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OpenELM 3B Instruct GGUF

Model creator: apple
Original model: OpenELM-3B-Instruct

Model Summary:

Sachin Mehta, Mohammad Hossein Sekhavat, Qingqing Cao, Maxwell Horton, Yanzi Jin, Chenfan Sun, Iman Mirzadeh, Mahyar Najibi, Dmitry Belenko, Peter Zatloukal, Mohammad Rastegari

We introduce OpenELM, a family of Open Efficient Language Models. OpenELM uses a layer-wise scaling strategy to efficiently allocate parameters within each layer of the transformer model, leading to enhanced accuracy. We pretrained OpenELM models using the CoreNet library. We release both pretrained and instruction tuned models with 270M, 450M, 1.1B and 3B parameters. We release the complete framework, encompassing data preparation, training, fine-tuning, and evaluation procedures, alongside multiple pre-trained checkpoints and training logs, to facilitate open research.

Our pre-training dataset contains RefinedWeb, deduplicated PILE, a subset of RedPajama, and a subset of Dolma v1.6, totaling approximately 1.8 trillion tokens. Please check license agreements and terms of these datasets before using them.

Prompt Template:

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Prompt template:

<|system|>
{system_prompt}</s>
<|user|>
{prompt}</s>
<|assistant|>

Hardware Requirements Estimate

Name	Quant method	Size	Memory (RAM, vRAM) required
openelm-3b-instruct.Q2_K.gguf	Q2_K	1.15 GB	3.14 GB
openelm-3b-instruct.Q3_K_S.gguf	Q3_K_S	1.34 GB	3.32 GB
openelm-3b-instruct.Q3_K_M.gguf	Q3_K_M	1.53 GB	3.50 GB
openelm-3b-instruct.Q3_K_L.gguf	Q3_K_L	1.66 GB	3.61 GB
openelm-3b-instruct.Q4_0.gguf	Q4_0	1.74 GB	3.68 GB
openelm-3b-instruct.Q4_K_S.gguf	Q4_K_S	1.74 GB	3.69 GB
openelm-3b-instruct.Q4_K_M.gguf	Q4_K_M	1.89 GB	3.83 GB
openelm-3b-instruct.Q4_K.gguf	Q4_K	1.89 GB	3.83 GB
openelm-3b-instruct.Q4_1.gguf	Q4_1	1.92 GB	3.85 GB
openelm-3b-instruct.Q5_0.gguf	Q5_0	2.10 GB	4.03 GB
openelm-3b-instruct.Q5_K_S.gguf	Q5_K_S	2.10 GB	4.03 GB
openelm-3b-instruct.Q5_K_M.gguf	Q5_K_M	2.21 GB	4.12 GB
openelm-3b-instruct.Q5_K.gguf	Q5_K	2.21 GB	4.12 GB
openelm-3b-instruct.Q5_1.gguf	Q5_1	2.29 GB	4.20 GB
openelm-3b-instruct.Q6_K.gguf	Q6_K	2.49 GB	4.39 GB
openelm-3b-instruct.Q8_0.gguf	Q8_0	3.23 GB	5.07 GB
openelm-3b-instruct.f16.gguf	f16	6.07 GB	7.72 GB

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