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Update app.py
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app.py
CHANGED
@@ -5,7 +5,8 @@ from langchain.text_splitter import (
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def chunk(text, length, splitter_selection):
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if splitter_selection == "LangChain's CharacterTextSplitter":
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text_splitter = CharacterTextSplitter(
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separator="",
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@@ -16,22 +17,13 @@ def chunk(text, length, splitter_selection):
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)
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splits = text_splitter.create_documents([text])
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text_splits = [split.page_content for split in splits]
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elif splitter_selection == "Langchain's RecursiveCharacterTextSplitter
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text_splitter = RecursiveCharacterTextSplitter(
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chunk_size=length,
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chunk_overlap=0,
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length_function=len,
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add_start_index=True,
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splits = text_splitter.create_documents([text])
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text_splits = [split.page_content for split in splits]
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elif splitter_selection == "Langchain's RecursiveCharacterTextSplitter - with '.'":
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text_splitter = RecursiveCharacterTextSplitter(
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chunk_size=length,
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chunk_overlap=0,
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length_function=len,
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add_start_index=True,
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separators=["\n\n", "\n", ".", " ", ""],
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)
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splits = text_splitter.create_documents([text])
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text_splits = [split.page_content for split in splits]
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@@ -76,7 +68,10 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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label="Chunking method ",
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info="How should we split our chunks?",
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)
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separator_selection = gr.Textbox(
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length_unit_selection = gr.Dropdown(
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choices=[
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"Character count",
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@@ -96,22 +91,22 @@ with gr.Blocks(theme=gr.themes.Soft()) as demo:
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)
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text.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection],
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outputs=out,
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)
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length_unit_selection.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection],
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outputs=out,
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)
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split_selection.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection],
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outputs=out,
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)
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slider_count.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection],
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outputs=out,
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)
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demo.launch()
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)
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def chunk(text, length, splitter_selection, separators_str):
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separators = separators_str[1:-1].split(", ")
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if splitter_selection == "LangChain's CharacterTextSplitter":
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text_splitter = CharacterTextSplitter(
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separator="",
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)
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splits = text_splitter.create_documents([text])
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text_splits = [split.page_content for split in splits]
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elif splitter_selection == "Langchain's RecursiveCharacterTextSplitter":
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text_splitter = RecursiveCharacterTextSplitter(
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chunk_size=length,
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chunk_overlap=0,
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length_function=len,
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add_start_index=True,
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separators=separators,
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)
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splits = text_splitter.create_documents([text])
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text_splits = [split.page_content for split in splits]
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label="Chunking method ",
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info="How should we split our chunks?",
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)
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separator_selection = gr.Textbox(
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value=["\n\n", "\n", ".", " ", ""],
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label="Separators used in RecursiveCharacterTextSplitter",
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)
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length_unit_selection = gr.Dropdown(
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choices=[
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"Character count",
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)
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text.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection, separator_selection],
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outputs=out,
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)
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length_unit_selection.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection, separator_selection],
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outputs=out,
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)
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split_selection.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection, separator_selection],
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outputs=out,
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)
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slider_count.change(
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fn=chunk,
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inputs=[text, slider_count, split_selection, separator_selection],
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outputs=out,
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)
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demo.launch()
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