Quantization made by Richard Erkhov. [Github](https://github.com/RichardErkhov) [Discord](https://discord.gg/pvy7H8DZMG) [Request more models](https://github.com/RichardErkhov/quant_request) TinyKAI-3B-v0.1 - GGUF - Model creator: https://huggingface.co/Keynote-Technology/ - Original model: https://huggingface.co/Keynote-Technology/TinyKAI-3B-v0.1/ | Name | Quant method | Size | | ---- | ---- | ---- | | [TinyKAI-3B-v0.1.Q2_K.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q2_K.gguf) | Q2_K | 1.84GB | | [TinyKAI-3B-v0.1.IQ3_XS.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.IQ3_XS.gguf) | IQ3_XS | 1.84GB | | [TinyKAI-3B-v0.1.IQ3_S.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.IQ3_S.gguf) | IQ3_S | 1.84GB | | [TinyKAI-3B-v0.1.Q3_K_S.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q3_K_S.gguf) | Q3_K_S | 1.84GB | | [TinyKAI-3B-v0.1.IQ3_M.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.IQ3_M.gguf) | IQ3_M | 1.92GB | | [TinyKAI-3B-v0.1.Q3_K.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q3_K.gguf) | Q3_K | 1.99GB | | [TinyKAI-3B-v0.1.Q3_K_M.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q3_K_M.gguf) | Q3_K_M | 1.99GB | | [TinyKAI-3B-v0.1.Q3_K_L.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q3_K_L.gguf) | Q3_K_L | 2.06GB | | [TinyKAI-3B-v0.1.IQ4_XS.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.IQ4_XS.gguf) | IQ4_XS | 1.86GB | | [TinyKAI-3B-v0.1.Q4_0.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q4_0.gguf) | Q4_0 | 1.84GB | | [TinyKAI-3B-v0.1.IQ4_NL.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.IQ4_NL.gguf) | IQ4_NL | 1.86GB | | [TinyKAI-3B-v0.1.Q4_K_S.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q4_K_S.gguf) | Q4_K_S | 2.24GB | | [TinyKAI-3B-v0.1.Q4_K.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q4_K.gguf) | Q4_K | 2.4GB | | [TinyKAI-3B-v0.1.Q4_K_M.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q4_K_M.gguf) | Q4_K_M | 2.4GB | | [TinyKAI-3B-v0.1.Q4_1.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q4_1.gguf) | Q4_1 | 2.04GB | | [TinyKAI-3B-v0.1.Q5_0.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q5_0.gguf) | Q5_0 | 2.23GB | | [TinyKAI-3B-v0.1.Q5_K_S.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q5_K_S.gguf) | Q5_K_S | 2.42GB | | [TinyKAI-3B-v0.1.Q5_K.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q5_K.gguf) | Q5_K | 2.57GB | | [TinyKAI-3B-v0.1.Q5_K_M.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q5_K_M.gguf) | Q5_K_M | 2.57GB | | [TinyKAI-3B-v0.1.Q5_1.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q5_1.gguf) | Q5_1 | 2.42GB | | [TinyKAI-3B-v0.1.Q6_K.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q6_K.gguf) | Q6_K | 3.39GB | | [TinyKAI-3B-v0.1.Q8_0.gguf](https://huggingface.co/RichardErkhov/Keynote-Technology_-_TinyKAI-3B-v0.1-gguf/blob/main/TinyKAI-3B-v0.1.Q8_0.gguf) | Q8_0 | 3.39GB | Original model description: --- license: apache-2.0 datasets: - Keynote-Technology/PLANE-2K - togethercomputer/RedPajama-Data-V2 tags: - code - chatbot - safetensors --- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6500c7c912c1442d994c36e5/rav-pUPtWF-u-_A4k9RaZ.png) TinyKAI 3B is a fine-tuned LLM (Large Language Model) based off of [OpenLlama 3B v2](https://huggingface.co/openlm-research/open_llama_3b_v2). The TinyKAI models are a series of lightweight LLMs under 5 Billion parameters, usually used for research. ## Direct Use TinyKAI 3B is optimal for research on large language models, specifically the influence of web data on the properties of large language models (fairness, safety, limitations, capabilities, etc.). ## Training This model was trained on a mixture of the [Falcon refined-web dataset](https://huggingface.co/datasets/tiiuae/falcon-refinedweb), the [StarCoder dataset](https://huggingface.co/datasets/bigcode/starcoderdata) and the wikipedia, arxiv, book and stackexchange part of the [RedPajama dataset](https://huggingface.co/datasets/togethercomputer/RedPajama-Data-1T). ## Banned Use Production use without adequate assessment of risks and mitigation; any use cases which may be considered irresponsible or harmful or insulting to anyone or any certain group. TinyKAI-3B is governed by the [apache 2.0 liscense](https://choosealicense.com/licenses/apache-2.0/), and therefore means that whatever the license deems unacceptable shall not be allowed. We specificaly ban the use of [ANY AND ALL KAI MODELS](https://huggingface.co/collections/Keynote-Technology/kai-large-language-models) for hate speech towards a paricular thing, person, our particular group due to [legal](https://www.ftc.gov/news-events/news/press-releases/2022/06/ftc-report-warns-about-using-artificial-intelligence-combat-online-problems) and ethical issues. ## Limitations TinyKAI 3B is trained on English data only, and will not generate appropriately reasonable content in other languages. Being trained on a representative of the web, it will carry the stereotypes and biases commonly encountered online. ## Recommendations We recommend users of TinyKAI 3B to consider finetuning it for personal use, and for precautions to be taken for any commercial use. ## WARNING! This model runs on an older version of transformers, v4.10.0, and therefore may be unstable.