Release

2 files changed, 52 insertions, 0 deletions

diff --git a/config/arch/hrm_v1.yaml b/config/arch/hrm_v1.yaml
new file mode 100644
index 0000000..a5646b8
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+++ b/config/arch/hrm_v1.yaml
@@ -0,0 +1,21 @@
+name: hrm.hrm_act_v1@HierarchicalReasoningModel_ACTV1
+loss:
+  name: losses@ACTLossHead
+  loss_type: stablemax_cross_entropy
+
+halt_exploration_prob: 0.1
+halt_max_steps: 16
+
+H_cycles: 2
+L_cycles: 2
+
+H_layers: 4
+L_layers: 4
+
+hidden_size: 512
+num_heads: 8  # min(2, hidden_size // 64)
+expansion: 4
+
+puzzle_emb_ndim: ${.hidden_size}
+
+pos_encodings: rope
diff --git a/config/cfg_pretrain.yaml b/config/cfg_pretrain.yaml
new file mode 100644
index 0000000..51c55a0
--- /dev/null
+++ b/config/cfg_pretrain.yaml
@@ -0,0 +1,31 @@
+# ARC training config
+
+defaults:
+  - arch: hrm_v1
+  - _self_
+
+hydra:
+  output_subdir: null
+
+# Data path
+data_path: data/arc-aug-1000
+
+# Hyperparams - Training
+global_batch_size: 768
+
+epochs: 100000
+eval_interval: 10000
+checkpoint_every_eval: True
+
+lr: 1e-4
+lr_min_ratio: 1.0
+lr_warmup_steps: 2000
+
+# Standard hyperparameter settings for LM, as used in Llama
+beta1: 0.9
+beta2: 0.95
+weight_decay: 0.1
+puzzle_emb_weight_decay: 0.1
+
+# Hyperparams - Puzzle embeddings training
+puzzle_emb_lr: 1e-2