optimum
🚀 Accelerate training and inference of 🤗 Transformers and 🤗 Diffusers with easy to use hardware optimization tools (by huggingface)
Open-Assistant
OpenAssistant is a chat-based assistant that understands tasks, can interact with third-party systems, and retrieve information dynamically to do so. (by LAION-AI)
| optimum | Open-Assistant | |
|---|---|---|
| 8 | 329 | |
| 2,209 | 36,728 | |
| 5.6% | 0.5% | |
| 9.5 | 8.3 | |
| about 11 hours ago | 17 days ago | |
| Python | Python | |
| Apache License 2.0 | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
optimum
Posts with mentions or reviews of optimum.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-02-02.
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FastEmbed: Fast and Lightweight Embedding Generation for Text
Shout out to Huggingface's Optimum – which made it easier to quantize models.
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[D] Is ML doomed to end up closed-source?
Optimum to accelerate inference of transformers with hardware optimization
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[P] BetterTransformer: PyTorch-native free-lunch speedups for Transformer-based models
Yes Optimum lib's documentation is unfortunately not yet in best shape. I would be really thankful if you fill an issue detailing where the doc can be improved: https://github.com/huggingface/optimum/issues . Also, if you have features request, such as having a more flexible API, we are eager for community contributions or suggestions!
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BetterTransformer: PyTorch-native free-lunch speedups for Transformer-based models
In order to support BetterTransformer with the canonical Transformer models from Transformers library, an integration was done with the open-source library Optimum as a one-liner:
- Why are self attention not as deployment friendly?
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[P] Accelerated Inference with Optimum and Transformers Pipelines
It’s Lewis here from the open-source team at Hugging Face 🤗. I'm excited to share the latest release of our Optimum library, which provides a suite of performance optimization tools to make Transformers run fast on accelerated hardware!
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[N] Hugging Face raised $100M at $2B to double down on community, open-source & ethics
Create libraries to optimize ML models during training and inference for specific hardware https://github.com/huggingface/optimum
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[P] Python library to optimize Hugging Face transformer for inference: < 0.5 ms latency / 2850 infer/sec
Have you seen this article from HF https://huggingface.co/blog/bert-cpu-scaling-part-2 , there is also a lib https://github.com/huggingface/optimum? is the gain worth the tweaking? is OneDNN stuff easy to deploy on Triton?
Open-Assistant
Posts with mentions or reviews of Open-Assistant.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-12-08.
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Best open source AI chatbot alternative?
For open assistant, the code: https://github.com/LAION-AI/Open-Assistant/tree/main/inference
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GPT-4 Turbo for free with no sign up, and most importantly no Bing
Is this being used to collect chat results for synthetic data and/or training like https://github.com/LAION-AI/Open-Assistant did? I believe they gave away GPT-4 api calls via a text interface and absorbed the cost to later build a dataset of chats.
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OpenAI now sends email threats?!
https://open-assistant.io seems to have the same guardrails, as ChatGPT. Tried it on several prompts and it wouldn't comply.
- ChatGPT-Antworten nach Schulnoten bewerten
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Chat GPT Alternatives?
Open-Assistant [https://open-assistant.io/]
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What are the best AI tools you've ACTUALLY used?
Open Assistant by LAION AI on GitHub
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Keep Artificial Intelligence Free, protect it from monopolies: please sign this petition
To add to this if you want something for free or at least close to free, contribute to OpenSource projects like https://open-assistant.io/
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If I had to get someone from total zero to ChatGPT power user
Also, there are fairly useful alternatives like GPT4ALL and Open Assistant that you can run locally.
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Compiling a Comprehensive List of Publicly Usable LLM Q&A Services - Need Your Input!
https://open-assistant.io - oasst-sft-6-llama-30b
- Proposal for a Crowd-Sourced AI Feedback System
What are some alternatives?
When comparing optimum and Open-Assistant you can also consider the following projects:
FasterTransformer - Transformer related optimization, including BERT, GPT
KoboldAI-Client
transformer-deploy - Efficient, scalable and enterprise-grade CPU/GPU inference server for 🤗 Hugging Face transformer models 🚀
text-generation-webui - A Gradio web UI for Large Language Models. Supports transformers, GPTQ, AWQ, EXL2, llama.cpp (GGUF), Llama models.
safetensors - Simple, safe way to store and distribute tensors
llama.cpp - LLM inference in C/C++
TensorRT - NVIDIA® TensorRT™ is an SDK for high-performance deep learning inference on NVIDIA GPUs. This repository contains the open source components of TensorRT.
llama - Inference code for Llama models
text-generation-inference - Large Language Model Text Generation Inference
gpt4all - gpt4all: run open-source LLMs anywhere
kernl - Kernl lets you run PyTorch transformer models several times faster on GPU with a single line of code, and is designed to be easily hackable.
stanford_alpaca - Code and documentation to train Stanford's Alpaca models, and generate the data.
optimum vs FasterTransformer
Open-Assistant vs KoboldAI-Client
optimum vs transformer-deploy
Open-Assistant vs text-generation-webui
optimum vs safetensors
Open-Assistant vs llama.cpp
optimum vs TensorRT
Open-Assistant vs llama
optimum vs text-generation-inference
Open-Assistant vs gpt4all
optimum vs kernl
Open-Assistant vs stanford_alpaca