|
| 1 | +from langflow import CustomComponent |
| 2 | +from langchain.schema import Document |
| 3 | +from typing import Any, Dict, List |
| 4 | + |
| 5 | +loaders_info: List[Dict[str, Any]] = [ |
| 6 | + { |
| 7 | + "loader": "AirbyteJSONLoader", |
| 8 | + "name": "Airbyte JSON (.jsonl)", |
| 9 | + "import": "langchain.document_loaders.AirbyteJSONLoader", |
| 10 | + "defaultFor": ["jsonl"], |
| 11 | + "allowdTypes": ["jsonl"], |
| 12 | + }, |
| 13 | + { |
| 14 | + "loader": "JSONLoader", |
| 15 | + "name": "JSON (.json)", |
| 16 | + "import": "langchain.document_loaders.JSONLoader", |
| 17 | + "defaultFor": ["json"], |
| 18 | + "allowdTypes": ["json"], |
| 19 | + }, |
| 20 | + { |
| 21 | + "loader": "BSHTMLLoader", |
| 22 | + "name": "BeautifulSoup4 HTML (.html, .htm)", |
| 23 | + "import": "langchain.document_loaders.BSHTMLLoader", |
| 24 | + "allowdTypes": ["html", "htm"], |
| 25 | + }, |
| 26 | + { |
| 27 | + "loader": "CSVLoader", |
| 28 | + "name": "CSV (.csv)", |
| 29 | + "import": "langchain.document_loaders.CSVLoader", |
| 30 | + "defaultFor": ["csv"], |
| 31 | + "allowdTypes": ["csv"], |
| 32 | + }, |
| 33 | + { |
| 34 | + "loader": "CoNLLULoader", |
| 35 | + "name": "CoNLL-U (.conllu)", |
| 36 | + "import": "langchain.document_loaders.CoNLLULoader", |
| 37 | + "defaultFor": ["conllu"], |
| 38 | + "allowdTypes": ["conllu"], |
| 39 | + }, |
| 40 | + { |
| 41 | + "loader": "EverNoteLoader", |
| 42 | + "name": "EverNote (.enex)", |
| 43 | + "import": "langchain.document_loaders.EverNoteLoader", |
| 44 | + "defaultFor": ["enex"], |
| 45 | + "allowdTypes": ["enex"], |
| 46 | + }, |
| 47 | + { |
| 48 | + "loader": "FacebookChatLoader", |
| 49 | + "name": "Facebook Chat (.json)", |
| 50 | + "import": "langchain.document_loaders.FacebookChatLoader", |
| 51 | + "allowdTypes": ["json"], |
| 52 | + }, |
| 53 | + { |
| 54 | + "loader": "OutlookMessageLoader", |
| 55 | + "name": "Outlook Message (.msg)", |
| 56 | + "import": "langchain.document_loaders.OutlookMessageLoader", |
| 57 | + "defaultFor": ["msg"], |
| 58 | + "allowdTypes": ["msg"], |
| 59 | + }, |
| 60 | + { |
| 61 | + "loader": "PyPDFLoader", |
| 62 | + "name": "PyPDF (.pdf)", |
| 63 | + "import": "langchain.document_loaders.PyPDFLoader", |
| 64 | + "defaultFor": ["pdf"], |
| 65 | + "allowdTypes": ["pdf"], |
| 66 | + }, |
| 67 | + { |
| 68 | + "loader": "STRLoader", |
| 69 | + "name": "Subtitle (.str)", |
| 70 | + "import": "langchain.document_loaders.STRLoader", |
| 71 | + "defaultFor": ["str"], |
| 72 | + "allowdTypes": ["str"], |
| 73 | + }, |
| 74 | + { |
| 75 | + "loader": "TextLoader", |
| 76 | + "name": "Text (.txt)", |
| 77 | + "import": "langchain.document_loaders.TextLoader", |
| 78 | + "defaultFor": ["txt"], |
| 79 | + "allowdTypes": ["txt"], |
| 80 | + }, |
| 81 | + { |
| 82 | + "loader": "UnstructuredEmailLoader", |
| 83 | + "name": "Unstructured Email (.eml)", |
| 84 | + "import": "langchain.document_loaders.UnstructuredEmailLoader", |
| 85 | + "defaultFor": ["eml"], |
| 86 | + "allowdTypes": ["eml"], |
| 87 | + }, |
| 88 | + { |
| 89 | + "loader": "UnstructuredHTMLLoader", |
| 90 | + "name": "Unstructured HTML (.html, .htm)", |
| 91 | + "import": "langchain.document_loaders.UnstructuredHTMLLoader", |
| 92 | + "defaultFor": ["html", "htm"], |
| 93 | + "allowdTypes": ["html", "htm"], |
| 94 | + }, |
| 95 | + { |
| 96 | + "loader": "UnstructuredMarkdownLoader", |
| 97 | + "name": "Unstructured Markdown (.md)", |
| 98 | + "import": "langchain.document_loaders.UnstructuredMarkdownLoader", |
| 99 | + "defaultFor": ["md"], |
| 100 | + "allowdTypes": ["md"], |
| 101 | + }, |
| 102 | + { |
| 103 | + "loader": "UnstructuredPowerPointLoader", |
| 104 | + "name": "Unstructured PowerPoint (.pptx)", |
| 105 | + "import": "langchain.document_loaders.UnstructuredPowerPointLoader", |
| 106 | + "defaultFor": ["pptx"], |
| 107 | + "allowdTypes": ["pptx"], |
| 108 | + }, |
| 109 | + { |
| 110 | + "loader": "UnstructuredWordLoader", |
| 111 | + "name": "Unstructured Word (.docx)", |
| 112 | + "import": "langchain.document_loaders.UnstructuredWordLoader", |
| 113 | + "defaultFor": ["docx"], |
| 114 | + "allowdTypes": ["docx"], |
| 115 | + }, |
| 116 | +] |
| 117 | + |
| 118 | + |
| 119 | +class FileLoaderComponent(CustomComponent): |
| 120 | + display_name: str = "File Loader" |
| 121 | + description: str = "Generic File Loader" |
| 122 | + beta = True |
| 123 | + |
| 124 | + def build_config(self): |
| 125 | + loader_options = ["Automatic"] + [ |
| 126 | + loader_info["name"] for loader_info in loaders_info |
| 127 | + ] |
| 128 | + |
| 129 | + file_types = [] |
| 130 | + suffixes = [] |
| 131 | + |
| 132 | + for loader_info in loaders_info: |
| 133 | + if "allowedTypes" in loader_info: |
| 134 | + file_types.extend(loader_info["allowedTypes"]) |
| 135 | + suffixes.extend([f".{ext}" for ext in loader_info["allowedTypes"]]) |
| 136 | + |
| 137 | + return { |
| 138 | + "file_path": { |
| 139 | + "display_name": "File Path", |
| 140 | + "required": True, |
| 141 | + "field_type": "file", |
| 142 | + "file_types": [ |
| 143 | + "json", |
| 144 | + "txt", |
| 145 | + "csv", |
| 146 | + "jsonl", |
| 147 | + "html", |
| 148 | + "htm", |
| 149 | + "conllu", |
| 150 | + "enex", |
| 151 | + "msg", |
| 152 | + "pdf", |
| 153 | + "srt", |
| 154 | + "eml", |
| 155 | + "md", |
| 156 | + "pptx", |
| 157 | + "docx", |
| 158 | + ], |
| 159 | + "suffixes": [ |
| 160 | + ".json", |
| 161 | + ".txt", |
| 162 | + ".csv", |
| 163 | + ".jsonl", |
| 164 | + ".html", |
| 165 | + ".htm", |
| 166 | + ".conllu", |
| 167 | + ".enex", |
| 168 | + ".msg", |
| 169 | + ".pdf", |
| 170 | + ".srt", |
| 171 | + ".eml", |
| 172 | + ".md", |
| 173 | + ".pptx", |
| 174 | + ".docx", |
| 175 | + ], |
| 176 | + # "file_types" : file_types, |
| 177 | + # "suffixes": suffixes, |
| 178 | + }, |
| 179 | + "loader": { |
| 180 | + "display_name": "Loader", |
| 181 | + "is_list": True, |
| 182 | + "required": True, |
| 183 | + "options": loader_options, |
| 184 | + "value": "Automatic", |
| 185 | + }, |
| 186 | + "code": {"show": False}, |
| 187 | + } |
| 188 | + |
| 189 | + def build(self, file_path: str, loader: str) -> Document: |
| 190 | + file_type = file_path.split(".")[-1] |
| 191 | + |
| 192 | + # Mapeie o nome do loader selecionado para suas informações |
| 193 | + selected_loader_info = None |
| 194 | + for loader_info in loaders_info: |
| 195 | + if loader_info["name"] == loader: |
| 196 | + selected_loader_info = loader_info |
| 197 | + break |
| 198 | + |
| 199 | + if selected_loader_info is None and loader != "Automatic": |
| 200 | + raise ValueError(f"Loader {loader} not found in the loader info list") |
| 201 | + |
| 202 | + if loader == "Automatic": |
| 203 | + # Determine o loader automaticamente com base na extensão do arquivo |
| 204 | + default_loader_info = None |
| 205 | + for info in loaders_info: |
| 206 | + if "defaultFor" in info and file_type in info["defaultFor"]: |
| 207 | + default_loader_info = info |
| 208 | + break |
| 209 | + |
| 210 | + if default_loader_info is None: |
| 211 | + raise ValueError(f"No default loader found for file type: {file_type}") |
| 212 | + |
| 213 | + selected_loader_info = default_loader_info |
| 214 | + if isinstance(selected_loader_info, dict): |
| 215 | + loader_import: str = selected_loader_info["import"] |
| 216 | + else: |
| 217 | + raise ValueError( |
| 218 | + f"Loader info for {loader} is not a dict\nLoader info:\n{selected_loader_info}" |
| 219 | + ) |
| 220 | + module_name, class_name = loader_import.rsplit(".", 1) |
| 221 | + |
| 222 | + try: |
| 223 | + # Importe o loader dinamicamente |
| 224 | + loader_module = __import__(module_name, fromlist=[class_name]) |
| 225 | + loader_instance = getattr(loader_module, class_name) |
| 226 | + except ImportError as e: |
| 227 | + raise ValueError( |
| 228 | + f"Loader {loader} could not be imported\nLoader info:\n{selected_loader_info}" |
| 229 | + ) from e |
| 230 | + |
| 231 | + result = loader_instance(file_path=file_path) |
| 232 | + return result.load() |
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