{ "seed": 42, "model": { "name": "HuggingFaceTB/SmolLM2-360M-Instruct", "chat_template_path": "configs/chat_template_smollm2.jinja", "attn_implementation": "sdpa", "dtype": "bfloat16" }, "data": { "dataset_id": "chimbiwide/NPC-Dialogue_v2", "dataset_config": "dialogue", "source_split": "train", "raw_dir": "data/raw", "processed_dir": "data/processed", "max_seq_length": 2048, "candidate_max_lengths": [ 512, 1024, 1536, 2048, 3072, 4096 ], "max_system_tokens": 1536, "min_assistant_tokens": 4, "max_chunks_per_conversation": 2, "validation_character_ratio": 0.1, "split_strategy": "character", "stratify_by_variant": true, "filter_explicit": false, "drop_duplicates": true }, "lora": { "enabled": true, "r": 16, "lora_alpha": 32, "lora_dropout": 0.05, "bias": "none", "task_type": "CAUSAL_LM", "target_modules": [], "auto_target_modules": true, "exclude_modules": [ "lm_head", "embed_tokens" ] }, "train": { "output_dir": "outputs/checkpoints/npc-lora", "run_name": "smollm2-360m-npc-lora", "num_train_epochs": 3, "per_device_train_batch_size": 8, "per_device_eval_batch_size": 8, "gradient_accumulation_steps": 2, "auto_batch_size": true, "learning_rate": 0.0002, "lr_scheduler_type": "cosine", "warmup_ratio": 0.05, "weight_decay": 0.01, "max_grad_norm": 1.0, "optim": "adamw_torch_fused", "bf16": "auto", "gradient_checkpointing": true, "packing": false, "assistant_only_loss": true, "logging_steps": 5, "eval_strategy": "steps", "eval_steps": 250, "save_strategy": "steps", "save_steps": 250, "auto_eval_steps": true, "target_evaluations": 6, "save_total_limit": 3, "load_best_model_at_end": true, "metric_for_best_model": "eval_loss", "greater_is_better": false, "report_to": [ "tensorboard" ], "dataloader_num_workers": 4, "max_train_samples": 0, "max_eval_samples": 1000 }, "full_finetune": { "learning_rate": 2e-05, "per_device_train_batch_size": 4, "gradient_accumulation_steps": 8, "gradient_checkpointing": true, "output_dir": "outputs/checkpoints/npc-full" }, "generation": { "do_sample": true, "temperature": 0.8, "top_p": 0.9, "top_k": 50, "max_new_tokens": 160, "repetition_penalty": 1.1 }, "evaluation": { "output_dir": "outputs/evaluation", "num_comparison_examples": 60, "scenarios_path": "configs/eval_scenarios.yaml", "qualitative_turns": 4, "compute_rouge": true, "compute_bleu": true, "semantic_model": "sentence-transformers/all-MiniLM-L6-v2", "compute_semantic_similarity": true }, "hub": { "repo_id": "", "private": false, "push_merged_model": true, "commit_message": "Add SmolLM2-360M NPC roleplay model" } }