gemma-3-27b-it
Official · BF16 · safetensors
Runtime certified: Transformers
| Precision / quantization | Format | Bits | Publisher trust | Deployment state |
|---|---|---|---|---|
| BF16 | safetensors | 16 | Official | Runtime certified |
Gemma · General · Gemma 3
Gemma 3 27B IT: Specs, GPU requirements, hosting & deployment
Gemma 3 27B IT is a recent General release in the Gemma family, certified from its immutable official source revision.
Total parameters27.0B
Active parametersDense model
Context window128,000 tokens
Release statusRecent · Recent
ArchitectureDense Transformer
ModalitiesText, Image
LicenseGemma Terms of Use
Deployment stateDeployable with certified configuration
Commercial stateCommercial Use Allowed With Conditions
Release date2025-03-01
Architecture, strengths and use cases
Gemma 3 27B IT is an official self-hostable Google release in the Gemma General track. It uses Dense Transformer, carries 27B, supports a verified context window of 128,000 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 3 27B IT uses Dense Transformer with 27B. The stored architecture profile records 64 layers, hidden width 8192, 64 attention heads and a 128,000 token context ceiling where the official configuration publishes those fields.
Verified Dense Transformer architecture
128,000 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.
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 memory51.8 GB
KV cache2 GB
Runtime overhead14.4 GB
Total with safety margin84.57 GB
Recommended best value
2× NVIDIA A100 SXM 80GB
160 GB total VRAM · nvlink
75.43 GB headroom · Available
USD 1,830 / monthLowest-cost viable
4× NVIDIA L4 24GB
96 GB total VRAM · pcie
11.43 GB headroom · Available
USD 1,000 / monthHighest performance
2× NVIDIA A100 SXM 80GB
160 GB total VRAM · nvlink
75.43 GB headroom · Available
USD 1,830 / monthLicense and self-hosting considerations
The full 27B 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 3 27B IT is published under Gemma Terms of Use. The release-scoped official license link and verification date are retained with the catalogue record.
Commercial Use Allowed With Conditions. Commercial use is conditional. Review the linked official terms before deployment.
Alternatives and sibling variants
Gemma 3 12B IT, Gemma 4 12B IT, Gemma 4 31B IT, Gemma 4 26B-A4B IT
Release timeline
google/gemma/gemma-3-27b-it
Source details
Source revision: 88debafcf6180474b8175565f5c6fa06724e6defa08ebb8d404d59fd3f877ae4
Frequently asked questions
How much VRAM does Gemma 3 27B 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 3 27B IT?
Certified upstream runtime evidence is available for transformers.
Can Gemma 3 27B IT be used commercially?
The stored commercial classification is Commercial Use Allowed With Conditions. Consult the official Gemma Terms of Use terms for the final obligations.
Official references
Last verified: 2026-08-26