Package: llano
LetLargeLanguage Models Serve As DataAnnotators.Zero-shot/few-shot information extractor.⬇️ Installationstablepython-mpipinstall-UllanoFor Chinese users, the index-url can be specified for a faster installation.python-mpipinstall-ihttps://pypi.tuna.tsinghua.edu.cn/simple-Ullanolatestpython-mpipinstallgit+https://github.com/SeanLee97/llano.git💡 Currently, supportsPython3.8+. Due toPython 3.7'send-of-lifeon June 27, 2023, we no longer support it.📦 Features🕸 Converts unstructured data into structured data using powerful LLMs (Large Language Models).😎 Supports zero-shot, few-shot information extraction.📑 Provides annotated data that can be used for further training or annotation refinement.💡 API is simple to use and out of the box.🗂️ Supports a wide range of tasks.🌍 Supports multilingual prompts.Supporting Tasks:Task NameSupporting LanguagesStatusNEREnglish (EN), Simplifed Chinese (ZH_CN)👌Text Classification (Binary, MultiClass)English (EN), Simplifed Chinese (ZH_CN)👌MultiLabel ClassificationEnglish (EN), Simplifed Chinese (ZH_CN)👌Data AugmentationEnglish (EN), Simplifed Chinese (ZH_CN)👌Relation ExtractionEnglish (EN), Simplifed Chinese (ZH_CN)👌Summarization🏗️🏗️Text to SQL🏗️🏗️🚀 Quick TourExamplesEnglish Examplefromllano.configimportTasks,Languages,OpenAIModels,NERFormatterfromllanoimportGPTModel,GPTAnnotatorprint('All Supported Tasks:',Tasks.list_attributes())print('All Supported Languages:',Languages.list_attributes())print('All Supported NERFormatter:',NERFormatter.list_attributes())print('All Supported OpenAIModels:',OpenAIModels.list_attributes())api_key='Your API Key'model=GPTModel(api_key,model=OpenAIModels.ChatGPT)annotator=GPTAnnotator(model,task=Tasks.NER,language=Languages.EN,label_mapping={"people":'PEO','location':'LOC','company':'COM','organization':'ORG','job':'JOB'})doc='''Elon Reeve Musk FRS (/ˈiːlɒn/ EE-lon; born June 28, 1971) is a business magnate and investor. He is the founder, CEO and chief engineer of SpaceX; angel investor, CEO and product architect of Tesla, Inc.; owner and CEO of Twitter, Inc.; founder of The Boring Company; co-founder of Neuralink and OpenAI; and president of the philanthropic Musk Foundation. '''# w/o hint, w/o formatted resultret=annotator(doc)# w/o hint, w/ formatted resultret=annotator(doc,formatter=NERFormatter.BIO)# w/ hint, w/ formatted resultret=annotator(doc,hint='the entity type `job` is job title such as CEO, founder, boss.',formatter=NERFormatter.BIO)resultis the annotation result.formatted_resultis the formatted result.💡Tip: if you want to train your domain model, you can use the formatted result.Click to show the result.{"request":{"prompt":"You are a NER (Named-entity recognition) system, please help me with the NER task.\nTask: extract the entities and corresponding entity types from a given sentence.\nOnly support 5 entity types, including: people, location, company, organization, job.\n\nExplanation and examples: the entity type `job` is job title such as CEO, founder, boss.\n\nOutput format: (entity, entity_type).\n\nFollowing is the given sentence: Elon Reeve Musk FRS (/ˈiːlɒn/ EE-lon; born June 28, 1971) is a business magnate and investor. He is the founder, CEO and chief engineer of SpaceX; angel investor, CEO and product architect of Tesla, Inc.; owner and CEO of Twitter, Inc.; founder of The Boring Company; co-founder of Neuralink and OpenAI; and president of the philanthropic Musk Foundation. \nOutput:"},"meta":{"role":"assistant","prompt_tokens":195,"completion_tokens":74,"total_tokens":269,"taken_time":4.87583},"response":"\n\n(\"Elon Reeve Musk\", \"people\"), (\"FRS\", \"job\"), (\"SpaceX\", \"company\"), (\"Tesla, Inc.\", \"company\"), (\"Twitter, Inc.\", \"company\"), (\"The Boring Company\", \"organization\"), (\"Neuralink\", \"organization\"), (\"OpenAI\", \"organization\"), (\"Musk Foundation\", \"organization\")","result":{"text":"Elon Reeve Musk FRS (/ˈiːlɒn/ EE-lon; born June 28, 1971) is a business magnate and investor. He is the founder, CEO and chief engineer of SpaceX; angel investor, CEO and product architect of Tesla, Inc.; owner and CEO of Twitter, Inc.; founder of The Boring Company; co-founder of Neuralink and OpenAI; and president of the philanthropic Musk Foundation. ","entities":[[0,15,"Elon Reeve Musk","PEO"],[16,19,"FRS","JOB"],[139,145,"SpaceX","COM"],[192,203,"Tesla, Inc.","COM"],[222,235,"Twitter, Inc.","COM"],[248,266,"The Boring Company","ORG"],[282,291,"Neuralink","ORG"],[296,302,"OpenAI","ORG"],[339,354,"Musk Foundation","ORG"]],"formatted_result":"E\tB-PEO\nl\tI-PEO\no\tI-PEO\nn\tI-PEO\n \tI-PEO\nR\tI-PEO\ne\tI-PEO\ne\tI-PEO\nv\tI-PEO\ne\tI-PEO\n \tI-PEO\nM\tI-PEO\nu\tI-PEO\ns\tI-PEO\nk\tI-PEO\n \tO\nF\tB-JOB\nR\tI-JOB\nS\tI-JOB\n \tO\n(\tO\n/\tO\nˈ\tO\ni\tO\nː\tO\nl\tO\nɒ\tO\nn\tO\n/\tO\n \tO\nE\tO\nE\tO\n-\tO\nl\tO\no\tO\nn\tO\n;\tO\n \tO\nb\tO\no\tO\nr\tO\nn\tO\n \tO\nJ\tO\nu\tO\nn\tO\ne\tO\n \tO\n2\tO\n8\tO\n,\tO\n \tO\n1\tO\n9\tO\n7\tO\n1\tO\n)\tO\n \tO\ni\tO\ns\tO\n \tO\na\tO\n \tO\nb\tO\nu\tO\ns\tO\ni\tO\nn\tO\ne\tO\ns\tO\ns\tO\n \tO\nm\tO\na\tO\ng\tO\nn\tO\na\tO\nt\tO\ne\tO\n \tO\na\tO\nn\tO\nd\tO\n \tO\ni\tO\nn\tO\nv\tO\ne\tO\ns\tO\nt\tO\no\tO\nr\tO\n.\tO\n \tO\nH\tO\ne\tO\n \tO\ni\tO\ns\tO\n \tO\nt\tO\nh\tO\ne\tO\n \tO\nf\tO\no\tO\nu\tO\nn\tO\nd\tO\ne\tO\nr\tO\n,\tO\n \tO\nC\tO\nE\tO\nO\tO\n \tO\na\tO\nn\tO\nd\tO\n \tO\nc\tO\nh\tO\ni\tO\ne\tO\nf\tO\n \tO\ne\tO\nn\tO\ng\tO\ni\tO\nn\tO\ne\tO\ne\tO\nr\tO\n \tO\no\tO\nf\tO\n \tO\nS\tB-COM\np\tI-COM\na\tI-COM\nc\tI-COM\ne\tI-COM\nX\tI-COM\n;\tO\n \tO\na\tO\nn\tO\ng\tO\ne\tO\nl\tO\n \tO\ni\tO\nn\tO\nv\tO\ne\tO\ns\tO\nt\tO\no\tO\nr\tO\n,\tO\n \tO\nC\tO\nE\tO\nO\tO\n \tO\na\tO\nn\tO\nd\tO\n \tO\np\tO\nr\tO\no\tO\nd\tO\nu\tO\nc\tO\nt\tO\n \tO\na\tO\nr\tO\nc\tO\nh\tO\ni\tO\nt\tO\ne\tO\nc\tO\nt\tO\n \tO\no\tO\nf\tO\n \tO\nT\tB-COM\ne\tI-COM\ns\tI-COM\nl\tI-COM\na\tI-COM\n,\tI-COM\n \tI-COM\nI\tI-COM\nn\tI-COM\nc\tI-COM\n.\tI-COM\n;\tO\n \tO\no\tO\nw\tO\nn\tO\ne\tO\nr\tO\n \tO\na\tO\nn\tO\nd\tO\n \tO\nC\tO\nE\tO\nO\tO\n \tO\no\tO\nf\tO\n \tO\nT\tB-COM\nw\tI-COM\ni\tI-COM\nt\tI-COM\nt\tI-COM\ne\tI-COM\nr\tI-COM\n,\tI-COM\n \tI-COM\nI\tI-COM\nn\tI-COM\nc\tI-COM\n.\tI-COM\n;\tO\n \tO\nf\tO\no\tO\nu\tO\nn\tO\nd\tO\ne\tO\nr\tO\n \tO\no\tO\nf\tO\n \tO\nT\tB-ORG\nh\tI-ORG\ne\tI-ORG\n \tI-ORG\nB\tI-ORG\no\tI-ORG\nr\tI-ORG\ni\tI-ORG\nn\tI-ORG\ng\tI-ORG\n \tI-ORG\nC\tI-ORG\no\tI-ORG\nm\tI-ORG\np\tI-ORG\na\tI-ORG\nn\tI-ORG\ny\tI-ORG\n;\tO\n \tO\nc\tO\no\tO\n-\tO\nf\tO\no\tO\nu\tO\nn\tO\nd\tO\ne\tO\nr\tO\n \tO\no\tO\nf\tO\n \tO\nN\tB-ORG\ne\tI-ORG\nu\tI-ORG\nr\tI-ORG\na\tI-ORG\nl\tI-ORG\ni\tI-ORG\nn\tI-ORG\nk\tI-ORG\n \tO\na\tO\nn\tO\nd\tO\n \tO\nO\tB-ORG\np\tI-ORG\ne\tI-ORG\nn\tI-ORG\nA\tI-ORG\nI\tI-ORG\n;\tO\n \tO\na\tO\nn\tO\nd\tO\n \tO\np\tO\nr\tO\ne\tO\ns\tO\ni\tO\nd\tO\ne\tO\nn\tO\nt\tO\n \tO\no\tO\nf\tO\n \tO\nt\tO\nh\tO\ne\tO\n \tO\np\tO\nh\tO\ni\tO\nl\tO\na\tO\nn\tO\nt\tO\nh\tO\nr\tO\no\tO\np\tO\ni\tO\nc\tO\n \tO\nM\tB-ORG\nu\tI-ORG\ns\tI-ORG\nk\tI-ORG\n \tI-ORG\nF\tI-ORG\no\tI-ORG\nu\tI-ORG\nn\tI-ORG\nd\tI-ORG\na\tI-ORG\nt\tI-ORG\ni\tI-ORG\no\tI-ORG\nn\tI-ORG\n.\tO\n \tO"},}Chinese Examplefromllano.configimportTasks,Languages,OpenAIModels,NERFormatterfromllanoimportGPTModel,GPTAnnotatorprint('All Supported Tasks:',Tasks.list_attributes())print('All Supported Languages:',Languages.list_attributes())print('All Supported NERFormatter:',NERFormatter.list_attributes())print('All Supported OpenAIModels:',OpenAIModels.list_attributes())api_keys=['Your API Keys']model=GPTModel(api_keys,model=OpenAIModels.ChatGPT)annotator=GPTAnnotator(model,task=Tasks.NER,language=Languages.ZH_CN,label_mapping={'人名':'PEO','地名':'LOC','公司名':'COM','机构名':'ORG','身份':'ID'})doc='''埃隆·里夫·马斯克（Elon Reeve Musk） [107]  ，1971年6月28日出生于南非的行政首都比勒陀利亚，企业家、工程师、慈善家、美国国家工程院院士。他同时兼具南非、加拿大和美国三重国籍。埃隆·马斯克本科毕业于宾夕法尼亚大学，获经济学和物理学双学位。1995年至2002年，马斯克与合伙人先后办了三家公司，分别是在线内容出版软件“Zip2”、电子支付“X.com”和“PayPal”。'''ret=annotator(doc)# w/o hint, w/o formatterret=annotator(doc,formatter=NERFormatter.BIO)# w/o hint, w/ formatterret=annotator(doc,hint='身份表示从事职位的头衔或社会地位等，如：老板，董事长，作家，理事长等',formatter=NERFormatter.BIO)# w/o hint, w/ formatterClick to show the result.{"request":{"prompt":"你是一个 NER 系统，请帮我完成中文 NER 任务。\n任务要求如下：找到句子中的实体，并返回实体及实体类型。\n支持的实体类型仅限5类：人名、地名、公司名、机构名、身份。\n\n解释及示例：身份表示从事职位的头衔或社会地位等，如：老板，董事长，作家，理事长等\n\n输出格式要求：(实体, 实体类型)。\n\n以下是输入句子：埃隆·里夫·马斯克（Elon Reeve Musk） [107]  ，1971年6月28日出生于南非的行政首都比勒陀利亚，企业家、工程师、慈善家、美国国家工程院院士。他同时兼具南非、加拿大和美国三重国籍。埃隆·马斯克本科毕业于宾夕法尼亚大学，获经济学和物理学双学位。1995年至2002年，马斯克与合伙人先后办了三家公司，分别是在线内容出版软件“Zip2”、电子支付“X.com”和“PayPal”。\n输出："},"meta":{"role":"assistant","prompt_tokens":346,"completion_tokens":103,"total_tokens":449,"taken_time":4.54531},"response":"('埃隆·里夫·马斯克', '人名'), ('南非', '地名'), ('比勒托利亚', '地名'), ('美国国家工程院院士', '身份'), ('宾夕法尼亚大学', '机构名'), ('Zip2', '公司名'), ('X.com', '公司名'), ('PayPal', '公司名')","result":{"text":"埃隆·里夫·马斯克（Elon Reeve Musk） [107]  ，1971年6月28日出生于南非的行政首都比勒陀利亚，企业家、工程师、慈善家、美国国家工程院院士。他同时兼具南非、加拿大和美国三重国籍。埃隆·马斯克本科毕业于宾夕法尼亚大学，获经济学和物理学双学位。1995年至2002年，马斯克与合伙人先后办了三家公司，分别是在线内容出版软件“Zip2”、电子支付“X.com”和“PayPal”。","entities":[[0,9,"埃隆·里夫·马斯克","PEO"],[48,50,"南非","LOC"],[73,82,"美国国家工程院院士","ID"],[88,90,"南非","LOC"],[113,120,"宾夕法尼亚大学","ORG"],[173,177,"Zip2","COM"],[184,189,"X.com","COM"],[192,198,"PayPal","COM"]],"formatted_result":"埃\tB-PEO\n隆\tI-PEO\n·\tI-PEO\n里\tI-PEO\n夫\tI-PEO\n·\tI-PEO\n马\tI-PEO\n斯\tI-PEO\n克\tI-PEO\n（\tO\nE\tO\nl\tO\no\tO\nn\tO\n \tO\nR\tO\ne\tO\ne\tO\nv\tO\ne\tO\n \tO\nM\tO\nu\tO\ns\tO\nk\tO\n）\tO\n \tO\n[\tO\n1\tO\n0\tO\n7\tO\n]\tO\n \tO\n \tO\n，\tO\n1\tO\n9\tO\n7\tO\n1\tO\n年\tO\n6\tO\n月\tO\n2\tO\n8\tO\n日\tO\n出\tO\n生\tO\n于\tO\n南\tB-LOC\n非\tI-LOC\n的\tO\n行\tO\n政\tO\n首\tO\n都\tO\n比\tO\n勒\tO\n陀\tO\n利\tO\n亚\tO\n，\tO\n企\tO\n业\tO\n家\tO\n、\tO\n工\tO\n程\tO\n师\tO\n、\tO\n慈\tO\n善\tO\n家\tO\n、\tO\n美\tB-ID\n国\tI-ID\n国\tI-ID\n家\tI-ID\n工\tI-ID\n程\tI-ID\n院\tI-ID\n院\tI-ID\n士\tI-ID\n。\tO\n他\tO\n同\tO\n时\tO\n兼\tO\n具\tO\n南\tB-LOC\n非\tI-LOC\n、\tO\n加\tO\n拿\tO\n大\tO\n和\tO\n美\tO\n国\tO\n三\tO\n重\tO\n国\tO\n籍\tO\n。\tO\n埃\tO\n隆\tO\n·\tO\n马\tO\n斯\tO\n克\tO\n本\tO\n科\tO\n毕\tO\n业\tO\n于\tO\n宾\tB-ORG\n夕\tI-ORG\n法\tI-ORG\n尼\tI-ORG\n亚\tI-ORG\n大\tI-ORG\n学\tI-ORG\n，\tO\n获\tO\n经\tO\n济\tO\n学\tO\n和\tO\n物\tO\n理\tO\n学\tO\n双\tO\n学\tO\n位\tO\n。\tO\n1\tO\n9\tO\n9\tO\n5\tO\n年\tO\n至\tO\n2\tO\n0\tO\n0\tO\n2\tO\n年\tO\n，\tO\n马\tO\n斯\tO\n克\tO\n与\tO\n合\tO\n伙\tO\n人\tO\n先\tO\n后\tO\n办\tO\n了\tO\n三\tO\n家\tO\n公\tO\n司\tO\n，\tO\n分\tO\n别\tO\n是\tO\n在\tO\n线\tO\n内\tO\n容\tO\n出\tO\n版\tO\n软\tO\n件\tO\n“\tO\nZ\tB-COM\ni\tI-COM\np\tI-COM\n2\tI-COM\n”\tO\n、\tO\n电\tO\n子\tO\n支\tO\n付\tO\n“\tO\nX\tB-COM\n.\tI-COM\nc\tI-COM\no\tI-COM\nm\tI-COM\n”\tO\n和\tO\n“\tO\nP\tB-COM\na\tI-COM\ny\tI-COM\nP\tI-COM\na\tI-COM\nl\tI-COM\n”\tO\n。\tO"}}CLI [WIP]WIPContributionContributions are always welcome!Welcome to join our community!