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olive

Olive Recipes For AI Model Optimization Toolkit

This repository compliments Olive, the AI model optimization toolkit, and includes recipes demonstrating its extensive features and use cases. Users of Olive can use these recipes as a reference to either optimize publicly available AI models or to optimize their own proprietary models.

Supported models, architectures, devices and execution providers

Below are list of available recipes grouped by different criteria. Click the link to expand.

Models grouped by model architecture
bert clip deepseek hiera llama llama3 mistral mobilenet phi3 phi4 qwen2 resnet vit
google-bert-bert-base-multilingual-cased OFA-Sys-chinese-clip-vit-base-patch16 deepseek-ai-DeepSeek-R1-Distill-Llama-8B sam2.1-hiera-small deepseek-ai-DeepSeek-R1-Distill-Llama-8B meta-llama-Llama-3.1-8B-Instruct mistralai-Mistral-7B-Instruct-v0.2 timm-mobilenetv3_small_100.lamb_in1k microsoft-Phi-3-mini-128k-instruct microsoft-Phi-4-mini-instruct Qwen-Qwen2.5-0.5B-Instruct microsoft-resnet-50 google-vit-base-patch16-224
google-bert-bert-base-multilingual-cased laion-CLIP-ViT-B-32-laion2B-s34B-b79K deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B meta-llama-Llama-3.1-8B-Instruct meta-llama-Llama-3.2-1B-Instruct mistralai-Mistral-7B-Instruct-v0.2 microsoft-Phi-3-mini-128k-instruct microsoft-Phi-4-mini-instruct Qwen-Qwen2.5-0.5B-Instruct google-vit-base-patch16-224
intel-bert-base-uncased-mrpc laion-CLIP-ViT-B-32-laion2B-s34B-b79K deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B meta-llama-Llama-3.2-1B-Instruct meta-llama-Llama-3.2-1B-Instruct mistralai-Mistral-7B-Instruct-v0.3 microsoft-Phi-3-mini-128k-instruct microsoft-Phi-4-mini-reasoning Qwen-Qwen2.5-0.5B google-vit-base-patch16-224
intel-bert-base-uncased-mrpc openai-clip-vit-base-patch16 deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B meta-llama-Llama-3.2-1B-Instruct microsoft-Phi-3-mini-4k-instruct microsoft-Phi-4-reasoning-plus Qwen-Qwen2.5-1.5B-Instruct sam-vit-base
openai-clip-vit-base-patch16 deepseek-ai-DeepSeek-R1-Distill-Qwen-14B microsoft-Phi-3-mini-4k-instruct microsoft-Phi-4-reasoning Qwen-Qwen2.5-1.5B-Instruct
openai-clip-vit-base-patch32 deepseek-ai-DeepSeek-R1-Distill-Qwen-7B microsoft-Phi-3-mini-4k-instruct microsoft-Phi-4 Qwen-Qwen2.5-1.5B-Instruct
openai-clip-vit-base-patch32 microsoft-Phi-3.5-mini-instruct microsoft-Phi-4 Qwen-Qwen2.5-1.5B-Instruct
openai-clip-vit-large-patch14 microsoft-Phi-3.5-mini-instruct Qwen-Qwen2.5-14B-Instruct
microsoft-Phi-3.5-mini-instruct Qwen-Qwen2.5-14B-Instruct
microsoft-Phi-3.5-mini-instruct Qwen-Qwen2.5-3B-Instruct
microsoft-Phi-4 Qwen-Qwen2.5-7B-Instruct
Qwen-Qwen2.5-7B-Instruct
Qwen-Qwen2.5-Coder-0.5B-Instruct
Qwen-Qwen2.5-Coder-0.5B-Instruct
Qwen-Qwen2.5-Coder-1.5B-Instruct
Qwen-Qwen2.5-Coder-1.5B-Instruct
Qwen-Qwen2.5-Coder-14B-Instruct
Qwen-Qwen2.5-Coder-14B-Instruct
Qwen-Qwen2.5-Coder-3B-Instruct
Qwen-Qwen2.5-Coder-7B-Instruct
Qwen-Qwen2.5-Coder-7B-Instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B
deepseek-ai-DeepSeek-R1-Distill-Qwen-14B
deepseek-ai-DeepSeek-R1-Distill-Qwen-7B
Models grouped by device
cpu gpu npu
OFA-Sys-chinese-clip-vit-base-patch16 DeepSeek-R1-Distill-Llama-8B_Model_Builder_INT4 OFA-Sys-chinese-clip-vit-base-patch16
Qwen-Qwen2.5-1.5B-Instruct DeepSeek-R1-Distill-Qwen-1.5B_Model_Builder_FP16 Qwen-Qwen2.5-0.5B-Instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B DeepSeek-R1-Distill-Qwen-14B_NVMO_INT4_AWQ Qwen-Qwen2.5-1.5B-Instruct
gemma-3-1b-it_model_builder_cpu_FP32 DeepSeek-R1-Distill-Qwen-7B_NVMO_INT4_RTN Qwen-Qwen2.5-1.5B-Instruct
google-bert-bert-base-multilingual-cased Llama-3.2-1B-Instruct_Model_Builder_FP16 Qwen-Qwen2.5-1.5B-Instruct
google-gemma Llama3.1-8B-Instruct_Model_Builder_INT4 Qwen-Qwen2.5-1.5B-Instruct
google-vit-base-patch16-224 Mistral-7B-Instruct-v0.2_Model_Builder_INT4 Qwen-Qwen2.5-7B-Instruct
intel-bert-base-uncased-mrpc (ov) OFA-Sys-chinese-clip-vit-base-patch16 Qwen-Qwen2.5-Coder-0.5B-Instruct
laion-CLIP-ViT-B-32-laion2B-s34B-b79K Phi-3-mini-128k-instruct_NVMO_INT4_RTN Qwen-Qwen2.5-Coder-1.5B-Instruct
meta-llama-Llama-3.1-8B-Instruct Phi-3-mini-4k-instruct_Model_Builder_INT4 Qwen-Qwen2.5-Coder-7B-Instruct
meta-llama-Llama-3.2-1B-Instruct Phi3.5_Mini_Instruct_Model_Builder_INT4 deepseek-ai-DeepSeek-R1-Distill-Llama-8B
microsoft-Phi-3.5-mini-instruct Qwen-Qwen2.5-0.5B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B
microsoft-resnet-50 Qwen-Qwen2.5-0.5B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B
openai-clip-vit-base-patch16 Qwen-Qwen2.5-0.5B deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B
openai-clip-vit-base-patch32 Qwen-Qwen2.5-1.5B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-7B
openai-clip-vit-large-patch14 Qwen-Qwen2.5-1.5B-Instruct google-bert-bert-base-multilingual-cased
timm-mobilenetv3_small_100.lamb_in1k Qwen-Qwen2.5-1.5B-Instruct google-bert-bert-base-multilingual-cased
Qwen-Qwen2.5-1.5B-Instruct google-bert-bert-base-multilingual-cased
Qwen-Qwen2.5-1.5B-Instruct google-vit-base-patch16-224
Qwen-Qwen2.5-14B-Instruct google-vit-base-patch16-224
Qwen-Qwen2.5-14B-Instruct google-vit-base-patch16-224
Qwen-Qwen2.5-3B-Instruct google-vit-base-patch16-224
Qwen-Qwen2.5-7B-Instruct google-vit-base-patch16-224
Qwen-Qwen2.5-7B-Instruct intel-bert-base-uncased-mrpc (AMD)
Qwen-Qwen2.5-Coder-0.5B-Instruct intel-bert-base-uncased-mrpc (ov)
Qwen-Qwen2.5-Coder-0.5B-Instruct intel-bert-base-uncased-mrpc
Qwen-Qwen2.5-Coder-1.5B-Instruct laion-CLIP-ViT-B-32-laion2B-s34B-b79K
Qwen-Qwen2.5-Coder-1.5B-Instruct laion-CLIP-ViT-B-32-laion2B-s34B-b79K
Qwen-Qwen2.5-Coder-14B-Instruct laion-CLIP-ViT-B-32-laion2B-s34B-b79K
Qwen-Qwen2.5-Coder-14B-Instruct meta-llama-Llama-3.1-8B-Instruct
Qwen-Qwen2.5-Coder-3B-Instruct meta-llama-Llama-3.1-8B-Instruct
Qwen-Qwen2.5-Coder-7B-Instruct meta-llama-Llama-3.1-8B-Instruct
Qwen-Qwen2.5-Coder-7B-Instruct meta-llama-Llama-3.2-1B-Instruct
Qwen2.5-0.5B-Instruct_Model_Builder_FP16 meta-llama-Llama-3.2-1B-Instruct
Qwen2.5-14B-Instruct_Model_Builder_INT4 meta-llama-Llama-3.2-1B-Instruct
Qwen2.5-7B-Instruct_Model_Builder_INT4 microsoft-Phi-3-mini-128k-instruct
Qwen2.5-Coder-0.5B-Instruct_Model_Builder_FP16 microsoft-Phi-3-mini-4k-instruct
Qwen2.5-Coder-1.5B-Instruct_Model_Builder_FP16 microsoft-Phi-3-mini-4k-instruct
Qwen2.5-Coder-14B-Instruct_Model_Builder_INT4 microsoft-Phi-3.5-mini-instruct
Qwen2.5-Coder-7B-Instruct_Model_Builder_INT4 microsoft-Phi-3.5-mini-instruct
Qwen2.5_1.5B_Instruct_Model_Builder_FP16 microsoft-Phi-3.5-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Llama-8B microsoft-Phi-3.5-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-3.5-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-4-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-4-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-4-mini-reasoning
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-4-reasoning-plus
deepseek-ai-DeepSeek-R1-Distill-Qwen-14B microsoft-Phi-4-reasoning
deepseek-ai-DeepSeek-R1-Distill-Qwen-14B microsoft-resnet-50
deepseek-ai-DeepSeek-R1-Distill-Qwen-7B microsoft-resnet-50
deepseek-ai-DeepSeek-R1-Distill-Qwen-7B microsoft-resnet-50
google-bert-bert-base-multilingual-cased microsoft-table-transformer-detection
google-bert-bert-base-multilingual-cased mistralai-Mistral-7B-Instruct-v0.2
google-bert-bert-base-multilingual-cased openai-clip-vit-base-patch16
google-bert-bert-base-multilingual-cased openai-clip-vit-base-patch16
google-bert-bert-base-multilingual-cased openai-clip-vit-base-patch16
google-gemma openai-clip-vit-base-patch32
google-vit-base-patch16-224 openai-clip-vit-base-patch32
google-vit-base-patch16-224 openai-clip-vit-base-patch32
google-vit-base-patch16-224 openai-clip-vit-large-patch14
google-vit-base-patch16-224 openai-clip-vit-large-patch14
google-vit-base-patch16-224 openai-clip-vit-large-patch14
intel-bert-base-uncased-mrpc (ov) sam-vit-base
intel-bert-base-uncased-mrpc sam-vit-base
intel-bert-base-uncased-mrpc sam-vit-base
intel-bert-base-uncased-mrpc sam-vit-base
intel-bert-base-uncased-mrpc sam2.1-hiera-small
laion-CLIP-ViT-B-32-laion2B-s34B-b79K sam2.1-hiera-small
laion-CLIP-ViT-B-32-laion2B-s34B-b79K timm-mobilenetv3_small_100.lamb_in1k
laion-CLIP-ViT-B-32-laion2B-s34B-b79K timm-mobilenetv3_small_100.lamb_in1k
laion-CLIP-ViT-B-32-laion2B-s34B-b79K
laion-CLIP-ViT-B-32-laion2B-s34B-b79K
meta-llama-Llama-3.1-8B-Instruct
meta-llama-Llama-3.1-8B-Instruct
meta-llama-Llama-3.1-8B-Instruct
meta-llama-Llama-3.2-1B-Instruct
meta-llama-Llama-3.2-1B-Instruct
meta-llama-Llama-3.2-1B-Instruct
meta-llama-Llama-3.2-1B-Instruct
meta-llama-Llama-3.2-1B-Instruct
microsoft-Phi-3-mini-128k-instruct
microsoft-Phi-3-mini-128k-instruct
microsoft-Phi-3-mini-4k-instruct
microsoft-Phi-3-mini-4k-instruct
microsoft-Phi-3.5-mini-instruct
microsoft-Phi-3.5-mini-instruct
microsoft-Phi-3.5-mini-instruct
microsoft-Phi-3.5-mini-instruct
microsoft-Phi-3.5-mini-instruct
microsoft-Phi-4-mini-instruct
microsoft-Phi-4-mini-instruct
microsoft-Phi-4-mini-instruct
microsoft-Phi-4-mini-reasoning
microsoft-Phi-4-mini-reasoning
microsoft-Phi-4-mini-reasoning
microsoft-Phi-4-reasoning-plus
microsoft-Phi-4-reasoning
microsoft-Phi-4
microsoft-Phi-4
microsoft-Phi-4
microsoft-resnet-50
microsoft-resnet-50
microsoft-resnet-50
microsoft-resnet-50
mistralai-Mistral-7B-Instruct-v0.2
mistralai-Mistral-7B-Instruct-v0.2
mistralai-Mistral-7B-Instruct-v0.3
openai-clip-vit-base-patch16
openai-clip-vit-base-patch16
openai-clip-vit-base-patch16
openai-clip-vit-base-patch16
openai-clip-vit-base-patch16
openai-clip-vit-base-patch32
openai-clip-vit-base-patch32
openai-clip-vit-base-patch32
openai-clip-vit-base-patch32
openai-clip-vit-base-patch32
openai-clip-vit-large-patch14
openai-clip-vit-large-patch14
openai-clip-vit-large-patch14
openai-clip-vit-large-patch14
phi-4_Model_Builder_INT4
Models grouped by EP
CPU CUDA Dml MIGraphX NvTensorRTRTX OpenVINO QNN VitisAI
gemma-3-1b-it_model_builder_cpu_FP32 google-gemma Qwen-Qwen2.5-1.5B-Instruct google-bert-bert-base-multilingual-cased DeepSeek-R1-Distill-Llama-8B_Model_Builder_INT4 OFA-Sys-chinese-clip-vit-base-patch16 Qwen-Qwen2.5-1.5B-Instruct Qwen-Qwen2.5-1.5B-Instruct
google-gemma deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B google-vit-base-patch16-224 DeepSeek-R1-Distill-Qwen-1.5B_Model_Builder_FP16 Qwen-Qwen2.5-0.5B-Instruct Qwen-Qwen2.5-1.5B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B
timm-mobilenetv3_small_100.lamb_in1k google-bert-bert-base-multilingual-cased intel-bert-base-uncased-mrpc DeepSeek-R1-Distill-Qwen-14B_NVMO_INT4_AWQ Qwen-Qwen2.5-0.5B-Instruct Qwen-Qwen2.5-1.5B-Instruct google-bert-bert-base-multilingual-cased
google-vit-base-patch16-224 laion-CLIP-ViT-B-32-laion2B-s34B-b79K DeepSeek-R1-Distill-Qwen-7B_NVMO_INT4_RTN Qwen-Qwen2.5-0.5B Qwen-Qwen2.5-1.5B-Instruct google-vit-base-patch16-224
intel-bert-base-uncased-mrpc microsoft-resnet-50 Llama-3.2-1B-Instruct_Model_Builder_FP16 Qwen-Qwen2.5-1.5B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B intel-bert-base-uncased-mrpc (AMD)
laion-CLIP-ViT-B-32-laion2B-s34B-b79K openai-clip-vit-base-patch16 Llama3.1-8B-Instruct_Model_Builder_INT4 Qwen-Qwen2.5-1.5B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B laion-CLIP-ViT-B-32-laion2B-s34B-b79K
meta-llama-Llama-3.1-8B-Instruct openai-clip-vit-base-patch32 Mistral-7B-Instruct-v0.2_Model_Builder_INT4 Qwen-Qwen2.5-14B-Instruct deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B meta-llama-Llama-3.1-8B-Instruct
meta-llama-Llama-3.2-1B-Instruct openai-clip-vit-large-patch14 Phi-3-mini-128k-instruct_NVMO_INT4_RTN Qwen-Qwen2.5-3B-Instruct google-bert-bert-base-multilingual-cased meta-llama-Llama-3.2-1B-Instruct
microsoft-Phi-3.5-mini-instruct Phi-3-mini-4k-instruct_Model_Builder_INT4 Qwen-Qwen2.5-7B-Instruct google-bert-bert-base-multilingual-cased microsoft-Phi-3.5-mini-instruct
microsoft-resnet-50 Phi3.5_Mini_Instruct_Model_Builder_INT4 Qwen-Qwen2.5-7B-Instruct google-vit-base-patch16-224 microsoft-resnet-50
openai-clip-vit-base-patch16 Qwen-Qwen2.5-0.5B-Instruct Qwen-Qwen2.5-Coder-0.5B-Instruct google-vit-base-patch16-224 openai-clip-vit-base-patch16
openai-clip-vit-base-patch32 Qwen-Qwen2.5-1.5B-Instruct Qwen-Qwen2.5-Coder-0.5B-Instruct google-vit-base-patch16-224 openai-clip-vit-base-patch32
openai-clip-vit-large-patch14 Qwen-Qwen2.5-14B-Instruct Qwen-Qwen2.5-Coder-1.5B-Instruct intel-bert-base-uncased-mrpc openai-clip-vit-large-patch14
Qwen-Qwen2.5-7B-Instruct Qwen-Qwen2.5-Coder-1.5B-Instruct intel-bert-base-uncased-mrpc timm-mobilenetv3_small_100.lamb_in1k
Qwen-Qwen2.5-Coder-0.5B-Instruct Qwen-Qwen2.5-Coder-14B-Instruct laion-CLIP-ViT-B-32-laion2B-s34B-b79K
Qwen-Qwen2.5-Coder-1.5B-Instruct Qwen-Qwen2.5-Coder-3B-Instruct laion-CLIP-ViT-B-32-laion2B-s34B-b79K
Qwen-Qwen2.5-Coder-14B-Instruct Qwen-Qwen2.5-Coder-7B-Instruct meta-llama-Llama-3.1-8B-Instruct
Qwen-Qwen2.5-Coder-7B-Instruct Qwen-Qwen2.5-Coder-7B-Instruct meta-llama-Llama-3.2-1B-Instruct
Qwen2.5-0.5B-Instruct_Model_Builder_FP16 deepseek-ai-DeepSeek-R1-Distill-Llama-8B meta-llama-Llama-3.2-1B-Instruct
Qwen2.5-14B-Instruct_Model_Builder_INT4 deepseek-ai-DeepSeek-R1-Distill-Llama-8B meta-llama-Llama-3.2-1B-Instruct
Qwen2.5-7B-Instruct_Model_Builder_INT4 deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-3-mini-128k-instruct
Qwen2.5-Coder-0.5B-Instruct_Model_Builder_FP16 deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B microsoft-Phi-3-mini-4k-instruct
Qwen2.5-Coder-1.5B-Instruct_Model_Builder_FP16 deepseek-ai-DeepSeek-R1-Distill-Qwen-14B microsoft-Phi-3.5-mini-instruct
Qwen2.5-Coder-14B-Instruct_Model_Builder_INT4 deepseek-ai-DeepSeek-R1-Distill-Qwen-7B microsoft-Phi-3.5-mini-instruct
Qwen2.5-Coder-7B-Instruct_Model_Builder_INT4 deepseek-ai-DeepSeek-R1-Distill-Qwen-7B microsoft-Phi-3.5-mini-instruct
Qwen2.5_1.5B_Instruct_Model_Builder_FP16 google-bert-bert-base-multilingual-cased microsoft-Phi-3.5-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-1.5B google-vit-base-patch16-224 microsoft-Phi-3.5-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-14B google-vit-base-patch16-224 microsoft-Phi-4-mini-instruct
deepseek-ai-DeepSeek-R1-Distill-Qwen-7B intel-bert-base-uncased-mrpc (ov) microsoft-resnet-50
google-bert-bert-base-multilingual-cased laion-CLIP-ViT-B-32-laion2B-s34B-b79K microsoft-table-transformer-detection
google-vit-base-patch16-224 meta-llama-Llama-3.1-8B-Instruct openai-clip-vit-base-patch16
intel-bert-base-uncased-mrpc meta-llama-Llama-3.1-8B-Instruct openai-clip-vit-base-patch16
laion-CLIP-ViT-B-32-laion2B-s34B-b79K meta-llama-Llama-3.2-1B-Instruct openai-clip-vit-base-patch32
meta-llama-Llama-3.1-8B-Instruct meta-llama-Llama-3.2-1B-Instruct openai-clip-vit-base-patch32
meta-llama-Llama-3.2-1B-Instruct microsoft-Phi-3-mini-128k-instruct openai-clip-vit-large-patch14
microsoft-Phi-3-mini-128k-instruct microsoft-Phi-3-mini-4k-instruct sam-vit-base
microsoft-Phi-3-mini-4k-instruct microsoft-Phi-3-mini-4k-instruct sam-vit-base
microsoft-Phi-3.5-mini-instruct microsoft-Phi-3.5-mini-instruct sam-vit-base
microsoft-Phi-4 microsoft-Phi-3.5-mini-instruct sam-vit-base
microsoft-resnet-50 microsoft-Phi-4-mini-instruct sam2.1-hiera-small
mistralai-Mistral-7B-Instruct-v0.2 microsoft-Phi-4-mini-instruct sam2.1-hiera-small
openai-clip-vit-base-patch16 microsoft-Phi-4-mini-instruct timm-mobilenetv3_small_100.lamb_in1k
openai-clip-vit-base-patch32 microsoft-Phi-4-mini-instruct
openai-clip-vit-large-patch14 microsoft-Phi-4-mini-reasoning
phi-4_Model_Builder_INT4 microsoft-Phi-4-mini-reasoning
microsoft-Phi-4-mini-reasoning
microsoft-Phi-4-mini-reasoning
microsoft-Phi-4-reasoning-plus
microsoft-Phi-4-reasoning-plus
microsoft-Phi-4-reasoning
microsoft-Phi-4-reasoning
microsoft-Phi-4
microsoft-Phi-4
microsoft-resnet-50
mistralai-Mistral-7B-Instruct-v0.2
mistralai-Mistral-7B-Instruct-v0.2
mistralai-Mistral-7B-Instruct-v0.3
openai-clip-vit-base-patch16
openai-clip-vit-base-patch32
openai-clip-vit-large-patch14

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