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ome
Performance increase in writeIFD
out as “random access stream around the given file” exchange by temporary random access stream around a ByteArrayHandle.
From imagesc message:
In TiffSaver.java the function writeIFD() loops over IFD keys in
for (Integer key : keys) {
if (key.equals(IFD.LITTLE_ENDIAN) || key.equals(IFD.BIG_TIFF) ||
key.equals(IFD.REUSE)) continue;
Object value = ifd.get(key);
writeIFDValue(extraStream, ifdBytes + fp, key.intValue(), value);
}
In writeIFDValue various write operations are executed. This operations write values into the RandomAccessOutputStream out and thereby force several bounds checks. This bounds checks seems to be slow and take a significant amount of time because out is a “random access stream around the given file”.
If a temporary random access stream around a ByteArrayHandle is used to collect all data before writing it to the file in a single write operation, about 33% of the operation time can be saved.
I got the following times for the test image loaded in original QuPath without modification in the bioformats package:
Run 1: Write OME-TIFF in : 20332 ms Run 2: Write OME-TIFF in : 15441 ms Run 3: Write OME-TIFF in : 15390 ms Run 4: Write OME-TIFF in : 15211 ms I got the following times for the test image loaded in QuPath without my modification in the bioformats package:
Run 1: Write OME-TIFF in : 14764 ms Run 2: Write OME-TIFF in : 10880 ms Run 3: Write OME-TIFF in : 10241 ms Run 4: Write OME-TIFF in : 9754 ms
Tested by converting the below public datasets, each run 5 times and averaged (time in seconds):
| Dataset | With 6.6.1 | With PR |
|---|---|---|
| tubhiswt-2D | 0.9916 | 0.621 |
| tubhiswt-3D | 1.851 | 1.133 |
| tubhiswt-4D | 11.4598 | 9.8055 |
| MitoCheck | 5.73525 | 6.56225 |
| ND2 karl | 8.2606 | 10.4744 |
| ND2 maxime | 2.047 | 2.4804 |
| Leica-LIF michael | 1.8748 | 1.3592 |
| Zeiss-CZI idr0011 | 5.2698 | 5.8498 |
| Olympus-OIR etienne | 5.1768 | 5.6236 |
Those runs were proving inconclusive with mixed results, as a follow up I ran the Java performance tests that were originally designed for the profiling of ome-files (https://github.com/ome/ome-files-performance) and the results again was not as expected.
NIRHTa-001.ome.tiff - 6.6.1:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | NIRHTa-001.ome.tiff | 27425 | 22690 | 18037 | 4653 |
| Java | pixeldata.read.init | NIRHTa-001.ome.tiff | 6827 | 4309 | 3298 | 1011 |
| Java | pixeldata.read.pixels | NIRHTa-001.ome.tiff | 20598 | 18381 | 14739 | 3641 |
| Java | pixeldata.write | NIRHTa-001.ome.tiff | 41230 31559 | 14488 | 17070 | |
| Java | pixeldata.write.init | NIRHTa-001.ome.tiff | 25 | 11 | 10 | 1 |
| Java | pixeldata.write.pixels | NIRHTa-001.ome.tiff | 27077 | 23147 | 11458 | 11688 |
| Java | pixeldata.write.close | NIRHTa-001.ome.tiff | 14127 | 8400 | 3020 | 5380 |
NIRHTa-001.ome.tiff - with this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | NIRHTa-001.ome.tiff | 26353 | 20279 | 15205 | 5073 |
| Java | pixeldata.read.init | NIRHTa-001.ome.tiff | 6449 | 3972 | 2966 | 1005 |
| Java | pixeldata.read.pixels | NIRHTa-001.ome.tiff | 19903 | 16306 | 12239 | 4067 |
| Java | pixeldata.write | NIRHTa-001.ome.tiff | 230290 | 192029 | 19388 | 172641 |
| Java | pixeldata.write.init | NIRHTa-001.ome.tiff | 19 | 15 | 9 | 6 |
| Java | pixeldata.write.pixels | NIRHTa-001.ome.tiff | 204939 | 175540 | 13989 | 161550 |
| Java | pixeldata.write.close | NIRHTa-001.ome.tiff | 25331 | 16473 | 5389 | 11084 |
MitoCheck - 6.6.1:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | 00001_01.ome.tiff | 2530 | 2362 | 2133 | 228 |
| Java | pixeldata.read.init | 00001_01.ome.tiff | 1543 | 1401 | 1309 | 91 |
| Java | pixeldata.read.pixels | 00001_01.ome.tiff | 987 | 961 | 824 | 136 |
| Java | pixeldata.write | 00001_01.ome.tiff | 3195 | 2944 | 2569 | 375 |
| Java | pixeldata.write.init | 00001_01.ome.tiff | 5 | 5 | 4 | 0 |
| Java | pixeldata.write.pixels | 00001_01.ome.tiff | 869 | 726 | 414 | 312 |
| Java | pixeldata.write.close | 00001_01.ome.tiff | 2320 | 2212 | 2149 | 62 |
MitoCheck - with this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | 00001_01.ome.tiff | 4861 | 4013 | 3606 | 405 |
| Java | pixeldata.read.init | 00001_01.ome.tiff | 3502 | 2763 | 2561 | 200 |
| Java | pixeldata.read.pixels | 00001_01.ome.tiff | 1358 | 1249 | 1044 | 204 |
| Java | pixeldata.write | 00001_01.ome.tiff | 4887 | 4422 | 3839 | 583 |
| Java | pixeldata.write.init | 00001_01.ome.tiff | 10 | 9 | 8 | 1 |
| Java | pixeldata.write.pixels | 00001_01.ome.tiff | 1250 | 1035 | 637 | 397 |
| Java | pixeldata.write.close | 00001_01.ome.tiff | 3626 | 3377 | 3193 | 183 |
tubhiswt-4D - 6.6.1:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | tubhiswt_C0_TP0.ome.tif | 3598 | 2666 | 1986 | 680 |
| Java | pixeldata.read.init | tubhiswt_C0_TP0.ome.tif | 730 | 619 | 508 | 110 |
| Java | pixeldata.read.pixels | tubhiswt_C0_TP0.ome.tif | 2867 | 2047 | 1477 | 570 |
| Java | pixeldata.write | tubhiswt_C0_TP0.ome.tif | 3492 | 3191 | 1577 | 1613 |
| Java | pixeldata.write.init | tubhiswt_C0_TP0.ome.tif | 5 | 5 | 4 | 0 |
| Java | pixeldata.write.pixels | tubhiswt_C0_TP0.ome.tif | 2957 | 2707 | 1211 | 1495 |
| Java | pixeldata.write.close | tubhiswt_C0_TP0.ome.tif | 529 | 479 | 362 | 117 |
tubhiswt-4D - with this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | tubhiswt_C0_TP0.ome.tif | 5479 | 4361 | 3358 | 1002 |
| Java | pixeldata.read.init | tubhiswt_C0_TP0.ome.tif | 1139 | 975 | 765 | 210 |
| Java | pixeldata.read.pixels | tubhiswt_C0_TP0.ome.tif | 4340 | 3385 | 2593 | 792 |
| Java | pixeldata.write | tubhiswt_C0_TP0.ome.tif | 3428 | 2968 | 1783 | 1184 |
| Java | pixeldata.write.init | tubhiswt_C0_TP0.ome.tif | 6 | 6 | 5 | 0 |
| Java | pixeldata.write.pixels | tubhiswt_C0_TP0.ome.tif | 2694 | 2298 | 1284 | 1014 |
| Java | pixeldata.write.close | tubhiswt_C0_TP0.ome.tif | 727 | 663 | 493 | 170 |
Pushing this to 6.8.0 to continue testing in order to better understand the impact of the changes across a variety of datasets
I reran a number of the performance tests again, this time against 6.7.0. The results are again somewhat inconclusive, the PR performs very well against some datasets such as BBBC but is comparable or slightly slower for others. I would still like to dig into this further to understand exactly what situations this PR performs best in. Pushing to 6.9.0 to re investigate in the new year.
public/2016-06/tubhiswt-4D
With 6.7.0:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | tubhiswt_C0_TP0.ome.tif | 2019 | 1718 | 1275 | 442 |
| Java | pixeldata.read.init | tubhiswt_C0_TP0.ome.tif | 532 | 470 | 388 | 81 |
| Java | pixeldata.read.pixels | tubhiswt_C0_TP0.ome.tif | 1487 | 1248 | 887 | 360 |
| Java | pixeldata.write | tubhiswt_C0_TP0.ome.tif | 3525 | 2769 | 1414 | 1355 |
| Java | pixeldata.write.init | tubhiswt_C0_TP0.ome.tif | 4 | 4 | 3 | 0 |
| Java | pixeldata.write.pixels | tubhiswt_C0_TP0.ome.tif | 3122 | 2379 | 1121 | 1257 |
| Java | pixeldata.write.close | tubhiswt_C0_TP0.ome.tif | 398 | 386 | 288 | 97 |
| Java | metadata.read | tubhiswt_C0_TP0.ome.tif | 340 | 287 | 258 | 28 |
| Java | metadata.write | tubhiswt_C0_TP0.ome.tif | 687 | 619 | 575 | 43 |
With this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | tubhiswt_C0_TP0.ome.tif | 1960 | 1741 | 1304 | 436 |
| Java | pixeldata.read.init | tubhiswt_C0_TP0.ome.tif | 573 | 506 | 414 | 91 |
| Java | pixeldata.read.pixels | tubhiswt_C0_TP0.ome.tif | 1387 | 1235 | 890 | 345 |
| Java | pixeldata.write | tubhiswt_C0_TP0.ome.tif | 3058 | 2267 | 1346 | 920 |
| Java | pixeldata.write.init | tubhiswt_C0_TP0.ome.tif | 4 | 4 | 3 | 0 |
| Java | pixeldata.write.pixels | tubhiswt_C0_TP0.ome.tif | 2594 | 1822 | 1011 | 810 |
| Java | pixeldata.write.close | tubhiswt_C0_TP0.ome.tif | 458 | 440 | 331 | 109 |
| Java | metadata.read | tubhiswt_C0_TP0.ome.tif | 304 | 271 | 243 | 27 |
| Java | metadata.write | tubhiswt_C0_TP0.ome.tif | 535 | 512 | 478 | 34 |
public/2016-06/BBBC/NIRHTa-001.ome.tiff
With 6.7.0:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | NIRHTa-001.ome.tiff | 84497 | 20574 | 14903 | 5670 |
| Java | pixeldata.read.init | NIRHTa-001.ome.tiff | 53498 | 5576 | 2923 | 2653 |
| Java | pixeldata.read.pixels | NIRHTa-001.ome.tiff | 30999 | 14997 | 11980 | 3017 |
| Java | pixeldata.write | NIRHTa-001.ome.tiff | 498571 | 319218 | 17075 | 302142 |
| Java | pixeldata.write.init | NIRHTa-001.ome.tiff | 9 | 8 | 7 | 0 |
| Java | pixeldata.write.pixels | NIRHTa-001.ome.tiff | 488468 | 311556 | 14110 | 297445 |
| Java | pixeldata.write.close | NIRHTa-001.ome.tiff | 10093 | 7653 | 2957 | 4696 |
| Java | metadata.read | NIRHTa-001.ome.tiff | 714 | 626 | 568 | 57 |
| Java | metadata.write | NIRHTa-001.ome.tiff | 3210 | 3168 | 2916 | 252 |
With this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | NIRHTa-001.ome.tiff | 85328 | 20564 | 14818 | 5745 |
| Java | pixeldata.read.init | NIRHTa-001.ome.tiff | 52732 | 5499 | 2916 | 2582 |
| Java | pixeldata.read.pixels | NIRHTa-001.ome.tiff | 32596 | 15065 | 11902 | 3163 |
| Java | pixeldata.write | NIRHTa-001.ome.tiff | 293042 | 281321 | 13875 | 267446 |
| Java | pixeldata.write.init | NIRHTa-001.ome.tiff | 10 | 9 | 7 | 1 |
| Java | pixeldata.write.pixels | NIRHTa-001.ome.tiff | 284517 | 274954 | 10979 | 263974 |
| Java | pixeldata.write.close | NIRHTa-001.ome.tiff | 8514 | 6357 | 2888 | 3469 |
| Java | metadata.read | NIRHTa-001.ome.tiff | 625 | 554 | 500 | 53 |
| Java | metadata.write | NIRHTa-001.ome.tiff | 2899 | 2856 | 2705 | 151 |
public/2016-06/sub-resolutions/Fluorescence/LuCa-7color_Scan1.ome.tiff
With 6.7.0:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | LuCa-7color_Scan1.ome.tiff | 146199 | 113315 | 106156 | 7158 |
| Java | pixeldata.read.init | LuCa-7color_Scan1.ome.tiff | 549 | 458 | 406 | 51 |
| Java | pixeldata.read.pixels | LuCa-7color_Scan1.ome.tiff | 145650 | 112856 | 105749 | 7106 |
| Java | pixeldata.write | LuCa-7color_Scan1.ome.tiff | 46756 | 18517 | 6020 | 12497 |
| Java | pixeldata.write.init | LuCa-7color_Scan1.ome.tiff | 9 | 7 | 5 | 2 |
| Java | pixeldata.write.pixels | LuCa-7color_Scan1.ome.tiff | 45940 | 18134 | 5790 | 12343 |
| Java | pixeldata.write.close | LuCa-7color_Scan1.ome.tiff | 806 | 375 | 224 | 151 |
| Java | metadata.read | LuCa-7color_Scan1.ome.tiff | 211 | 203 | 183 | 19 |
| Java | metadata.write | LuCa-7color_Scan1.ome.tiff | 376 | 370 | 335 | 34 |
With this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | LuCa-7color_Scan1.ome.tiff | 103991 | 89697 | 84476 | 5220 |
| Java | pixeldata.read.init | LuCa-7color_Scan1.ome.tiff | 386 | 334 | 284 | 49 |
| Java | pixeldata.read.pixels | LuCa-7color_Scan1.ome.tiff | 103604 | 89363 | 84192 | 5171 |
| Java | pixeldata.write | LuCa-7color_Scan1.ome.tiff | 47337 | 15316 | 5000 | 10316 |
| Java | pixeldata.write.init | LuCa-7color_Scan1.ome.tiff | 6 | 5 | 4 | 1 |
| Java | pixeldata.write.pixels | LuCa-7color_Scan1.ome.tiff | 45624 | 14995 | 4832 | 10162 |
| Java | pixeldata.write.close | LuCa-7color_Scan1.ome.tiff | 1706 | 314 | 162 | 151 |
| Java | metadata.read | LuCa-7color_Scan1.ome.tiff | 266 | 223 | 194 | 28 |
| Java | metadata.write | LuCa-7color_Scan1.ome.tiff | 378 | 359 | 322 | 37 |
public/2016-06/MitoCheck/00001_01.ome.tiff
With 6.7.0:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | 00001_01.ome.tiff | 2585 | 2490 | 2150 | 339 |
| Java | pixeldata.read.init | 00001_01.ome.tiff | 1786 | 1702 | 1514 | 187 |
| Java | pixeldata.read.pixels | 00001_01.ome.tiff | 799 | 787 | 635 | 151 |
| Java | pixeldata.write | 00001_01.ome.tiff | 11178 | 10356 | 2612 | 7744 |
| Java | pixeldata.write.init | 00001_01.ome.tiff | 7 | 6 | 5 | 0 |
| Java | pixeldata.write.pixels | 00001_01.ome.tiff | 8845 | 8068 | 461 | 7606 |
| Java | pixeldata.write.close | 00001_01.ome.tiff | 2326 | 2281 | 2145 | 136 |
| Java | metadata.read | 00001_01.ome.tiff | 948 | 811 | 748 | 62 |
| Java | metadata.write | 00001_01.ome.tiff | 8823 | 8680 | 8466 | 213 |
With this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | 00001_01.ome.tiff | 4581 | 2721 | 2288 | 432 |
| Java | pixeldata.read.init | 00001_01.ome.tiff | 2727 | 1800 | 1581 | 218 |
| Java | pixeldata.read.pixels | 00001_01.ome.tiff | 1853 | 921 | 706 | 214 |
| Java | pixeldata.write | 00001_01.ome.tiff | 6483 | 5747 | 3276 | 2470 |
| Java | pixeldata.write.init | 00001_01.ome.tiff | 7 | 7 | 6 | 0 |
| Java | pixeldata.write.pixels | 00001_01.ome.tiff | 3413 | 2723 | 493 | 2230 |
| Java | pixeldata.write.close | 00001_01.ome.tiff | 3062 | 3015 | 2777 | 238 |
| Java | metadata.read | 00001_01.ome.tiff | 963 | 934 | 860 | 73 |
| Java | metadata.write | 00001_01.ome.tiff | 10392 | 10171 | 9866 | 305 |
public/2016-06/sub-resolutions/Z-stack/retina_large.ome.tiff
With 6.7.0:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | retina_large.ome.tiff | 80689 | 78559 | 31175 | 47383 |
| Java | pixeldata.read.init | retina_large.ome.tiff | 1354 | 609 | 415 | 193 |
| Java | pixeldata.read.pixels | retina_large.ome.tiff | 79335 | 77949 | 30759 | 47189 |
| Java | pixeldata.write | retina_large.ome.tiff | 10680 | 9542 | 1351 | 8190 |
| Java | pixeldata.write.init | retina_large.ome.tiff | 9 | 7 | 5 | 1 |
| Java | pixeldata.write.pixels | retina_large.ome.tiff | 9602 | 9095 | 1058 | 8037 |
| Java | pixeldata.write.close | retina_large.ome.tiff | 1067 | 438 | 287 | 151 |
| Java | metadata.read | retina_large.ome.tiff | 267 | 234 | 211 | 22 |
| Java | metadata.write | retina_large.ome.tiff | 571 | 560 | 509 | 51 |
With this PR:
| test.lang | test.name | test.file | treal | proc.cpu | proc.user | proc.system |
|---|---|---|---|---|---|---|
| Java | pixeldata.read | retina_large.ome.tiff | 88764 | 85119 | 34105 | 51013 |
| Java | pixeldata.read.init | retina_large.ome.tiff | 838 | 815 | 605 | 209 |
| Java | pixeldata.read.pixels | retina_large.ome.tiff | 87925 | 84304 | 33500 | 50803 |
| Java | pixeldata.write | retina_large.ome.tiff | 14205 | 13400 | 1076 | 12323 |
| Java | pixeldata.write.init | retina_large.ome.tiff | 5 | 4 | 3 | 0 |
| Java | pixeldata.write.pixels | retina_large.ome.tiff | 13759 | 13040 | 843 | 12197 |
| Java | pixeldata.write.close | retina_large.ome.tiff | 439 | 355 | 229 | 126 |
| Java | metadata.read | retina_large.ome.tiff | 278 | 267 | 243 | 24 |
| Java | metadata.write | retina_large.ome.tiff | 622 | 610 | 557 | 52 |
Conflicting PR. Removed from build BIOFORMATS-push#1103. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#1104. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#7. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#8. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#9. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#1. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#4. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#5. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#1120. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#12. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#1150. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#239. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#297. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
SORRY! I accidentally closed this PR by deleting my fork. What should I do? Should I include my changes to this PR in a new fork? Or do you have the information of this PR available in another way?
@iwbh15, thats no problem, the PR will be unaffected. If we need to make any additional changes to the PR then I will push them myself.
Conflicting PR. Removed from build BIOFORMATS-push#367. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#373. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#1522. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#374. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#429. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#1. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#503. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#2. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#504. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#3. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts
Conflicting PR. Removed from build BIOFORMATS-push#505. See the console output for more details. Possible conflicts:
- Upstream changes
- components/formats-bsd/src/loci/formats/tiff/TiffSaver.java
--conflicts