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Gemma · General · Gemma 4

Gemma 4 26B-A4B IT: Specs, GPU requirements, hosting & deployment

Gemma 4 26B-A4B IT is a current General release in the Gemma family, certified from its immutable official source revision.

Technical deployment reference illustration for Gemma 4 26B-A4B IT
Reference deployment flow; exact architecture facts are listed separately.
Total parameters25.8B
Active parameters4.0B
Context window262,144 tokens
Release statusCurrent · Current
ArchitectureGemma4ForConditionalGeneration
ModalitiesText, Image
LicenseApache License 2.0
Deployment stateDeployable with certified configuration
Commercial stateCommercial Use Allowed
Release date2026-03-11

Architecture, strengths and use cases

Gemma 4 26B-A4B IT is an official self-hostable Google release in the Gemma General track. It uses Gemma4ForConditionalGeneration, carries 25.8B / 4B MoE, supports a verified context window of 262,144 tokens, and exposes only source-certified checkpoints and runtime combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

Gemma 4 26B-A4B IT uses Gemma4ForConditionalGeneration with 25.8B / 4B MoE. The stored architecture profile records 30 layers, hidden width 2816, 16 attention heads and a 262,144 token context ceiling where the official configuration publishes those fields.

Verified Gemma4ForConditionalGeneration architecture
262,144 token certified context
Official BF16, Unknown checkpoint coverage
Private LLM inference
Agentic workflows
Long-context document processing
Vision-language analysis

Certified checkpoints and quantizations

Only exact, source-certified variants attached to this release are shown.

gemma-4-26B-A4B-it

google/gemma-4-26B-A4B-it

Official · BF16 · safetensors

Runtime certified: Transformers

Precision / quantizationFormatBitsPublisher trustDeployment state
BF16safetensors16OfficialRuntime certified

Recommended hardware

Use only the listed transformers runtime configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, runtime overhead, safety headroom, GPU architecture and topology before ranking rentable and reference hardware.

Estimated weight memory49.5 GB
KV cache1.88 GB
Runtime overhead13.97 GB
Total with safety margin81.02 GB

Recommended best value

2× NVIDIA A100 SXM 80GB

160 GB total VRAM · nvlink

78.98 GB headroom · Available

USD 1,830 / month

Lowest-cost viable

4× NVIDIA L4 24GB

96 GB total VRAM · pcie

14.98 GB headroom · Available

USD 1,000 / month

Highest performance

2× NVIDIA A100 SXM 80GB

160 GB total VRAM · nvlink

78.98 GB headroom · Available

USD 1,830 / month

License and self-hosting considerations

The full 25.8B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

Gemma 4 26B-A4B IT is published under Apache License 2.0. The release-scoped official license link and verification date are retained with the catalogue record.

Commercial Use Allowed. The official license permits commercial use; its obligations still apply.

Alternatives and sibling variants

Gemma 4 31B IT, Gemma 4 12B IT, Gemma 3 27B IT

Release timeline

google/gemma/gemma-4-26b-a4b-it

Source details

Official source

Source revision: 79df3a4c49eae5f66ef96db13c976a9ae2f654d8e22d0c5ea076efb1d7e3c4b4

Frequently asked questions

How much VRAM does Gemma 4 26B-A4B IT require?

The exact estimate depends on checkpoint precision, context and concurrency; the page recommendation uses the certified memory engine and compatible runtime configurations.

Which runtimes support Gemma 4 26B-A4B IT?

Certified upstream runtime evidence is available for transformers.

Can Gemma 4 26B-A4B IT be used commercially?

The stored commercial classification is Commercial Use Allowed. Consult the official Apache License 2.0 terms for the final obligations.

Official references

Last verified: 2026-08-26