2024-07-10 23:20:06 +01:00
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"""
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Simple decoder, accepts PDF documents on input, outputs pages from the
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PDF document as text as separate output objects.
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"""
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import tempfile
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import base64
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from langchain_community.document_loaders import PyPDFLoader
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from ... schema import Document, TextDocument, Source
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from ... log_level import LogLevel
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from ... base import ConsumerProducer
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default_input_queue = 'document-load'
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default_output_queue = 'text-doc-load'
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default_subscriber = 'pdf-decoder'
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class Processor(ConsumerProducer):
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def __init__(
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self,
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pulsar_host=None,
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input_queue=default_input_queue,
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output_queue=default_output_queue,
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subscriber=default_subscriber,
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log_level=LogLevel.INFO,
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):
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super(Processor, self).__init__(
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pulsar_host=pulsar_host,
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log_level=log_level,
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input_queue=input_queue,
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output_queue=output_queue,
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subscriber=subscriber,
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input_schema=Document,
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output_schema=TextDocument,
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)
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print("PDF inited")
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def handle(self, msg):
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print("PDF message received")
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v = msg.value()
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print(f"Decoding {v.source.id}...", flush=True)
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with tempfile.NamedTemporaryFile(delete_on_close=False) as fp:
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fp.write(base64.b64decode(v.data))
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fp.close()
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with open(fp.name, mode='rb') as f:
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loader = PyPDFLoader(fp.name)
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pages = loader.load()
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for ix, page in enumerate(pages):
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id = v.source.id + "-p" + str(ix)
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r = TextDocument(
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source=Source(
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source=v.source.source,
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title=v.source.title,
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id=id,
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),
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text=page.page_content.encode("utf-8"),
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)
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self.send(r)
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print("Done.", flush=True)
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@staticmethod
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def add_args(parser):
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ConsumerProducer.add_args(
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parser, default_input_queue, default_subscriber,
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default_output_queue,
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)
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def run():
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Processor.start("pdf-decoder", __doc__)
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