Instructions to use ryoji-info/Gemma-4-12B-PsiLM with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use ryoji-info/Gemma-4-12B-PsiLM with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir Gemma-4-12B-PsiLM ryoji-info/Gemma-4-12B-PsiLM
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
config: phase split reconciles with the step counter
Browse files
bridges/gemma-4-12b-4bit-mlx-1d-value-selective/config.json
CHANGED
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@@ -1,8 +1,12 @@
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{
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"backbone": "mlx-community/gemma-4-12B-it-4bit",
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"hf_tokenizer": "mlx-community/gemma-4-12B-it-4bit",
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"loader": "psilm.mlx.gemma_loader.load_backbone_any (gemma4_unified -> text tower)",
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"physics":
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"bridges_class": "psilm.mlx.bridges.PsiBridgesMLX",
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"construct": {
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"d_model": 3840,
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@@ -22,9 +26,11 @@
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"phase_A_readout_only": 2000,
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"coupled_steps": 4000,
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"no_harm_steps": 1500,
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"batch": 4,
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"lr": "3e-4 (warm-up, coupled), 1e-4 (no-harm phase, from the step-5500 checkpoint)",
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"no_harm_arm": "1046 non-physics prompts (GSM8K train, MMLU validation; with/without the Answer nudge) paired with the backbone's own greedy continuation; gate-only updates + mean-gate penalty"
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},
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"held_out_n48_per_chunk": {
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"coupled": [
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@@ -44,4 +50,4 @@
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]
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},
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"license": "apache-2.0"
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}
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{
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"backbone": "mlx-community/gemma-4-12B-it-4bit",
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"hf_tokenizer": "mlx-community/gemma-4-12B-it-4bit",
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"task": "1d",
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"loader": "psilm.mlx.gemma_loader.load_backbone_any (gemma4_unified -> text tower)",
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"physics": {
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"file": "physics/fno_burgers_singlemode.safetensors",
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"source": "results/stage2/fno.pt (1D Burgers FNO, 70K params)"
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},
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"bridges_class": "psilm.mlx.bridges.PsiBridgesMLX",
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"construct": {
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"d_model": 3840,
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"phase_A_readout_only": 2000,
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"coupled_steps": 4000,
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"no_harm_steps": 1500,
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+
"no_harm_resumed_from": 5500,
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"batch": 4,
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"lr": "3e-4 (warm-up, coupled), 1e-4 (no-harm phase, from the step-5500 checkpoint)",
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"no_harm_arm": "1046 non-physics prompts (GSM8K train, MMLU validation; with/without the Answer nudge) paired with the backbone's own greedy continuation; gate-only updates + mean-gate penalty",
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"note": "phase lengths sum to 7,500 against a 7,000 step counter: the no-harm phase resumed from the step-5,500 checkpoint, so 500 coupled steps were replayed"
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},
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"held_out_n48_per_chunk": {
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"coupled": [
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]
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},
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"license": "apache-2.0"
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+
}
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