other stated constraints.",{"id":674,"relate_table":649,"relate_id":675,"file_size":573,"file_name":8,"path":8,"duration":573,"cate":483,"file_format":8,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":676,"cate_name":652,"question":677,"conclusion":678,"export_relation":679,"reasoning_steps":680,"source_scenario":681,"self_use_relation":682,"decisive_conditions":683,"curtailment_relation":684},14631,149582920,"{\"question\": \"Is any PV power exported or curtailed, and does the facility still need to import power?\", \"conclusion\": \"The facility consumes all PV output onsite, imports 110 kW from the grid, and neither exports nor curtails PV power.\", \"export_relation\": \"There is no PV export. The 100 kW export limit is not binding because there is no surplus after onsite consumption.\", \"reasoning_steps\": \"[\\\"Compare available PV output of 310 kW with site load of 420 kW.\\\", \\\"Because PV output is below load, all available PV power can be consumed onsite.\\\", \\\"The remaining 110 kW of load must be supplied by the grid.\\\", \\\"No PV surplus remains to export, so the export limit does not bind and curtailment is not triggered.\\\"]\", \"source_scenario\": \"At a facility operating without battery storage, the site load is 420 kW and available PV output is 310 kW. The grid export limit is 100 kW. PV serves the site load first, and there are no other controllable loads or power sinks. Conditions are steady during the interval.\", \"self_use_relation\": \"All 310 kW of PV output is used onsite because the 420 kW load exceeds PV output.\", \"decisive_conditions\": \"Site load is 420 kW, available PV output is 310 kW, the export limit is 100 kW, and PV serves onsite load first with no battery or other controllable sink.\", \"curtailment_relation\": \"No curtailment is required; available PV output is below the site load.\"}","Is any PV power exported or curtailed, and does the facility still need to import power?","The facility consumes all PV output onsite, imports 110 kW from the grid, and neither exports nor curtails PV power.","There is no PV export. The 100 kW export limit is not binding because there is no surplus after onsite consumption.","[\"Compare available PV output of 310 kW with site load of 420 kW.\", \"Because PV output is below load, all available PV power can be consumed onsite.\", \"The remaining 110 kW of load must be supplied by the grid.\", \"No PV surplus remains to export, so the export limit does not bind and curtailment is not triggered.\"]","At a facility operating without battery storage, the site load is 420 kW and available PV output is 310 kW. The grid export limit is 100 kW. PV serves the site load first, and there are no other controllable loads or power sinks. Conditions are steady during the interval.","All 310 kW of PV output is used onsite because the 420 kW load exceeds PV output.","Site load is 420 kW, available PV output is 310 kW, the export limit is 100 kW, and PV serves onsite load first with no battery or other controllable sink.","No curtailment is required; available PV output is below the site load.","{\"question\":\"What PV output, export, and curtailment are required to comply with the export limit while serving the site load?\",\"conclusion\":\"To serve the 180 kW load and respect the export cap, the controller limits PV output to 280 kW, exports 100 kW, and curtails 240 kW.\",\"export_relation\":\"Export is held at the 100 kW grid limit. The potential surplus before curtailment is 340 kW, so the export limit is binding.\",\"reasoning_steps\":\"[\\\"Available PV output exceeds the 180 kW site load by 340 kW.\\\", \\\"The site consumes 180 kW of PV power first, leaving 340 kW of potential surplus.\\\", \\\"Only 100 kW of that surplus may be exported, so the controller must reduce PV output by the remaining 240 kW.\\\", \\\"After curtailment, PV output is 280 kW: 180 kW serves the site and 100 kW is exported.\\\"]\",\"source_scenario\":\"At a facility with no battery storage or other controllable power sink, the site load is 180 kW while available PV output is 520 kW. The grid export limit is 100 kW. The export-limiting controller maintains grid export at or below that limit by reducing PV output when necessary, while prioritizing onsite load. Conditions are steady during the interval.\",\"self_use_relation\":\"The facility uses 180 kW of PV output onsite, equal to its site load.\",\"decisive_conditions\":\"Site load is 180 kW, available PV output is 520 kW, the export limit is 100 kW, and the controller prioritizes onsite load and reduces PV output when export would exceed the limit; no battery or other sink is available.\",\"curtailment_relation\":\"The controller curtails 240 kW of available PV output because the 340 kW potential surplus exceeds the 100 kW export limit and no other power sink is available.\"}","MOBIUSI INC","https:\u002F\u002Fstatic.mobiusi.com\u002Fmobiwusi\u002F20250829\u002F7bf4ac62b4533e2b809998a6f1c5491e.png?Expires=1792463130&OSSAccessKeyId=LTAI5tH8MQqhgeiAtrzCHrxM&Signature=v6Tr8jBrdm4s5wU1SnnyGsYg%2Bhw%3D&x-oss-process=image%2Fresize%2Cm_fill%2Cw_35%2Ch_35",[689,695],{"type":690,"title":691,"count_data":692},"bar","Length distribution",[693],{"name":694,"value":483},"1k lower",{"type":696,"title":697,"count_data":698},"pie","Language distribution",[699],{"name":700,"value":483},"English"]