{ "arch": "ali", "step": 6000, "model_config": { "vocab_size": 256, "d_enc": 256, "d_main": 512, "n_enc": 2, "n_dec": 2, "n_main": 6, "n_heads_enc": 4, "n_heads_main": 8, "seq_len": 1024, "dropout": 0.0, "target_ratio": 6.0, "max_chunk_mult": 3.0, "dechunk": "ema", "router_noise": 0.0, "rope_base": 10000.0 }, "ali_config": { "enabled": true, "budget_B": 65536, "staging_capacity": 262144, "policy": "utility", "candidate_types": [ "surface", "split", "merge", "skel" ], "gate": "vector", "retrieval": true, "memory_scope": "persistent", "read_dropout": 0.1, "write_rule": "mean", "eta_min": 0.0, "consolidate_every": 50, "probe_seqs": 2, "probe_reps": 8, "horizon": 32, "predictor": "mlp", "lambda_util": 0.1, "max_span": 64, "byte_classes_path": "/local/scratch/sas245/beetle-hnet/scratch/data/byte_classes.json", "gate_hidden": 0, "type_dim": 16, "gate_bias_init": -2.0 }, "tied_weights": { "head.weight": "emb.weight" }, "config": { "model": { "architecture": "ali", "d_enc": 256, "d_main": 512, "n_enc": 2, "n_dec": 2, "n_main": 6, "n_heads_enc": 4, "n_heads_main": 8, "seq_len": 1024, "dropout": 0.0, "target_ratio": 6.0, "max_chunk_mult": 3.0, "dechunk": "ema", "router_noise": 0.0, "rope_base": 10000.0 }, "memory": { "ali": { "budget_B": 65536, "staging_capacity": 262144, "policy": "utility", "candidate_types": [ "surface", "split", "merge", "skel" ], "write_rule": "mean", "eta_min": 0.0, "memory_scope": "persistent", "consolidate_every": 50, "max_span": 64, "gate": "vector", "retrieval": true, "read_dropout": 0.1, "gate_hidden": 0, "type_dim": 16, "gate_bias_init": -2.0, "probe_seqs": 2, "probe_reps": 8, "horizon": 32, "predictor": "mlp", "lambda_util": 0.1, "enabled": true, "inventory_kwargs": {}, "probe_mix": null, "util_batch_slots": 1024 }, "pkm": { "n_keys": 256, "topk": 8, "heads": 1, "d_key": null, "value_lr_mult": 1.0 } }, "objective": { "name": "ratio", "schedule": null, "alpha": 0.03, "alpha_parity_cap": 0.06, "global_anchor": 0.0, "premium_clip": 4.0, "premium_kind": "flores_per_sent", "tau1": 0.4, "tau2": 0.7, "freeze_scope": "router", "cpc_decay": 0.9, "genreg_target_entropy": null, "genreg_eta": 0.05 }, "data": { "corpus": "corpus", "langs": [ "en", "tr", "fi" ], "mixture": null, "doc_filters": null, "byte_classes": "scratch/data/byte_classes.json" }, "training": { "seed": 2, "max_steps": 6000, "batch_size": 32, "grad_accum": 1, "lr": 0.0003, "min_lr_frac": 0.1, "warmup": 300, "weight_decay": 0.1, "grad_clip": 1.0, "betas": [ 0.9, 0.95 ], "router_lr_mult": 1.0, "log_every": 50, "amp": "bf16", "compile": false, "device": "cuda" }, "checkpointing": { "run_name": "ali_ali_s2", "runs_dir": "runs", "ckpt_every": 200, "keep": false, "milestones": [ 1000, 3000 ], "resume": "auto" }, "evaluation": { "eval_every": 200, "eval_batches": 8, "probe_sents": 128, "probe_bpb_batches": 4, "log_spaced_probe": true, "dense_early_every": 0, "dense_early_until": 0, "dump_reps": true, "dump_reps_thresholds": [ 0.3, 0.4, 0.5, 0.6, 0.7 ] } }, "format": "beetle-hnet step branch v1 (src/checkpointing/hub.py)" }