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.
TOOLS
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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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OpenAI’s AI Chip and Latest AI Developments Today
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Top stories in AI today: -OpenAI wants its own AI chip
-The state of AI humanoids and robotics
-How to test and customize GPT-4o mini
-Apple’s new 7B open-source AI model
-6 new AI tools & 4 new AI jobs Read more: http://
therundown.ai/p/openai-plans
-its-own-ai-chip
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Web Enhancement Tools for Better User Experience
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You should use it for ad-blocking, removal of cookie popups and other annoying popups, and restructuring and polishing the page for better readability and user experience.
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Chinese Video Generator Kling Opens to Global Market
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Kling, el generador de vídeo chino, próximamente abierto al mundo
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Pgvector Now Faster than Pinecone at 75% Less Cost
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Pgvector Is Now Faster than Pinecone at 75% Less Cost https://
bit.ly/4cA1REU
#AI #MachineLearning #DeepLearning #LLMs #DataScience