FA-79101 / Image orientation metadata / Open access
Back camera mount offset has the wrong sign · case 01
Every back-camera photo is tagged a half turn away from upright.
ROOT CAUSE
The 90 degree sensor mount is subtracted instead of added.
VERIFIED REPAIR
Add the 90 degree mount to the device rotation modulo 360.
Unsuccessful approach: Reducing modulo 180 folds 180 and 270 into the wrong tags.
Case contract
Input [gx, gy, previous_rotation, camera] with gravity in milli-g in the portrait device frame (x right, y down). Device rotation: keep the previous bucket when the in-plane magnitude is below 300 mg or |gx| == |gy| (hysteresis); otherwise gy dominates -> 0 (gy > 0) or 180, gx dominates -> 90 (gx > 0) or 270. The back sensor is mounted at 90 degrees and needs (90 + r) mod 360 clockwise; the mirrored front sensor is mounted at 270 and needs (270 - r) mod 360 with the mirror bit. The tag comes from (quarter turns, mirror) via 1:(0,0) 2:(0,1) 3:(2,0) 4:(2,1) 5:(3,1) 6:(1,0) 7:(1,1) 8:(3,0). Return [tag, r].
Why this case matters
Camera, phone and scanner images carry an orientation hint separately from the stored pixels; galleries, thumbnailers, editors and upload pipelines must interpret it consistently or photos appear sideways, mirrored or doubly rotated.
1 / The failure
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(x):
gx, gy, prev_r, camera = x
if gx * gx + gy * gy < 300 * 300 or abs(gx) == abs(gy):
r = prev_r
elif abs(gy) > abs(gx):
r = 0 if gy > 0 else 180
else:
r = 90 if gx > 0 else 270
from_km = {(0, 0): 1, (0, 1): 2, (2, 0): 3, (2, 1): 4, (3, 1): 5, (1, 0): 6, (1, 1): 7, (3, 0): 8}
if camera == 'front':
total = (270 - r) % 360
return [from_km[(total // 90, 1)], r]
total = (r - 90) % 360
return [from_km[(total // 90, 0)], r]
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[[[-382, -382, 180, 'back'], [8, 180]], [[201, -186, 180, 'back'], [8, 180]], [[298, 553, 180, 'front'], [5, 0]], [[-285, -766, 90, 'front'], [7, 180]], [[439, -411, 180, 'front'], [4, 90]], [[686, -373, 90, 'front'], [4, 90]], [[-665, -531, 0, 'front'], [2, 270]], [[50, -890, 180, 'back'], [8, 180]]], [[[-926, 466, 0, 'back'], [1, 270]], [[110, -610, 0, 'back'], [8, 180]], [[-425, -823, 90, 'back'], [8, 180]], [[-835, 686, 0, 'front'], [2, 270]], [[-993, 66, 0, 'front'], [2, 270]], [[-242, 847, 270, 'front'], [5, 0]], [[465, -293, 180, 'front'], [4, 90]], [[-900, 900, 270, 'back'], [1, 270]]], [[[486, 992, 270, 'back'], [6, 0]], [[-134, -182, 180, 'back'], [8, 180]], [[161, 161, 180, 'back'], [8, 180]], [[-176, 109, 270, 'front'], [2, 270]], [[293, -866, 0, 'front'], [7, 180]], [[-160, -32, 0, 'front'], [5, 0]], [[558, 558, 0, 'front'], [5, 0]], [[741, -322, 270, 'back'], [3, 90]]], [[[137, 86, 180, 'back'], [8, 180]], [[-183, 181, 180, 'back'], [8, 180]], [[960, 530, 0, 'back'], [3, 90]], [[213, 206, 270, 'front'], [2, 270]], [[66, -283, 180, 'front'], [7, 180]], [[-522, 369, 0, 'front'], [2, 270]], [[207, -207, 270, 'front'], [2, 270]], [[230, 230, 270, 'back'], [1, 270]]], [[[816, 260, 0, 'back'], [3, 90]], [[-160, 69, 180, 'back'], [8, 180]], [[-624, -624, 90, 'back'], [3, 90]], [[-869, -869, 0, 'front'], [5, 0]], [[-48, -611, 90, 'front'], [7, 180]], [[6, -76, 270, 'front'], [2, 270]], [[105, 199, 180, 'front'], [7, 180]], [[-494, -320, 180, 'back'], [1, 270]]]]
labels = ["regression: back sensor mount offset", "repair trap", "combined fault", "control", "control", "boundary", "boundary", "control"]
for i, (args, expected) in enumerate(fixtures[N-1]):
check("%s %d" % (labels[i % len(labels)], i), solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| regression: back sensor mount offset 0 | [6, 180] | [8, 180] | Failed |
| repair trap 1 | [6, 180] | [8, 180] | Failed |
| combined fault 2 | [5, 0] | [5, 0] | Passed |
| control 3 | [7, 180] | [7, 180] | Passed |
| control 4 | [4, 90] | [4, 90] | Passed |
| boundary 5 | [4, 90] | [4, 90] | Passed |
| boundary 6 | [2, 270] | [2, 270] | Passed |
| control 7 | [6, 180] | [8, 180] | Failed |
SHA-256 / 7bfd8e34bd426ff2b7fe3cb15bb6838c05a56dc50467a595a65f0aa13c5a8ed7
2 / The unsuccessful fix
Exit 1"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(x):
gx, gy, prev_r, camera = x
if gx * gx + gy * gy < 300 * 300 or abs(gx) == abs(gy):
r = prev_r
elif abs(gy) > abs(gx):
r = 0 if gy > 0 else 180
else:
r = 90 if gx > 0 else 270
from_km = {(0, 0): 1, (0, 1): 2, (2, 0): 3, (2, 1): 4, (3, 1): 5, (1, 0): 6, (1, 1): 7, (3, 0): 8}
if camera == 'front':
total = (270 - r) % 360
return [from_km[(total // 90, 1)], r]
total = (90 + r) % 180
return [from_km[(total // 90, 0)], r]
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[[[-382, -382, 180, 'back'], [8, 180]], [[201, -186, 180, 'back'], [8, 180]], [[298, 553, 180, 'front'], [5, 0]], [[-285, -766, 90, 'front'], [7, 180]], [[439, -411, 180, 'front'], [4, 90]], [[686, -373, 90, 'front'], [4, 90]], [[-665, -531, 0, 'front'], [2, 270]], [[50, -890, 180, 'back'], [8, 180]]], [[[-926, 466, 0, 'back'], [1, 270]], [[110, -610, 0, 'back'], [8, 180]], [[-425, -823, 90, 'back'], [8, 180]], [[-835, 686, 0, 'front'], [2, 270]], [[-993, 66, 0, 'front'], [2, 270]], [[-242, 847, 270, 'front'], [5, 0]], [[465, -293, 180, 'front'], [4, 90]], [[-900, 900, 270, 'back'], [1, 270]]], [[[486, 992, 270, 'back'], [6, 0]], [[-134, -182, 180, 'back'], [8, 180]], [[161, 161, 180, 'back'], [8, 180]], [[-176, 109, 270, 'front'], [2, 270]], [[293, -866, 0, 'front'], [7, 180]], [[-160, -32, 0, 'front'], [5, 0]], [[558, 558, 0, 'front'], [5, 0]], [[741, -322, 270, 'back'], [3, 90]]], [[[137, 86, 180, 'back'], [8, 180]], [[-183, 181, 180, 'back'], [8, 180]], [[960, 530, 0, 'back'], [3, 90]], [[213, 206, 270, 'front'], [2, 270]], [[66, -283, 180, 'front'], [7, 180]], [[-522, 369, 0, 'front'], [2, 270]], [[207, -207, 270, 'front'], [2, 270]], [[230, 230, 270, 'back'], [1, 270]]], [[[816, 260, 0, 'back'], [3, 90]], [[-160, 69, 180, 'back'], [8, 180]], [[-624, -624, 90, 'back'], [3, 90]], [[-869, -869, 0, 'front'], [5, 0]], [[-48, -611, 90, 'front'], [7, 180]], [[6, -76, 270, 'front'], [2, 270]], [[105, 199, 180, 'front'], [7, 180]], [[-494, -320, 180, 'back'], [1, 270]]]]
labels = ["regression: back sensor mount offset", "repair trap", "combined fault", "control", "control", "boundary", "boundary", "control"]
for i, (args, expected) in enumerate(fixtures[N-1]):
check("%s %d" % (labels[i % len(labels)], i), solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| regression: back sensor mount offset 0 | [6, 180] | [8, 180] | Failed |
| repair trap 1 | [6, 180] | [8, 180] | Failed |
| combined fault 2 | [5, 0] | [5, 0] | Passed |
| control 3 | [7, 180] | [7, 180] | Passed |
| control 4 | [4, 90] | [4, 90] | Passed |
| boundary 5 | [4, 90] | [4, 90] | Passed |
| boundary 6 | [2, 270] | [2, 270] | Passed |
| control 7 | [6, 180] | [8, 180] | Failed |
SHA-256 / 5af49ae944c0388b145175dfad07210a55f6a07758dbbace0bc4e183a05466ee
3 / The verified repair
Exit 0"""Failure Map reference implementation. Python standard library only."""
import json
N = 1
observations = []
def solve(x):
gx, gy, prev_r, camera = x
if gx * gx + gy * gy < 300 * 300 or abs(gx) == abs(gy):
r = prev_r
elif abs(gy) > abs(gx):
r = 0 if gy > 0 else 180
else:
r = 90 if gx > 0 else 270
from_km = {(0, 0): 1, (0, 1): 2, (2, 0): 3, (2, 1): 4, (3, 1): 5, (1, 0): 6, (1, 1): 7, (3, 0): 8}
if camera == 'front':
total = (270 - r) % 360
return [from_km[(total // 90, 1)], r]
total = (90 + r) % 360
return [from_km[(total // 90, 0)], r]
def check(label, actual, expected):
observations.append({"check": label, "actual": actual, "expected": expected, "passed": actual == expected})
fixtures = [[[[-382, -382, 180, 'back'], [8, 180]], [[201, -186, 180, 'back'], [8, 180]], [[298, 553, 180, 'front'], [5, 0]], [[-285, -766, 90, 'front'], [7, 180]], [[439, -411, 180, 'front'], [4, 90]], [[686, -373, 90, 'front'], [4, 90]], [[-665, -531, 0, 'front'], [2, 270]], [[50, -890, 180, 'back'], [8, 180]]], [[[-926, 466, 0, 'back'], [1, 270]], [[110, -610, 0, 'back'], [8, 180]], [[-425, -823, 90, 'back'], [8, 180]], [[-835, 686, 0, 'front'], [2, 270]], [[-993, 66, 0, 'front'], [2, 270]], [[-242, 847, 270, 'front'], [5, 0]], [[465, -293, 180, 'front'], [4, 90]], [[-900, 900, 270, 'back'], [1, 270]]], [[[486, 992, 270, 'back'], [6, 0]], [[-134, -182, 180, 'back'], [8, 180]], [[161, 161, 180, 'back'], [8, 180]], [[-176, 109, 270, 'front'], [2, 270]], [[293, -866, 0, 'front'], [7, 180]], [[-160, -32, 0, 'front'], [5, 0]], [[558, 558, 0, 'front'], [5, 0]], [[741, -322, 270, 'back'], [3, 90]]], [[[137, 86, 180, 'back'], [8, 180]], [[-183, 181, 180, 'back'], [8, 180]], [[960, 530, 0, 'back'], [3, 90]], [[213, 206, 270, 'front'], [2, 270]], [[66, -283, 180, 'front'], [7, 180]], [[-522, 369, 0, 'front'], [2, 270]], [[207, -207, 270, 'front'], [2, 270]], [[230, 230, 270, 'back'], [1, 270]]], [[[816, 260, 0, 'back'], [3, 90]], [[-160, 69, 180, 'back'], [8, 180]], [[-624, -624, 90, 'back'], [3, 90]], [[-869, -869, 0, 'front'], [5, 0]], [[-48, -611, 90, 'front'], [7, 180]], [[6, -76, 270, 'front'], [2, 270]], [[105, 199, 180, 'front'], [7, 180]], [[-494, -320, 180, 'back'], [1, 270]]]]
labels = ["regression: back sensor mount offset", "repair trap", "combined fault", "control", "control", "boundary", "boundary", "control"]
for i, (args, expected) in enumerate(fixtures[N-1]):
check("%s %d" % (labels[i % len(labels)], i), solve(args), expected)
print(json.dumps({"observations": observations, "passed": all(x["passed"] for x in observations)}, ensure_ascii=False))
raise SystemExit(0 if all(x["passed"] for x in observations) else 1)
| Boundary fixture | Actual | Expected | Outcome |
|---|---|---|---|
| regression: back sensor mount offset 0 | [8, 180] | [8, 180] | Passed |
| repair trap 1 | [8, 180] | [8, 180] | Passed |
| combined fault 2 | [5, 0] | [5, 0] | Passed |
| control 3 | [7, 180] | [7, 180] | Passed |
| control 4 | [4, 90] | [4, 90] | Passed |
| boundary 5 | [4, 90] | [4, 90] | Passed |
| boundary 6 | [2, 270] | [2, 270] | Passed |
| control 7 | [8, 180] | [8, 180] | Passed |
SHA-256 / 44ebab038fd62d926d46c71e093cbf84cca9b0d371bde65cff27799100abc911
Verification & scope
A deterministic bounded teaching model with a stipulated contract; it makes no claim of conformance to any published specification. This reproducer isolates one failure mechanism. Results cover the supplied fixtures. Variants within a family share a test contract and should remain grouped when constructing evaluation splits. Related mechanisms with a shared evaluation_group must also remain together; these controlled models are not independent production incidents.
Observations recorded using Python 3.12.14 at 2026-09-29T14:49:41.244996+00:00.
Case digest / 4d39db9131be67d73dbd010324a08d23fdea0fb055abee20da27d2bbd6e5426b