---
license: other
base_model: Dream-org/Dream-v0-Instruct-7B
pipeline_tag: text-generation
inference: false
tags:
- hologram
- q
- kappa-object
- holo
- diffusion
- qwen2
---

<div align="center">

# Hologram · Dream-7B

**Diffusion language model**

`q3f · diffusion` · `2.9 GB` · streamed to Q as a **key-addressable `.holo` object**

[Hologram](https://gethologram.ai) · [Live Space](https://huggingface.co/spaces/HOLOGRAMTECH/hologram) · [Organization](https://huggingface.co/HOLOGRAMTECH) · [Code](https://github.com/Hologram-Technologies)

</div>

---

## What this is

A masked-diffusion LM: generation is iterative bidirectional unmasking over denoising steps, not left to right. Wall-clock is fixed by step count, not output length.

This repository is **not** a GGUF or Transformers checkpoint. It is a **Hologram key object**: the weights of `Dream-org/Dream-v0-Instruct-7B` re-encoded into Hologram's content-addressed `.holo` format so they stream, one verified block at a time, into **Q**, the on-device brain of the Hologram web OS. It runs in the browser on WebGPU, serverless, with nothing to install.

## How it streams

The object is laid out for cold streaming from an untrusted CDN:

| File | Role |
|---|---|
| `manifest.json` | the root. Names every tensor and the key (content hash) of its block. |
| `b/sha256_*.gz` | the tensor blocks. Each filename **is** the SHA-256 of its bytes. |
| `tokenizer.gguf` | bundled header (where present), so loading is fully serverless. |

Q fetches the manifest, then pulls each block by its key and re-derives `sha256(block)` on arrival. If a byte is wrong, the block is rejected. Nothing is trusted; everything is proven.

## Verify (Law L5)

The object's identity is the SHA-256 of its manifest, pinned in Q's catalog before a single byte of weight is trusted:

```
did:holo:sha256:7b862931ae088f348f1f7e9ea3adbd418924c2e07e6ddd134f926e5681ad760d
```

```bash
# the manifest hash equals the pinned identity above
curl -sL https://huggingface.co/HOLOGRAMTECH/q-dream-7b/resolve/main/manifest.json   | sha256sum
```

## Specifications

| | |
|---|---|
| Architecture | Qwen2.5-7B backbone (masked diffusion) |
| Precision | q3f · diffusion |
| Object size | 2.9 GB |
| Hidden size | 3584 |
| Layers | 28 |
| Heads (Q / KV) | 28 / 4 (GQA) |
| FFN | 18944 |
| Vocab | 152064 |
| Context | 192 |
| Format | `holo-2bit/1` |

## Provenance and license

Derived from [`Dream-org/Dream-v0-Instruct-7B`](https://huggingface.co/Dream-org/Dream-v0-Instruct-7B). Inherits its license from Dream-org/Dream-v0-Instruct-7B. The re-encoding is lossless-by-construction at the key level: every block is content-addressed, so the object either re-derives to its pinned identity or it is refused.

## Run it

These weights load through Q, not a standard runtime. Open the [Live Space](https://huggingface.co/spaces/HOLOGRAMTECH/hologram) or visit [gethologram.ai](https://gethologram.ai) to run Hologram, then pick **Dream-7B** from Q's model list.

<div align="center"><sub>Composed on the golden ratio. One key, everything.</sub></div>