ollada
The shelf for open-source diffusion language models.
Ollama is where people go to get open-source autoregressive models: clean names, one command, it just works. Diffusion language models (dLLMs) — LLaDA, Dream, SDAR, Stable-DiffCoder — have none of that. They're scattered across Hugging Face with incompatible generation code, undocumented defaults, and no verified "this actually runs" guarantee.
ollada is building the equivalent for diffusion:
pip install ollada
ollada pull diffcoder:8b
ollada run diffcoder:8b
ollada serve # local API on http://localhost:11435
- Curated library, short names —
dream:7b,sdar:4b,diffcoder:8b. A model is on the shelf only after a real-load verification run on real GPU hardware. - Verified recipes, not homework — the steps / block size / threshold / quantization that actually work are baked into each model's recipe, tested and published with the hardware they were measured on.
- A local API tools can point at — Ollama-shaped and OpenAI-shaped endpoints.
Status
0.0.1 — name-claim / planning release. The full plan (product definition, recipe format, initial 3-model shelf, verification gate, phased timeline) is in PLAN.md. No models are served yet; the runtime is in development.
Named the way Ollama was: Ollama ← LLaMA (the first big open autoregressive model). Ollada ← LLaDA (the first big open diffusion language model, Feb 2025).
Principles
- $0 project: no telemetry, no phone-home, no paid services.
- GPU-first and honest about it (diffusion on CPU is minutes per answer).
- Vendor benchmarks are never presented as our measurements.
License
MIT
Metadata
Release files for ollada 0.0.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | |
|---|---|---|---|---|
| ollada-0.0.1.tar.gz | 8.1 kB | With provenance | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| ollada-0.0.1-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 11.1 kB
Release files / ollada-0.0.1.tar.gz
| Download URL | ollada-0.0.1.tar.gz |
|---|---|
| Size | 8.1 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
e0ea9563731428084309964ee754fee920a58a66f5b3d4e20d03793dc398754c
|
|
BLAKE2b-256 checksum How to use checksums |
3fc362537de2370027458e2999ed3ef2ef9d4e3bda6930c8ca9ccb7f600682b8
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.
Transparency logRelease files / ollada-0.0.1-py3-none-any.whl
| Download URL | ollada-0.0.1-py3-none-any.whl |
|---|---|
| Size | 3.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
f3385cf8517c5407834fa07cd490c6c35447fdce6cb8ebbc82fff5e856ab7f94
|
|
BLAKE2b-256 checksum How to use checksums |
e54dd3d667f3b91cb4d444cdf32af204925f93deb2ea921ddb5253027e82eaa2
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
Yes |
| Uploaded via |
twine/7.0.0 CPython/3.13.16
|
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.
Transparency logSecurity for ollada 0.0.1
Provenance
Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.
Full provenance
All 2 files in this release have been uploaded with provenance metadata.
Attestation for ollada-0.0.1.tar.gz
PyPI Publish Attestation
PyPI verified that this artifact, at this checksum, originated from the publisher listed below.
Signed by GitHub Actions, verified by PyPI on Oct 21, 2026.
Transparency logA note on package security
PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.