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Android / SM8650 (Snapdragon 8 Gen 3): htp-whole meets the frame budget but fails verify_parity (6 slices) #18

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@spaceynyc

Since nothing QNN had run on a Snapdragon when OrtProfile was written, here are parity results from an SM8650 (Snapdragon 8 Gen 3, HTP v75) with the stock processors. Related: #17 / #16, which cover SM8750 only.

Short version: htp-whole is fast enough (32.8 ms mean, 0 frames over 50 ms in 10 minutes) but fails verify_parity on 6 slices. htp (NPU + GPU) is about 115 ms. On this chip, neither stock processor is usable today.

Setup

Host Lenovo Legion Tab Gen 3 (2025), Snapdragon 8 Gen 3 (SM8650), 12 GB
Jetlink app 0.8.7 (release APK)
Server (from hello) ort 1.29.0 on htp-whole-SM8650
comma comma 4, AGNOS 19.8.1, StarPilot with vendored jetlink at d24328d
Link USB-C to USB-C, comma UDC super-speed. The tablet has one USB 3.2 port and one USB 2.0 port; the USB 2.0 port links at high-speed.
Model 404a18cfd86d29637d20c697dfde245bb47c666ae016730ab674c65f4d1e1aa4, 766354845 bytes, checkpoint b9facbcc-4d47-410e-b3ce-dfcbad12ba92/56320/f78ed37d-afad-4dbc-8050-40ea885eedde/12864

Benchmarks (in-app, 10 minutes)

Processor Frames Mean p99 Max Over 35 ms Over 50 ms Thermal
htp (NPU + GPU) 5198 115.2 ms 122.7 ms 127.0 ms 5198 5198 serious → serious
htp-whole (NPU) 12001 32.8 ms 34.2 ms 36.3 ms 12 0 nominal → serious at ~380 s, no change in frame time

For htp, the accelerator accounts for nearly all of the frame time (accelerator mean 114.5 ms, queues 0.4 ms). That run started already thermally serious, so it is somewhat pessimistic. It is still more than 2x over budget.

Parity: htp-whole

scripts/verify_parity.py at d24328d, default --n 32 --seed 0:

  1. capture --ffs on the comma, with openpilot stopped so jetlinkd released the gadget. All 32 frames returned 18452 finite values.
  2. reference --onnx on the same ONNX (sha256 matches) with onnxruntime 1.31.0 CPU, Windows x86-64.
  3. compare: FAIL.
pooled over 32 frames, per slice and per column:
    action                   corr 0.999829  by error, max abs 0.1582 <= 0.5352      max abs   0.1582  mean abs 0.02413
    desire_pred              corr 0.999692  (compared whole)                        max abs   0.2578  mean abs 0.07463
    desire_state             corr 0.999632  by error, max abs 1.391 <= 2.756        max abs   1.3906  mean abs 0.28295
    hidden_state             corr 0.999663  (compared whole)                        max abs   0.8594  mean abs 0.03253
    lane_lines               corr 0.999591  worst col 0.998911 mu[1]                    cols: mu[1] 0.998911  max abs   0.6445  mean abs 0.03293   <-- FAIL
    lane_lines_prob          corr 0.999274  by error, max abs 0.3633 <= 0.7691      max abs   0.3633  mean abs 0.10911
    lead                     corr 0.999832  worst col 0.998609 mu[2]    (4 by error)    cols: mu[2] 0.998609  max abs   8.8750  mean abs 0.22762   <-- FAIL
    lead_prob                corr 0.995908  by error, max abs 0.4199 <= 0.5047      max abs   0.4199  mean abs 0.12956
    meta                     corr 0.998456  (compared whole)                        max abs   0.4443  mean abs 0.12738   <-- FAIL
    pad                      corr 1.000000  by error, max abs 0 <= 0                max abs   0.0000  mean abs 0.00000
    plan                     corr 0.999782  worst col 0.998334 std[5]   (11 by error)   cols: std[5] 0.998334, std[6] 0.998372, std[8] 0.998817, std[12] 0.998622, std[13] 0.998600  max abs   4.2500  mean abs 0.04139   <-- FAIL
    pose                     corr 0.999812  no column correlated        (12 by error)   cols: mu[1] by error, max abs 0.004059 > 0.003333  max abs   0.3828  mean abs 0.03753   <-- FAIL
    road_edges               corr 0.999516  worst col 0.998731 mu[1]                    cols: mu[1] 0.998731  max abs   0.7344  mean abs 0.05318   <-- FAIL
    road_transform           corr 0.999990  no column correlated        (12 by error)   max abs   0.0898  mean abs 0.01746
    wide_from_device_euler   corr 0.999972  no column correlated        (6 by error)    max abs   0.0762  mean abs 0.01479

FAIL: 6 slice(s) below corr 0.999 or past their error bound, whole or in a column: meta 0.997357 on one frame, lane_lines 0.998604 on one frame, road_edges 0.998891 on one frame, lead pooled, plan pooled, pose pooled

Error does not accumulate through the recurrent state. Here is mean |link − ref| / mean |ref| per slice, by frame:

Frame hidden_state plan lead lane_lines meta action pose
0 0.0199 0.0090 0.0274 0.0156 0.0425 0.0022 0.0090
5 0.0249 0.0142 0.0434 0.0157 0.0488 0.0029 0.0125
10 0.0221 0.0134 0.0116 0.0158 0.0396 0.0047 0.0169
15 0.0276 0.0286 0.0260 0.0219 0.0459 0.0372 0.0173
20 0.0248 0.0120 0.0318 0.0156 0.0382 0.0103 0.0127
25 0.0272 0.0160 0.0210 0.0198 0.0333 0.0225 0.0102
31 0.0325 0.0314 0.0265 0.0312 0.0432 0.0395 0.0424

The error is about the same size on frame 0, right after the reset, as on frame 31. hidden_state is already about 2% off on frame 0. That reads as per-frame fp16 error on HTP throughout the graph, not only in the heads that headsInFP32 moves to fp32 (which the NPU runs in fp16 anyway, as OrtProfile.htpWhole notes). action passes; the failing slices are the vision heads, the plan's std columns, and pose.

One caveat: the reference used onnxruntime 1.31.0 on the CPU, while the server runs 1.29.0. I haven't measured the CPU-to-CPU noise floor between those two versions.

The full compare.log is below. I can share the captured out/ directory (inputs plus link and reference outputs, 17 MB) if that helps.

Questions

  1. Is the "range-safe NPU only" preparation from Android: opt-in causal NPU/GPU execution with generic QNN discovery #16 (33.8 ms on SM8750) expected to pass parity? Could it apply to HTP v75?
  2. Would a split that keeps the precision-sensitive part off the HTP be the right direction for SM8650? For example: the policy, or the heads, in fp32 on the CPU or GPU, with the trunk on HTP.

I'm happy to test builds or preparations on this tablet: benchmark, parity capture over --ffs, and the comma live bench.

Full compare.log

frame 0: corr 0.999807  max abs 1.5625
    action                   corr 0.999997  max abs   0.0117  mean abs 0.00463   (by error, pooled)
    desire_pred              corr 0.999484  max abs   0.1875  mean abs 0.09339
    desire_state             corr 0.998518  max abs   1.3906  mean abs 0.45166   (by error, pooled)
    hidden_state             corr 0.999811  max abs   0.3125  mean abs 0.02495
    lane_lines               corr 0.999865  max abs   0.0918  mean abs 0.02450
    lane_lines_prob          corr 0.999709  max abs   0.1445  mean abs 0.07352   (by error, pooled)
    lead                     corr 0.999986  max abs   1.5625  mean abs 0.17256
    lead_prob                corr 0.994808  max abs   0.2358  mean abs 0.18807   (by error, pooled)
    meta                     corr 0.998533  max abs   0.3301  mean abs 0.12621   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999982  max abs   0.1250  mean abs 0.02292
    pose                     corr 0.999980  max abs   0.0508  mean abs 0.01643   (by error, pooled)
    road_edges               corr 0.999743  max abs   0.1973  mean abs 0.04430
    road_transform           corr 0.999999  max abs   0.0469  mean abs 0.01941   (by error, pooled)
    wide_from_device_euler   corr 0.999999  max abs   0.0430  mean abs 0.01150   (by error, pooled)

frame 1: corr 0.999790  max abs 1.3750
    action                   corr 0.999999  max abs   0.0234  mean abs 0.01208   (by error, pooled)
    desire_pred              corr 0.999454  max abs   0.2266  mean abs 0.09628
    desire_state             corr 0.998741  max abs   1.3438  mean abs 0.45557   (by error, pooled)
    hidden_state             corr 0.999798  max abs   0.3125  mean abs 0.02420
    lane_lines               corr 0.999856  max abs   0.1074  mean abs 0.02286
    lane_lines_prob          corr 0.999905  max abs   0.0977  mean abs 0.05914   (by error, pooled)
    lead                     corr 0.999984  max abs   1.3750  mean abs 0.15827
    lead_prob                corr 0.996461  max abs   0.1978  mean abs 0.16447   (by error, pooled)
    meta                     corr 0.998793  max abs   0.3027  mean abs 0.11605   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999951  max abs   0.4063  mean abs 0.03202
    pose                     corr 0.999987  max abs   0.0625  mean abs 0.02182   (by error, pooled)
    road_edges               corr 0.999758  max abs   0.1953  mean abs 0.04051
    road_transform           corr 1.000000  max abs   0.0430  mean abs 0.01358   (by error, pooled)
    wide_from_device_euler   corr 0.999992  max abs   0.0391  mean abs 0.00978   (by error, pooled)

frame 2: corr 0.999724  max abs 1.6250
    action                   corr 0.999998  max abs   0.0391  mean abs 0.01902   (by error, pooled)
    desire_pred              corr 0.999403  max abs   0.2578  mean abs 0.10498
    desire_state             corr 0.998798  max abs   1.3828  mean abs 0.45557   (by error, pooled)
    hidden_state             corr 0.999752  max abs   0.4375  mean abs 0.02604
    lane_lines               corr 0.999844  max abs   0.1094  mean abs 0.02294
    lane_lines_prob          corr 0.999839  max abs   0.1758  mean abs 0.08576   (by error, pooled)
    lead                     corr 0.999988  max abs   1.6250  mean abs 0.17661
    lead_prob                corr 0.997530  max abs   0.1836  mean abs 0.14640   (by error, pooled)
    meta                     corr 0.998590  max abs   0.3652  mean abs 0.12332   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999838  max abs   0.9063  mean abs 0.04167
    pose                     corr 0.999971  max abs   0.0801  mean abs 0.03518   (by error, pooled)
    road_edges               corr 0.999799  max abs   0.1621  mean abs 0.03571
    road_transform           corr 0.999999  max abs   0.0352  mean abs 0.01164   (by error, pooled)
    wide_from_device_euler   corr 0.999980  max abs   0.0312  mean abs 0.01206   (by error, pooled)

frame 3: corr 0.999478  max abs 3.7188
    action                   corr 0.999981  max abs   0.0664  mean abs 0.03116   (by error, pooled)
    desire_pred              corr 0.999825  max abs   0.1523  mean abs 0.07584
    desire_state             corr 0.998920  max abs   1.3125  mean abs 0.37207   (by error, pooled)
    hidden_state             corr 0.999721  max abs   0.3477  mean abs 0.03063
    lane_lines               corr 0.999911  max abs   0.0625  mean abs 0.02082
    lane_lines_prob          corr 0.999039  max abs   0.2891  mean abs 0.10571   (by error, pooled)
    lead                     corr 0.999980  max abs   3.7188  mean abs 0.35846
    lead_prob                corr 0.997475  max abs   0.2744  mean abs 0.21785   (by error, pooled)
    meta                     corr 0.998958  max abs   0.3115  mean abs 0.09597   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999741  max abs   1.7500  mean abs 0.05742
    pose                     corr 0.999863  max abs   0.0967  mean abs 0.04519   (by error, pooled)
    road_edges               corr 0.999871  max abs   0.1211  mean abs 0.03435
    road_transform           corr 0.999998  max abs   0.0391  mean abs 0.01245   (by error, pooled)
    wide_from_device_euler   corr 0.999997  max abs   0.0312  mean abs 0.00718   (by error, pooled)

frame 4: corr 0.999304  max abs 4.8125
    action                   corr 0.999885  max abs   0.1172  mean abs 0.04885   (by error, pooled)
    desire_pred              corr 0.999845  max abs   0.1367  mean abs 0.06833
    desire_state             corr 0.999606  max abs   0.6641  mean abs 0.27158   (by error, pooled)
    hidden_state             corr 0.999587  max abs   0.7031  mean abs 0.04100
    lane_lines               corr 0.999528  max abs   0.3672  mean abs 0.03939
    lane_lines_prob          corr 0.999302  max abs   0.2227  mean abs 0.12020   (by error, pooled)
    lead                     corr 0.999985  max abs   4.8125  mean abs 0.44870
    lead_prob                corr 0.997381  max abs   0.2651  mean abs 0.23161   (by error, pooled)
    meta                     corr 0.998465  max abs   0.3613  mean abs 0.10691   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999582  max abs   2.6875  mean abs 0.05946
    pose                     corr 0.999659  max abs   0.1875  mean abs 0.05904   (by error, pooled)
    road_edges               corr 0.999556  max abs   0.3828  mean abs 0.05419
    road_transform           corr 0.999990  max abs   0.0586  mean abs 0.01609   (by error, pooled)
    wide_from_device_euler   corr 0.999995  max abs   0.0293  mean abs 0.00954   (by error, pooled)

frame 5: corr 0.999626  max abs 3.0625
    action                   corr 0.999995  max abs   0.0195  mean abs 0.00624   (by error, pooled)
    desire_pred              corr 0.999765  max abs   0.1270  mean abs 0.05799
    desire_state             corr 0.999664  max abs   0.4688  mean abs 0.20850   (by error, pooled)
    hidden_state             corr 0.999703  max abs   0.3125  mean abs 0.03254
    lane_lines               corr 0.999842  max abs   0.1543  mean abs 0.02600
    lane_lines_prob          corr 0.999836  max abs   0.1914  mean abs 0.11325   (by error, pooled)
    lead                     corr 0.999992  max abs   3.0625  mean abs 0.30574
    lead_prob                corr 0.998594  max abs   0.1943  mean abs 0.17969   (by error, pooled)
    meta                     corr 0.998828  max abs   0.3750  mean abs 0.14798   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999844  max abs   1.5938  mean abs 0.03376
    pose                     corr 0.999951  max abs   0.0625  mean abs 0.02352   (by error, pooled)
    road_edges               corr 0.999691  max abs   0.1914  mean abs 0.04245
    road_transform           corr 0.999996  max abs   0.0625  mean abs 0.02284   (by error, pooled)
    wide_from_device_euler   corr 0.999994  max abs   0.0508  mean abs 0.02138   (by error, pooled)

frame 6: corr 0.999532  max abs 8.8750
    action                   corr 0.999992  max abs   0.0723  mean abs 0.02897   (by error, pooled)
    desire_pred              corr 0.999479  max abs   0.2090  mean abs 0.09460
    desire_state             corr 0.999688  max abs   0.4121  mean abs 0.22192   (by error, pooled)
    hidden_state             corr 0.999669  max abs   0.6445  mean abs 0.03535
    lane_lines               corr 0.999768  max abs   0.1914  mean abs 0.03391
    lane_lines_prob          corr 0.999758  max abs   0.1805  mean abs 0.08341   (by error, pooled)
    lead                     corr 0.999986  max abs   8.8750  mean abs 0.83468
    lead_prob                corr 0.977282  max abs   0.3770  mean abs 0.33203   (by error, pooled)
    meta                     corr 0.997410  max abs   0.4160  mean abs 0.14886   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999815  max abs   4.2500  mean abs 0.08178
    pose                     corr 0.999892  max abs   0.3359  mean abs 0.04508   (by error, pooled)
    road_edges               corr 0.999414  max abs   0.3281  mean abs 0.06402
    road_transform           corr 0.999990  max abs   0.0859  mean abs 0.02958   (by error, pooled)
    wide_from_device_euler   corr 0.999980  max abs   0.0762  mean abs 0.03147   (by error, pooled)

frame 7: corr 0.999776  max abs 8.1250
    action                   corr 0.999989  max abs   0.0430  mean abs 0.01198   (by error, pooled)
    desire_pred              corr 0.999613  max abs   0.2187  mean abs 0.07919
    desire_state             corr 0.999629  max abs   0.5273  mean abs 0.26270   (by error, pooled)
    hidden_state             corr 0.999645  max abs   0.6875  mean abs 0.03684
    lane_lines               corr 0.999813  max abs   0.1338  mean abs 0.03001
    lane_lines_prob          corr 0.999532  max abs   0.2227  mean abs 0.12592   (by error, pooled)
    lead                     corr 0.999997  max abs   8.1250  mean abs 0.79229
    lead_prob                corr 0.970594  max abs   0.4199  mean abs 0.36849   (by error, pooled)
    meta                     corr 0.998731  max abs   0.2821  mean abs 0.10533   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999920  max abs   3.8750  mean abs 0.06348
    pose                     corr 0.999979  max abs   0.1328  mean abs 0.02578   (by error, pooled)
    road_edges               corr 0.999596  max abs   0.1992  mean abs 0.06030
    road_transform           corr 0.999993  max abs   0.0859  mean abs 0.03332   (by error, pooled)
    wide_from_device_euler   corr 0.999992  max abs   0.0703  mean abs 0.02136   (by error, pooled)

frame 8: corr 0.999886  max abs 2.1875
    action                   corr 0.999970  max abs   0.0273  mean abs 0.00832   (by error, pooled)
    desire_pred              corr 0.999801  max abs   0.1230  mean abs 0.04537
    desire_state             corr 0.999894  max abs   0.5937  mean abs 0.21094   (by error, pooled)
    hidden_state             corr 0.999771  max abs   0.3164  mean abs 0.02961
    lane_lines               corr 0.999842  max abs   0.0974  mean abs 0.02578
    lane_lines_prob          corr 0.999946  max abs   0.2461  mean abs 0.11386   (by error, pooled)
    lead                     corr 0.999991  max abs   2.1875  mean abs 0.17007
    lead_prob                corr 0.930878  max abs   0.1274  mean abs 0.07536   (by error, pooled)
    meta                     corr 0.998173  max abs   0.3369  mean abs 0.14547   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999969  max abs   1.6875  mean abs 0.03012
    pose                     corr 0.999922  max abs   0.1641  mean abs 0.02882   (by error, pooled)
    road_edges               corr 0.999570  max abs   0.2129  mean abs 0.04895
    road_transform           corr 0.999995  max abs   0.0508  mean abs 0.02126   (by error, pooled)
    wide_from_device_euler   corr 0.999998  max abs   0.0469  mean abs 0.01186   (by error, pooled)

frame 9: corr 0.999861  max abs 1.3750
    action                   corr 0.999999  max abs   0.0078  mean abs 0.00230   (by error, pooled)
    desire_pred              corr 0.999820  max abs   0.1768  mean abs 0.04774
    desire_state             corr 0.999791  max abs   0.7812  mean abs 0.38574   (by error, pooled)
    hidden_state             corr 0.999773  max abs   0.4297  mean abs 0.02577
    lane_lines               corr 0.999846  max abs   0.1094  mean abs 0.02377
    lane_lines_prob          corr 0.999594  max abs   0.3047  mean abs 0.09747   (by error, pooled)
    lead                     corr 0.999999  max abs   1.3750  mean abs 0.12986
    lead_prob                corr 0.981962  max abs   0.1582  mean abs 0.07425   (by error, pooled)
    meta                     corr 0.998524  max abs   0.3652  mean abs 0.14773   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999959  max abs   0.5938  mean abs 0.02857
    pose                     corr 0.999987  max abs   0.0273  mean abs 0.01202   (by error, pooled)
    road_edges               corr 0.999407  max abs   0.2813  mean abs 0.06400
    road_transform           corr 0.999994  max abs   0.0430  mean abs 0.01388   (by error, pooled)
    wide_from_device_euler   corr 0.999996  max abs   0.0273  mean abs 0.00533   (by error, pooled)

frame 10: corr 0.999821  max abs 1.4688
    action                   corr 0.999992  max abs   0.0293  mean abs 0.01048   (by error, pooled)
    desire_pred              corr 0.999735  max abs   0.1660  mean abs 0.08437
    desire_state             corr 0.999921  max abs   0.5078  mean abs 0.22729   (by error, pooled)
    hidden_state             corr 0.999761  max abs   0.3750  mean abs 0.02427
    lane_lines               corr 0.999842  max abs   0.1074  mean abs 0.02594
    lane_lines_prob          corr 0.999805  max abs   0.2148  mean abs 0.09348   (by error, pooled)
    lead                     corr 0.999983  max abs   1.0000  mean abs 0.08077
    lead_prob                corr 0.998575  max abs   0.0947  mean abs 0.04671   (by error, pooled)
    meta                     corr 0.999025  max abs   0.3418  mean abs 0.12560
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999711  max abs   1.4688  mean abs 0.02988
    pose                     corr 0.999950  max abs   0.1009  mean abs 0.04125   (by error, pooled)
    road_edges               corr 0.999752  max abs   0.2109  mean abs 0.04100
    road_transform           corr 0.999998  max abs   0.0273  mean abs 0.00924   (by error, pooled)
    wide_from_device_euler   corr 0.999951  max abs   0.0547  mean abs 0.01961   (by error, pooled)

frame 11: corr 0.999702  max abs 2.1250
    action                   corr 0.999973  max abs   0.0605  mean abs 0.02378   (by error, pooled)
    desire_pred              corr 0.999793  max abs   0.1528  mean abs 0.07362
    desire_state             corr 0.999902  max abs   0.5547  mean abs 0.26654   (by error, pooled)
    hidden_state             corr 0.999646  max abs   0.4219  mean abs 0.02950
    lane_lines               corr 0.999834  max abs   0.1465  mean abs 0.02596
    lane_lines_prob          corr 0.998580  max abs   0.3633  mean abs 0.12680   (by error, pooled)
    lead                     corr 0.999949  max abs   2.1250  mean abs 0.16247
    lead_prob                corr 0.998580  max abs   0.0791  mean abs 0.04373   (by error, pooled)
    meta                     corr 0.999093  max abs   0.3311  mean abs 0.11911
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999533  max abs   2.1094  mean abs 0.03767
    pose                     corr 0.999976  max abs   0.0820  mean abs 0.03799   (by error, pooled)
    road_edges               corr 0.999675  max abs   0.2461  mean abs 0.04368
    road_transform           corr 0.999999  max abs   0.0273  mean abs 0.01106   (by error, pooled)
    wide_from_device_euler   corr 0.999969  max abs   0.0352  mean abs 0.01532   (by error, pooled)

frame 12: corr 0.999658  max abs 3.2500
    action                   corr 0.999803  max abs   0.1152  mean abs 0.05089   (by error, pooled)
    desire_pred              corr 0.999863  max abs   0.1660  mean abs 0.07404
    desire_state             corr 0.999876  max abs   0.5781  mean abs 0.17187   (by error, pooled)
    hidden_state             corr 0.999627  max abs   0.7266  mean abs 0.03577
    lane_lines               corr 0.999243  max abs   0.4297  mean abs 0.04876
    lane_lines_prob          corr 0.999428  max abs   0.2783  mean abs 0.11304   (by error, pooled)
    lead                     corr 0.999979  max abs   3.2500  mean abs 0.25526
    lead_prob                corr 0.984468  max abs   0.1584  mean abs 0.10734   (by error, pooled)
    meta                     corr 0.997647  max abs   0.4238  mean abs 0.12199   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999802  max abs   2.5938  mean abs 0.05649
    pose                     corr 0.999831  max abs   0.1143  mean abs 0.05289   (by error, pooled)
    road_edges               corr 0.999379  max abs   0.5234  mean abs 0.05827
    road_transform           corr 0.999998  max abs   0.0430  mean abs 0.01474   (by error, pooled)
    wide_from_device_euler   corr 0.999988  max abs   0.0391  mean abs 0.00947   (by error, pooled)

frame 13: corr 0.999510  max abs 3.6875
    action                   corr 0.999529  max abs   0.1582  mean abs 0.06515   (by error, pooled)
    desire_pred              corr 0.999780  max abs   0.1445  mean abs 0.08328
    desire_state             corr 0.999858  max abs   0.5078  mean abs 0.22705   (by error, pooled)
    hidden_state             corr 0.999514  max abs   0.7188  mean abs 0.04419
    lane_lines               corr 0.999332  max abs   0.4688  mean abs 0.04365
    lane_lines_prob          corr 0.999450  max abs   0.2461  mean abs 0.10209   (by error, pooled)
    lead                     corr 0.999979  max abs   3.6875  mean abs 0.30491
    lead_prob                corr 0.971306  max abs   0.1738  mean abs 0.11979   (by error, pooled)
    meta                     corr 0.998040  max abs   0.3965  mean abs 0.11439   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999678  max abs   2.7813  mean abs 0.06902
    pose                     corr 0.999361  max abs   0.3125  mean abs 0.07226   (by error, pooled)
    road_edges               corr 0.999433  max abs   0.5000  mean abs 0.05548
    road_transform           corr 0.999994  max abs   0.0547  mean abs 0.01545   (by error, pooled)
    wide_from_device_euler   corr 0.999995  max abs   0.0332  mean abs 0.01115   (by error, pooled)

frame 14: corr 0.999698  max abs 2.3125
    action                   corr 0.999961  max abs   0.0566  mean abs 0.02528   (by error, pooled)
    desire_pred              corr 0.999744  max abs   0.1353  mean abs 0.06373
    desire_state             corr 0.999919  max abs   0.3281  mean abs 0.14307   (by error, pooled)
    hidden_state             corr 0.999695  max abs   0.2871  mean abs 0.03280
    lane_lines               corr 0.999702  max abs   0.2422  mean abs 0.03271
    lane_lines_prob          corr 0.999816  max abs   0.2187  mean abs 0.11813   (by error, pooled)
    lead                     corr 0.999976  max abs   2.3125  mean abs 0.18198
    lead_prob                corr 0.994836  max abs   0.0732  mean abs 0.04053   (by error, pooled)
    meta                     corr 0.998700  max abs   0.3965  mean abs 0.15353   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999784  max abs   2.0000  mean abs 0.03853
    pose                     corr 0.999914  max abs   0.0762  mean abs 0.03094   (by error, pooled)
    road_edges               corr 0.999541  max abs   0.3027  mean abs 0.05065
    road_transform           corr 0.999998  max abs   0.0508  mean abs 0.01892   (by error, pooled)
    wide_from_device_euler   corr 0.999995  max abs   0.0430  mean abs 0.01907   (by error, pooled)

frame 15: corr 0.999724  max abs 3.5625
    action                   corr 0.999750  max abs   0.1074  mean abs 0.04381   (by error, pooled)
    desire_pred              corr 0.999395  max abs   0.2119  mean abs 0.10202
    desire_state             corr 0.999893  max abs   0.9219  mean abs 0.34961   (by error, pooled)
    hidden_state             corr 0.999605  max abs   0.8477  mean abs 0.03833
    lane_lines               corr 0.999760  max abs   0.1836  mean abs 0.03507
    lane_lines_prob          corr 0.999359  max abs   0.1914  mean abs 0.12387   (by error, pooled)
    lead                     corr 0.999931  max abs   3.5625  mean abs 0.29390
    lead_prob                corr 0.999688  max abs   0.1377  mean abs 0.12537   (by error, pooled)
    meta                     corr 0.997540  max abs   0.3901  mean abs 0.14428   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999841  max abs   2.5938  mean abs 0.07044
    pose                     corr 0.999910  max abs   0.3828  mean abs 0.04697   (by error, pooled)
    road_edges               corr 0.999449  max abs   0.3047  mean abs 0.06328
    road_transform           corr 0.999987  max abs   0.0859  mean abs 0.02715   (by error, pooled)
    wide_from_device_euler   corr 0.999984  max abs   0.0703  mean abs 0.02755   (by error, pooled)

frame 16: corr 0.999866  max abs 2.0000
    action                   corr 0.999840  max abs   0.0361  mean abs 0.01204   (by error, pooled)
    desire_pred              corr 0.999744  max abs   0.1758  mean abs 0.06519
    desire_state             corr 0.999623  max abs   0.8047  mean abs 0.25989   (by error, pooled)
    hidden_state             corr 0.999655  max abs   0.5820  mean abs 0.03665
    lane_lines               corr 0.999821  max abs   0.1299  mean abs 0.03112
    lane_lines_prob          corr 0.999219  max abs   0.3047  mean abs 0.16312   (by error, pooled)
    lead                     corr 0.999995  max abs   2.0000  mean abs 0.14950
    lead_prob                corr 0.999857  max abs   0.0488  mean abs 0.02930   (by error, pooled)
    meta                     corr 0.998390  max abs   0.3034  mean abs 0.11686   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999968  max abs   1.7188  mean abs 0.03907
    pose                     corr 0.999984  max abs   0.0781  mean abs 0.01979   (by error, pooled)
    road_edges               corr 0.999633  max abs   0.1719  mean abs 0.05436
    road_transform           corr 0.999995  max abs   0.0781  mean abs 0.03081   (by error, pooled)
    wide_from_device_euler   corr 0.999988  max abs   0.0703  mean abs 0.01875   (by error, pooled)

frame 17: corr 0.999783  max abs 2.3125
    action                   corr 0.999958  max abs   0.0273  mean abs 0.01268   (by error, pooled)
    desire_pred              corr 0.999747  max abs   0.1543  mean abs 0.04861
    desire_state             corr 0.999761  max abs   0.5703  mean abs 0.20215   (by error, pooled)
    hidden_state             corr 0.999764  max abs   0.3555  mean abs 0.02952
    lane_lines               corr 0.999827  max abs   0.0924  mean abs 0.02692
    lane_lines_prob          corr 0.999949  max abs   0.2227  mean abs 0.11336   (by error, pooled)
    lead                     corr 0.999975  max abs   2.3125  mean abs 0.16377
    lead_prob                corr 0.996948  max abs   0.0693  mean abs 0.03548   (by error, pooled)
    meta                     corr 0.998046  max abs   0.3418  mean abs 0.15659   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999852  max abs   1.7188  mean abs 0.03611
    pose                     corr 0.999901  max abs   0.1543  mean abs 0.02607   (by error, pooled)
    road_edges               corr 0.999535  max abs   0.2129  mean abs 0.05152
    road_transform           corr 0.999994  max abs   0.0508  mean abs 0.02061   (by error, pooled)
    wide_from_device_euler   corr 0.999997  max abs   0.0469  mean abs 0.01151   (by error, pooled)

frame 18: corr 0.999848  max abs 0.7031
    action                   corr 0.999997  max abs   0.0078  mean abs 0.00351   (by error, pooled)
    desire_pred              corr 0.999725  max abs   0.2070  mean abs 0.06620
    desire_state             corr 0.999719  max abs   0.7031  mean abs 0.41357   (by error, pooled)
    hidden_state             corr 0.999765  max abs   0.4326  mean abs 0.02540
    lane_lines               corr 0.999840  max abs   0.1001  mean abs 0.02448
    lane_lines_prob          corr 0.999901  max abs   0.2852  mean abs 0.10498   (by error, pooled)
    lead                     corr 0.999999  max abs   0.6250  mean abs 0.05278
    lead_prob                corr 0.995969  max abs   0.1787  mean abs 0.09928   (by error, pooled)
    meta                     corr 0.998658  max abs   0.3633  mean abs 0.15510   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999984  max abs   0.4688  mean abs 0.01439
    pose                     corr 0.999987  max abs   0.0391  mean abs 0.01291   (by error, pooled)
    road_edges               corr 0.999388  max abs   0.2891  mean abs 0.06262
    road_transform           corr 0.999997  max abs   0.0352  mean abs 0.01013   (by error, pooled)
    wide_from_device_euler   corr 0.999995  max abs   0.0195  mean abs 0.00633   (by error, pooled)

frame 19: corr 0.999808  max abs 1.3438
    action                   corr 0.999989  max abs   0.0273  mean abs 0.01361   (by error, pooled)
    desire_pred              corr 0.999710  max abs   0.1790  mean abs 0.08781
    desire_state             corr 0.999903  max abs   0.5859  mean abs 0.28741   (by error, pooled)
    hidden_state             corr 0.999775  max abs   0.3574  mean abs 0.02342
    lane_lines               corr 0.999841  max abs   0.1113  mean abs 0.02599
    lane_lines_prob          corr 0.999905  max abs   0.1914  mean abs 0.08066   (by error, pooled)
    lead                     corr 0.999992  max abs   1.3438  mean abs 0.11758
    lead_prob                corr 0.999681  max abs   0.0576  mean abs 0.02197   (by error, pooled)
    meta                     corr 0.999032  max abs   0.3398  mean abs 0.12845
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999923  max abs   0.9063  mean abs 0.01982
    pose                     corr 0.999949  max abs   0.1017  mean abs 0.03991   (by error, pooled)
    road_edges               corr 0.999820  max abs   0.1563  mean abs 0.03573
    road_transform           corr 0.999998  max abs   0.0273  mean abs 0.00745   (by error, pooled)
    wide_from_device_euler   corr 0.999952  max abs   0.0547  mean abs 0.01962   (by error, pooled)

frame 20: corr 0.999708  max abs 2.2813
    action                   corr 0.999980  max abs   0.0312  mean abs 0.01756   (by error, pooled)
    desire_pred              corr 0.999814  max abs   0.1709  mean abs 0.06601
    desire_state             corr 0.999896  max abs   0.6094  mean abs 0.39844   (by error, pooled)
    hidden_state             corr 0.999695  max abs   0.4141  mean abs 0.02774
    lane_lines               corr 0.999848  max abs   0.1250  mean abs 0.02548
    lane_lines_prob          corr 0.998681  max abs   0.3477  mean abs 0.12753   (by error, pooled)
    lead                     corr 0.999992  max abs   2.2813  mean abs 0.18908
    lead_prob                corr 0.999597  max abs   0.0920  mean abs 0.05263   (by error, pooled)
    meta                     corr 0.999260  max abs   0.2979  mean abs 0.11654
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999909  max abs   1.1875  mean abs 0.02544
    pose                     corr 0.999982  max abs   0.0664  mean abs 0.02887   (by error, pooled)
    road_edges               corr 0.999678  max abs   0.1992  mean abs 0.04746
    road_transform           corr 0.999999  max abs   0.0312  mean abs 0.01023   (by error, pooled)
    wide_from_device_euler   corr 0.999975  max abs   0.0332  mean abs 0.01368   (by error, pooled)

frame 21: corr 0.999666  max abs 2.1875
    action                   corr 0.999597  max abs   0.1172  mean abs 0.06538   (by error, pooled)
    desire_pred              corr 0.999893  max abs   0.1602  mean abs 0.07142
    desire_state             corr 0.999695  max abs   0.6406  mean abs 0.22241   (by error, pooled)
    hidden_state             corr 0.999502  max abs   0.8594  mean abs 0.04148
    lane_lines               corr 0.998604  max abs   0.6445  mean abs 0.06580   <-- FAIL
    lane_lines_prob          corr 0.999427  max abs   0.2393  mean abs 0.09894   (by error, pooled)
    lead                     corr 0.999993  max abs   2.1875  mean abs 0.18941
    lead_prob                corr 0.999921  max abs   0.2661  mean abs 0.18669   (by error, pooled)
    meta                     corr 0.997579  max abs   0.4238  mean abs 0.11203   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999903  max abs   1.4375  mean abs 0.04818
    pose                     corr 0.999648  max abs   0.1660  mean abs 0.07027   (by error, pooled)
    road_edges               corr 0.998891  max abs   0.7344  mean abs 0.07769   <-- FAIL
    road_transform           corr 0.999997  max abs   0.0430  mean abs 0.01264   (by error, pooled)
    wide_from_device_euler   corr 0.999988  max abs   0.0312  mean abs 0.00947   (by error, pooled)

frame 22: corr 0.999730  max abs 0.9688
    action                   corr 0.999818  max abs   0.0859  mean abs 0.04308   (by error, pooled)
    desire_pred              corr 0.999743  max abs   0.1699  mean abs 0.06920
    desire_state             corr 0.999755  max abs   0.6484  mean abs 0.25293   (by error, pooled)
    hidden_state             corr 0.999578  max abs   0.7734  mean abs 0.04318
    lane_lines               corr 0.999460  max abs   0.5234  mean abs 0.06310
    lane_lines_prob          corr 0.998969  max abs   0.2344  mean abs 0.15248   (by error, pooled)
    lead                     corr 0.999997  max abs   0.7500  mean abs 0.08373
    lead_prob                corr 0.998906  max abs   0.2559  mean abs 0.16699   (by error, pooled)
    meta                     corr 0.998557  max abs   0.3164  mean abs 0.08858   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999900  max abs   0.9688  mean abs 0.04323
    pose                     corr 0.999838  max abs   0.1797  mean abs 0.04309   (by error, pooled)
    road_edges               corr 0.999552  max abs   0.5391  mean abs 0.06540
    road_transform           corr 0.999989  max abs   0.0625  mean abs 0.01803   (by error, pooled)
    wide_from_device_euler   corr 0.999991  max abs   0.0293  mean abs 0.01118   (by error, pooled)

frame 23: corr 0.999754  max abs 1.8125
    action                   corr 0.999946  max abs   0.0566  mean abs 0.03091   (by error, pooled)
    desire_pred              corr 0.999797  max abs   0.1094  mean abs 0.06693
    desire_state             corr 0.999854  max abs   0.4141  mean abs 0.18726   (by error, pooled)
    hidden_state             corr 0.999689  max abs   0.3203  mean abs 0.03380
    lane_lines               corr 0.999647  max abs   0.2305  mean abs 0.03639
    lane_lines_prob          corr 0.999812  max abs   0.2578  mean abs 0.13620   (by error, pooled)
    lead                     corr 0.999996  max abs   1.8125  mean abs 0.15519
    lead_prob                corr 0.998586  max abs   0.1162  mean abs 0.07145   (by error, pooled)
    meta                     corr 0.998837  max abs   0.3789  mean abs 0.14272   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999919  max abs   1.4375  mean abs 0.03212
    pose                     corr 0.999884  max abs   0.0957  mean abs 0.03571   (by error, pooled)
    road_edges               corr 0.999518  max abs   0.2852  mean abs 0.05398
    road_transform           corr 0.999995  max abs   0.0625  mean abs 0.02266   (by error, pooled)
    wide_from_device_euler   corr 0.999993  max abs   0.0508  mean abs 0.02232   (by error, pooled)

frame 24: corr 0.999663  max abs 4.2500
    action                   corr 0.999419  max abs   0.0977  mean abs 0.03265   (by error, pooled)
    desire_pred              corr 0.999471  max abs   0.1943  mean abs 0.09872
    desire_state             corr 0.999775  max abs   0.8828  mean abs 0.28491   (by error, pooled)
    hidden_state             corr 0.999624  max abs   0.7793  mean abs 0.03748
    lane_lines               corr 0.999770  max abs   0.1523  mean abs 0.03479
    lane_lines_prob          corr 0.999445  max abs   0.2224  mean abs 0.12391   (by error, pooled)
    lead                     corr 0.999963  max abs   4.2500  mean abs 0.32501
    lead_prob                corr 0.935773  max abs   0.0977  mean abs 0.06380   (by error, pooled)
    meta                     corr 0.997676  max abs   0.3789  mean abs 0.13816   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999838  max abs   2.5625  mean abs 0.06005
    pose                     corr 0.999927  max abs   0.3438  mean abs 0.04296   (by error, pooled)
    road_edges               corr 0.999467  max abs   0.2617  mean abs 0.06262
    road_transform           corr 0.999990  max abs   0.0820  mean abs 0.02707   (by error, pooled)
    wide_from_device_euler   corr 0.999989  max abs   0.0645  mean abs 0.02626   (by error, pooled)

frame 25: corr 0.999808  max abs 3.1250
    action                   corr 0.999653  max abs   0.0664  mean abs 0.01833   (by error, pooled)
    desire_pred              corr 0.999687  max abs   0.2070  mean abs 0.07175
    desire_state             corr 0.999755  max abs   0.6094  mean abs 0.16528   (by error, pooled)
    hidden_state             corr 0.999628  max abs   0.6484  mean abs 0.03783
    lane_lines               corr 0.999819  max abs   0.1348  mean abs 0.03033
    lane_lines_prob          corr 0.999582  max abs   0.2324  mean abs 0.12898   (by error, pooled)
    lead                     corr 0.999993  max abs   3.1250  mean abs 0.24022
    lead_prob                corr 0.924085  max abs   0.0723  mean abs 0.03646   (by error, pooled)
    meta                     corr 0.998607  max abs   0.2879  mean abs 0.10612   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999934  max abs   2.0313  mean abs 0.04017
    pose                     corr 0.999973  max abs   0.1719  mean abs 0.03019   (by error, pooled)
    road_edges               corr 0.999625  max abs   0.2109  mean abs 0.05730
    road_transform           corr 0.999993  max abs   0.0898  mean abs 0.03440   (by error, pooled)
    wide_from_device_euler   corr 0.999991  max abs   0.0742  mean abs 0.02070   (by error, pooled)

frame 26: corr 0.999859  max abs 0.8125
    action                   corr 0.999989  max abs   0.0156  mean abs 0.00751   (by error, pooled)
    desire_pred              corr 0.999796  max abs   0.1348  mean abs 0.04940
    desire_state             corr 0.999849  max abs   0.4766  mean abs 0.16553   (by error, pooled)
    hidden_state             corr 0.999762  max abs   0.3292  mean abs 0.02990
    lane_lines               corr 0.999832  max abs   0.0932  mean abs 0.02609
    lane_lines_prob          corr 0.999951  max abs   0.1992  mean abs 0.10305   (by error, pooled)
    lead                     corr 0.999999  max abs   0.8125  mean abs 0.06857
    lead_prob                corr 0.993880  max abs   0.0977  mean abs 0.05078   (by error, pooled)
    meta                     corr 0.998106  max abs   0.3428  mean abs 0.14360   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999976  max abs   0.7500  mean abs 0.01680
    pose                     corr 0.999965  max abs   0.0664  mean abs 0.02186   (by error, pooled)
    road_edges               corr 0.999589  max abs   0.2051  mean abs 0.04899
    road_transform           corr 0.999996  max abs   0.0410  mean abs 0.01718   (by error, pooled)
    wide_from_device_euler   corr 0.999999  max abs   0.0430  mean abs 0.01247   (by error, pooled)

frame 27: corr 0.999812  max abs 1.3750
    action                   corr 0.999999  max abs   0.0098  mean abs 0.00638   (by error, pooled)
    desire_pred              corr 0.999810  max abs   0.1748  mean abs 0.05507
    desire_state             corr 0.999825  max abs   0.6484  mean abs 0.37073   (by error, pooled)
    hidden_state             corr 0.999774  max abs   0.3740  mean abs 0.02504
    lane_lines               corr 0.999852  max abs   0.1052  mean abs 0.02324
    lane_lines_prob          corr 0.999538  max abs   0.3555  mean abs 0.11041   (by error, pooled)
    lead                     corr 0.999995  max abs   1.3750  mean abs 0.10300
    lead_prob                corr 0.989304  max abs   0.2083  mean abs 0.13688   (by error, pooled)
    meta                     corr 0.998791  max abs   0.3535  mean abs 0.13906   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999869  max abs   0.9688  mean abs 0.02216
    pose                     corr 0.999993  max abs   0.0430  mean abs 0.01334   (by error, pooled)
    road_edges               corr 0.999497  max abs   0.2754  mean abs 0.06200
    road_transform           corr 0.999998  max abs   0.0273  mean abs 0.00877   (by error, pooled)
    wide_from_device_euler   corr 0.999996  max abs   0.0156  mean abs 0.00536   (by error, pooled)

frame 28: corr 0.999783  max abs 1.5313
    action                   corr 0.999996  max abs   0.0098  mean abs 0.00696   (by error, pooled)
    desire_pred              corr 0.999699  max abs   0.1741  mean abs 0.08971
    desire_state             corr 0.999917  max abs   0.4922  mean abs 0.26221   (by error, pooled)
    hidden_state             corr 0.999765  max abs   0.3613  mean abs 0.02414
    lane_lines               corr 0.999848  max abs   0.1021  mean abs 0.02579
    lane_lines_prob          corr 0.999867  max abs   0.1680  mean abs 0.08319   (by error, pooled)
    lead                     corr 0.999988  max abs   1.5313  mean abs 0.11691
    lead_prob                corr 0.956972  max abs   0.2461  mean abs 0.16732   (by error, pooled)
    meta                     corr 0.999044  max abs   0.3418  mean abs 0.12666
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999812  max abs   1.1563  mean abs 0.02474
    pose                     corr 0.999957  max abs   0.0934  mean abs 0.03850   (by error, pooled)
    road_edges               corr 0.999779  max abs   0.1836  mean abs 0.04042
    road_transform           corr 0.999998  max abs   0.0273  mean abs 0.00712   (by error, pooled)
    wide_from_device_euler   corr 0.999959  max abs   0.0488  mean abs 0.01798   (by error, pooled)

frame 29: corr 0.999693  max abs 2.0000
    action                   corr 0.999983  max abs   0.0176  mean abs 0.01233   (by error, pooled)
    desire_pred              corr 0.999821  max abs   0.1563  mean abs 0.07727
    desire_state             corr 0.999855  max abs   0.5859  mean abs 0.35730   (by error, pooled)
    hidden_state             corr 0.999646  max abs   0.4375  mean abs 0.02923
    lane_lines               corr 0.999854  max abs   0.1289  mean abs 0.02482
    lane_lines_prob          corr 0.999032  max abs   0.3164  mean abs 0.10803   (by error, pooled)
    lead                     corr 0.999984  max abs   2.0000  mean abs 0.15293
    lead_prob                corr 0.990910  max abs   0.2988  mean abs 0.21615   (by error, pooled)
    meta                     corr 0.999208  max abs   0.3242  mean abs 0.11801
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999776  max abs   1.2188  mean abs 0.03181
    pose                     corr 0.999963  max abs   0.0937  mean abs 0.04216   (by error, pooled)
    road_edges               corr 0.999693  max abs   0.2227  mean abs 0.04173
    road_transform           corr 0.999999  max abs   0.0312  mean abs 0.01121   (by error, pooled)
    wide_from_device_euler   corr 0.999977  max abs   0.0313  mean abs 0.01336   (by error, pooled)

frame 30: corr 0.999605  max abs 2.0625
    action                   corr 0.999815  max abs   0.0723  mean abs 0.04001   (by error, pooled)
    desire_pred              corr 0.999872  max abs   0.1680  mean abs 0.07307
    desire_state             corr 0.999837  max abs   0.7891  mean abs 0.32837   (by error, pooled)
    hidden_state             corr 0.999548  max abs   0.7969  mean abs 0.03899
    lane_lines               corr 0.999035  max abs   0.4922  mean abs 0.05368
    lane_lines_prob          corr 0.999311  max abs   0.2910  mean abs 0.11401   (by error, pooled)
    lead                     corr 0.999993  max abs   2.0625  mean abs 0.18208
    lead_prob                corr 0.997241  max abs   0.2879  mean abs 0.21696   (by error, pooled)
    meta                     corr 0.997357  max abs   0.4443  mean abs 0.12528   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999632  max abs   1.6875  mean abs 0.05149
    pose                     corr 0.999748  max abs   0.1436  mean abs 0.06083   (by error, pooled)
    road_edges               corr 0.999208  max abs   0.6016  mean abs 0.06727
    road_transform           corr 0.999998  max abs   0.0391  mean abs 0.01377   (by error, pooled)
    wide_from_device_euler   corr 0.999995  max abs   0.0352  mean abs 0.00818   (by error, pooled)

frame 31: corr 0.999541  max abs 1.9375
    action                   corr 0.999693  max abs   0.1016  mean abs 0.05630   (by error, pooled)
    desire_pred              corr 0.999761  max abs   0.1445  mean abs 0.08717
    desire_state             corr 0.999801  max abs   0.6016  mean abs 0.21435   (by error, pooled)
    hidden_state             corr 0.999481  max abs   0.7969  mean abs 0.04540
    lane_lines               corr 0.998952  max abs   0.6016  mean abs 0.05358   <-- FAIL
    lane_lines_prob          corr 0.999583  max abs   0.2109  mean abs 0.08696   (by error, pooled)
    lead                     corr 0.999993  max abs   1.6875  mean abs 0.16762
    lead_prob                corr 0.990846  max abs   0.1953  mean abs 0.13208   (by error, pooled)
    meta                     corr 0.997982  max abs   0.4082  mean abs 0.11955   <-- FAIL
    pad                      corr 1.000000  max abs   0.0000  mean abs 0.00000   (by error, pooled)
    plan                     corr 0.999547  max abs   1.9375  mean abs 0.06553
    pose                     corr 0.999258  max abs   0.3398  mean abs 0.07945   (by error, pooled)
    road_edges               corr 0.999064  max abs   0.6484  mean abs 0.07150
    road_transform           corr 0.999995  max abs   0.0547  mean abs 0.01610   (by error, pooled)
    wide_from_device_euler   corr 0.999996  max abs   0.0332  mean abs 0.01246   (by error, pooled)

pooled over 32 frames, per slice and per column:
    action                   corr 0.999829  by error, max abs 0.1582 <= 0.5352      max abs   0.1582  mean abs 0.02413
    desire_pred              corr 0.999692  (compared whole)                        max abs   0.2578  mean abs 0.07463
    desire_state             corr 0.999632  by error, max abs 1.391 <= 2.756        max abs   1.3906  mean abs 0.28295
    hidden_state             corr 0.999663  (compared whole)                        max abs   0.8594  mean abs 0.03253
    lane_lines               corr 0.999591  worst col 0.998911 mu[1]                    cols: mu[1] 0.998911  max abs   0.6445  mean abs 0.03293   <-- FAIL
    lane_lines_prob          corr 0.999274  by error, max abs 0.3633 <= 0.7691      max abs   0.3633  mean abs 0.10911
    lead                     corr 0.999832  worst col 0.998609 mu[2]    (4 by error)    cols: mu[2] 0.998609  max abs   8.8750  mean abs 0.22762   <-- FAIL
    lead_prob                corr 0.995908  by error, max abs 0.4199 <= 0.5047      max abs   0.4199  mean abs 0.12956
    meta                     corr 0.998456  (compared whole)                        max abs   0.4443  mean abs 0.12738   <-- FAIL
    pad                      corr 1.000000  by error, max abs 0 <= 0                max abs   0.0000  mean abs 0.00000
    plan                     corr 0.999782  worst col 0.998334 std[5]   (11 by error)   cols: std[5] 0.998334, std[6] 0.998372, std[8] 0.998817, std[12] 0.998622, std[13] 0.998600  max abs   4.2500  mean abs 0.04139   <-- FAIL
    pose                     corr 0.999812  no column correlated        (12 by error)   cols: mu[1] by error, max abs 0.004059 > 0.003333  max abs   0.3828  mean abs 0.03753   <-- FAIL
    road_edges               corr 0.999516  worst col 0.998731 mu[1]                    cols: mu[1] 0.998731  max abs   0.7344  mean abs 0.05318   <-- FAIL
    road_transform           corr 0.999990  no column correlated        (12 by error)   max abs   0.0898  mean abs 0.01746
    wide_from_device_euler   corr 0.999972  no column correlated        (6 by error)    max abs   0.0762  mean abs 0.01479

FAIL: 6 slice(s) below corr 0.999 or past their error bound, whole or in a column: meta 0.997357 on one frame, lane_lines 0.998604 on one frame, road_edges 0.998891 on one frame, lead pooled, plan pooled, pose pooled
exit=1

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