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Validated models

Red Hat AI Inference Server 3.2

Red Hat AI Inference Server validated models

Red Hat AI Documentation Team

Abstract

Learn about the validated models that you can run with Red Hat AI Inference Server.

Preface
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Red Hat provides validated models that you can serve with AI Inference Server.

Chapter 1. Red Hat AI validated models
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The Red Hat AI models are validated using open source tools. The model type you use depends on how you want to deploy the model.

Note

If you are using AI Inference Server as part of a RHEL AI deployment, use OCI artifact images.

If you are using AI Inference Server as part of a OpenShift AI deployment, use ModelCar images.

Red Hat uses GuideLLM for performance benchmarking and Language Model Evaluation Harness for accuracy evaluations.

Explore the Red Hat AI validated models collections on Hugging Face.

Important

AMD GPUs support FP8 (W8A8) and GGUF quantization variant models only. For more information, see Supported hardware.

The following models, available from RedHat AI on Hugging Face, are validated for use with Red Hat AI Inference Server.

Expand
Table 1.1. Red Hat AI validated models - October 2025 collection
ModelQuantized variantsHugging Face model cardsValidated on

gpt-oss-120b

None

  • RHAIIS 3.2.2
  • RHOAI 2.25

gpt-oss-20b

None

  • RHAIIS 3.2.2
  • RHOAI 2.25

NVIDIA-Nemotron-Nano-9B-v2

FP8

  • RHAIIS 3.2.2
  • RHOAI 2.25

Qwen3-Coder-480B-A35B-Instruct

FP8

  • RHAIIS 3.2.2
  • RHOAI 2.25

Voxtral-Mini-3B-2507

FP8

  • RHAIIS 3.2.2
  • RHOAI 2.25

whisper-large-v3-turbo

INT4

  • RHAIIS 3.2.2
  • RHOAI 2.25

The following models, available from RedHat AI on Hugging Face, are validated for use with Red Hat AI Inference Server.

Expand
Table 1.2. Red Hat AI validated models - September 2025 collection
ModelQuantized variantsHugging Face model cardsValidated on

DeepSeek-R1-0528

INT4

  • RHAIIS 3.2.1
  • RHOAI 2.24

gemma-3n-E4B-it

FP8

  • RHAIIS 3.2.1
  • RHOAI 2.24

Kimi-K2-Instruct

INT4

  • RHAIIS 3.2.1
  • RHOAI 2.24

Qwen3-8B

FP8

  • RHAIIS 3.2.1
  • RHOAI 2.24

The following models, available from RedHat AI on Hugging Face, are validated for use with Red Hat AI Inference Server.

Expand
Table 1.3. Red Hat AI validated models - May 2025 collection
ModelQuantized variantsHugging Face model cardsValidated on

gemma-2-9b-it

FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

granite-3.1-8b-base

INT4

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

granite-3.1-8b-instruct

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Llama-3.1-8B-Instruct

None

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Llama-3.1-Nemotron-70B-Instruct-HF

FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Llama-3.3-70B-Instruct

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Llama-4-Maverick-17B-128E-Instruct

FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Llama-4-Scout-17B-16E-Instruct

INT4, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Meta-Llama-3.1-8B-Instruct

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Mistral-Small-24B-Instruct-2501

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Mistral-Small-3.1-24B-Instruct-2503

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Mixtral-8x7B-Instruct-v0.1

None

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

phi-4

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

Qwen2.5-7B-Instruct

INT4, INT8, FP8

  • RHAIIS 3.0
  • RHELAI 1.5
  • RHOAI 2.20

1.4. Validated OCI artifact model container images
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Table 1.4. Validated OCI artifact model container images
ModelQuantized variantsModelCar images

llama-4-scout-17b-16e-instruct

INT4, FP8

  • Baseline: registry.redhat.io/rhelai1/llama-4-scout-17b-16e-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/llama-4-scout-17b-16e-instruct-quantized-w4a16:1.5
  • FP8: registry.redhat.io/rhelai1/llama-4-scout-17b-16e-instruct-fp8-dynamic:1.5

llama-4-maverick-17b-128e-instruct

FP8

  • Baseline: registry.redhat.io/rhelai1/llama-4-maverick-17b-128e-instruct:1.5
  • FP8: registry.redhat.io/rhelai1/llama-4-maverick-17b-128e-instruct-fp8:1.5

mistral-small-3-1-24b-instruct-2503

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/mistral-small-3-1-24b-instruct-2503:1.5
  • INT4: registry.redhat.io/rhelai1/mistral-small-3-1-24b-instruct-2503-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/mistral-small-3-1-24b-instruct-2503-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/mistral-small-3-1-24b-instruct-2503-fp8-dynamic:1.5

llama-3-3-70b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/llama-3-3-70b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/llama-3-3-70b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/llama-3-3-70b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/llama-3-3-70b-instruct-fp8-dynamic:1.5

llama-3-1-8b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/llama-3-1-8b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/llama-3-1-8b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/llama-3-1-8b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/llama-3-1-8b-instruct-fp8-dynamic:1.5

granite-3-1-8b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/granite-3-1-8b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/granite-3-1-8b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/granite-3-1-8b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/granite-3-1-8b-instruct-fp8-dynamic:1.5

phi-4

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/phi-4:1.5
  • INT4: registry.redhat.io/rhelai1/phi-4-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/phi-4-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/phi-4-fp8-dynamic:1.5

qwen2-5-7b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/qwen2-5-7b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/qwen2-5-7b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/qwen2-5-7b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/qwen2-5-7b-instruct-fp8-dynamic:1.5

mistral-small-24b-instruct-2501

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/mistral-small-24b-instruct-2501:1.5
  • INT4: registry.redhat.io/rhelai1/mistral-small-24b-instruct-2501-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/mistral-small-24b-instruct-2501-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/mistral-small-24b-instruct-2501-fp8-dynamic:1.5

mixtral-8x7b-instruct-v0-1

None

  • Baseline: registry.redhat.io/rhelai1/mixtral-8x7b-instruct-v0-1:1.4

granite-3-1-8b-base

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/granite-3-1-8b-base-quantized-w4a16:1.5

granite-3.1-8b-starter-v2

None

  • Baseline: registry.redhat.io/rhelai1/granite-3.1-8b-starter-v2:1.5

llama-3-1-nemotron-70b-instruct-hf

FP8

  • Baseline: registry.redhat.io/rhelai1/llama-3-1-nemotron-70b-instruct-hf:1.5
  • FP8: registry.redhat.io/rhelai1/llama-3-1-nemotron-70b-instruct-hf-fp8-dynamic:1.5

gemma-2-9b-it

FP8

  • Baseline: registry.redhat.io/rhelai1/gemma-2-9b-it:1.5
  • FP8: registry.redhat.io/rhelai1/gemma-2-9b-it-fp8:1.5

deepseek-r1-0528

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/deepseek-r1-0528-quantized-w4a16:1.5

qwen3-8b

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/qwen3-8b-fp8-dynamic:1.5

kimi-k2-instruct

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/kimi-k2-instruct-quantized-w4a16:1.5

gemma-3n-e4b-it

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/gemma-3n-e4b-it-fp8-dynamic:1.5

gpt-oss-120b

None

  • Baseline: registry.redhat.io/rhelai1/gpt-oss-120b:1.5

gpt-oss-20b

None

  • Baseline: registry.redhat.io/rhelai1/gpt-oss-20b:1.5

qwen3-coder-480b-a35b-instruct

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/qwen3-coder-480b-a35b-instruct-fp8:1.5

whisper-large-v3-turbo

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/whisper-large-v3-turbo-quantized-w4a16:1.5

voxtral-mini-3b-2507

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/voxtral-mini-3b-2507-fp8-dynamic:1.5

nvidia-nemotron-nano-9b-v2

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/nvidia-nemotron-nano-9b-v2-fp8-dynamic:1.5

1.5. ModelCar container images
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Table 1.5. ModelCar container images
ModelQuantized variantsModelCar images

llama-4-scout-17b-16e-instruct

INT4, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-llama-4-scout-17b-16e-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-llama-4-scout-17b-16e-instruct-quantized-w4a16:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-llama-4-scout-17b-16e-instruct-fp8-dynamic:1.5

llama-4-maverick-17b-128e-instruct

FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-llama-4-maverick-17b-128e-instruct:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-llama-4-maverick-17b-128e-instruct-fp8:1.5

mistral-small-3-1-24b-instruct-2503

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-mistral-small-3-1-24b-instruct-2503:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-mistral-small-3-1-24b-instruct-2503-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-mistral-small-3-1-24b-instruct-2503-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-mistral-small-3-1-24b-instruct-2503-fp8-dynamic:1.5

llama-3-3-70b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-llama-3-3-70b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-llama-3-3-70b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-llama-3-3-70b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-llama-3-3-70b-instruct-fp8-dynamic:1.5

llama-3-1-8b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-llama-3-1-8b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-llama-3-1-8b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-llama-3-1-8b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-llama-3-1-8b-instruct-fp8-dynamic:1.5

granite-3-1-8b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-granite-3-1-8b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-granite-3-1-8b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-granite-3-1-8b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-granite-3-1-8b-instruct-fp8-dynamic:1.5

phi-4

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-phi-4:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-phi-4-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-phi-4-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-phi-4-fp8-dynamic:1.5

qwen2-5-7b-instruct

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-qwen2-5-7b-instruct:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-qwen2-5-7b-instruct-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-qwen2-5-7b-instruct-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-qwen2-5-7b-instruct-fp8-dynamic:1.5

mistral-small-24b-instruct-2501

INT4, INT8, FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-mistral-small-24b-instruct-2501:1.5
  • INT4: registry.redhat.io/rhelai1/modelcar-mistral-small-24b-instruct-2501-quantized-w4a16:1.5
  • INT8: registry.redhat.io/rhelai1/modelcar-mistral-small-24b-instruct-2501-quantized-w8a8:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-mistral-small-24b-instruct-2501-fp8-dynamic:1.5

mixtral-8x7b-instruct-v0-1

None

  • Baseline: registry.redhat.io/rhelai1/modelcar-mixtral-8x7b-instruct-v0-1:1.4

granite-3-1-8b-base

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/modelcar-granite-3-1-8b-base-quantized-w4a16:1.5

granite-3-1-8b-starter-v2

None

  • Baseline: registry.redhat.io/rhelai1/modelcar-granite-3-1-8b-starter-v2:1.5

llama-3-1-nemotron-70b-instruct-hf

FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-llama-3-1-nemotron-70b-instruct-hf:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-llama-3-1-nemotron-70b-instruct-hf-fp8-dynamic:1.5

gemma-2-9b-it

FP8

  • Baseline: registry.redhat.io/rhelai1/modelcar-gemma-2-9b-it:1.5
  • FP8: registry.redhat.io/rhelai1/modelcar-gemma-2-9b-it-fp8:1.5

deepseek-r1-0528

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/modelcar-deepseek-r1-0528-quantized-w4a16:1.5

qwen3-8b

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/modelcar-qwen3-8b-fp8-dynamic:1.5

kimi-k2-instruct

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/modelcar-kimi-k2-instruct-quantized-w4a16:1.5

gemma-3n-e4b-it

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/modelcar-gemma-3n-e4b-it-fp8-dynamic:1.5

gpt-oss-120b

None

  • Baseline: registry.redhat.io/rhelai1/modelcar-gpt-oss-120b:1.5

gpt-oss-20b

None

  • Baseline: registry.redhat.io/rhelai1/modelcar-gpt-oss-20b:1.5

qwen3-coder-480b-a35b-instruct

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/modelcar-qwen3-coder-480b-a35b-instruct-fp8:1.5

whisper-large-v3-turbo

INT4 (baseline currently unavailable)

  • INT4: registry.redhat.io/rhelai1/modelcar-whisper-large-v3-turbo-quantized-w4a16:1.5

voxtral-mini-3b-2507

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/modelcar-voxtral-mini-3b-2507-fp8-dynamic:1.5

nvidia-nemotron-nano-9b-v2

FP8 (baseline currently unavailable)

  • FP8: registry.redhat.io/rhelai1/modelcar-nvidia-nemotron-nano-9b-v2-fp8-dynamic:1.5

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