Image-Text-to-Text
PEFT
Safetensors
android
android-world
ui-automation
accessibility
vision-language
lora
reinforcement-learning
Instructions to use dmitchelljackson/cerebellum-qwen35-history-actions-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use dmitchelljackson/cerebellum-qwen35-history-actions-lora with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("Qwen/Qwen3.5-0.8B") model = PeftModel.from_pretrained(base_model, "dmitchelljackson/cerebellum-qwen35-history-actions-lora") - Notebooks
- Google Colab
- Kaggle
Download train_args.json from dmitchelljackson/cerebellum-qwen35-history-actions-lora: direct link, hf CLI and curl.
- Browser
- Download file 2.16 kB
-
https://huggingface.co/dmitchelljackson/cerebellum-qwen35-history-actions-lora/resolve/main/train_args.json
- Command line
-
hf download hf://dmitchelljackson/cerebellum-qwen35-history-actions-lora/train_args.json
-
curl -L -o train_args.json https://huggingface.co/dmitchelljackson/cerebellum-qwen35-history-actions-lora/resolve/main/train_args.json
2.16 kB
| { | |
| "adapter": "checkpoints/qwen35_rl_taskcool_sft268_env5_accum4_20260605/current", | |
| "out": "checkpoints/qwen35_rl_taskcool_sft268_env5_accum4_20260605", | |
| "split": "configs/android_world_stage01_level2_action_mix_no_received_sms_no_openapp.json", | |
| "state": "logs/qwen35_rl_taskcool_sft268_env5_accum4_20260605-141359_curriculum_state.json", | |
| "rollouts": "logs/qwen35_rl_taskcool_range_resume_20260609_rollouts.jsonl", | |
| "episodes": 10000, | |
| "num_envs": 5, | |
| "seed": 20260606, | |
| "max_steps": 20, | |
| "lr": 1e-06, | |
| "optim": "paged_adamw_8bit", | |
| "rl_accum_batches": 4, | |
| "baseline_beta": 0.9, | |
| "action_temperature": 0.8, | |
| "label_temperature": 0.7, | |
| "bucket_weights": "tp=1.5,k=1.0,scroll=1.2,wait=0.5,system=1.0", | |
| "history_len": 4, | |
| "history_image_count": 4, | |
| "prompt_history_count": 4, | |
| "older_history_max_actions": 32, | |
| "older_history_token_cap": 256, | |
| "hist_width": 232, | |
| "hist_gutter": 16, | |
| "curr_width": 464, | |
| "curr_gutter": 32, | |
| "max_tree_chars": 5000, | |
| "transition_pause": 1.0, | |
| "preopen_settle_pause": 2.5, | |
| "max_k_tokens": 64, | |
| "save_every": 20, | |
| "base_console_port": 5556, | |
| "base_grpc_port": 8556, | |
| "base_collector_port": 8766, | |
| "adb_path": "/opt/android/platform-tools/adb", | |
| "state_source": "apk", | |
| "perform_emulator_setup": false, | |
| "install_collector_apk": true, | |
| "preopen_target_app": true, | |
| "fail_on_start_infra_error": false, | |
| "skip_initial_success": true, | |
| "no_change_penalty": 0.0, | |
| "no_change_control_penalty": 0.0, | |
| "repeat_exact_penalty": 0.0, | |
| "repeat_control_kind_penalty": 0.0, | |
| "repeat_control_kind_any_state_penalty": 0.0, | |
| "dead_scroll_penalty": 0.0, | |
| "exec_error_penalty": 0.1, | |
| "invalid_type_penalty": 0.05, | |
| "no_target_penalty": 0.05, | |
| "oscillation_penalty": 0.0, | |
| "step_penalty": 0.0, | |
| "step_penalty_grace": 4, | |
| "false_terminal_penalty": 0.1, | |
| "left_target_app_penalty": 0.05, | |
| "collector_ready_timeout": 30.0, | |
| "launch_emulators": true, | |
| "avd_name": "Pixel_6_API_33", | |
| "emulator_bin": "/opt/android/emulator/emulator", | |
| "emulator_memory_mb": 1536, | |
| "emulator_boot_timeout": 240, | |
| "emulator_log_dir": "logs/emulators", | |
| "emulator_accel": "on", | |
| "clone_avds_per_env": true | |
| } |