KortexHOS / hierarchos_config.json
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{
"mode": "train",
"train": null,
"hf_dataset": "netcat420/Experiment_0.1",
"hf_dataset_config": null,
"hf_dataset_split": "train",
"text_column": null,
"prompt_column": null,
"completion_column": null,
"model_path": null,
"out_dir": "./chatHRM",
"tokenizer_path": "openai-community/gpt2",
"resume_from_ckpt": null,
"shadow_model_path": null,
"pre_chunked_dataset": false,
"pre_pt_dataset": false,
"context_dim": 448,
"persistent_dim": 128,
"ltm_slots": 1024,
"ltm_key_dim": 128,
"ltm_val_dim": 128,
"h_hidden": 448,
"l_hidden": 448,
"h_stride": 4,
"max_h_steps": 5,
"max_l_steps": 5,
"ltm_topk": 4,
"max_length": 8880,
"auto_max_length": false,
"use_deepembed": true,
"use_rosa": true,
"rosa_max_context": 512,
"rwkv_head_size": 64,
"epochs": 10,
"batch_size": 64,
"accumulation_steps": 1,
"starting_lr": 9e-05,
"min_lr": 1e-09,
"warmup_steps": 0,
"warmup_ratio": 0.03,
"disable_lr_schedule": false,
"ltm_lr": 1e-08,
"min_ltm_lr": 1e-08,
"disable_ltm_lr_schedule": true,
"rwkv_weight_decay": 0.1,
"ltm_score_grad_scale": 1.0,
"kayla": false,
"alpaca": true,
"train_prompt_tokens": true,
"strict_all_token_loss": true,
"prompt_loss_weight": 0.1,
"response_loss_weight": 1.0,
"response_boundary_loss_weight": 2.0,
"response_boundary_tokens": 64,
"min_response_tokens": 128,
"drop_empty_completions": true,
"assistant_recovery": true,
"lora_r": 8,
"lora_alpha": 16,
"grad_clip": 1.0,
"startup_weight_max_abs": 100.0,
"max_ce_loss_for_backward": 0.0,
"max_commitment_cost_for_backward": 4.0,
"max_ponder_cost_for_backward": 0.0,
"halt_logit_clamp": 30.0,
"recurrent_state_clamp": 50.0,
"context_state_clamp": 50.0,
"drift_state_clamp": 2.0,
"activation_clamp": 100.0,
"ponder_loss_weight": 0.003,
"commitment_loss_weight": 0.5,
"commitment_threshold": 0.05,
"l_conv_atol": 0.0001,
"detach_every_n_steps": 32,
"h_halt_thresh": 0.9,
"encourage_thinking": false,
"adaptive_ponder": true,
"ponder_target_scale": 0.5,
"memory_token_routers": true,
"memory_gate_warmup_steps": 5000,
"memory_gate_warmup_floor": 0.1,
"reset_halt_bias": null,
"override_scheduling": false,
"persist_state": false,
"training_chunk_size": 256,
"cuda_loss_chunk_rows": 17136,
"cuda_chunked_lm_loss": true,
"cpu_loss_chunk_rows": 0,
"cpu_chunked_lm_loss": true,
"ltm_cpu_gather_retrieval": true,
"ltm_cpu_sparse_update": true,
"debug_numerics": false,
"save_steps": 600,
"progress_log_steps": 25,
"padding_metric_steps": 0,
"padding_metrics": true,
"num_workers": 8,
"prefetch_factor": null,
"pt_cache_size": 2,
"length_bucketing": true,
"length_bucket_size": 131072,
"auto_length_bucket_size": true,
"length_bucket_auto_tolerance": 0.005,
"streaming_datasets": true,
"hf_streaming_shuffle_buffer": 10000,
"hf_auto_shard": false,
"hf_shard_cache_dir": null,
"refresh_hf_shards": false,
"hf_cache_chunks_per_file": 2048,
"hf_token_cache": true,
"hf_token_cache_dir": null,
"refresh_hf_token_cache": false,
"amp": true,
"dataset_size": null,
"compile": true,
"force_compile": true,
"compile_mode": "max-autotune-no-cudagraphs",
"compile_dynamic": false,
"compile_backend": null,
"compile_fullgraph_worker": false,
"compile_cudagraphs": false,
"compile_pad_to_chunk_size": true,
"compile_static_worker_loop": null,
"compile_h_rnn": true,
"compile_quiet": true,
"eval_tasks": null,
"eval_every_epoch": 1,
"eval_batch_size": 1,
"eval_limit": null,
"eval_steps": null,
"benchmark_suite": null,
"benchmark": null,
"benchmark_all": false,
"benchmark_sequential": false,
"benchmark_out_dir": "./benchmark_results",
"benchmark_run_name": null,
"list_benchmarks": false,
"strict_benchmarks": false,
"arc_agi_path": null,
"arc_agi_max_tasks": null,
"arc_agi_max_test_items": null,
"arc_agi_keep_samples": false,
"temperature": 1.0,
"top_k": 40,
"top_p": 0.9,
"repetition_penalty": 1.2,
"max_new_tokens": 512,
"entropy_stop_threshold": 0.0,
"entropy_stop_min_tokens": 3,
"entropy_stop_top_prob": 0.05,
"eos_stop_prob": 0.0,
"device": null,
"threads": 24,
"enable_quantized_learning": false,
"ltm_lora_path": null,
"static_ltm_lr": true,
"ltm_schedule_steps": 100,
"ltm_schedule_min_lr": 1e-05,
"finetune_unlock_percent": null,
"gradient_checkpointing": false,
"passive_learning": true,
"passive_response_learning": false,
"passive_lr": 5e-06,
"surprise_threshold": 1.0,
"chat_state_file": null,
"resume_chat_from_state_file": null,
"chat_input_history_turns": 4,
"chat_input_history_chars": 3000,
"ckpt_input": null,
"inf_output": null,
"ckpt_tok_path": null,
"amp_dtype": "bfloat16",
"vocab_size": 50257,
"drift_norm_clamp": 4.0,
"drift_delta_scale": 0.35,
"rwkv_channel_mix_key_clamp": 12.0,
"ltm_training_mode": "read-only",
"rwkv_channel_mix_deepembed_clamp": 4.0,
"completed_epoch": 13
}