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Guanaco vs. RedPajama-INCITE

LLM Comparison


Guanaco

Guanaco

Overview

Guanaco is an LLM based off the QLoRA 4-bit finetuning method developed by Tim Dettmers et. al. in the UW NLP group. Guanaco achieves 99% ChatGPT performance on the Vicuna benchmark.


Guanaco is an LLM that uses a finetuning method called LoRA that was developed by Tim Dettmers et. al. in the UW NLP group. With QLoRA, it becomes possible to finetune up to a 65B parameter model on a 48GB GPU without loss of performance relative to a 16-bit model. The Guanaco model family outperforms all previously released models on the Vicuna benchmark. However, given the models are based off of the LLaMA model family, commercial use is not permitted.


Initial release: 2023-05-23

RedPajama-INCITE

RedPajama-INCITE

Overview

RedPajama-INCITE is the first family of models trained on the RedPajama base dataset. The goal of the RedPajama-INCITE models is to replicate the LLaMA recipe but make the model fully open source under the Apache license. As of the initial release, the 3B parameter model is best-in-class, with the 7B parameter model in progress. Update as of June 6, 2023: the 7B parameter model was made available, outperforming other models of the same size.



Initial release: 2023-05-05

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More Comparisons

Guanaco

RedPajama-INCITE

Products & Features
Instruct Models
Coding Capability
Customization
Finetuning
Open Source
License Noncommercial Apache 2.0
Model Sizes 7B, 13B, 33B, 65B 3B, 7B

Other Guanaco Comparisons

Guanaco vs. Alpaca Guanaco vs. Cerebras-GPT Guanaco vs. Dolly Guanaco vs. Falcon Guanaco vs. FastChat Guanaco vs. FLAN-T5 Guanaco vs. FLAN-UL2 Guanaco vs. Gemma Guanaco vs. Gemma 2 Guanaco vs. GPT-J Guanaco vs. GPT4All Guanaco vs. GPTNeo Guanaco vs. Grok Guanaco vs. Koala Guanaco vs. LLaMA Guanaco vs. Llama 2 Guanaco vs. Llama 3 Guanaco vs. Mistral Guanaco vs. MPT Guanaco vs. OpenAssistant Guanaco vs. OpenLLaMA Guanaco vs. OPT Guanaco vs. Orca Guanaco vs. Phi Guanaco vs. Pythia Guanaco vs. RedPajama-INCITE Guanaco vs. StableLM Guanaco vs. StableVicuna Guanaco vs. Vicuna Guanaco vs. WizardLM

Other RedPajama-INCITE Comparisons

RedPajama-INCITE vs. Alpaca RedPajama-INCITE vs. Cerebras-GPT RedPajama-INCITE vs. Dolly RedPajama-INCITE vs. Falcon RedPajama-INCITE vs. FastChat RedPajama-INCITE vs. FLAN-T5 RedPajama-INCITE vs. FLAN-UL2 RedPajama-INCITE vs. Gemma RedPajama-INCITE vs. Gemma 2 RedPajama-INCITE vs. GPT-J RedPajama-INCITE vs. GPT4All RedPajama-INCITE vs. GPTNeo RedPajama-INCITE vs. Grok RedPajama-INCITE vs. Guanaco RedPajama-INCITE vs. Koala RedPajama-INCITE vs. LLaMA RedPajama-INCITE vs. Llama 2 RedPajama-INCITE vs. Llama 3 RedPajama-INCITE vs. Mistral RedPajama-INCITE vs. MPT RedPajama-INCITE vs. OpenAssistant RedPajama-INCITE vs. OpenLLaMA RedPajama-INCITE vs. OPT RedPajama-INCITE vs. Orca RedPajama-INCITE vs. Phi RedPajama-INCITE vs. Pythia RedPajama-INCITE vs. StableLM RedPajama-INCITE vs. StableVicuna RedPajama-INCITE vs. Vicuna RedPajama-INCITE vs. WizardLM

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