英文:
Langchain pyPDFLoader
问题
我目前正在尝试开始使用Langchain。我正在使用Anaconda/Spyder集成开发环境:
# 导入模块
import os
from langchain.llms import OpenAI
from langchain.document_loaders import TextLoader
from langchain.document_loaders import PyPDFLoader
from langchain.indexes import VectorstoreIndexCreator
import streamlit as st
from streamlit_chat import message
# 设置API密钥和要使用的模型
API_KEY = "我的API密钥在这里"
model_id = "gpt-3.5-turbo"
os.environ["OPENAI_API_KEY"] = API_KEY
pdf_path = '.\Paris.pdf'
loaders = PyPDFLoader(".\Paris.pdf")
然后我运行它:
streamlit run c:\users\myname\.spyder-py3\untitled0.py [参数]
我遇到了以下问题:
streamlit模块确实运行并在浏览器中打开,但我遇到了错误:
ValueError: 文件路径 .\Paris.pdf 不是有效的文件或URL
我仔细检查了,PDF实际上位于正确的目录中(即Python脚本所在的目录)。
作为测试,我还尝试了:
# 导入模块
from PyPDF2 import PdfReader
pdf_path = './Paris.pdf'
with open(pdf_path, 'rb') as file:
pdf = PdfReader(file)
num_pages = len(pdf.pages)
for page_number in range(num_pages):
page = pdf.pages[page_number]
page_text = page.extract_text()
print(f"第 {page_number + 1} 页:\n{page_text}")
这个方法运行得很完美。
请注意,我使用了与langchain/streamlit版本相同的路径。
我已经多次安装了langchain、pyPDF和streamlit。
然后我尝试了:
import os
from langchain.document_loaders import PyPDFLoader
loader = PyPDFLoader(".\Paris.pdf")
pages = loader.load_and_split()
print(pages)
这个方法也可以运行。
第一个代码片段中导致文件路径抛出异常的问题是什么?
我进一步调查后发现,代码中添加了streamlit组件会导致文件路径问题发生。
英文:
I am currently trying to get started working with Langchain. I am working in Anaconda/Spyder IDE:
# Imports
import os
from langchain.llms import OpenAI
from langchain.document_loaders import TextLoader
from langchain.document_loaders import PyPDFLoader
from langchain.indexes import VectorstoreIndexCreator
import streamlit as st
from streamlit_chat import message
# Set API keys and the models to use
API_KEY = "MY API KEY HERE"
model_id = "gpt-3.5-turbo"
os.environ["OPENAI_API_KEY"] = API_KEY
pdf_path = '.\Paris.pdf'
loaders = PyPDFLoader(".\Paris.pdf")
I then run it with:
streamlit run c:\users\myname\.spyder-py3\untitled0.py [ARGUMENTS]
I get:
The streamlit module does run and opens in the browser but I get an error.
ValueError: File path .\Paris.pdf is not a valid file or url
I have checked carefully and the PDF is in fact located in the correct directory (i.e. the directory where the python script is located).
As a test I also tried:
# Imports
from PyPDF2 import PdfReader
pdf_path = './Paris.pdf'
with open(pdf_path, 'rb') as file:
pdf = PdfReader(file)
num_pages = len(pdf.pages)
for page_number in range(num_pages):
page = pdf.pages[page_number]
page_text = page.extract_text()
print(f"Page {page_number + 1}:\n{page_text}")
This worked perfectly.
Note that I used the same path as with the langchain/streamlit version.
I have installed langchain (multiple times), pyPDF and streamlit.
I then tried:
import os
from langchain.document_loaders import PyPDFLoader
loader = PyPDFLoader(".\Paris.pdf")
pages = loader.load_and_split()
print(pages)
That works.
What is wrong in the first code snippet that causes the file path to throw an exception.
I investigated further and it turns out that the addition of the streamlit components of the code cause the file path issue to occur.
答案1
得分: 1
由于这是Streamlit组件的错误,我建议您使用Streamlit的file_uploader
方法,如下所示:
import streamlit as st
uploaded_file = st.file_uploader("上传您的PDF文件")
但在这种情况下,您将需要使用另一种方法来读取PDF文件,即使用PyPDF2.PdfReader
,如下所示:
import streamlit as st
from PyPDF2 import PdfReader
uploaded_file = st.file_uploader("上传您的PDF文件")
if uploaded_file is not None:
reader = PdfReader(uploaded_file)
如果您需要上传的PDF文件以Document
格式存在(这是通过langchain.document_loaders.PyPDFLoader
上传文件时的格式),那么您可以执行以下操作:
import streamlit as st
from PyPDF2 import PdfReader
from langchain.docstore.document import Document
uploaded_file = st.file_uploader("上传您的PDF文件")
if uploaded_file is not None:
docs = []
reader = PdfReader(uploaded_file)
i = 1
for page in reader.pages:
docs.append(Document(page_content=page.extract_text(), metadata={'page':i}))
i += 1
英文:
Since it is an error of streamlit components, I would suggest you to use streamlit's file_uploader
method as follows:
import streamlit as st
uploaded_file = st.file_uploader("Upload your PDF")
But in this case, you will have to read the pdf file in another approach which is by using PyPDF2.PdfReader
as follows:
import streamlit as st
from PyPDF2 import PdfReader
uploaded_file = st.file_uploader("Upload your PDF")
if uploaded_file is not None:
reader = PdfReader(uploaded_file)
If you need the uploaded pdf to be in the format of Document
(which is when the file is uploaded through langchain.document_loaders.PyPDFLoader
) then you can do the following:
import streamlit as st
from PyPDF2 import PdfReader
from langchain.docstore.document import Document
uploaded_file = st.file_uploader("Upload your PDF")
if uploaded_file is not None:
docs = []
reader = PdfReader(uploaded_file)
i = 1
for page in reader.pages:
docs.append(Document(page_content=page.extract_text(), metadata={'page':i}))
i += 1
答案2
得分: 0
The error ValueError: File path .\Paris.pdf is not a valid file or url
is thrown from LangChain. See the source code at: https://api.python.langchain.com/en/latest/_modules/langchain/document_loaders/pdf.html
def __init__(self, file_path: str, *, headers: Optional[Dict] = None):
"""Initialize with a file path.
...
self.file_path = str(temp_pdf)
elif not os.path.isfile(self.file_path):
raise ValueError("File path %s is not a valid file or url" % self.file_path)
Then os.path.isfile(self.file_path)
is defined from os.path
and os.sep
libraries. You can find more information about os.sep
here: https://docs.python.org/3/library/os.html#os.sep
The character used by the operating system to separate pathname components. This is '/' for POSIX and '\' for Windows. Note that knowing this is not sufficient to be able to parse or concatenate pathnames — use os.path.split() and os.path.join() — but it is occasionally useful.
It's recommended to use os.path.join(subdir, fname)
for path operations.
英文:
The error ValueError: File path .\Paris.pdf is not a valid file or url
is thrown from LangChain. See the source code >
https://api.python.langchain.com/en/latest/_modules/langchain/document_loaders/pdf.html
def __init__(self, file_path: str, *, headers: Optional[Dict] = None):
"""Initialize with a file path.
...
self.file_path = str(temp_pdf)
elif not os.path.isfile(self.file_path):
raise ValueError("File path %s is not a valid file or url" % self.file_path)
Then os.path.isfile(self.file_path)
is defined from os.path
and os.sep
libraries > https://docs.python.org/3/library/os.html#os.sep
> The character used by the operating system to separate pathname components. This is '/' for POSIX and '\' for Windows. Note that knowing this is not sufficient to be able to parse or concatenate pathnames — use os.path.split() and os.path.join() — but it is occasionally useful. Also available via os.path.
Use os.path.join(subdir, fname)
is recommended
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