No need of Open AI api key, Clarifai PAT(Personal Access Token) would be enough
@sumanth_077
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Daily Content on Python, Data Science, ML, and LLMs
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That's a wrap! If you are interested in any of these topics: – Python – Data Science – Machine Learning – Data Analysis – LLMs – MLOps Find me → @Sumanth_077 I'm sharing daily content over here.
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Chat with Your Data: Summarizing PDF Files in Apps
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Step 4: Chat with your data Finally, once the data has been ingested into the app, chat with your data. Here we are asking it to summarize the pdf file.
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Upload PDF Research Paper Data to Clarifai Vector Database
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Step 3: Upload the data, Here we are uploading the pdf file of a research paper. Once you upload the data, it will embed and index the data into your Clarifai app. Clarifai Apps acts as your vector database.
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RAG System Setup: Using Clarifai App URL to Avoid Duplicates
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Once you set up the RAG system, it will create a Clarifai App. Instead of passing your user ID repeatedly, which would create new apps each time, you could add your above created app's URL once the it is created.
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Setting up RAG system with Clarifai and GPT-4o mini model
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Step 2: Next, import the RAG class and set up the RAG system by passing your Clarifai user ID and the GPT-4o mini model URL from the Clarifai community. You can find it here: https://
clarifai.com/openai/chat-co
mpletion/models/gpt-4o-mini
… Once you sign up, you can find your user ID here: https://
clarifai.com/settings -
Installing Clarifai SDK, Llama-index, and Setting Up PAT
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Step 1: Install the Clarifai Python SDK, Llama-index, and set your Clarifai Personal Access Token as an environment variable. Sign up for the platform, and you can access the PAT here: https://
clarifai.com/settings/secur
ity
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Build RAG System in 4 Lines with Clarifai SDK
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You can build a RAG system with just 4 lines of code using @clarifai Python SDK. Below is the entire code. Let's look at it step by step:
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Build LLM RAG App Chat PDF Files GPT-4 Mini
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Build a LLM app with RAG to chat with PDF files using GPT-4 o mini in just 4 lines of Python code:
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Daily Content on Python, Data Science, Machine Learning and MLOps
By
–
That's a wrap! If you are interested in any of these topics: – Python – Data Science – Machine Learning – Data Analysis – LLMs – MLOps Find me → @Sumanth_077 I'm sharing daily content over here.