Instructions to use SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("image-text-to-text", model="SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context

SGLang

How to use SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context with Docker Model Runner:
```
docker model run hf.co/SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context
```

DiffusionGemma-26B-A4B-it-Infinite-Context / NZFC_DIFFUSIONGEMMA_INFINITE_CONTEXT_MANIFEST.json

SingularityPrinciple

Launch DiffusionGemma-26B-A4B-it-Infinite-Context preview

57f81b7 verified 3 months ago

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	{
	"version": "v1.2.5-diffusiongemma-infinite-context-preview",
	"release_name": "DiffusionGemma-26B-A4B-it-Infinite-Context",
	"repo_id": "SingularityPrinciple/DiffusionGemma-26B-A4B-it-Infinite-Context",
	"source_runtime_repo": "SingularityPrinciple/Gemma-E2B-IT-10M-Chat",
	"base_model": "google/diffusiongemma-26B-A4B-it",
	"contains_base_model_weights": false,
	"release_type": "runtime_adapter_overlay",
	"marketing_title": "DiffusionGemma-26B-A4B-it-Infinite-Context",
	"technical_boundary": "external evidence context, not native unlimited model context",
	"non_claims": [
	"not native infinite context",
	"not internal infinite memory",
	"not zero hallucination",
	"not legal advice",
	"not affiliated with Google"
	],
	"features": [
	"external memory",
	"scoped retrieval",
	"tombstone guard if available in source runtime",
	"strict exact slot gate if available in source runtime",
	"large-document indexing",
	"legal-document evidence profile",
	"DiffusionGemma block-diffusion adapter preview"
	],
	"created_at": "2026-06-11 02:04:32"
	}