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RoboGauge/CMD.md
2026-01-27 20:52:01 +08:00

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CMD for RoboGauge

  • Single Pipeline: Evaluate metrics in a single run
  • Multi Pipeline: Evaluate metrics in multiple runs with different seeds and environment parameters
  • Level Pipeline: Evaluate metrics across different terrain levels to find the maximum level the policy can handle
  • Stress Pipeline: Evaluate metrics across different terrain types and environment parameters to test policy robustness
  • Radar/Bar Plot: Plot Multi Run results in Radar and Bar charts
  • Terrain Levels Plot: Plot terrain levels analysis

Single Pipeline

Evaluate metrics in a single run

# Default goals: max_velocity, diagonal_velocity
python robogauge/scripts/run.py \
    --task go2_moe.flat \
    --experiment-name debug \
    --headless

# To evaluate metrics for level terrains, add `--goals` and `--spawn-type`
# level terrains: wave, slope_fb, slope_bd, stairs_fb, stairs_bd, obstacle (default is target_pos)
python robogauge/scripts/run.py \
    --task go2_moe.obstacle \
    --experiment-name debug \
    --level 10 \
    --friction 2 \
    --spawn-type level_eval \
    --goals max_velocity diagonal_velocity

Multi Pipeline

Evaluate metrics in multiple runs with different seeds and environment parameters

python robogauge/scripts/run.py \
    --task go2_moe.flat \
    --experiment-name debug \
    --multi \
    --num-processes 5 \
    --seeds 0 1 2 \
    --frictions 0.5 1.0 1.5 2.0 2.5 \
    --compress-logs \
    --headless

# Terrain with Level, need specify goals (default is target_pos)
python robogauge/scripts/run.py \
    --task go2_moe.stairs_bd \
    --experiment-name debug \
    --multi \
    --num-processes 5 \
    --seeds 0 1 2 \
    --frictions 2.0 \
    --level 10 \
    --spawn-type level_eval \
    --goals max_velocity diagonal_velocity\
    --compress-logs \
    --headless

Level Pipeline

Evaluate metrics across different terrain levels to find the maximum level the policy can handle

# Must specify single frictions for LevelPipeline!
python robogauge/scripts/run.py \
    --task go2_moe.slope \
    --experiment-name debug \
    --search-max-level \
    --seeds 0 1 2 \
    --search-seeds 0 1 2 3 4 \
    --frictions 1.0 \
    --compress-logs \
    --headless

Stress Pipeline

Evaluate metrics across different terrain types and environment parameters to test policy robustness

python robogauge/scripts/run.py \
    --task go2_moe \
    --experiment-name debug \
    --stress-benchmark \
    --stress-terrain-names flat slope_fd slope_bd stairs_fd stairs_bd wave obstacle \
    --num-processes 50 \
    --seeds 0 1 2 \
    --search-seeds 0 1 2 3 4 \
    --frictions 0.5 0.75 1.0 1.25 1.5 1.75 2.0 2.25 2.5 \
    --compress-logs \
    --headless

Radar/Bar Plot

Plot Multi Run results in Radar and Bar charts

# Optional: --out to save to image
python robogauge/utils/visualize/plot_radar_and_bar.py \
    aggregated_results_1.yaml \
    aggregated_results_2.yaml \
    --out logs/1.jpg

# plot all results in a directory, range for radar and bar y-axis
python robogauge/utils/visualize/plot_radar_and_bar.py \
    /home/xfy/Coding/robot_gauge/mytest/results \
    --range 0.35 1.0 \
    --out logs/1.jpg

Terrain Levels Plot

# plot 5 types of terrains with varying levels and friction coefficients
python robogauge/utils/visualize/plot_terrain_levels.py \
    aggregated_results_1.yaml \
    aggregated_results_2.yaml \
    --out logs/terrain_analysis.jpg