| ---
|
| license: apache-2.0
|
| base_model: Green-Sky/TriLM_3.9B-GGUF
|
| pipeline_tag: text-generation
|
| inference: false
|
| tags:
|
| - hologram
|
| - q
|
| - kappa-object
|
| - holo
|
| - ternary
|
| - spectra
|
| ---
|
|
|
| <div align="center">
|
|
|
| # Hologram 路 TriLM-3.9B
|
|
|
| **Natively ternary, largest of its kind**
|
|
|
| `t2r 路 2.1-bit ternary` 路 `0.87 GB` 路 streamed to Q as a **key-addressable `.holo` object**
|
|
|
| [Hologram](https://gethologram.ai) 路 [Live Space](https://huggingface.co/spaces/HOLOGRAMTECH/hologram) 路 [Organization](https://huggingface.co/HOLOGRAMTECH) 路 [Code](https://github.com/Hologram-Technologies)
|
|
|
| </div>
|
|
|
| ---
|
|
|
| ## What this is
|
|
|
| The largest natively ternary-trained model (Spectra 3.9B, ICLR 2025). Per-row scale structure is preserved exactly in the t2r key format.
|
|
|
| This repository is **not** a GGUF or Transformers checkpoint. It is a **Hologram key object**: the weights of `Green-Sky/TriLM_3.9B-GGUF` 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:sha256:499032ceb19c0476345a72cf5fea6caec83054c98486c91a5891dfad0d25ea30
|
| ```
|
|
|
| ```bash
|
| # the manifest hash equals the pinned identity above
|
| curl -sL https://huggingface.co/HOLOGRAMTECH/q-trilm-3.9b/resolve/main/manifest.json | sha256sum
|
| ```
|
|
|
| ## Specifications
|
|
|
| | | |
|
| |---|---|
|
| | Architecture | TriLM (Spectra) |
|
| | Precision | t2r 路 2.1-bit ternary |
|
| | Object size | 0.87 GB |
|
| | Hidden size | 3072 |
|
| | Layers | 30 |
|
| | Heads (Q / KV) | 24 / 24 |
|
| | FFN | 9216 |
|
| | Vocab | 50688 |
|
| | Context | 3000 |
|
| | Format | `holo-2bit/1` |
|
|
|
| ## Provenance and license
|
|
|
| Derived from [`Green-Sky/TriLM_3.9B-GGUF`](https://huggingface.co/Green-Sky/TriLM_3.9B-GGUF). 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 **TriLM-3.9B** from Q's model list.
|
|
|
| <div align="center"><sub>Composed on the golden ratio. One key, everything.</sub></div>
|
|
|
