Text Generation
PyTorch
RWKV
English
custom-architecture
recurrent
memory-augmented
hierarchical-reasoning
alpaca
hierarchos
Eval Results (legacy)
Instructions to use netcat420/KortexHOS with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- RWKV
How to use netcat420/KortexHOS with RWKV:
# No code snippets available yet for this library. # To use this model, check the repository files and the library's documentation. # Want to help? PRs adding snippets are welcome at: # https://github.com/huggingface/huggingface.js
- Notebooks
- Google Colab
- Kaggle
| { | |
| "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 | |
| } |