results: jobs/20261007-224425-idea-ilqr-v2/** index/episodes.jsonl leaderboard/*
Browse files- results/index/episodes.jsonl +0 -0
- results/jobs/20261007-224425-idea-ilqr-v2/breakdown.json +232 -0
- results/jobs/20261007-224425-idea-ilqr-v2/episodes.jsonl +15 -0
- results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/done.txt +15 -0
- results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/episodes.json +1 -0
- results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/gautschi_launch.py +143 -0
- results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/sbatch.sh +5 -0
- results/jobs/20261007-224425-idea-ilqr-v2/job.json +38 -0
- results/jobs/20261007-224425-idea-ilqr-v2/logs/shard-0000.jsonl.gz +3 -0
- results/jobs/20261007-224425-idea-ilqr-v2/summary.json +156 -0
- results/leaderboard/2__225628db320e.json +46 -0
- results/leaderboard/2__4745c5c94c93.json +46 -0
- results/leaderboard/smoke-2__be3a83ec7f35.json +48 -0
results/index/episodes.jsonl
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results/jobs/20261007-224425-idea-ilqr-v2/breakdown.json
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| 1 |
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{
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| 2 |
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"laps": {
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"nominal": {
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| 4 |
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| 5 |
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| 6 |
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| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 18 |
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| 19 |
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},
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| 20 |
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"kart1": {
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 31 |
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| 32 |
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|
| 231 |
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}
|
| 232 |
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}
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results/jobs/20261007-224425-idea-ilqr-v2/episodes.jsonl
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| 1 |
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| 2 |
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|
| 3 |
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|
| 4 |
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| 5 |
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|
| 6 |
+
{"key": "c5c14e924a57571216ba859402c62d39d1cfd0cec98bc8d1443f8511c35c63fe", "kart_name": "kart3", "condition": "nominal", "scenario": {"type": "clip", "clip_id": "20260520_000232_00015"}, "status": "failed", "cause": "spin", "context_valid": true, "laps_completed": 0, "laps_attempted": 0, "wall_s": 14.862719582975842, "sim_s": 11.567, "t_end": 11.567, "handoff_t": 9.517, "auto_s": 2.029500000000077, "cte_samples": [2.1637787002434203, 2.1611361556562163, 2.151769297565755, 2.1404220976256667, 2.127148071127099, 2.111850537005653, 2.0939870292981455, 2.073691544474692, 2.050714825209085, 2.0239022525780803, 1.9915637731941214, 1.953326553375427, 1.9083916789460598, 1.857025207450596, 1.7998629429318387, 1.7371288804029752, 1.6697236494528591, 1.5975223063189918, 1.5203271265115732, 1.4378295302285657, 1.3506042311776674, 1.2633202219624957, 1.1761425106330565, 1.0879811386336764, 0.9980138865437613, 0.9052003201943062, 0.8086200322176498, 0.708404916145003, 0.6081626656229937, 0.509874927252825, 0.41514374417479893, 0.325673631406487, 0.24254711629973316, 0.16726545098861603, 0.1005002061816675, 0.04408919254022947, 0.0008379306365115099, 0.03423099234105984, 0.057014580027713466, 0.07066814138242243, 0.07574205515357453, 0.07124335814674282], "cte_mean": 1.1567555044304008, "off_track_pct": 43.90243902439025, "safety": 0.0, "events": 1, "osc_10": 0.0, "osc_20": 0.0, "osc_30": 0.0, "peak_cte_after_m": 2.1637787002434203, "unsafe_lat": 0.21138211382113822, "unsafe_rate": 0.9349593495934959, "unsafe_travel": 0.0, "unsafe_spin": 0.008130081300813009, "unsafe_off": 0.43902439024390244, "cte_p50": 1.2633202219624957, "cte_p90": 2.1161258549424735, "cte_p95": 2.1439572319066715, "cte_p99": 2.1604861327004543, "recovered": false, "recovery_s": null}
|
| 7 |
+
{"key": "8110cc890375d677bfa78cec46cb45d5c82629056f8cab0ee4a3c40a6327f0b1", "kart_name": "kart2", "condition": "nominal", "scenario": {"type": "clip", "clip_id": "20260520_000232_00021"}, "status": "failed", "cause": "off_track", "context_valid": false, "laps_completed": 0, "laps_attempted": 0, "wall_s": 19.324078697012737, "sim_s": 17.1, "t_end": 17.1, "handoff_t": 16.5335, "auto_s": 0.5610000000000213, "cte_samples": [1.2863241710146738, 1.4782229001644371, 1.671603387916625, 1.86596067602603, 2.0603821975679586, 2.2539461499393276, 2.445390190476, 2.6351424730731927, 2.823872665840028, 3.0117561448282486, 3.1991297387794524, 3.3850603934002255], "cte_mean": 2.344167294546948, "off_track_pct": 100.0, "safety": 0.0, "events": 1, "osc_10": 0.0, "osc_20": 0.0, "osc_30": 0.0, "peak_cte_after_m": 3.3850603934002255, "unsafe_lat": 0.0, "unsafe_rate": 1.0, "unsafe_travel": 0.0, "unsafe_spin": 0.0, "unsafe_off": 1.0, "cte_p50": 2.3509335129424658, "cte_p90": 3.180605624202897, "cte_p95": 3.2839832884240328, "cte_p99": 3.364862108583644, "recovered": false, "recovery_s": null}
|
| 8 |
+
{"key": "e018c5b3ab5e0ddc40fee9f7ac6b35cb67c9640d49b3f97e3712cb26f7d9c23d", "kart_name": "kart1", "condition": "nominal", "scenario": {"type": "clip", "clip_id": "20260520_223739_00129"}, "status": "failed", "cause": "spin", "context_valid": true, "laps_completed": 0, "laps_attempted": 0, "wall_s": 15.26364919100888, "sim_s": 11.7335, "t_end": 11.7335, "handoff_t": 11.0, "auto_s": 0.7260000000000275, "cte_samples": [0.3979802680278227, 0.38594744154699134, 0.3672879836100309, 0.34781931877966743, 0.3269124976797715, 0.3049258533083604, 0.28317566133398164, 0.2605867919996419, 0.23722388392164162, 0.21404468873732144, 0.1919720697143018, 0.17145970601809338, 0.15211967578686106, 0.13380278815374225, 0.11673791201804622], "cte_mean": 0.24964326249828186, "off_track_pct": 29.545454545454547, "safety": 0.022727272727272728, "events": 2, "osc_10": 0.0, "osc_20": 0.0, "osc_30": 0.0, "peak_cte_after_m": 0.3979802680278227, "unsafe_lat": 0.36363636363636365, "unsafe_rate": 0.9090909090909091, "unsafe_travel": 0.0, "unsafe_spin": 0.022727272727272728, "unsafe_off": 0.29545454545454547, "cte_p50": 0.24878799731208373, "cte_p90": 0.37160429793674454, "cte_p95": 0.3850021460566967, "cte_p99": 0.39542248232608856, "recovered": false, "recovery_s": null}
|
| 9 |
+
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|
| 10 |
+
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|
| 11 |
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|
| 12 |
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| 13 |
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| 14 |
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|
| 15 |
+
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results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/done.txt
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results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/episodes.json
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{"white_mps": 0.03, "scale_error": 0.01, "rate_hz": 100.0}, "steer_encoder": {"enabled": false, "resolution_deg": 0.35, "white_deg": 0.2, "rate_hz": 50.0}}, "system_frequency": 60}, "kart_name": "kart2", "condition": "nominal", "recipe": {"name": "idea-ilqr-v2", "source": {"repo": "AutonomousKart", "ref": "worktree:/Users/shay/PycharmProjects/AK-ideas/ilqr-v2", "tree": "c3f99b6d2869a750f7589ed9c4555a6ed443b5c9bf7dd808656e94724412ccee"}, "params": {"pathfinder_node": {"planner": "ilqr", "mpc.num_samples": 4096, "mpc.adaptive_gain.enabled": true}}, "sim": {}, "notes": "iLQR + online gain, solving from the published command after the steering dead time, startup gain 0.52 until converged"}, "scenario": {"type": "clip", "clip_id": "20260520_000232_00015"}, "seed": 3467601907, "tier": "smoke", "engine_version": "be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da"}}, {"key": "6c9216b91af395e3d29720be249829b2fb2fcfc526ed16a8967c3b9cafedd923", "resolved": {"kart": {"name": "kart1", "chrono_dir": "chrono/kart", "tyres": {"grip": 1.0}, "frame": {"torsion_scale": 1.0}, "steering_motor": {"rate_dps": 70.0, "travel_deg": 70.0, "step_deg": 0.9, "slop_deg": 5.0, "center_offset_deg": 0.4, "position_uncertainty_deg": 1.0}, "actuator": {"latency_ms": 240.0, "drive_tau_s": 0.41, "steer_latency_ms": 60.0}, "sensors": {"gps": {"enabled": true, "fix_chain": "measured", "fixed_gm_sigma_m": 0.006, "fixed_gm_tau_s": 7.0, "fixed_white_m": 0.002, "error_scale": 1.0, "latency_ms": 60.0, "rate_hz": 20.0, "float_dwell_scale": 1.0, "outages": false, "wrong_fix": false, "heading_source": "vtg"}, "imu": {"enabled": true, "vibration_scale": 0.3, "dlpf_hz": 0}, "wheel": {"white_mps": 0.03, "scale_error": 0.01, "rate_hz": 100.0}, "steer_encoder": {"enabled": false, "resolution_deg": 0.35, "white_deg": 0.2, "rate_hz": 50.0}}, "system_frequency": 60}, "kart_name": "kart1", "condition": "nominal", "recipe": {"name": "idea-ilqr-v2", "source": {"repo": "AutonomousKart", "ref": 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"steer_latency_ms": 60.0}, "sensors": {"gps": {"enabled": true, "fix_chain": "measured", "fixed_gm_sigma_m": 0.006, "fixed_gm_tau_s": 7.0, "fixed_white_m": 0.002, "error_scale": 1.0, "latency_ms": 60.0, "rate_hz": 20.0, "float_dwell_scale": 1.0, "outages": false, "wrong_fix": false, "heading_source": "vtg"}, "imu": {"enabled": true, "vibration_scale": 0.3, "dlpf_hz": 0}, "wheel": {"white_mps": 0.03, "scale_error": 0.01, "rate_hz": 100.0}, "steer_encoder": {"enabled": false, "resolution_deg": 0.35, "white_deg": 0.2, "rate_hz": 50.0}}, "system_frequency": 60}, "kart_name": "kart3", "condition": "nominal", "recipe": {"name": "idea-ilqr-v2", "source": {"repo": "AutonomousKart", "ref": "worktree:/Users/shay/PycharmProjects/AK-ideas/ilqr-v2", "tree": "c3f99b6d2869a750f7589ed9c4555a6ed443b5c9bf7dd808656e94724412ccee"}, "params": {"pathfinder_node": {"planner": "ilqr", "mpc.num_samples": 4096, "mpc.adaptive_gain.enabled": true}}, "sim": {}, "notes": "iLQR + online gain, solving from the published command after the steering dead time, startup gain 0.52 until converged"}, "scenario": {"type": "clip", "clip_id": "20260520_000232_00015"}, "seed": 1434202505, "tier": "smoke", "engine_version": "be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da"}}, {"key": "390a929673e19de79258a8b78c2a211617db9192fb1b8345efcd0bd9d59646d1", "resolved": {"kart": {"name": "kart2", "chrono_dir": "chrono/kart2", "tyres": {"grip": 1.0}, "frame": {"torsion_scale": 1.0}, "steering_motor": {"rate_dps": 70.0, "travel_deg": 70.0, "step_deg": 0.9, "slop_deg": 5.0, "center_offset_deg": 0.4, "position_uncertainty_deg": 1.0}, "actuator": {"latency_ms": 240.0, "drive_tau_s": 0.41, "steer_latency_ms": 60.0}, "sensors": {"gps": {"enabled": true, "fix_chain": "measured", "fixed_gm_sigma_m": 0.006, "fixed_gm_tau_s": 7.0, "fixed_white_m": 0.002, "error_scale": 1.0, "latency_ms": 60.0, "rate_hz": 20.0, "float_dwell_scale": 1.0, "outages": false, "wrong_fix": false, "heading_source": "vtg"}, "imu": {"enabled": true, "vibration_scale": 0.3, "dlpf_hz": 0}, "wheel": {"white_mps": 0.03, "scale_error": 0.01, "rate_hz": 100.0}, "steer_encoder": {"enabled": false, "resolution_deg": 0.35, "white_deg": 0.2, "rate_hz": 50.0}}, "system_frequency": 60}, "kart_name": "kart2", "condition": "nominal", "recipe": {"name": "idea-ilqr-v2", "source": {"repo": "AutonomousKart", "ref": "worktree:/Users/shay/PycharmProjects/AK-ideas/ilqr-v2", "tree": "c3f99b6d2869a750f7589ed9c4555a6ed443b5c9bf7dd808656e94724412ccee"}, "params": {"pathfinder_node": {"planner": "ilqr", "mpc.num_samples": 4096, "mpc.adaptive_gain.enabled": true}}, "sim": {}, "notes": "iLQR + online gain, solving from the published command after the steering dead time, startup gain 0.52 until converged"}, "scenario": {"type": "clip", "clip_id": "20260520_223739_00263"}, "seed": 3775292264, "tier": "smoke", "engine_version": "be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da"}}, {"key": "42f3d480eca831787bcc05b4d6c93b847ec3cbba500aa6b7c508158d75d8790a", "resolved": {"kart": {"name": "kart1", "chrono_dir": "chrono/kart", "tyres": {"grip": 1.0}, "frame": {"torsion_scale": 1.0}, "steering_motor": {"rate_dps": 70.0, "travel_deg": 70.0, "step_deg": 0.9, "slop_deg": 5.0, "center_offset_deg": 0.4, "position_uncertainty_deg": 1.0}, "actuator": {"latency_ms": 240.0, "drive_tau_s": 0.41, "steer_latency_ms": 60.0}, "sensors": {"gps": {"enabled": true, "fix_chain": "measured", "fixed_gm_sigma_m": 0.006, "fixed_gm_tau_s": 7.0, "fixed_white_m": 0.002, "error_scale": 1.0, "latency_ms": 60.0, "rate_hz": 20.0, "float_dwell_scale": 1.0, "outages": false, "wrong_fix": false, "heading_source": "vtg"}, "imu": {"enabled": true, "vibration_scale": 0.3, "dlpf_hz": 0}, "wheel": {"white_mps": 0.03, "scale_error": 0.01, "rate_hz": 100.0}, "steer_encoder": {"enabled": false, "resolution_deg": 0.35, "white_deg": 0.2, "rate_hz": 50.0}}, "system_frequency": 60}, "kart_name": "kart1", "condition": "nominal", "recipe": {"name": "idea-ilqr-v2", "source": {"repo": "AutonomousKart", "ref": "worktree:/Users/shay/PycharmProjects/AK-ideas/ilqr-v2", "tree": "c3f99b6d2869a750f7589ed9c4555a6ed443b5c9bf7dd808656e94724412ccee"}, "params": {"pathfinder_node": {"planner": "ilqr", "mpc.num_samples": 4096, "mpc.adaptive_gain.enabled": true}}, "sim": {}, "notes": "iLQR + online gain, solving from the published command after the steering dead time, startup gain 0.52 until converged"}, "scenario": {"type": "clip", "clip_id": "20260520_223739_00263"}, "seed": 1416345111, "tier": "smoke", "engine_version": "be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da"}}, {"key": "6897678320177b3fe35bfd960f2cf734f6ca2e03ee1a6e9f243039c88d0d62d8", "resolved": {"kart": {"name": "kart3", "chrono_dir": "chrono/kart3", "tyres": {"grip": 1.0}, "frame": {"torsion_scale": 1.0}, "steering_motor": {"rate_dps": 71.0, "travel_deg": 70.0, "step_deg": 0.9, "slop_deg": 6.5, "center_offset_deg": 0.4, "position_uncertainty_deg": 1.0}, "actuator": {"latency_ms": 240.0, "drive_tau_s": 0.41, "steer_latency_ms": 60.0}, "sensors": {"gps": {"enabled": true, "fix_chain": "measured", "fixed_gm_sigma_m": 0.006, "fixed_gm_tau_s": 7.0, "fixed_white_m": 0.002, "error_scale": 1.0, "latency_ms": 60.0, "rate_hz": 20.0, "float_dwell_scale": 1.0, "outages": false, "wrong_fix": false, "heading_source": "vtg"}, "imu": {"enabled": true, "vibration_scale": 0.3, "dlpf_hz": 0}, "wheel": {"white_mps": 0.03, "scale_error": 0.01, "rate_hz": 100.0}, "steer_encoder": {"enabled": false, "resolution_deg": 0.35, "white_deg": 0.2, "rate_hz": 50.0}}, "system_frequency": 60}, "kart_name": "kart3", "condition": "nominal", "recipe": {"name": "idea-ilqr-v2", "source": {"repo": "AutonomousKart", "ref": "worktree:/Users/shay/PycharmProjects/AK-ideas/ilqr-v2", "tree": "c3f99b6d2869a750f7589ed9c4555a6ed443b5c9bf7dd808656e94724412ccee"}, "params": {"pathfinder_node": {"planner": "ilqr", "mpc.num_samples": 4096, "mpc.adaptive_gain.enabled": true}}, "sim": {}, "notes": "iLQR + online gain, solving from the published command after the steering dead time, startup gain 0.52 until converged"}, "scenario": {"type": "clip", "clip_id": "20260520_223739_00263"}, "seed": 130671560, "tier": "smoke", "engine_version": "be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da"}}]
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results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/gautschi_launch.py
ADDED
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""Runs on a Gautschi node (stdlib only): episodes from a queue in parallel workers, one contained Apptainer per episode."""
|
| 2 |
+
import argparse
|
| 3 |
+
import json
|
| 4 |
+
import os
|
| 5 |
+
import queue
|
| 6 |
+
import shutil
|
| 7 |
+
import subprocess
|
| 8 |
+
import threading
|
| 9 |
+
import time
|
| 10 |
+
|
| 11 |
+
RUN = ("source /opt/ros/humble/setup.bash && source /ws/install/setup.bash"
|
| 12 |
+
" && python3 -m simnode.batch /batch.json /out")
|
| 13 |
+
CUDA_LIB = "/ws/mpc_cuda/libmpc_cuda.so" # built per stack by runner/gautschi.build_stack for gautschi-gpu
|
| 14 |
+
SAMPLE_S = 15
|
| 15 |
+
STAGGER_S = 0.25 # between worker starts: the dev job's one error was a stack starved in the 96-way start burst
|
| 16 |
+
EPISODE_TIMEOUT_S = 1200 # about 4x the slowest lap; a killed episode has no outcome and is retried by the host
|
| 17 |
+
|
| 18 |
+
|
| 19 |
+
def worker_cmd(i, work, out, ep, sif, engine, stack, gpu=None):
|
| 20 |
+
"""Private /tmp, HOME, /dev/shm, IPC, PIDs and loopback per episode, plus a distinct ROS_DOMAIN_ID per worker;
|
| 21 |
+
gpu (a host CUDA device) adds the driver and the stack's CUDA MPC kernel."""
|
| 22 |
+
cuda = ["--nv", "--env", f"CUDA_VISIBLE_DEVICES={gpu}", "--env", f"MPC_CUDA_LIB={CUDA_LIB}"] if gpu is not None else []
|
| 23 |
+
return ["apptainer", "exec", *cuda, "--contain", "--cleanenv", "--ipc", "--pid", "--net", "--network", "none", "--workdir", work,
|
| 24 |
+
"--env", f"ROS_DOMAIN_ID={i + 1}", "--env", "ROS_HOME=/tmp/ros", "--env", "TMPDIR=/tmp",
|
| 25 |
+
"--bind", f"{engine}:/opt/sim:ro", "--bind", f"{stack}:/ws:ro", "--bind", f"{out}:/out",
|
| 26 |
+
"--bind", f"{ep}:/batch.json:ro", sif, "bash", "-lc", RUN]
|
| 27 |
+
|
| 28 |
+
|
| 29 |
+
def parse_smi(text):
|
| 30 |
+
"""nvidia-smi 'utilization.gpu, memory.used' csv rows to per-GPU lists."""
|
| 31 |
+
rows = [[int(v) for v in ln.split(",")] for ln in text.strip().splitlines() if ln.strip()]
|
| 32 |
+
return {"gpu_util": [r[0] for r in rows], "gpu_mem_mib": [r[1] for r in rows]}
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
def _solver(logdir):
|
| 36 |
+
"""pathfinder's 'MPC solver: ...' and CUDA fallback lines from the episode's ROS logs."""
|
| 37 |
+
lines = []
|
| 38 |
+
for dp, _, fns in os.walk(logdir):
|
| 39 |
+
for fn in fns:
|
| 40 |
+
try:
|
| 41 |
+
with open(os.path.join(dp, fn), errors="replace") as f:
|
| 42 |
+
lines += [ln.strip() for ln in f if "MPC solver:" in ln or "CUDA MPC unavailable" in ln]
|
| 43 |
+
except OSError:
|
| 44 |
+
pass
|
| 45 |
+
return "\n".join(dict.fromkeys(lines))
|
| 46 |
+
|
| 47 |
+
|
| 48 |
+
def main(argv=None):
|
| 49 |
+
p = argparse.ArgumentParser()
|
| 50 |
+
for a in ("episodes", "out", "sif", "engine", "stack", "work", "timeline", "done"):
|
| 51 |
+
p.add_argument("--" + a, required=True)
|
| 52 |
+
p.add_argument("--workers", type=int, required=True)
|
| 53 |
+
p.add_argument("--gpus", type=int, default=0)
|
| 54 |
+
a = p.parse_args(argv)
|
| 55 |
+
with open(a.episodes) as f:
|
| 56 |
+
q = queue.Queue()
|
| 57 |
+
for e in json.load(f): # the host already ordered them, longest first
|
| 58 |
+
q.put(e)
|
| 59 |
+
os.makedirs(a.out, exist_ok=True)
|
| 60 |
+
lock, t0 = threading.Lock(), time.time()
|
| 61 |
+
devs = [d for d in os.environ.get("CUDA_VISIBLE_DEVICES", "").split(",") if d][:a.gpus] or [str(n) for n in range(a.gpus)]
|
| 62 |
+
|
| 63 |
+
def log(**ev):
|
| 64 |
+
with lock, open(a.timeline, "a") as f:
|
| 65 |
+
f.write(json.dumps(dict(ev, t=round(time.time() - t0, 3))) + "\n")
|
| 66 |
+
|
| 67 |
+
def worker(i):
|
| 68 |
+
time.sleep(i * STAGGER_S)
|
| 69 |
+
while True:
|
| 70 |
+
try:
|
| 71 |
+
e = q.get_nowait()
|
| 72 |
+
except queue.Empty:
|
| 73 |
+
return
|
| 74 |
+
key, work = e["key"], os.path.join(a.work, e["key"])
|
| 75 |
+
stage, ep = os.path.join(work, "stage"), os.path.join(work, "ep.json")
|
| 76 |
+
os.makedirs(stage)
|
| 77 |
+
with open(ep, "w") as f:
|
| 78 |
+
json.dump([e], f)
|
| 79 |
+
log(ev="start", key=key, worker=i)
|
| 80 |
+
gpu = devs[i % len(devs)] if devs and e["resolved"].get("recipe", {}).get("sim", {}).get("cuda") else None
|
| 81 |
+
limit = EPISODE_TIMEOUT_S * max(1, e["resolved"]["scenario"].get("laps", 1)) # per lap: 5-lap episodes run 5x longer
|
| 82 |
+
try:
|
| 83 |
+
rc = subprocess.run(worker_cmd(i, work, stage, ep, a.sif, a.engine, a.stack, gpu), stdout=subprocess.DEVNULL,
|
| 84 |
+
stderr=subprocess.DEVNULL, timeout=limit).returncode
|
| 85 |
+
except subprocess.TimeoutExpired:
|
| 86 |
+
rc = "timeout"
|
| 87 |
+
solver = _solver(os.path.join(work, "tmp", "ros", "log"))
|
| 88 |
+
if solver and os.path.isdir(os.path.join(stage, key)):
|
| 89 |
+
with open(os.path.join(stage, key, "solver.txt"), "w") as f:
|
| 90 |
+
f.write(solver + "\n")
|
| 91 |
+
if os.path.exists(os.path.join(stage, key, "outcome.json")):
|
| 92 |
+
tmp, dst = os.path.join(a.out, ".tmp-" + key), os.path.join(a.out, key)
|
| 93 |
+
shutil.rmtree(tmp, ignore_errors=True)
|
| 94 |
+
shutil.copytree(os.path.join(stage, key), tmp)
|
| 95 |
+
shutil.rmtree(dst, ignore_errors=True)
|
| 96 |
+
os.rename(tmp, dst) # the host's rsync sees a key only once its directory is complete
|
| 97 |
+
with lock, open(a.done, "a") as f:
|
| 98 |
+
f.write(key + "\n")
|
| 99 |
+
shutil.rmtree(work, ignore_errors=True)
|
| 100 |
+
log(ev="end", key=key, worker=i, rc=rc, gpu=gpu,
|
| 101 |
+
solver=solver.split("MPC solver: ")[-1] if "MPC solver: " in solver else solver or None)
|
| 102 |
+
|
| 103 |
+
def sampler(stop):
|
| 104 |
+
"""Job CPU use from its cgroup, as busy cores, every SAMPLE_S."""
|
| 105 |
+
try:
|
| 106 |
+
with open("/proc/self/cgroup") as f:
|
| 107 |
+
path = "/sys/fs/cgroup" + f.read().strip().split(":")[-1] + "/cpu.stat"
|
| 108 |
+
prev = None
|
| 109 |
+
while not stop.wait(SAMPLE_S if prev else 0):
|
| 110 |
+
with open(path) as f:
|
| 111 |
+
use = next(int(ln.split()[1]) for ln in f if ln.startswith("usage_usec"))
|
| 112 |
+
now = time.time()
|
| 113 |
+
if prev:
|
| 114 |
+
log(ev="cpu", busy_cores=round((use - prev[0]) / 1e6 / (now - prev[1]), 2))
|
| 115 |
+
prev = (use, now)
|
| 116 |
+
except (OSError, StopIteration, ValueError):
|
| 117 |
+
pass
|
| 118 |
+
|
| 119 |
+
def gpu_sampler(stop):
|
| 120 |
+
"""GPU utilisation and memory of the job's GPUs, every SAMPLE_S."""
|
| 121 |
+
while not stop.wait(SAMPLE_S):
|
| 122 |
+
try:
|
| 123 |
+
p = subprocess.Popen(["nvidia-smi", "--query-gpu=utilization.gpu,memory.used", "--format=csv,noheader,nounits"],
|
| 124 |
+
stdout=subprocess.PIPE, stderr=subprocess.DEVNULL, text=True)
|
| 125 |
+
log(ev="gpu", **parse_smi(p.communicate(timeout=30)[0]))
|
| 126 |
+
except Exception: # no driver or a hung query: skip this sample
|
| 127 |
+
pass
|
| 128 |
+
|
| 129 |
+
cores = len(os.sched_getaffinity(0)) if hasattr(os, "sched_getaffinity") else os.cpu_count()
|
| 130 |
+
log(ev="launch", workers=a.workers, cores=cores)
|
| 131 |
+
stop = threading.Event()
|
| 132 |
+
threads = [threading.Thread(target=worker, args=(i,)) for i in range(a.workers)]
|
| 133 |
+
samplers = [sampler] + ([gpu_sampler] if a.gpus else [])
|
| 134 |
+
for t in threads + [threading.Thread(target=f, args=(stop,), daemon=True) for f in samplers]:
|
| 135 |
+
t.start()
|
| 136 |
+
for t in threads:
|
| 137 |
+
t.join()
|
| 138 |
+
stop.set()
|
| 139 |
+
log(ev="done")
|
| 140 |
+
|
| 141 |
+
|
| 142 |
+
if __name__ == "__main__":
|
| 143 |
+
main()
|
results/jobs/20261007-224425-idea-ilqr-v2/gautschi/0/sbatch.sh
ADDED
|
@@ -0,0 +1,5 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
#!/bin/bash
|
| 2 |
+
#SBATCH -p highmem -A lilly-rob1 -N 1 -n 1 -c 96 --time 34 -J AutoSim-smoke --comment 20261007-224425-idea-ilqr-v2 -o AutoSim/jobs/20261007-224425-idea-ilqr-v2/0/slurm-%j.out
|
| 3 |
+
W=/dev/shm/AutoSim-$SLURM_JOB_ID
|
| 4 |
+
trap 'rm -rf "$W"' EXIT
|
| 5 |
+
python3 $HOME/AutoSim/jobs/20261007-224425-idea-ilqr-v2/0/gautschi_launch.py --episodes $HOME/AutoSim/jobs/20261007-224425-idea-ilqr-v2/0/episodes.json --out /scratch/gautschi/manors/AutoSim/out/20261007-224425-idea-ilqr-v2 --sif $HOME/AutoSim/images/AutoSim-99d206f40cb1.sif --engine $HOME/AutoSim/engine/be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da --stack $HOME/AutoSim/stacks/c3f99b6d2869a750f7589ed9c4555a6ed443b5c9bf7dd808656e94724412ccee --workers 15 --work $W --timeline $HOME/AutoSim/jobs/20261007-224425-idea-ilqr-v2/0/timeline.jsonl --done $HOME/AutoSim/jobs/20261007-224425-idea-ilqr-v2/0/done.txt
|
results/jobs/20261007-224425-idea-ilqr-v2/job.json
ADDED
|
@@ -0,0 +1,38 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"id": "20261007-224425-idea-ilqr-v2",
|
| 3 |
+
"tier": "smoke",
|
| 4 |
+
"tier_version": 2,
|
| 5 |
+
"recipe": {
|
| 6 |
+
"name": "idea-ilqr-v2",
|
| 7 |
+
"source": {
|
| 8 |
+
"repo": "AutonomousKart",
|
| 9 |
+
"ref": "worktree:ilqr-v2"
|
| 10 |
+
},
|
| 11 |
+
"params": {
|
| 12 |
+
"pathfinder_node": {
|
| 13 |
+
"planner": "ilqr",
|
| 14 |
+
"mpc.num_samples": 4096,
|
| 15 |
+
"mpc.adaptive_gain.enabled": true
|
| 16 |
+
}
|
| 17 |
+
},
|
| 18 |
+
"sim": {},
|
| 19 |
+
"notes": "iLQR + online gain, solving from the published command after the steering dead time, startup gain 0.52 until converged"
|
| 20 |
+
},
|
| 21 |
+
"user": "shay",
|
| 22 |
+
"notes": "ilqr-v2 smoke",
|
| 23 |
+
"where": "gautschi",
|
| 24 |
+
"status": "done",
|
| 25 |
+
"submitted_at": "2026-10-08T02:44:25.345+00:00",
|
| 26 |
+
"started_at": "2026-10-08T02:44:25.346+00:00",
|
| 27 |
+
"finished_at": "2026-10-08T03:14:06.829+00:00",
|
| 28 |
+
"total": 15,
|
| 29 |
+
"done": 15,
|
| 30 |
+
"errors": 0,
|
| 31 |
+
"build_log": null,
|
| 32 |
+
"workers": 15,
|
| 33 |
+
"slurm_id": "16902821",
|
| 34 |
+
"slurm_ids": [
|
| 35 |
+
"16902821"
|
| 36 |
+
],
|
| 37 |
+
"engine_version": "be3a83ec7f350cf7c523972ece5ea063244136dce62dd01d90506123a77bc0da"
|
| 38 |
+
}
|
results/jobs/20261007-224425-idea-ilqr-v2/logs/shard-0000.jsonl.gz
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:9f2d67cba52617f6810f65bc9670f100f5f127095553123644c409cc8ca3d5de
|
| 3 |
+
size 6644233
|
results/jobs/20261007-224425-idea-ilqr-v2/summary.json
ADDED
|
@@ -0,0 +1,156 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"cte_p50": {
|
| 3 |
+
"value": 0.1905078116126248,
|
| 4 |
+
"worst_kart": null,
|
| 5 |
+
"per_kart": {
|
| 6 |
+
"kart1": 0.25191118796663275,
|
| 7 |
+
"kart2": 0.1231028831056809,
|
| 8 |
+
"kart3": 0.1778358947344421
|
| 9 |
+
}
|
| 10 |
+
},
|
| 11 |
+
"cte_p90": {
|
| 12 |
+
"value": 1.3051965690429366,
|
| 13 |
+
"worst_kart": null,
|
| 14 |
+
"per_kart": {
|
| 15 |
+
"kart1": 1.464873979663861,
|
| 16 |
+
"kart2": 1.050069546043327,
|
| 17 |
+
"kart3": 1.3978294974293477
|
| 18 |
+
}
|
| 19 |
+
},
|
| 20 |
+
"cte_p99": {
|
| 21 |
+
"value": 2.3963854633317596,
|
| 22 |
+
"worst_kart": null,
|
| 23 |
+
"per_kart": {
|
| 24 |
+
"kart1": 2.4109797114264957,
|
| 25 |
+
"kart2": 2.282079984806286,
|
| 26 |
+
"kart3": 2.3133564863348095
|
| 27 |
+
}
|
| 28 |
+
},
|
| 29 |
+
"recovery_rate": {
|
| 30 |
+
"value": 0.45454545454545453,
|
| 31 |
+
"worst_kart": null,
|
| 32 |
+
"per_kart": {
|
| 33 |
+
"kart1": 0.5,
|
| 34 |
+
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| 35 |
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| 36 |
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| 37 |
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| 38 |
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| 39 |
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| 40 |
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| 41 |
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| 55 |
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| 56 |
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| 57 |
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| 64 |
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| 66 |
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| 90 |
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| 91 |
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|
| 93 |
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| 105 |
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| 108 |
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| 109 |
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| 111 |
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| 112 |
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| 113 |
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| 114 |
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| 116 |
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| 118 |
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| 120 |
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| 121 |
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| 122 |
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| 123 |
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| 125 |
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| 127 |
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| 129 |
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| 130 |
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| 131 |
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| 132 |
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| 133 |
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| 134 |
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| 135 |
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| 136 |
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| 137 |
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| 138 |
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| 139 |
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| 140 |
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| 141 |
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| 142 |
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|
| 143 |
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| 144 |
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| 145 |
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| 146 |
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| 147 |
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| 148 |
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| 149 |
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| 150 |
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| 151 |
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| 152 |
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| 153 |
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| 154 |
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| 155 |
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| 156 |
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results/leaderboard/2__225628db320e.json
CHANGED
|
@@ -44,5 +44,51 @@
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|
| 44 |
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| 45 |
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| 46 |
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|
| 47 |
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|
| 48 |
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|
|
|
|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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},
|
| 48 |
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{
|
| 49 |
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"job_id": "20261007-220804-idea-speed-profile",
|
| 50 |
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|
| 51 |
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|
| 52 |
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|
| 53 |
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| 54 |
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| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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| 60 |
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| 61 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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| 67 |
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| 70 |
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|
| 72 |
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|
| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 79 |
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| 86 |
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|
| 91 |
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| 92 |
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|
| 93 |
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| 94 |
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|
results/leaderboard/2__4745c5c94c93.json
CHANGED
|
@@ -44,5 +44,51 @@
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|
| 44 |
"n": 558,
|
| 45 |
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|
| 46 |
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|
| 47 |
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|
| 48 |
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|
|
|
| 44 |
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|
| 45 |
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|
| 46 |
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|
| 47 |
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},
|
| 48 |
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{
|
| 49 |
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"job_id": "20261007-223439-idea-traction-control-cpu",
|
| 50 |
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"recipe": "idea-traction-control-cpu",
|
| 51 |
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"notes": "traction-control-cpu dev",
|
| 52 |
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|
| 53 |
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|
| 54 |
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|
| 55 |
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| 56 |
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| 57 |
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| 58 |
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| 59 |
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| 60 |
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| 61 |
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| 62 |
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| 63 |
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| 64 |
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| 65 |
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| 66 |
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| 67 |
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| 68 |
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| 69 |
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|
| 70 |
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| 71 |
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|
| 72 |
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|
| 73 |
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| 74 |
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| 75 |
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| 76 |
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| 77 |
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| 78 |
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| 84 |
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| 86 |
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| 87 |
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| 90 |
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|
| 91 |
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| 92 |
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|
| 93 |
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|
| 94 |
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|
results/leaderboard/smoke-2__be3a83ec7f35.json
ADDED
|
@@ -0,0 +1,48 @@
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|
|
|
|
|
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|
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|
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|
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|
|
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|
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|
|
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|
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|
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|
|
| 1 |
+
[
|
| 2 |
+
{
|
| 3 |
+
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|
| 4 |
+
"recipe": "idea-ilqr-v2",
|
| 5 |
+
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|
| 6 |
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"user": "shay",
|
| 7 |
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|
| 8 |
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|
| 9 |
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|
| 10 |
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| 11 |
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|
| 12 |
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|
| 13 |
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| 14 |
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| 15 |
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| 16 |
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| 17 |
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| 18 |
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| 19 |
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| 20 |
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| 21 |
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| 22 |
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| 23 |
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| 24 |
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| 25 |
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|
| 26 |
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|
| 27 |
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| 28 |
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| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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| 34 |
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| 35 |
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| 37 |
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|
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|
| 45 |
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| 46 |
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|
| 47 |
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|
| 48 |
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