Instructions to use ceselder/lol-loracle-v3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use ceselder/lol-loracle-v3 with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
| run_name: lol_loracle_finetune_v3 | |
| checkpoint_dir: /workspace/lora-oracles/lots-of-loras-training/checkpoints/lol_loracle_finetune_v3 | |
| base_model: Qwen/Qwen3-14B | |
| d_model: 5120 | |
| token_dir_kind: svd_fixed_k16_mag7_rankfirst | |
| n_direction_tokens: 4480 | |
| prefix_mode: rank_tagged | |
| training_lora_dir: /workspace/lora-oracles/lots-of-loras-training/data/union_direction_tokens_v3 | |
| prompts_path: /workspace/lora-oracles/lots-of-loras-training/data/lol_loracle_prompts_v3.parquet | |
| loraqa_path: /workspace/lora-oracles/lots-of-loras-training/data/lol_loracle_qa_v3_mix.parquet | |
| holdout_ids_path: /workspace/lora-oracles/lots-of-loras-training/data/lol_holdout_ids_v3.json | |
| interpreter_rank: 256 | |
| lora_alpha: 32 | |
| batch_size: 1 | |
| lr: 1.0e-05 | |
| warmup_steps: 200 | |
| weight_decay: 0.01 | |
| max_grad_norm: 1.0 | |
| epochs: 1 | |
| max_length: 5500 | |
| bf16: true | |
| tasks: | |
| - loraqa | |
| task_weights: natural | |
| eval_every_epochs: 0.2 | |
| cross_lora_eval_every_epochs: 0.2 | |
| early_stop_patience: 0 | |
| early_stop_min_delta: 0.0 | |
| judge_evals: [] | |
| judge: | |
| model: anthropic/claude-sonnet-4.6 | |
| max_workers: 16 | |
| request_timeout_s: 60 | |
| wandb_project: lora-oracles | |
| wandb_entity: null | |
| quant_4bit: false | |
| optim_8bit: false | |
| fineweb_lora_dir: null | |
| fineweb_summaries_path: null | |
| fineweb_holdout_ids_path: null | |
| fineweb_max_train_items: null | |
| init_interpreter_adapter: /workspace/lol_data/v7_ckpt/interpreter | |
| save_full_trainer_state: false | |
| init_full_trainer_state: null | |
| seed: 42 | |
| skip_intermittent_evals: false | |
| encoder_type: ao | |
| encoder_top_k: 16 | |
| per_k_affines: false | |
| learned_scale_layout: all14_rankfirst | |
| learned_scale_init: 2.0 | |
| learned_scale_lr_mult: 50.0 | |
| learned_scale_hook_mode: modulated | |
| hook_op: add | |
| hook_layer: 1 | |
| hook_mode: norm_match | |
| grad_accum_steps: 8 | |
| skip_step_0_evals: false | |
| typed_slots: false | |
| instruction_preamble: null | |
| use_system_prompt: false | |
| lr_schedule: linear | |
| attn_implementation: sdpa | |
| checkpoint_every: 1 | |
| ddp_find_unused_parameters: false | |
| ddp_static_graph: true | |
| ddp_gradient_as_bucket_view: true | |
| sft_checkpoint: null | |
| encoder_ckpt: null | |
| pairs_parquet: null | |
| kto_pairs_path: null | |
| kto_beta: 0.1 | |
| kto_desirable_weight: 1.0 | |
| kto_undesirable_weight: 1.0 | |
| dpo_beta: 0.1 | |