llm-awq
[MLSys 2024 Best Paper Award] AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration (by mit-han-lab)
CodeGen
CodeGen is a family of open-source model for program synthesis. Trained on TPU-v4. Competitive with OpenAI Codex. (by salesforce)
| llm-awq | CodeGen | |
|---|---|---|
| 7 | 18 | |
| 1,902 | 4,792 | |
| 10.9% | 1.4% | |
| 8.0 | 6.1 | |
| 8 days ago | 2 months ago | |
| Python | Python | |
| MIT License | 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.
llm-awq
Posts with mentions or reviews of llm-awq.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-10-23.
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TinyChat: Large Language Model on the Edge
TinyChat is an efficient, lightweight, Python-native serving framework for 4-bit LLMs by AWQ. It delivers 2.3x generation speed up on RTX4090.
Code: https://github.com/mit-han-lab/llm-awq/tree/main/tinychat
- FLaNK Stack Weekly 23 Oct 2023
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New base model InternLM 7B weights released, with 8k context window.
I am having trouble finding any 8bit GPTQ models at all, there don't seem to be any on HF it's almost all 4bit with the odd 3bit of the big ones. Suspect I will have to make my own for eval purposes but it's lower priority on my list then finding a 4bit that's GPU friendly but doesn't have such a performance penalty... Looking at AWQ they have 3 and 4bit versions.
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Llama33B vs Falcon40B vs MPT30B
Using the currently popular gptq the 3bit quantization hurts performance much more than 4bit, but there's also awq (https://github.com/mit-han-lab/llm-awq) and squishllm (https://github.com/SqueezeAILab/SqueezeLLM) which are able to manage 3bit without as much performance drop - I hope to see them used more commonly.
- New hardware-friendly quantization method
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Activation-Aware Weight Quantization for LLM Compression Outperforms GPTQ
Better quantization would have a direct and meaningful impact for everyone running local LLMs. The technique has already been applied to both Vicuna and the multimodal LLaMA variant LLaVA.
https://github.com/mit-han-lab/llm-awq
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New quantization method AWQ outperforms GPTQ in 4-bit and 3-bit with 1.45x speedup and works with multimodal LLMs
GitHub: https://github.com/mit-han-lab/llm-awq
CodeGen
Posts with mentions or reviews of CodeGen.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-10-23.
- FLaNK Stack Weekly 23 Oct 2023
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Seeking Resources on Open-source Large Language Models Specializing in Causality Tasks
CodeGen (I included this model as there's some evidence in recent months that LLMs trained on code-related tasks better capture long-range dependencies compared to LLMs trained on 'just words')
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Free alternative to OpenAI Copilot
https://github.com/salesforce/CodeGen these are used in fauxpilot https://github.com/fauxpilot/fauxpilot
- FauxPilot – an open-source GitHub Copilot server
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GitHub Copilot X: The AI-powered developer experience
You can always use https://github.com/salesforce/CodeGen . But it does require managing the model hosting. You can use fauxpilot to mimic copilot functionality https://github.com/fauxpilot/fauxpilot
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Will we see a “stable diffusion” version of ChatGPT?
freediver 2 days ago | prev | next [–] Here is an example of one general purpose open source LLM, probably the best you can get: https://github.com/EleutherAI/gpt-neox To manage your expectations it is nowhere as good as ChatGPT. If you are interested in programming only: https://github.com/salesforce/CodeGen
- Codegen: Open-Source Codex Equivalent
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Exploring Ghostwriter, a GitHub Copilot alternative
Replit built Ghostwriter on the open source scene based on Salesforce’s Codegen, using Nvidia’s FasterTransformer and Triton server for highly optimized decoders, and the knowledge distillation process of the CodeGen model from two billion parameters to a faster model of one billion parameters.
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We've filed a lawsuit against GitHub Copilot
https://github.com/moyix/fauxpilot is working on an open source variant. Based on https://github.com/salesforce/CodeGen
- Open Source model to generate code competitive with OpenAI Codex/GitHub Copilot
What are some alternatives?
When comparing llm-awq and CodeGen you can also consider the following projects:
SqueezeLLM - [ICML 2024] SqueezeLLM: Dense-and-Sparse Quantization
fauxpilot - FauxPilot - an open-source alternative to GitHub Copilot server
GPTQ-for-LLaMa - 4 bits quantization of LLaMA using GPTQ
pifs - πfs - the data-free filesystem!
Voyager - An Open-Ended Embodied Agent with Large Language Models
FasterTransformer - Transformer related optimization, including BERT, GPT
langchain4j-examples
copilot
CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock - CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock
gpt-neox - An implementation of model parallel autoregressive transformers on GPUs, based on the Megatron and DeepSpeed libraries
kafka-streams-dashboards - showcases Grafana dashboards for Kafka Stream applications leveraging client JMX metrics.
cformers - SoTA Transformers with C-backend for fast inference on your CPU.
llm-awq vs SqueezeLLM
CodeGen vs fauxpilot
llm-awq vs GPTQ-for-LLaMa
CodeGen vs pifs
llm-awq vs Voyager
CodeGen vs FasterTransformer
llm-awq vs langchain4j-examples
CodeGen vs copilot
llm-awq vs CML_AMP_AI_Text_Summarization_with_Amazon_Bedrock
CodeGen vs gpt-neox
llm-awq vs kafka-streams-dashboards
CodeGen vs cformers