acdir-llada-math500 / weights /training_options.json
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{
"network_kwargs": {
"class_name": "networks.modeling_llada.LLaDAModelLM.from_pretrained",
"pretrained_model_name_or_path": "models/LLaDA-8B-Instruct/",
"torch_dtype": "bfloat16",
"flash_attention": true
},
"tokenizer_kwargs": {
"class_name": "transformers.AutoTokenizer.from_pretrained",
"pretrained_model_name_or_path": "models/LLaDA-8B-Instruct/"
},
"critic_kwargs": {
"mlp_hidden": 512,
"policy_dim": 128,
"encoder_layers": 2,
"encoder_heads": 8,
"dropout": 0.05,
"dynamics_feature_dim": 8,
"posterior_feature_dim": 4,
"count_support": [
0,
1,
2
],
"count_max": 2,
"window_support": [
1,
3,
5
],
"initial_token_logit_count_set": 0.0,
"initial_count_logit_k0": 0.5,
"initial_count_logit_k1": 0.0,
"initial_count_logit_k2": -0.2,
"initial_window_logit_w1": 0.2,
"initial_window_logit_w3": 0.0,
"initial_window_logit_w5": -0.3
},
"infer_kwargs": {
"steps": 256,
"gen_length": 512,
"max_context_length": 0,
"prompt_max_tokens": 512,
"block_length": 32,
"block_steps": 16,
"temperature": 0.0,
"no_sample": true,
"cfg_scale": 0.0,
"mask_id": 126336,
"eos_id": 126081,
"unmask_policy": "confidence",
"remask_method": "count_set",
"remask_temperature": 0.4,
"lookback_blocks": 1,
"remask_min_age_current": 2,
"remask_max_age_lookback": 6,
"remask_max_updates": 1,
"hard_ban_remask_refill": false,
"ban_same_token_remask_refill": false,
"reforward_after_remask": true
},
"data_loader_kwargs": [
{
"class_name": "dataloaders.math.load_acdir_mixed_reference_dataset_and_reward",
"sources": [
{
"local_path": "datasets/acdir_rl_raw",
"split": "train",
"source_dataset": "acdir_rl_raw"
}
],
"batch_size": 4,
"num_workers": 8,
"seed": 313
}
],
"optimizer_kwargs": {
"class_name": "torch.optim.AdamW",
"lr": 1e-05,
"betas": [
0.9,
0.999
],
"eps": 1e-08,
"weight_decay": 0.0
},
"lr_scheduler_kwargs": {
"class_name": "training.utils.lr_scheduler.constantlr"
},
"acdir_kwargs": {
"rl_objective": "sft_gate_reject_only",
"count_support": [
0,
1,
2
],
"branch_sample_by_baseline": true,
"candidate_action_sources": [
"sft_teacher"
],
"sft_teacher_critic_ckpt": "runs/ck/critic-ckpt-002000.pt",
"sft_proposal_gate_only": true,
"freeze_critic_to_count_gate": true,
"sampled_guided_branches": 0,
"baseline_wrong_sampled_guided_branches": 0,
"baseline_right_sampled_guided_branches": 0,
"wrong_success_selection": "success_rate_first_cost_second",
"rescue_pair_selection": "success_rate_first_cost_second",
"wrong_prompt_ratio": 0.65,
"preference_beta": 2.0,
"deterministic_pair_weight": 1.0,
"success_loss_weight": 1.0,
"safety_loss_weight": 1.0,
"positive_min_success_rate": 0.15,
"right_damage_hard_negative_weight": 4.0,
"right_damage_margin": 0.2,
"top1_margin_weight": 0.0,
"top1_margin": 0.1,
"top1_margin_beta": 2.0,
"right_noop_loss_weight": 0.0,
"reject_gate_beta": 2.0,
"reject_gate_margin": 0.05,
"reject_gate_r2w_hard_weight": 10.0,
"reject_gate_r2w_normal_weight": 2.0,
"reject_gate_w2r_weight": 1.5,
"reject_gate_w2r_weak_weight": 0.0,
"reject_gate_r2r_anchor_weight": 1.0,
"reject_gate_w2w_anchor_weight": 0.3,
"sft_anchor_weight": 0.0,
"sft_logit_anchor_weight": 0.0,
"effective_change_weight": 1.0,
"same_token_after_deferred_weight": 0.0,
"skip_noop_with_cached_profile": false,
"profile_noop_audit_prob": 0.0,
"profile_cache_enabled": true,
"profile_cache_reuse": false,
"profile_replay_branch_selection": "all",
"profile_cache_dir": "",
"outer_loops": 1,
"profile_batches_per_loop": 48,
"critic_steps_per_outer_loop": 50,
"actor_refill_steps_per_outer_loop": 0,
"require_success_for_safety": false,
"sft_anchor_kwargs": {
"clean_ratio": 0.45,
"one_token_corrupt_ratio": 0.4,
"two_token_corrupt_ratio": 0.1,
"lambda_pl_nll": 1.0,
"lambda_token": 0.5,
"lambda_rank": 0.1,
"lambda_topk_margin": 0.1,
"lambda_clean_margin": 0.05
}
},
"func_name": "training.training_loop_acdir.training_loop",
"run_dir": "runs/ck/acdir/2026-06-06/81107-gpus32-batch4-bf16-ACDiR-SFTGate-RejectOnly-v1",
"resume_critic_ckpt": "runs/ck/acdir/2026-06-04/78664-gpus32-batch4-bf16-ACDiR-SFTGate-RejectOnly-v1/critic-ckpt-000050.pt",
"total_steps": 50,
"grad_accumulation": 1,
"max_grad_norm": 0.5,
"grad_value_clip": 10.0,
"seed": 313,
"step_per_tick": 5,
"snapshot_ticks": 10,
"state_dump_ticks": 0,
"precision": "bf16",
"allow_tf32": true,
"disable_gradient_checkpointing": false,
"wandb_enabled": true,
"wandb_ticks": 5,
"batch_size": 4,
"training_state_dir": "runs/ck/acdir/2026-06-06/STATES-81107"
}