Open Source Models : What Can We Determine from Download Patterns?
Tomasz TunguzVenture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. Open Source Models : What Can We Determine from Download Patterns?
Open source models have become a critical part of the AI landscape. I was curious about the trends in the open source ecosystem, so I analyzed HuggingFace data on the top 300 open source models, both by overall usage & also the top of the trending list. Open source models are governed by open source licenses. Similar to regular open source software, Apache & MIT dominate the licenses by model count. 76% of the top models choose one of these licenses. Apache is nearly twice as popular as MIT. But the concentration is greater when viewing the share by downloads. Models with Apache or MIT licenses represent 92% of downloaded models last month. Stability, Facebook, & Microsoft top the creator list of open source models by count. So does TheBloke, an engineer who quantizes (or compresses) open source models. But the download data shows very different patterns. Meta’s models recorded 30% of downloads, driven by its word2vec model for speech recognition. Then OpenAI & Google not far behind. The most popular models by downloads are models for training other models, called Fill-Mask models. Then speech recognition. Third is text classification (LLMs are very good at this.) Text generation is fifth. How about popularity? HuggingFace likes of a model are completely uncorrelated to downloads with an R^2 of 0.06. Overall, we can conclude more lax licenses dominate the top models. Meta, Google, Microsoft, Stability, & OpenAI are important players within the open source ecosystem. Speech is the most popular end-user application of open source models by downloads in the last month, superseded by testing - which makes sense given how many companies are building or testing LLMs. Given all the innovation in the space, in a quarter or two, this data might be very different. Who do you think will top the charts at the end of 2024? |
Older messages
The 10x Salesperson
Friday, January 12, 2024
Tomasz Tunguz Venture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. The 10x Salesperson The 10x programmer - engineers whose
Gordian Knots in Software Engineering
Tuesday, January 9, 2024
Tomasz Tunguz Venture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. Gordian Knots in Software Engineering Measuring engineering
Make Hay When the Sun Shines : Liquidity in Startup Exits
Monday, January 8, 2024
Tomasz Tunguz Venture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. Make Hay When the Sun Shines : Liquidity in Startup Exits
2024 Predictions
Tuesday, January 2, 2024
Tomasz Tunguz Venture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. 2024 Predictions Every year I make a list of predictions &
Why Startup M&A in 2024 Will Rebound
Thursday, December 21, 2023
Tomasz Tunguz Venture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. Why Startup M&A in 2024 Will Rebound Earlier this week,
You Might Also Like
The Sunken After and The Golden Surge 🪸
Tuesday, October 8, 2024
Plus we ain't no fools͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
POV: you're a solopreneur living in Florida
Tuesday, October 8, 2024
Read time: 1 min. 03 sec. Guys—Hurricane Milton is heading straight for my house. 😬 First off, this is serious. I hope everyone in the impact zone stays safe. 🙏 But you know me—I'm always looking
How M&A Fosters Innovation
Tuesday, October 8, 2024
Tomasz Tunguz Venture Capitalist If you were forwarded this newsletter, and you'd like to receive it in the future, subscribe here. How M&A Fosters Innovation Recently, Thomas Laffont of
[CEI] Chrome Extension Ideas #161
Tuesday, October 8, 2024
ideas for Amazon, Music, Stress, and Content Creators ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
What if you could edit like Spielberg? 🎥
Tuesday, October 8, 2024
Meet Eddie AI—your new editing partner ready to bring cinematic flair to every cut! ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Whoa. Stunning multiple
Tuesday, October 8, 2024
Plus, LOI mistakes + when to get a lawyer ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
this is today
Tuesday, October 8, 2024
join me for a live run through of the state of venture – and what to expect next Hi there, Benjamin here, Senior Lead Analyst at CB Insights. Wanted to personally invite you to this State of Venture
Growth Newsletter #215
Tuesday, October 8, 2024
It's not all about the CPM and CPC ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Why cash is king
Tuesday, October 8, 2024
The first set of results from our inaugural compensation survey reveals the need for stable income above all else ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
🚨 Brutal statistic
Tuesday, October 8, 2024
All because of lack of validation Hi Friend , It's a brutal statistic: 90% of ecommerce businesses don't make it past the first few months. If you're anything like the ambitious founders we