Defog.ai @defogdata
Deploy fine-tuned LLMs for enterprise analytics. Powered by SQLCoder. YCW23 defog.ai San Francisco Joined November 2021-
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I had the opportunity to present DB-Agent, an open-source AI agent designed for intelligent database interactions, at AAAI-25! It’s simple streamlit app with @defogdata SQL model. Works great across most platforms and game changer for non tech users who don’t write SQL #AAAI25
1.5 years of work, re work, learning, and more work, by this awesome team @defogdata is now open for all to use 🎉
1.5 years of work, re work, learning, and more work, by this awesome team @defogdata is now open for all to use 🎉
Open-sourcing Introspect: MIT-licensed Deep-Research for your internal data! Works with spreadsheets, databases, PDFs, and web search. Has a remarkably simple architecture – Sonnet agent armed with recursive tool calling and 3 default tools. Best for use-cases where you want to…
Benchmarking Open vs Closed SOTA models on Text-2-SQL via @defogdata SQL Eval using @OpenRouterAI 🐋 Deepseek V3 🟠 Sonnet 3.5 ⚫ gpt4o-latest 🦦 Qwen2.5-Coder 32B 🦙 Llama-3.3 70B
We made a thing! Very happy to announce sqlcoder-pro and the Defog Alignment Platform. Available to use immediately without a wait-list, weights will be open-sourced very soon. The video does a quick show and tell comparison against ChatGPT (with gpt-4o). Read on for more…
Just finished running evals for Postgres text-to-SQL on the new Llama 3 models TLDR - Unfinetuned llama models not (yet) as good as OpenAI and Claude models, but will easily outperform with finetuning on domain specific tasks - Llama 3.1 8B is faaaar better than the Llama 3 8b…
Defog AI Introduces LLama-3-based SQLCoder-8B: A State-of-the-Art AI Model for Generating SQL Queries from Natural Language Defog introduced LLama-3-based SQLCoder-8B, a state-of-the-art model for generating SQL queries from natural language. This new model stands out by…
Llama-3 based SQLCoder 8b is out! Open weights with a commercially friendly cc-by-sa license. Probably the best <10B param model for Postgres text to SQL right now. Slightly better than gpt-4-turbo and claude opus for 0-shot text to SQL generation. Also approaches their…
Cloudflare's new AI announcements look fun! Check out sqlcoder-7b-2 on their playground :D playground.ai.cloudflare.com Unfortunately allows only for chat-styled inference right now (which we are not optimized for) – but still outperforms other models for text to SQL tasks!
Pretty cool to see this on HF trending today :D Also, building some fun MLX integrations, thanks to @Ubunta's awesome MLX port. Already a part of sql-eval in this PR: github.com/defog-ai/sql-e…
Just reproduce SQLCoder-7b-2 (fp16) from @defog with a beam_size of 1. It achieved around 87%, as mentioned by @rishdotblog earlier. So, how about AWQ and int8 KVcache? Let's guess. 🧐
You can now run SQLCoder with a GUI on Apple Silicon or any NVIDIA GPU-enabled device! On Apple Silicon, just run CMAKE_ARGS="-DLLAMA_METAL=on" pip install "sqlcoder[llama-cpp]" sqlcoder launch The Apple Silicon version is not super accurate, but works great for simple…
Two big updates today! We updated the weights for sqlcoder-7b-2, and it now outperforms GPT-4 for most SQL queries – specially if you give it the right instructions and prompt well @huggingface link here: huggingface.co/defog/sqlcoder… 2) We've added basic instruction following…
Use big models to specialize small models! Thats the way. 💫 🚀 7B Text-to-SQL model outperforms @OpenAI GPT-4 (Turbo)! @defogdata released a new fine-tuned @AIatMeta Code Llama 7B model outperforming the latest GPT-4 & GPT-4 Turbo Models! The team boosted the 7B performance by…
7B model better than the most recent GPT4 out of the gate on text to SQL! I've said it and will say it again: except for very general tasks (like a search engine), smaller models are better/cheaper/faster!
7B model better than the most recent GPT4 out of the gate on text to SQL! I've said it and will say it again: except for very general tasks (like a search engine), smaller models are better/cheaper/faster!
Launching the second generation of SQLCoder-7b on @huggingface today! This is distilled from our 70B model, and performs around as well* as GPT-4 for text-to-SQL generation. Finetuned on @AIatMeta's CodeLlama-7b. *To be more precise – this model is much better at ratios and…
it works! SQLCoder70B for MLX / apple silicon is live. the model path is here: huggingface.co/mlx-community/… you'll need defog's system prompt below for it to work. (question and response outputs a bunch of junk tokens but outputs work well for new / fresh convos): ### Task…
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