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gemma-4-12B-it-TIC
isiroai/gemma-4-12B-it-TIC
gemma-4-12B-it-TIC is a any-to-any model from isiroai. Use it for the any-to-any task on the model card, and read the license before you ship it in a product. The card lists the license as apache-2.0.
Bit-exact lossless .tic compression of google/gemma-4-12B-it.
All-time downloads
33
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Repo size
17.1 GB
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0
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Repo makeup
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.tic17.1 GB · 100%
At a glance
- Task
- Any-to-Any
- License
- apache-2.0
- Model type
- gemma4_unified
- Access
- Public
- Created
- Aug 11, 2026
- Updated
- Aug 11, 2026
- SHA
- 0baa1c0a
Model card
From the Hugging Face model README
gemma-4-12B-it TIC
Bit-exact lossless .tic compression of google/gemma-4-12B-it.
Same weights. No quantization.
| Precision | BF16 |
| Raw weights | 23.92 GB |
.tic weights | 17.05 GB (28.7% savings) |
Benchmarks
Benchmarks for methodology and results.
Run
# Install
curl -fsSL https://isiro.ai/install.sh | sh
# Download .tic bundle
pip install -U huggingface_hub
hf download isiroai/gemma-4-12B-it-TIC --local-dir gemma-4-12B-it-TIC
# Serve (vLLM supported today)
isiro serve gemma-4-12B-it-TIC --target vllm
Install options · Serve docs · Compile your own
Verify
Bit-exact checks. Hash manifest: model.tic.manifest.json.
# Confirm .tic integrity via the hash manifest
isiro verify gemma-4-12B-it-TIC
# Optional: confirm .tic weights match the raw weights (requires compiler)
hf download google/gemma-4-12B-it --local-dir gemma-4-12B-it
isiro verify gemma-4-12B-it-TIC -r gemma-4-12B-it
License
Weights: same license as google/gemma-4-12B-it (Gemma Terms / Apache-2.0).
.tic, ISIRO Runtime, and Compiler: ISIRO EULA.
- Task
- Any-to-Any
- Type
- gemma4_unified
- License
- apache-2.0
- Languages
- en
- Created
- Aug 11, 2026
- Updated
- Aug 11, 2026