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Top 15 Python flax Projects
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EasyLM
Large language models (LLMs) made easy, EasyLM is a one stop solution for pre-training, finetuning, evaluating and serving LLMs in JAX/Flax.
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InfluxDB
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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EasyDeL
EasyDeL is an OpenSource Library to make your training faster and more Optimized With cool Options for training and serving Both in Python And Mojo🔥
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jax-resnet
Implementations and checkpoints for ResNet, Wide ResNet, ResNeXt, ResNet-D, and ResNeSt in JAX (Flax).
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omega
A number of agents (PPO, MuZero) with a Perceiver-based NN architecture that can be trained to achieve goals in nethack/minihack environments. (by hr0nix)
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h-former
H-Former is a VAE for generating in-between fonts (or combining fonts). Its encoder uses a Point net and transformer to compute a code vector of glyph. Its decoder is composed of multiple independent decoders which act on a code vector to reconstruct a point cloud representing a glpyh.
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SaaSHub
SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives
Project mention: Maxtext: A simple, performant and scalable Jax LLM | news.ycombinator.com | 2024-04-23Is t5x an encoder/decoder architecture?
Some more general options.
The Flax ecosystem
https://github.com/google/flax?tab=readme-ov-file
or dm-haiku
https://github.com/google-deepmind/dm-haiku
were some of the best developed communities in the Jax AI field
Perhaps the “trax” repo? https://github.com/google/trax
Some HF examples https://github.com/huggingface/transformers/tree/main/exampl...
Sadly it seems much of the work is proprietary these days, but one example could be Grok-1, if you customize the details. https://github.com/xai-org/grok-1/blob/main/run.py
Project mention: Maxtext: A simple, performant and scalable Jax LLM | news.ycombinator.com | 2024-04-23
Project mention: The Secret Sauce behind 100K context window in LLMs: all tricks in one place | news.ycombinator.com | 2023-06-17https://github.com/google-research/long-range-arena
Python flax related posts
- How To Fine-Tune LLaMA, OpenLLaMA, And XGen, With JAX On A GPU Or A TPU
- Open-sourced LLMs are adept at mimicking ChatGPT’s style but not its factuality. There exists a substantial capabilities gap, which requires better base LM.
- Paid dev gig: develop a basic LLM PEFT finetuning utility
- OpenLLaMA Releases 7B/3B Checkpoints with 700B/600B Tokens
- Koala: A Dialogue Model for Academic Research [Finetuned Llama-13B on a dataset generated by ChatGPT]
- [D] How to contribute to open source ML and DL without having access to high quality setup?
- Weekly updated open sourced model implementations in Flax
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A note from our sponsor - InfluxDB
www.influxdata.com | 24 Apr 2024
Index
What are some of the best open-source flax projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | transformers | 124,557 |
2 | EasyLM | 2,228 |
3 | fortuna | 850 |
4 | long-range-arena | 680 |
5 | prompt-tuning | 620 |
6 | GradCache | 305 |
7 | flaxmodels | 222 |
8 | EasyDeL | 148 |
9 | jax-models | 138 |
10 | jax-resnet | 98 |
11 | omega | 36 |
12 | flaxOptimizers | 28 |
13 | flaim | 14 |
14 | HJxB | 11 |
15 | h-former | 5 |
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