| --- |
| language: |
| - en |
| license: cc-by-nc-sa-4.0 |
| library_name: transformers |
| pipeline_tag: any-to-any |
| tags: |
| - molmo |
| - molmo-audio |
| - multimodal |
| - any-to-any |
| - audio-text-to-text |
| - image-text-to-text |
| - audio |
| - speech |
| - diarization |
| - vllm |
| - peft |
| - pytorch |
| - blaster |
| - blaster-think |
| - cc-by-nc-sa-4.0 |
| base_model: allenai/Molmo-7B-D-0924 |
| base_model_relation: finetune |
| pretty_name: "Blaster-Think" |
| --- |
| |
| # Blaster-Think |
|
|
| **Blaster-Think** is a **snapshot of the v35 hearing ship tip** (`checkpoint-116000`) plus the Loop 2 typed-think **decode contract**. Weights are the same merged serving export as live Blaster at that tip. Thinking is **not** extra LoRA in this dump: the gateway prefills `Answer: <think>` on cued math and strips the span before TTS. |
|
|
| This repo is a **separate Hub model** so later GRPO / dual-LoRA work cannot overwrite the hearing ship: |
|
|
| | Do not overwrite | This snapshot | |
| | --- | --- | |
| | [`molmo-audio-serving-diar-d`](https://huggingface.co/0x8badbeef/molmo-audio-serving-diar-d) | **this repo** | |
| | [`molmo-audio-lora-diar-d`](https://huggingface.co/0x8badbeef/molmo-audio-lora-diar-d) | [`molmo-audio-lora-blaster-think`](https://huggingface.co/0x8badbeef/molmo-audio-lora-blaster-think) | |
|
|
| `SERVE_TIP` on the live box stays `outputs/molmo-audio-lora-diar-d-v35/checkpoint-116000`. Think CE at `117500` was **aborted** (hearing dual-eval `HEARING_NO_SHIP`). Do not serve `117500`. |
|
|
| ## What’s inside |
|
|
| Same files as the diar-d serving merge (`model-*-of-*.safetensors`, `audio_modules.pt`, tokenizer, remote-code sources), plus: |
|
|
| | Path | Purpose | |
| | --- | --- | |
| | `serving/think_scaffold.py` | Loop 2 P0/P1 cue, 192-token body, force-close, loop XOR | |
| | `eval/think_eval_116000_gsm_192.json` | Scaffolded GSM heldout at this tip | |
| | `SNAPSHOT.json` | Pin: tip id, parent, abort notes | |
|
|
| ## Think eval (this tip, scaffolded GSM, n=20) |
|
|
| | Gate | Result | |
| | --- | --- | |
| | Format (`<think>`…`</think>`) | **20/20** | |
| | Exact | **8/20** (worded finals and a few real misses; not a ship gate for think) | |
| | Unearned correct | 0 | |
| | Uncued leak | 0 | |
|
|
| Exact is a **format contract + weak arithmetic**, not a reason to invert training from base Molmo-7B-D. |
|
|
| ## Intended use |
|
|
| - Restore this exact 116000 merge if GRPO or a second think LoRA goes wrong |
| - Research on cued typed thinking **without** replacing live Blaster |
|
|
| ## License |
|
|
| **[CC BY-NC-SA 4.0](https://creativecommons.org/licenses/by-nc-sa/4.0/)**. Private unless the owner changes visibility. |
|
|
| Marketing name: **Blaster-Think**. Technical Hub id: `molmo-audio-serving-blaster-think`. |
|
|
