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Chat_with_PDF.json
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Chat_with_PDF.json
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{
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"template": {
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"value": "from typing import Optional\nfrom genflow import CustomComponent\nfrom langchain.schema import Document\nfrom genflow.utils.util import build_loader_repr_from_documents\n\n\nclass RecursiveCharacterTextSplitterComponent(CustomComponent):\n display_name: str = \"Recursive Character Text Splitter\"\n description: str = \"Split text into chunks of a specified length.\"\n documentation: str = \"https://docs.genflow.org/components/text-splitters#recursivecharactertextsplitter\"\n\n def build_config(self):\n return {\n \"documents\": {\n \"display_name\": \"Documents\",\n \"info\": \"The documents to split.\",\n },\n \"separators\": {\n \"display_name\": \"Separators\",\n \"info\": 'The characters to split on.\\nIf left empty defaults to [\"\\\\n\\\\n\", \"\\\\n\", \" \", \"\"].',\n \"is_list\": True,\n },\n \"chunk_size\": {\n \"display_name\": \"Chunk Size\",\n \"info\": \"The maximum length of each chunk.\",\n \"field_type\": \"int\",\n \"value\": 1000,\n },\n \"chunk_overlap\": {\n \"display_name\": \"Chunk Overlap\",\n \"info\": \"The amount of overlap between chunks.\",\n \"field_type\": \"int\",\n \"value\": 200,\n },\n \"code\": {\"show\": False},\n }\n\n def build(\n self,\n documents: list[Document],\n separators: Optional[list[str]] = None,\n chunk_size: Optional[int] = 1000,\n chunk_overlap: Optional[int] = 200,\n ) -> list[Document]:\n \"\"\"\n Split text into chunks of a specified length.\n\n Args:\n separators (list[str]): The characters to split on.\n chunk_size (int): The maximum length of each chunk.\n chunk_overlap (int): The amount of overlap between chunks.\n length_function (function): The function to use to calculate the length of the text.\n\n Returns:\n list[str]: The chunks of text.\n \"\"\"\n from langchain.text_splitter import RecursiveCharacterTextSplitter\n\n if separators == \"\":\n separators = None\n elif separators:\n # check if the separators list has escaped characters\n # if there are escaped characters, unescape them\n separators = [x.encode().decode(\"unicode-escape\") for x in separators]\n\n # Make sure chunk_size and chunk_overlap are ints\n if isinstance(chunk_size, str):\n chunk_size = int(chunk_size)\n if isinstance(chunk_overlap, str):\n chunk_overlap = int(chunk_overlap)\n splitter = RecursiveCharacterTextSplitter(\n separators=separators,\n chunk_size=chunk_size,\n chunk_overlap=chunk_overlap,\n )\n\n docs = splitter.split_documents(documents)\n self.repr_value = build_loader_repr_from_documents(docs)\n return docs\n",
"password": false,
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},
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"name": "documents",
"display_name": "Documents",
"advanced": false,
"dynamic": false,
"info": "The documents to split.",
"type": "Document",
"list": true
},
"separators": {
"required": false,
"placeholder": "",
"show": true,
"multiline": false,
"password": false,
"name": "separators",
"display_name": "Separators",
"advanced": false,
"dynamic": false,
"info": "The characters to split on.\nIf left empty defaults to [\"\\n\\n\", \"\\n\", \" \", \"\"].",
"type": "str",
"list": true,
"value": [
"/n"
]
}
},
"description": "Split text into chunks of a specified length.",
"base_classes": [
"Document"
],
"display_name": "Recursive Character Text Splitter",
"custom_fields": {
"chunk_overlap": null,
"chunk_size": null,
"documents": null,
"separators": null
},
"output_types": [
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],
"documentation": "https://docs.genflow.org/components/text-splitters#recursivecharactertextsplitter",
"beta": true,
"error": null
},
"id": "RecursiveCharacterTextSplitter-ih23W"
},
"selected": false,
"positionAbsolute": {
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"y": 783.0430144524742
},
"dragging": false
},
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"height": 453,
"id": "OpenAIEmbeddings-zescB",
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},
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},
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"password": false,
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},
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},
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},
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