Mem-0-m1mix-RMBench / configs /execution_module_train_m1_mix.yaml
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seed: 42
wandb_entity: null
wandb_project: Mem-0
is_debug: false
execution_module:
qwen_vl:
model_path: ./checkpoints/Qwen3-VL-2B-Instruct
system_prompt: null
memory_bank:
window_size: 30
initial_anchor_size: 1
num_heads: 8
dropout: 0.1
memory_accumulation: 8
action_model:
action_model_type: DiT-B
hidden_size: 2048
add_pos_embed: true
max_seq_len: 1024
action_dim: 16
state_dim: 16
action_horizon: 30
repeated_diffusion_steps: 8
noise_beta_alpha: 1.5
noise_beta_beta: 1.0
noise_s: 0.999
num_timestep_buckets: 1000
num_inference_timesteps: 8
diffusion_model_cfg:
cross_attention_dim: 2048
dropout: 0.2
final_dropout: true
interleave_self_attention: true
norm_type: ada_norm
num_layers: 16
output_dim: 2048
positional_embeddings: null
classifier:
hidden_sizes:
- 6144
- 2048
- 512
dropout: 0.1
pos_weight: 10.0
focal_gamma: 1.0
threshold: 0.5
loss_weights:
lambda_action: 1.0
lambda_classifier: 0.2
dataloader:
type: rmbench_random_episode
num_workers: 2
shuffle_episodes: true
seed: 42
infinite: true
norm_stats_path: ./assets/m1_mix/norm_stats.json
trainer:
wandb_run_name: mem0_exec_m1_mix
resume: null
batch_size: 56
train_steps: 50000
eval_action_interval: 100
log_interval: 10
classifier_metrics_window_size: 20
enable_wandb: true
checkpoint_dir: /mnt/data/limingleyang/rmbench_assets/checkpoints/m1_mix
save_every_steps: 1000
save_final: true
scheduler: cosine
warmup_ratio: 0.05
grad_clip_norm: 2.5
weight_decay: 0.005
learning_rate:
base: 1.0e-05
qwen_model: 1.0e-05
action_model: 0.0001
classifier: 0.0001
min_lr:
base: 1.0e-06
qwen_model: 1.0e-06
action_model: 5.0e-06
classifier: 5.0e-06
freeze_modules: ''
download_videos: false
vla_dataset:
RMBench:
repo_id: /mnt/data/limingleyang/rmbench_assets/lerobot_datasets/m1_mix
features_to_load:
- observation.state
- action
- subtask
- subtask_end
- episode_id
- observation.image.head_camera