| --- |
| license: apache-2.0 |
| base_model: Qwen/Qwen3.5-35B-A3B |
| base_model_relation: adapter |
| library_name: mlx |
| pipeline_tag: text-generation |
| language: |
| - en |
| - fr |
| tags: |
| - lora |
| - mlx |
| - mlx-lm |
| - qwen3.5 |
| - moe |
| - spice |
| - ngspice |
| - electronics |
| - micro-kiki |
| - hypneum-lab |
| --- |
| |
| # micro-kiki stack-spice — SPICE-simulation LoRA for Qwen3.5-35B-A3B |
|
|
| One standard LoRA adapter (`adapters.safetensors`, 2.05 GB) trained with `mlx_lm` on |
| `Qwen/Qwen3.5-35B-A3B` for SPICE / ngspice / LTspice netlist and simulation assistance. |
| (The previous card called it a "merged adapter"; the shipped `adapter_config.json` shows |
| a plain LoRA run.) |
|
|
| ## Recipe (from `adapter_config.json`) |
| |
| | Parameter | Value | |
| |---|---| |
| | Base model | `Qwen/Qwen3.5-35B-A3B` (local `models/qwen3.5-35b-a3b`, BF16) | |
| | Framework | `mlx_lm.lora`, `fine_tune_type: lora` | |
| | LoRA rank / alpha / scale | 16 / 32 / **2.0** (= alpha/rank; unlike V4 which used scale 20) | |
| | Dropout | 0.0 | |
| | Target layers | 16 | |
| | Iterations | 11 542 | |
| | Batch size | 1 (`grad_accumulation_steps` 1) | |
| | Learning rate | 5e-5, no schedule, optimizer `adam` | |
| | Max sequence length | 2048 | |
| | Gradient checkpointing | true | |
| | Seed | 0 | |
| | Data | `outputs/stacks/stack-spice` (micro-kiki `spice` domain; example counts not recorded) | |
| | Adapter size | 2 051 644 214 bytes (16 layers × ~128 MB) | |
|
|
| ## Training host & cost |
|
|
| Mac Studio M3 Ultra 512 GB, MLX BF16. Peak memory, wall-clock, energy: not recorded |
| (no log shipped). Host powered off since 2026-10. |
|
|
| ## Evaluation |
|
|
| Not recorded for this adapter. Related evidence: the project README reports that the base |
| model is already strong on SPICE/electronics and that only 3 of 10 probed domains improved |
| over base; in the June 2026 iact-bench run on the sibling Qwen3.6 ailiance adapters, no |
| adapter beat the base except `html-css`, and a SPICE adapter was removed from production |
| routing for degrading numeric (RC) calculations. Validate on your own netlists before use. |
|
|
| ## Limitations |
|
|
| Research artefact; may produce syntactically plausible but electrically wrong netlists; |
| not for safety-critical design sign-off. |
|
|
| ## Citation |
|
|
| micro-kiki concept DOI **10.5281/zenodo.19666759**. |
|
|
| ## Provenance |
|
|
| <https://github.com/hypneum-lab/micro-kiki> · <https://github.com/ailiance/ailiance-mac-tuner> |
| · base <https://huggingface.co/Qwen/Qwen3.5-35B-A3B> |
|
|
| ## EU AI Act transparency |
|
|
| LoRA adapter weights only, base unchanged; provider Clément Saillant / L'Electron Rare for |
| Hypneum Lab; limited risk, Article 50; contact clement@saillant.cc. Outputs may be |
| inaccurate, biased or fabricated. |
|
|
