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", dtype="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 / docs /FEATURE_MATRIX.md

SingularityPrinciple

Add full NZFC runtime assets for DiffusionGemma Infinite-Context

447fbbb verified 30 days ago

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	# Feature Matrix

	\| Layer \| Status \| Notes \|
	\|---\|---:\|---\|
	\| Base model weights \| External \| Not included \|
	\| NZFC-GRAM runtime \| Included \| Runtime overlay \|
	\| runtime/ root assets \| Included \| Required for initialization \|
	\| meta/ root assets \| Included \| Required by hybrid exact recall manifest \|
	\| memory_tensors/ root assets \| Included \| Static archive tensors when available \|
	\| External memory \| Included \| SQLite local memory \|
	\| Large-document indexing \| Included \| SQLite FTS5 \|
	\| Exact slot mapper \| Included if available \| Deterministic key-value recall \|
	\| Tombstone guard \| Included if available \| Deleted-memory retrieval filtering \|
	\| Native infinite context \| Not claimed \| External evidence context only \|

	# Feature Matrix

	\| Layer \| Status \| Notes \|
	\|---\|---:\|---\|
	\| Base model weights \| External \| Not included \|
	\| NZFC-GRAM runtime \| Included \| Runtime overlay \|
	\| runtime/ root assets \| Included \| Required for initialization \|
	\| meta/ root assets \| Included \| Required by hybrid exact recall manifest \|
	\| memory_tensors/ root assets \| Included \| Static archive tensors when available \|
	\| External memory \| Included \| SQLite local memory \|
	\| Large-document indexing \| Included \| SQLite FTS5 \|
	\| Exact slot mapper \| Included if available \| Deterministic key-value recall \|
	\| Tombstone guard \| Included if available \| Deleted-memory retrieval filtering \|
	\| Native infinite context \| Not claimed \| External evidence context only \|