diff --git a/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/checkpoint_identity.json b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/checkpoint_identity.json new file mode 100644 index 0000000000000000000000000000000000000000..c3fd390f3a66226704e7ef9ad93533e51c1c3eb2 --- /dev/null +++ b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/checkpoint_identity.json @@ -0,0 +1 @@ +{"repo": "MLL-Lab/LAGEN-models", "revision": "26c21bd342ec991e562dd39867e5405e510d3bf3", "path": "latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/checkpoints/model.pt", "blob_id": "282785df38b49ecd51bba1ac3c92626f546404f4", "size": 10922653853} diff --git a/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/config.yaml b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..3023f18453d7cedf28a724207e982b636b62fb9c --- /dev/null +++ b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/config.yaml @@ -0,0 +1,143 @@ +framework: + name: QwenPI_v3 + qwenvl: + base_vlm: Qwen/Qwen3-VL-4B-Instruct + attn_implementation: flash_attention_2 + vl_hidden_dim: 2560 + num_vl_layers: 36 + enable_gradient_checkpointing: true + action_model: + action_model_type: LayerwiseFM + action_dim: 6 + state_dim: 17 + state_encoding: continuous_projector + task_objective: null + action_horizon: 1 + repeated_diffusion_steps: 2 + num_inference_timesteps: 4 + add_pos_embed: true + max_seq_len: 1024 + num_target_vision_tokens: 32 + noise_beta_alpha: 1.5 + noise_beta_beta: 1.0 + noise_s: 0.999 + num_timestep_buckets: 1000 + diffusion_model_cfg: + action_dit_hidden_dim: 1024 + dropout: 0.2 + final_dropout: true + interleave_self_attention: true + norm_type: ada_norm + positional_embeddings: null + attention_head_dim: 64 + num_layers: 36 + input_embedding_dim: 1024 + cross_attention_dim: 1024 + output_dim: 1024 + num_attention_heads: 16 + action_env_dim: 6 + future_action_window_size: 0 + past_action_window_size: 0 +version_id: '0.21' +datasets: + vla_data: + include_state: true + obs_image_size: + - 224 + - 224 + image_mode: single + stitch_grid: + - 2 + - 2 + num_obs_frames: 1 + gymnasium_task_contract: &id001 + action_space: + dtype: float32 + high: + - 1.0 + - 1.0 + - 1.0 + - 1.0 + - 1.0 + - 1.0 + labels: + - right_thigh_torque + - right_leg_torque + - right_foot_torque + - left_thigh_torque + - left_leg_torque + - left_foot_torque + low: + - -1.0 + - -1.0 + - -1.0 + - -1.0 + - -1.0 + - -1.0 + type: box + base_prompt: Move the Walker2d robot forward while keeping its torso upright. + Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, + right foot, left thigh, left leg, and left foot. + env_fps: 5.0 + env_id: LatencyBench/Walker2dContinuous-v0 + frame_stack: 1 + make_kwargs: + base_env_id: Walker2d-v4 + base_make_kwargs: + ctrl_cost_weight: 0.001 + exclude_current_positions_from_observation: true + forward_reward_weight: 1.0 + healthy_reward: 1.0 + reset_noise_scale: 0.005 + terminate_when_unhealthy: true + render_mode: rgb_array + noop_action: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + obs_fps: 5.0 + registration_imports: + - latency_bench.envs.tasks.walker2d + state_space: + labels: + - torso_height + - torso_angle + - right_thigh_angle + - right_leg_angle + - right_foot_angle + - left_thigh_angle + - left_leg_angle + - left_foot_angle + - torso_x_velocity + - torso_z_velocity + - torso_angular_velocity + - right_thigh_angular_velocity + - right_leg_angular_velocity + - right_foot_angular_velocity + - left_thigh_angular_velocity + - left_leg_angular_velocity + - left_foot_angular_velocity + task_name: walker2d + robot_type: rl_games_gymnasium_native +trainer: + pretrained_checkpoint: null + profile_timing: + enabled: false + log_interval: 10 +backbone: + repo_id: Qwen/Qwen3-VL-4B-Instruct + revision: ebb281ec70b05090aa6165b016eac8ec08e71b17 +rl_games: + model_alias: pi05 + task: gymnasium + action_carrier: native + gymnasium: + task_contract: *id001 + env_eval: + image_size: 224 + frameskip: 1 + image_transform: raw_rgb + prompt_mode: raw diff --git a/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/dataset_statistics.json 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"/home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/evaluation/profile_parallel32_ib8", "policy_id": "starvla", "profile_ref": null, "run_name": "walker2d_pi05_profile_profile_100ep", "simulated_worker_capacity": 1, "source_profile_path": "/home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/profile/profile.json", "source_run_id": "20260921T094221467691Z", "submitted_observation_frames": 901, "workload_id": "walker2d"}, "num_actions": 901, "num_dropped_actions": 0, "num_invalid_actions": 0, "p90_latency_ms": 201.24828366555823, "p99_latency_ms": 237.1327312214044, "return_raw": null, "survival_steps": 1000} diff --git a/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/eval_config.yaml b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/eval_config.yaml new file mode 100644 index 0000000000000000000000000000000000000000..e11c66db14c953826e1bb27e32d7698e19d103b4 --- /dev/null +++ b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/eval_config.yaml @@ -0,0 +1,166 @@ +experiment: + name: walker2d_pi05_profile_profile_100ep + seed: 42 +backend: + type: sample_factory + algo: APPO + device: cuda + train_dir: /mnt/checkpoints/latency-sensitive-bench/small_models/walker2d + restart_behavior: overwrite + run_mode: eval +executor: + mode: simulated + inference_devices: + - cuda:0 + - cuda:1 + inference_batch_size: 8 + simulated_inference_pool: true + simulated_worker_capacity: 1 +env: + name: gymnasium + task_name: walker2d + env_id: LatencyBench/Walker2dContinuous-v0 + registration_imports: + - latency_bench.envs.tasks.walker2d + make_kwargs: + base_env_id: Walker2d-v4 + base_make_kwargs: + ctrl_cost_weight: 0.001 + exclude_current_positions_from_observation: true + forward_reward_weight: 1.0 + healthy_reward: 1.0 + reset_noise_scale: 0.005 + terminate_when_unhealthy: true + render_mode: rgb_array + env_fps: 5 + obs_fps: 5 + frame_stack: 1 + action_space: + dtype: float32 + high: + - 1.0 + - 1.0 + - 1.0 + - 1.0 + - 1.0 + - 1.0 + labels: + - right_thigh_torque + - right_leg_torque + - right_foot_torque + - left_thigh_torque + - left_leg_torque + - left_foot_torque + low: + - -1.0 + - -1.0 + - -1.0 + - -1.0 + - -1.0 + - -1.0 + type: box + noop_action: + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + - 0.0 + base_prompt: Move the Walker2d robot forward while keeping its torso upright. Predict + six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, + left thigh, left leg, and left foot. + state_space: + labels: + - torso_height + - torso_angle + - right_thigh_angle + - right_leg_angle + - right_foot_angle + - left_thigh_angle + - left_leg_angle + - left_foot_angle + - torso_x_velocity + - torso_z_velocity + - torso_angular_velocity + - right_thigh_angular_velocity + - right_leg_angular_velocity + - right_foot_angular_velocity + - left_thigh_angular_velocity + - left_leg_angular_velocity + - left_foot_angular_velocity + obs_resize: + - 224 + - 224 +latency: + method: iid + sync_cuda: false + profile_path: /home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/profile/profile.json + profile_worker_slot: 0 + seed: 0 +scheduler: + hold_policy: hold + ordering_policy: issue_order_fifo +policy: + type: starvla + checkpoint_path: /home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/new_bundle/checkpoints/model.pt + model_config_path: /home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/new_bundle/config.yaml + backbone_path: /home/ubuntu/.cache/huggingface/hub/models--Qwen--Qwen3-VL-4B-Instruct/snapshots/ebb281ec70b05090aa6165b016eac8ec08e71b17 + device: cuda:0 + task_manifest_path: /home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/new_bundle/manifest.json + latency_prompt_map_path: /home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/new_bundle/latency_prompt_map.json + latency_prompt_key: 1 +training: + train_for_env_steps: 10000000 + num_workers: 8 + num_envs_per_worker: 8 + worker_num_splits: 2 + num_policies: 1 + batch_size: 1024 + rollout: 64 + recurrence: 1 + num_epochs: 2 + num_batches_per_epoch: 4 + max_policy_lag: 300 + learning_rate: 0.00295 + gamma: 0.99 + gae_lambda: 0.95 + ppo_clip_ratio: 0.2 + ppo_clip_value: 0.2 + value_loss_coeff: 1.3 + max_grad_norm: 3.5 + exploration_loss_coeff: 0.0 + async_rl: false + batched_sampling: false + use_rnn: false + encoder_mlp_layers: + - 64 + - 64 + normalize_input: true + normalize_returns: true + save_every_sec: 600 + keep_checkpoints: 5 + lr_schedule: linear_decay + kl_loss_coeff: 0.1 + serial_mode: false + nonlinearity: tanh + adaptive_stddev: false + policy_initialization: torch_default + initial_stddev: 1.0 + shuffle_minibatches: false + value_bootstrap: true +evaluation: + eval_episodes: 100 + eval_parallel_envs: 32 + eval_max_steps: 1000 + eval_deterministic: true + eval_latency_values: null + episode_seed_offset: 0 +logging: + output_dir: /home/ubuntu/lzj/latency-sensitive-bench/outputs/continuous_control_issued_g128_iid_20261010/walker2d/pi05/evaluation/profile_parallel32_ib8 + video: + enabled: false + num_bins: 1 + save_step_records: true + save_action_records: true + save_latency_records: true + realtime_pipeline_profile: false diff --git a/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/latency_prompt_map.json b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/latency_prompt_map.json new file mode 100644 index 0000000000000000000000000000000000000000..280753c5aad60b23d1820879ab749bc68a9f8788 --- /dev/null +++ b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/latency_prompt_map.json @@ -0,0 +1,17 @@ +{ + "1": { + "prompt": "Move the Walker2d robot forward while keeping its torso upright. Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, left thigh, left leg, and left foot. Current action latency is 1 raw frames (200.00 ms). The environment runs at 5 FPS and observations are emitted at 5 FPS. Choose the best next action.", + "latency_raw_frames": 1, + "latency_ms": 200.0 + }, + "2": { + "prompt": "Move the Walker2d robot forward while keeping its torso upright. Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, left thigh, left leg, and left foot. Current action latency is 2 raw frames (400.00 ms). The environment runs at 5 FPS and observations are emitted at 5 FPS. Choose the best next action.", + "latency_raw_frames": 2, + "latency_ms": 400.0 + }, + "3": { + "prompt": "Move the Walker2d robot forward while keeping its torso upright. Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, left thigh, left leg, and left foot. Current action latency is 3 raw frames (600.00 ms). The environment runs at 5 FPS and observations are emitted at 5 FPS. Choose the best next action.", + "latency_raw_frames": 3, + "latency_ms": 600.0 + } +} \ No newline at end of file diff --git a/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/manifest.json b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7d406db035dad86c1fcaeac528fefb1f40a9fe9b --- /dev/null +++ b/latency-aware/walker2d/vla/starvla-qwenpi_v3-h1/walker2d_pi05_profile_h1_5fps_g128_20260922_m32/evaluations/g128_current_code_iid_20261010/manifest.json @@ -0,0 +1,186 @@ +{ + "dataset_name": "lerobot", + "env_name": "walker2d", + "episodes": 90, + "frames": 89169, + "task_prompts": [ + "Move the Walker2d robot forward while keeping its torso upright. Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, left thigh, left leg, and left foot. Current action latency is 1 raw frames (200.00 ms). The environment runs at 5 FPS and observations are emitted at 5 FPS. Choose the best next action.", + "Move the Walker2d robot forward while keeping its torso upright. Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, left thigh, left leg, and left foot. Current action latency is 2 raw frames (400.00 ms). The environment runs at 5 FPS and observations are emitted at 5 FPS. Choose the best next action.", + "Move the Walker2d robot forward while keeping its torso upright. Predict six continuous torques in [-1, 1] ordered as right thigh, right leg, right foot, left thigh, left leg, and left foot. Current action latency is 3 raw frames (600.00 ms). The environment runs at 5 FPS and observations are emitted at 5 FPS. Choose the best next action." + ], + "format": "lerobot_v2_image_parquet", + "source": "/home/ubuntu/lzj/latency-sensitive-bench/outputs/pi05_issued_action_iid_s42_20261010/walker2d/raw", + "integration_name": "gymnasium", + "task_name": "walker2d", + "action_layout": "gymnasium_continuous_v1", + "action_labels": [ + "right_thigh_torque", + "right_leg_torque", + "right_foot_torque", + "left_thigh_torque", + "left_leg_torque", + "left_foot_torque" + ], + "carrier_action_labels": [ + "right_thigh_torque", + "right_leg_torque", + "right_foot_torque", + "left_thigh_torque", + "left_leg_torque", + "left_foot_torque" + ], + "action_dim": 6, + "active_action_dim": 6, + "action_carrier": "native", + "rows_unit": "decision_step", + "obs_fps": 5.0, + "obs_stride_raw_frames": 1, + "uses_state": true, + "state_dim": 17, + "state_labels": [ + "torso_height", + "torso_angle", + "right_thigh_angle", + "right_leg_angle", + "right_foot_angle", + "left_thigh_angle", + "left_leg_angle", + "left_foot_angle", + "torso_x_velocity", + "torso_z_velocity", + "torso_angular_velocity", + "right_thigh_angular_velocity", + "right_leg_angular_velocity", + "right_foot_angular_velocity", + "left_thigh_angular_velocity", + "left_leg_angular_velocity", + "left_foot_angular_velocity" + ], + "state_normalization": { + "type": "min_max", + "min": [ + 0.8091598153114319, + -0.958375871181488, + -1.471215009689331, + -2.750671863555908, + -1.5357930660247803, + -1.3458030223846436, + -1.5723819732666016, + -1.5042258501052856, + -0.7429636120796204, + -5.120609760284424, + -10.0, + -10.0, + -10.0, + -10.0, + -10.0, + -10.0, + -10.0 + ], + "max": [ + 1.7504061460494995, + 0.9881704449653625, + 0.16799136996269226, + 0.33612364530563354, + 1.3760323524475098, + 0.14901067316532135, + 0.335942804813385, + 1.3045134544372559, + 9.560564041137695, + 3.40214204788208, + 10.0, + 10.0, + 10.0, + 10.0, + 10.0, + 10.0, + 10.0 + ] + }, + "robot_type": "rl_games_gymnasium_native", + "latency_prompt_map_path": "/home/ubuntu/lzj/latency-sensitive-bench/outputs/pi05_issued_action_iid_s42_20261010/walker2d/lerobot/latency_prompt_map.json", + "custom_mixtures_path": "/home/ubuntu/lzj/latency-sensitive-bench/outputs/pi05_issued_action_iid_s42_20261010/walker2d/_generated_mixtures/lerobot.json", + "gymnasium_task": { + "action_space": { + "dtype": "float32", + "high": [ + 1.0, + 1.0, + 1.0, + 1.0, + 1.0, + 1.0 + ], + "labels": [ + "right_thigh_torque", + "right_leg_torque", + "right_foot_torque", + "left_thigh_torque", + "left_leg_torque", + "left_foot_torque" + ], + "low": [ + -1.0, + -1.0, + -1.0, + -1.0, + -1.0, + -1.0 + ], + "type": "box" + }, + "base_prompt": "Move the Walker2d robot forward while keeping its torso upright. 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