Step 2: Import the RAG class and set up the RAG system by passing your Clarifai App URL and the Llama 3.1 8B instruct model URL from the community. Create a Clarifai app and get your App URL. Here is the model URL: https://
clarifai.com/meta/Llama-3/m
odels/llama-3_1-8b-instruct
…
CODE
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Setting Up RAG System with Clarifai and Llama 3.1
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Upload Data to Clarifai App Vector Database
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Step 3: Upload the data 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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Install Clarifai SDK Llama-index and Configure Personal Access Token
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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 RAG LLM App Chat PDF Files Llama 3.1
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Build a LLM app with RAG to chat with PDF files using Llama 3.1 8B instruct in just 4 lines of Python code:
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Hugging Face Transformers v4.43 Update Enhances AI Agent Planning
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Transformers v4.43 has been released, with a few sizeable improvements to Agents! Planning step: the agent can draw and update a plan, which considerably improves task solving trajectories. Release notes here: https://
github.com/huggingface/tr
ansformers/releases
… TY @LysandreJik for the reviews! -
PaliGemma Fine-tuning with AutoTrain Guide
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blog: https://
huggingface.co/blog/abhishek/
paligemma-finetuning-autotrain
… github repo: -

AutoTrain Enables VLM Finetuning with PaliGemma Support
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NEW TASK ALERT: VLM Finetuning AutoTrain just added VLM finetuning: Captioning and VQA for PaliGemma. Now, its super-easy to finetune PaliGemma on your own custom dataset. Which model and tasks would you like to see next? Let us know in Github Repo!
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Optimize RAG DSPy Applications for Better Performance
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Optimize a RAG DSPy Application – Parea AI https://
bit.ly/3Lkd0xC
#AI #MachineLearning #DeepLearning #LLMs #DataScience -
Flowise AI Data Persistence and Cloud Deployment Solutions
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not if you have persisted your data – https://
docs.flowiseai.com/configuration/
deployment/railway#persistent-volume
… in this case, I recommend hopping on to our cloud waitlist so you dont need to worry about all these anymore