Publish asterix qwenoft H8 training artifacts

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/README.md

@@ -0,0 +1,7 @@
+# Asterix qwenoft profile-trained H8 VLA
+
+Current RGB and eight binary decision-history windows; action horizon one. Initialized from the pinned Qwen3-VL-4B backbone and random action head.
+
+- Training: 5000 steps, seed 42, global batch 128
+- W&B: https://wandb.ai/saberrr-zju/starvla_tasks/runs/ac01280d
+- Formal profile evaluation: pending.

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/bundle.complete.json

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+  "training_step": 5000
+}

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/checkpoint.sha256

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latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/checkpoints/model.pt

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latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/collection_quality_report.json

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+{
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+  "val_episodes": 35,
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+  "val_labels": 38047,
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+}

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/config.full.yaml

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+framework:
+  name: QwenOFT
+  qwenvl:
+    base_vlm: /home/ubuntu/.cache/huggingface/hub/models--Qwen--Qwen3-VL-4B-Instruct/snapshots/ebb281ec70b05090aa6165b016eac8ec08e71b17
+    attn_implementation: flash_attention_2
+    enable_gradient_checkpointing: true
+  action_model:
+    action_model_type: MLP
+    action_dim: 9
+    state_dim: 136
+    action_hidden_dim: 2560
+    future_action_window_size: 0
+    past_action_window_size: 0
+    loss_type: discrete_ce
+    state_encoding: continuous_projector
+    task_objective: null
+    action_horizon: 1
+    action_env_dim: 9
+  kv_memory:
+    enabled: false
+    window: 4
+    rollout_len: 8
+    packed_train: false
+    rebased_sink: true
+datasets:
+  vla_data:
+    dataset_py: lerobot_datasets
+    include_state: true
+    data_root_dir: /home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft
+    data_mix: lerobot
+    eval_data_mix: lerobot__val
+    custom_mixtures_path: /home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft/_generated_mixtures/lerobot.json
+    action_type: discrete
+    sequential_step_sampling: false
+    eval_sequential_step_sampling: null
+    num_workers: 16
+    eval_num_workers: 16
+    prefetch_factor: 4
+    persistent_workers: true
+    pin_memory: true
+    shuffle: true
+    action_balance:
+      enabled: false
+      strategy: balanced_epoch
+      action_key: action_id
+      target_flap_fraction: 0.3
+      noop_id: 0
+      flap_id: 1
+    latency_curriculum:
+      enabled: false
+      strategy: exclusive
+      latencies: null
+      phase_steps: null
+      phase_distributions: null
+      new_latency_passes: 1.0
+      replay_passes: 0.25
+      target_total_passes: 2.0
+      final_equalization: true
+      step_budget_mode: auto
+      eval_at_phase_end: false
+      save_at_phase_end: false
+      computed_plan: null
+    per_device_batch_size: 64
+    load_all_data_for_training: true
+    num_obs_frames: 1
+    image_mode: single
+    prompt_mode: raw
+    stitch_grid:
+    - 2
+    - 2
+    obs_image_size: null
+    video_backend: torchvision_av
+dataset:
+  source_hf: latency-sensitive-bench/memory-rollouts
+  config_name: null
+  source_subdir: null
+  converted_name: asterix_train
+  single_source_hf: latency-sensitive-bench/memory-rollouts
+  mixed_source_hf: latency-sensitive-bench/memory-rollouts
+  single_converted_name: asterix_train
+  mixed_converted_name: asterix_mixed_latency_train
+  single_latency_filter: null
+  mixed_latency_filter: null
+  force_download: false
+  setup_force: false
+  skip_verification: false
+  target_latency_unit: observation_steps
+  verify_rows: 200
+  max_episodes: null
+  episodes_per_latency: null
+  latency_filter: null
+  debug_subset:
+    enabled: false
+    max_episodes: 5
+    suffix: debug
+base_model:
+  repo_id: Qwen/Qwen3-VL-4B-Instruct
+initialization:
+  checkpoint_local_dir: null
+  checkpoint_hf_repo_id: null
+  checkpoint_filename: null
+trainer:
+  max_train_steps: 5000
+  num_warmup_steps: 100
+  save_interval: 500
+  eval_interval: 500
+  eval_num_batches: 50
+  per_latency_eval_num_batches: null
+  eval_action_classification: false
+  eval_action_classification_interval: null
+  cc_f1_tolerance: 1
+  learning_rate:
+    base: 3.0e-05
+    qwen_vl_interface: 3.0e-06
+    action_model: 0.0001
+  lr_scheduler_type: cosine_with_min_lr
+  scheduler_specific_kwargs:
+    min_lr_rate: 0.03333333333333333
+  freeze_modules: ''
+  freeze_vit: false
+  freeze_tied_embedding: false
+  freeze_llm_layers: []
+  loss_scale:
+    vla: 1.0
+    vlm: 0.0
+  max_grad_norm: 1.0
+  weight_decay: 0.0
+  logging_frequency: 1
+  profile_timing:
+    enabled: false
+    log_interval: 10
+  gradient_clipping: 1.0
+  gradient_accumulation_steps: 1
+  distributed_backend: deepspeed
+  is_resume: false
+  pretrained_checkpoint: null
+  resume_step: 0
+  reload_modules: null
+  optimizer:
+    name: AdamW
+    betas:
+    - 0.9
+    - 0.95
+    eps: 1.0e-08
+    weight_decay: 1.0e-08
+    fused: true
+  save_format: pt
+workspace_dir: WORKSPACE_DIR
+run_root_dir: /home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/train
+seed: 42
+wandb_entity: saberrr-zju
+wandb_project: starvla_tasks
+auth:
+  env_file: null
+  hf_token_env: HF_TOKEN
+  wandb_api_key_env: WANDB_API_KEY
+paths:
+  run_root_dir: results/Checkpoints
+  dataset_local_dir: playground/Datasets/rl_games
+  dataset_cache_dir: null
+  base_model_dir: /home/ubuntu/.cache/huggingface/hub/models--Qwen--Qwen3-VL-4B-Instruct/snapshots/ebb281ec70b05090aa6165b016eac8ec08e71b17
+  accelerate_config: starVLA/config/deepseeds/deepspeed_zero2.yaml
+launch:
+  use_accelerate: true
+  gpus: null
+  num_processes: 1
+  dry_run: false
+conda:
+  enabled: true
+  env_name: null
+rl_games:
+  model_alias: openvla
+  env_eval:
+    image_size: 224
+    frameskip: 4
+    image_transform: raw_rgb
+    prompt_mode: raw
+    ghost_trail:
+      history_frames: 5
+      gamma: 1.3
+      min_alpha: 35
+      scroll_px_per_step: 4.0
+      ground_fraction: 0.22
+    seed: 42
+    fixed_episode_seeds: true
+    latency_seed_stride: 0
+    task_seed_stride: 0
+    task_description: 'Collect useful objects and avoid lyres. Choose exactly one
+      action from: noop, up, right, left, down, upright, upleft, downright, downleft.'
+    eval_parallel_envs: 5
+    action_chunk_execution:
+      enabled: false
+      chunk_size: null
+    asterix:
+      action_layout: discrete_9
+    atari:
+      env_id: ALE/Asterix-v5
+      noop_max: 30
+    enabled: false
+    eval_backend: latency_bench
+    distributed_mode: none
+    vectorized:
+      enabled: false
+      batch_size: 1
+    latency:
+      prompt_map_path: null
+      mode: single
+      values:
+      - 0
+    mid_train:
+      enabled: false
+      interval_steps: 100
+      latencies:
+      - 0
+      num_episodes: 5
+      max_steps_per_episode: 3600
+    post_train:
+      enabled: false
+      latencies:
+      - 0
+      - 1
+      - 2
+      - 3
+      - 4
+      latencies_from_prompt_map: false
+      num_episodes: 5
+      max_steps_per_episode: 3600
+  task: asterix
+  initialization_mode: scratch
+  action_carrier: native
+model: openvla
+env: asterix
+init: scratch
+mode: single
+checkpoint:
+  load: none
+  hf_repo_id: null
+  save_best_model: false
+  save_final_model: true
+  save_pt_file: true
+  save_training_state: true
+  save_safetensors_file: false
+  local:
+    keep_last_n: 2
+  sync:
+    enabled: false
+    repo_id: null
+    keep_last_n: 0
+    sync_every_n_checkpoints: 1
+    resume_policy: local_latest
+run_id: asterix-qwenoft-hist8-profile-s42-v1
+output_dir: /home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/train/asterix-qwenoft-hist8-profile-s42-v1
+config_yaml: /home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/train/asterix-qwenoft-hist8-profile-s42-v1/train.yaml
+is_debug: false
+version_id: '0.21'
+wandb_name: asterix-qwenoft-hist8-profile-s42-v1
+wandb_group: decision-history-vla-h8-v2
+wandb_tags:
+- asterix
+- qwenoft
+- hist8-v2
+- history01
+- scratch
+- profile-latency
+training_latency_condition: profile-latency

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/config.yaml

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+framework:
+  name: QwenOFT
+  qwenvl:
+    base_vlm: Qwen/Qwen3-VL-4B-Instruct
+    attn_implementation: flash_attention_2
+    enable_gradient_checkpointing: true
+  action_model:
+    action_model_type: MLP
+    action_dim: 9
+    state_dim: 136
+    action_hidden_dim: 2560
+    future_action_window_size: 0
+    past_action_window_size: 0
+    loss_type: discrete_ce
+    state_encoding: continuous_projector
+    task_objective: null
+    action_horizon: 1
+    action_env_dim: 9
+  kv_memory:
+    enabled: false
+    window: 4
+    rollout_len: 8
+    packed_train: false
+    rebased_sink: true
+version_id: '0.21'
+datasets:
+  vla_data:
+    include_state: true
+    obs_image_size: null
+    image_mode: single
+    num_obs_frames: 1
+    robot_type: rl_games_asterix
+trainer:
+  pretrained_checkpoint: null
+backbone:
+  repo_id: Qwen/Qwen3-VL-4B-Instruct
+  revision: ebb281ec70b05090aa6165b016eac8ec08e71b17
+rl_games:
+  env_eval:
+    image_size: 224

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+  "latency_prompt_map_path": "/home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft/lerobot/latency_prompt_map.json",
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+  "integration_name": "gymnasium",
+  "gymnasium_task": {
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+    "registration_imports": [
+      "latency_bench.envs.gymnasium_asterix"
+    ],
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+  },
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+}

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/provenance.json

@@ -0,0 +1,33 @@
+{
+  "collection": {
+    "teacher_repo": "latency-sensitive-bench/benchmark-models",
+    "teacher_revision": "da734589fb8669108a8021ea79f823665e1b11c8",
+    "teacher_path": "latency-aware/asterix/small-policy/sample-factory-qwenoft-hist8-cpu15m-s0-v1",
+    "teacher_checkpoint": "best_000027136_13893632_reward_4562.500.pth",
+    "teacher_sha256": "93ba21325d92fa47f617c3daaffd9d7604a8c93bf8fe4bc1d4aacc4facd5430c",
+    "profile_path": "/home/ubuntu/codex/atari-hist8-20260924/results/profiling/profiles/qwenoft/1x-rtx3090/asterix/instance_d907cdaf680040e0/profile.json",
+    "profile_sha256": "4e2e3ed923c7500248ce4ce1508f124faec78282d90d6b99d070a9e29bdb6146",
+    "profile_repo": "latency-sensitive-bench/profiles",
+    "profile_revision": "fbbba76b21fa705cf4e5d05ec1ecfb82a88b12d8",
+    "rollout_overrides": {
+      "latency_profile_path": "/home/ubuntu/codex/atari-hist8-20260924/results/profiling/profiles/qwenoft/1x-rtx3090/asterix/instance_d907cdaf680040e0/profile.json",
+      "seed": 42,
+      "simulator": "gpu",
+      "probe_envs": 256,
+      "replay_envs": 256,
+      "policy_inference_batch_size": 256,
+      "max_episode_raw_frames": 7200
+    },
+    "episodes": 350,
+    "filter_preset": "none",
+    "history": "decision_v1"
+  },
+  "training_run_id": "asterix-qwenoft-hist8-profile-s42-v1",
+  "training_step": 5000,
+  "global_batch": 128,
+  "base_model": "Qwen/Qwen3-VL-4B-Instruct",
+  "wandb_run_id": "ac01280d",
+  "checkpoint_sha256": "b96bf1398d3d767b13be1cc76eefdfe70fdab349231ef5a4636495c548fe09ac",
+  "eval_protocol_version": "hist8-history01-sf-render-v4",
+  "history_encoding": "binary_0_1"
+}

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/publication_status.json

@@ -0,0 +1,4 @@
+{
+  "profile_evaluation_status": "pending",
+  "training_status": "complete"
+}

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/rollout_metadata.json

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+{
+  "action_history_decisions": 8,
+  "action_labels": [
+    "noop",
+    "up",
+    "right",
+    "left",
+    "down",
+    "upright",
+    "upleft",
+    "downright",
+    "downleft"
+  ],
+  "action_layout": "gymnasium_discrete_v1",
+  "base_prompt": "Collect useful objects and avoid lyres. Choose exactly one action from: noop, up, right, left, down, upright, upleft, downright, downleft.",
+  "checkpoint_config": {
+    "action_history_decisions": 8,
+    "actor_critic_share_weights": true,
+    "actor_worker_gpus": [],
+    "adam_beta1": 0.9,
+    "adam_beta2": 0.999,
+    "adam_eps": 1e-06,
+    "adaptive_stddev": false,
+    "add_latency_info": false,
+    "algo": "APPO",
+    "async_rl": true,
+    "batch_size": 1024,
+    "batched_sampling": false,
+    "benchmark": false,
+    "cli_args": {
+      "action_history_decisions": 8,
+      "adam_eps": 1e-06,
+      "adaptive_stddev": false,
+      "add_latency_info": false,
+      "algo": "APPO",
+      "async_rl": true,
+      "batch_size": 1024,
+      "device": "gpu",
+      "encoder_conv_architecture": "convnet_simple",
+      "env": "latency_gymnasium",
+      "env_fps": 60.0,
+      "episode_metrics_path": "/mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teachers/asterix-qwenoft-hist8-profile-cpu15m-s0-v1/episode_metrics.jsonl",
+      "eval_deterministic": true,
+      "eval_episodes": 5,
+      "eval_max_steps": 5000,
+      "eval_parallel_envs": 1,
+      "experiment": "asterix-qwenoft-hist8-profile-cpu15m-s0-v1",
+      "experiment_summaries_interval": 1,
+      "exploration_loss": "entropy",
+      "exploration_loss_coeff": 0.003,
+      "frame_stack": 4,
+      "gae_lambda": 0.95,
+      "gamma": 0.99,
+      "gym_action_labels_json": "[\"noop\", \"up\", \"right\", \"left\", \"down\", \"upright\", \"upleft\", \"downright\", \"downleft\"]",
+      "gym_action_space_json": "{\"type\": \"discrete\", \"labels\": [\"noop\", \"up\", \"right\", \"left\", \"down\", \"upright\", \"upleft\", \"downright\", \"downleft\"], \"values\": [0, 1, 2, 3, 4, 5, 6, 7, 8]}",
+      "gym_action_values_json": "[0, 1, 2, 3, 4, 5, 6, 7, 8]",
+      "gym_base_prompt": "Collect useful objects and avoid lyres. Choose exactly one action from: noop, up, right, left, down, upright, upleft, downright, downleft.",
+      "gym_env_id": "LatencyBench/Asterix-v0",
+      "gym_make_kwargs_json": "{\"base_env_id\": \"ALE/Asterix-v5\", \"render_mode\": \"rgb_array\", \"screen_size\": 84, \"noop_max\": 30, \"base_make_kwargs\": {\"obs_type\": \"rgb\", \"frameskip\": 1, \"repeat_action_probability\": 0.0, \"full_action_space\": false, \"mode\": 0, \"difficulty\": 0, \"max_num_frames_per_episode\": 108000}}",
+      "gym_noop_action_id": 0,
+      "gym_noop_action_json": "\"noop\"",
+      "gym_registration_imports_json": "[\"latency_bench.envs.gymnasium_asterix\"]",
+      "gym_task_name": "asterix",
+      "hold_policy": "hold",
+      "keep_checkpoints": 5,
+      "latency_profile_path": "/mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teacher_configs/asterix-qwenoft/profile/profile.json",
+      "latency_profile_worker_slot": 0,
+      "latency_seed": 0,
+      "latency_type": "profile_sample",
+      "learning_rate": 0.000303,
+      "lr_schedule": "constant",
+      "max_grad_norm": 0.0,
+      "max_policy_lag": 300,
+      "mode": "train",
+      "nonlinearity": "elu",
+      "normalize_input": true,
+      "normalize_returns": true,
+      "num_batches_per_epoch": 8,
+      "num_envs_per_worker": 16,
+      "num_epochs": 2,
+      "num_policies": 1,
+      "num_workers": 4,
+      "obs_fps": 15.0,
+      "obs_scale": 1.0,
+      "ordering_policy": "issue_order_fifo",
+      "output_dir": "/mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teacher_logs/asterix-qwenoft-hist8-profile-cpu15m-s0-v1",
+      "ppo_clip_ratio": 0.1,
+      "ppo_clip_value": 0.2,
+      "recurrence": 32,
+      "restart_behavior": "resume",
+      "rollout": 64,
+      "save_every_sec": 600,
+      "seed": 0,
+      "simulated_worker_capacity": 1,
+      "simulator": "cpu",
+      "stats_avg": 100,
+      "train_dir": "/mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teachers",
+      "train_for_env_steps": 15000000,
+      "use_env_info_cache": false,
+      "use_rnn": false,
+      "value_loss_coeff": 0.5,
+      "wandb_group": "asterix",
+      "wandb_job_type": "sample_factory",
+      "wandb_project": "latency-sensitive-bench",
+      "wandb_tags": [
+        "atari-hist8-v1",
+        "profile",
+        "qwenoft"
+      ],
+      "wandb_unique_id": "asterix-qwenoft-hist8-profile-cpu15m-s0-v1",
+      "with_vtrace": false,
+      "with_wandb": true,
+      "worker_num_splits": 1
+    },
+    "clip_reward": null,
+    "command_line": "--mode train --algo APPO --env latency_gymnasium --experiment asterix-qwenoft-hist8-profile-cpu15m-s0-v1 --train_dir /mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teachers --restart_behavior resume --device gpu --seed 0 --episode_metrics_path /mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teachers/asterix-qwenoft-hist8-profile-cpu15m-s0-v1/episode_metrics.jsonl --train_for_env_steps 15000000 --num_workers 4 --num_envs_per_worker 16 --num_policies 1 --batch_size 1024 --rollout 64 --recurrence 32 --num_epochs 2 --num_batches_per_epoch 8 --worker_num_splits 1 --max_policy_lag 300 --learning_rate 0.000303 --lr_schedule constant --nonlinearity elu --gamma 0.99 --gae_lambda 0.95 --ppo_clip_ratio 0.1 --ppo_clip_value 0.2 --exploration_loss entropy --exploration_loss_coeff 0.003 --value_loss_coeff 0.5 --max_grad_norm 0.0 --adam_eps 1e-06 --obs_scale 1.0 --save_every_sec 600 --keep_checkpoints 5 --stats_avg 100 --experiment_summaries_interval 1 --async_rl True --use_rnn False --normalize_returns True --normalize_input True --adaptive_stddev False --with_vtrace False --latency-type profile_sample --latency-seed 0 --latency-profile-path /mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teacher_configs/asterix-qwenoft/profile/profile.json --latency-profile-worker-slot 0 --simulated-worker-capacity 1 --add-latency-info False --eval-episodes 5 --eval-parallel-envs 1 --eval-max-steps 5000 --eval-deterministic True --with_wandb True --wandb_project latency-sensitive-bench --wandb_group asterix --wandb_job_type sample_factory --wandb_tags atari-hist8-v1 profile qwenoft --encoder_conv_architecture convnet_simple --gym-task-name asterix --gym-env-id LatencyBench/Asterix-v0 --gym-make-kwargs-json {\"base_env_id\": \"ALE/Asterix-v5\", \"render_mode\": \"rgb_array\", \"screen_size\": 84, \"noop_max\": 30, \"base_make_kwargs\": {\"obs_type\": \"rgb\", \"frameskip\": 1, \"repeat_action_probability\": 0.0, \"full_action_space\": false, \"mode\": 0, \"difficulty\": 0, \"max_num_frames_per_episode\": 108000}} --gym-registration-imports-json [\"latency_bench.envs.gymnasium_asterix\"] --gym-action-space-json {\"type\": \"discrete\", \"labels\": [\"noop\", \"up\", \"right\", \"left\", \"down\", \"upright\", \"upleft\", \"downright\", \"downleft\"], \"values\": [0, 1, 2, 3, 4, 5, 6, 7, 8]} --gym-noop-action-json \"noop\" --gym-action-labels-json [\"noop\", \"up\", \"right\", \"left\", \"down\", \"upright\", \"upleft\", \"downright\", \"downleft\"] --gym-action-values-json [0, 1, 2, 3, 4, 5, 6, 7, 8] --gym-noop-action-id 0 --gym-base-prompt Collect useful objects and avoid lyres. Choose exactly one action from: noop, up, right, left, down, upright, upleft, downright, downleft. --env-fps 60 --obs-fps 15 --frame-stack 4 --action-history-decisions 8 --simulator cpu --hold-policy hold --ordering-policy issue_order_fifo --use_env_info_cache False",
+    "continuous_tanh_scale": 0.0,
+    "decoder_mlp_layers": [],
+    "decorrelate_envs_on_one_worker": true,
+    "decorrelate_experience_max_seconds": 0,
+    "default_niceness": 0,
+    "device": "gpu",
+    "encoder_conv_architecture": "convnet_simple",
+    "encoder_conv_mlp_layers": [
+      512
+    ],
+    "encoder_mlp_layers": [
+      512,
+      512
+    ],
+    "env": "latency_gymnasium",
+    "env_fps": 60.0,
+    "env_frameskip": 1,
+    "env_framestack": 1,
+    "env_gpu_actions": false,
+    "env_gpu_observations": true,
+    "episode_counter": false,
+    "episode_metrics_path": "/mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teachers/asterix-qwenoft-hist8-profile-cpu15m-s0-v1/episode_metrics.jsonl",
+    "eval_deterministic": true,
+    "eval_env_frameskip": 1,
+    "eval_episodes": 5,
+    "eval_latency_raw_frame_values": null,
+    "eval_max_steps": 5000,
+    "eval_parallel_envs": 1,
+    "eval_raw_reward": false,
+    "experiment": "asterix-qwenoft-hist8-profile-cpu15m-s0-v1",
+    "experiment_summaries_interval": 1,
+    "exploration_loss": "entropy",
+    "exploration_loss_coeff": 0.003,
+    "export_env_raw_rgb_frames": false,
+    "fasttd3_action_chunk_horizon": 1,
+    "fasttd3_actor_action_l2": 0.0,
+    "fasttd3_compile": true,
+    "fasttd3_replay_batch_size": 32768,
+    "fasttd3_replay_capacity": 6553600,
+    "fasttd3_train_for_optimizer_steps": 10000000000,
+    "fasttd3_transitions_per_update": 64,
+    "fasttd3_v_max": 250.0,
+    "fasttd3_v_min": -250.0,
+    "fixed_latency_ms": null,
+    "flush_summaries_interval": 30,
+    "force_envs_single_thread": false,
+    "frame_stack": 4,
+    "gae_lambda": 0.95,
+    "gamma": 0.99,
+    "git_hash": "unknown",
+    "git_repo_name": "not a git repository",
+    "gpu_env_batch_size": 1,
+    "gpu_env_device": "auto",
+    "gym_action_labels_json": "[\"noop\", \"up\", \"right\", \"left\", \"down\", \"upright\", \"upleft\", \"downright\", \"downleft\"]",
+    "gym_action_space_json": "{\"type\": \"discrete\", \"labels\": [\"noop\", \"up\", \"right\", \"left\", \"down\", \"upright\", \"upleft\", \"downright\", \"downleft\"], \"values\": [0, 1, 2, 3, 4, 5, 6, 7, 8]}",
+    "gym_action_values_json": "[0, 1, 2, 3, 4, 5, 6, 7, 8]",
+    "gym_base_prompt": "Collect useful objects and avoid lyres. Choose exactly one action from: noop, up, right, left, down, upright, upleft, downright, downleft.",
+    "gym_env_id": "LatencyBench/Asterix-v0",
+    "gym_make_kwargs_json": "{\"base_env_id\": \"ALE/Asterix-v5\", \"render_mode\": \"rgb_array\", \"screen_size\": 84, \"noop_max\": 30, \"base_make_kwargs\": {\"obs_type\": \"rgb\", \"frameskip\": 1, \"repeat_action_probability\": 0.0, \"full_action_space\": false, \"mode\": 0, \"difficulty\": 0, \"max_num_frames_per_episode\": 108000}}",
+    "gym_noop_action_id": 0,
+    "gym_noop_action_json": "\"noop\"",
+    "gym_registration_imports_json": "[\"latency_bench.envs.gymnasium_asterix\"]",
+    "gym_state_labels_json": "",
+    "gym_task_name": "asterix",
+    "heartbeat_interval": 20,
+    "heartbeat_reporting_interval": 180,
+    "help": false,
+    "hold_last_chunk_action": false,
+    "hold_policy": "hold",
+    "initial_model_path": null,
+    "initial_stddev": 1.0,
+    "keep_checkpoints": 5,
+    "kl_loss_coeff": 0.0,
+    "latency_profile_path": "/home/ubuntu/codex/atari-hist8-20260924/results/profiling/profiles/qwenoft/1x-rtx3090/asterix/instance_d907cdaf680040e0/profile.json",
+    "latency_profile_worker_slot": 0,
+    "latency_seed": 0,
+    "latency_type": "profile_sample",
+    "learning_rate": 0.000303,
+    "load_checkpoint_kind": "latest",
+    "log_to_file": true,
+    "lr_adaptive_max": 0.01,
+    "lr_adaptive_min": 1e-06,
+    "lr_schedule": "constant",
+    "lr_schedule_kl_threshold": 0.008,
+    "max_episode_steps": null,
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+    "summaries_use_frameskip": true,
+    "terminal_on_life_loss": null,
+    "train_dir": "/mnt/ssd/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/teachers",
+    "train_for_env_steps": 15000000,
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+    "wandb_dir": "/mnt/ssd/codex/atari-hist8-20260924/wandb",
+    "wandb_group": "asterix",
+    "wandb_job_type": "sample_factory",
+    "wandb_project": "latency-sensitive-bench",
+    "wandb_tags": [
+      "atari-hist8-v1",
+      "profile",
+      "qwenoft"
+    ],
+    "wandb_unique_id": "asterix-qwenoft-hist8-profile-cpu15m-s0-v1",
+    "wandb_user": null,
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+    "with_wandb": true,
+    "worker_num_splits": 1
+  },
+  "checkpoint_experiment_dir": "/home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft/teacher_runtime",
+  "checkpoint_path": "/home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft/teacher_runtime/best_000027136_13893632_reward_4562.500.pth",
+  "checkpoint_train_step": 27136,
+  "config_source": "/home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft/teacher_runtime/config.json",
+  "context_image_count": 0,
+  "context_window": 1,
+  "env_fps": 60.0,
+  "env_name": "asterix",
+  "episode_return_field": "episode_raw_return",
+  "filter_preset": "none",
+  "filter_report": {
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+    "accepted_val_episodes": 35,
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+    "val_rows_before_row_filter": 38047
+  },
+  "frame_stack": 4,
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+      "noop",
+      "up",
+      "right",
+      "left",
+      "down",
+      "upright",
+      "upleft",
+      "downright",
+      "downleft"
+    ],
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+      0,
+      1,
+      2,
+      3,
+      4,
+      5,
+      6,
+      7,
+      8
+    ],
+    "base_prompt": "Collect useful objects and avoid lyres. Choose exactly one action from: noop, up, right, left, down, upright, upleft, downright, downleft.",
+    "env_fps": 60.0,
+    "env_id": "LatencyBench/Asterix-v0",
+    "frame_stack": 4,
+    "make_kwargs": {
+      "base_env_id": "ALE/Asterix-v5",
+      "base_make_kwargs": {
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+        "frameskip": 1,
+        "full_action_space": false,
+        "max_num_frames_per_episode": 108000,
+        "mode": 0,
+        "obs_type": "rgb",
+        "repeat_action_probability": 0.0
+      },
+      "noop_max": 30,
+      "render_mode": "rgb_array",
+      "screen_size": 84
+    },
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+    "obs_fps": 15.0,
+    "registration_imports": [
+      "latency_bench.envs.gymnasium_asterix"
+    ],
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+  },
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+    160,
+    3
+  ],
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+    "history_frames": 5,
+    "image_transform": "raw_rgb",
+    "min_alpha": 35,
+    "scroll_px_per_step": 4.0
+  },
+  "image_transform_prompt_contexts": {
+    "demon_attack_ghost_trail": " You can see the recent motion of the ship, missiles, and demons in the image. Use it to make your decision.",
+    "flappy_ghost_trail": " You can see the past motion of the bird in the image. Use it to make your decision."
+  },
+  "integration_name": "gymnasium",
+  "latency_override": null,
+  "latency_source": "checkpoint",
+  "max_episodes": 350,
+  "max_steps_per_episode": 7200,
+  "max_steps_unit": "raw_frame",
+  "num_envs": 256,
+  "obs_fps": 15.0,
+  "obs_stride_raw_frames": 4,
+  "profile_seed_by_reset": "env_reset_seed",
+  "prompt_source": "sample_factory_checkpoint:gym_base_prompt",
+  "replay_num_envs": 256,
+  "reward_field": "raw_reward",
+  "reward_semantics": "raw_reward",
+  "rows_unit": "decision_step",
+  "schema_version": 2,
+  "split_seed": 0,
+  "total_episodes": 350,
+  "total_rows": 361581,
+  "train_episodes": 315,
+  "train_rows": 323534,
+  "val_episodes": 35,
+  "val_fraction": 0.1,
+  "val_rows": 38047
+}

latency-aware/asterix/vla/starvla-qwenoft-h1/asterix-qwenoft-hist8-profile-s42-v1/run_metadata.json

@@ -0,0 +1,18 @@
+{
+  "training_run_id": "asterix-qwenoft-hist8-profile-s42-v1",
+  "wandb_run_id": "ac01280d",
+  "recipe_version": "hist8-v2",
+  "history_encoding": "binary_0_1",
+  "training_condition": "profile",
+  "initialization_seed": 42,
+  "vlm_lr": 3e-06,
+  "max_train_steps": 5000,
+  "stop_after_steps": null,
+  "num_workers_per_rank": 16,
+  "eval_num_workers_per_rank": 16,
+  "prefetch_factor": 4,
+  "base_model_revision": "ebb281ec70b05090aa6165b016eac8ec08e71b17",
+  "dataset_dir": "/home/ubuntu/codex/atari-hist8-20260924/outputs/tasks/atari_hist8_v1/data_profile/asterix/qwenoft/lerobot",
+  "dataset_manifest_sha256": "4adb6bc0d31e44943e68207349111aae3debfa832f32bf426122df2acb0967e4",
+  "code_snapshot_sha256": "85d5aa05b3189bc8385e9f52e65fe1225d3d2828a744809cd203cb7d79492d33"
+}