{
"phenology1": {
"arguments": {
"spatial_extent": {
"coordinates": [
[
[
5.179169745059369,
51.24984286550534
],
[
5.170016107999743,
51.25052999567865
],
[
5.171081610725707,
51.24861004739975
],
[
5.178604705735125,
51.246720335821465
],
[
5.179169745059369,
51.24984286550534
]
]
],
"type": "Polygon"
},
"temporal_extent": [
"2022-05-01",
"2022-09-30"
]
},
"namespace": "https://raw.githubusercontent.com/VITObelgium/openeo_algorithm_catalog/refs/heads/main/phenology/openeo_udp/phenology.json",
"process_id": "phenology"
},
"saveresult1": {
"arguments": {
"data": {
"from_node": "phenology1"
},
"format": "GTiff",
"options": {}
},
"process_id": "save_result",
"result": true
}
}scenario = BenchmarkScenario(id='phenology', description='Computes phenology metrics based on the Phenolopy implementation on NDV...home/runner/work/apex_algorithms/apex_algorithms/algorithm_catalog/vito/phenology/benchmark_scenarios/phenology.json'))
connection_factory = <function connection_factory.<locals>.get_connection at 0x7fdb04e2e840>
tmp_path = PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0')
track_metric = <function track_metric.<locals>.track at 0x7fdb04e2e980>
track_phase = <apex_algorithm_qa_tools.pytest.pytest_track_metrics._PhaseTracker object at 0x7fdb04e4e3f0>
upload_assets_on_fail = <apex_algorithm_qa_tools.pytest.pytest_upload_assets.upload_assets_on_fail.<locals>._Collector object at 0x7fdb04e33650>
request = <FixtureRequest for <Function test_run_benchmark[phenology]>>
@pytest.mark.parametrize(
"scenario",
[
# Use scenario id as parameterization id to give nicer test names.
pytest.param(uc, id=uc.id)
for uc in get_benchmark_scenarios()
],
)
def test_run_benchmark(
scenario: BenchmarkScenario,
connection_factory,
tmp_path: Path,
track_metric,
track_phase,
upload_assets_on_fail,
request,
):
track_metric("scenario_id", scenario.id)
with track_phase(phase="connect"):
# Check if a backend override has been provided via cli options.
override_backend = request.config.getoption("--override-backend")
backend_filter = request.config.getoption("--backend-filter")
if backend_filter and not re.match(backend_filter, scenario.backend):
# TODO apply filter during scenario retrieval, but seems to be hard to retrieve cli param
pytest.skip(
f"skipping scenario {scenario.id} because backend {scenario.backend} does not match filter {backend_filter!r}"
)
backend = scenario.backend
if override_backend:
_log.info(f"Overriding backend URL with {override_backend!r}")
backend = override_backend
connection: openeo.Connection = connection_factory(url=backend)
report_path = None
if request.config.getoption("--upload-benchmark-report"):
report_path = tmp_path / "benchmark_report.json"
report_path.write_text(json.dumps({
"scenario_id": scenario.id,
"scenario_description": scenario.description,
"scenario_backend": scenario.backend,
"scenario_source": str(scenario.source) if scenario.source else None,
"reference_data": scenario.reference_data,
"reference_options": scenario.reference_options,
}, indent=2))
upload_assets_on_fail(report_path)
def _on_phase_exception(phase: str, exc: Exception):
if report_path is not None:
report = json.loads(report_path.read_text())
report["test_failed"] = True
report["test_failed_phase"] = phase
report["test_error_message"] = str(exc)
report_path.write_text(json.dumps(report, indent=2))
cwd_report_dir = Path("benchmark_reports")
cwd_report_dir.mkdir(exist_ok=True)
(cwd_report_dir / f"{scenario.id}_benchmark_report.json").write_text(
json.dumps(report, indent=2)
)
report_url = upload_assets_on_fail.get_url(report_path)
if report_url:
exc.add_note(f"Benchmark report: {report_url}")
track_phase.on_exception = _on_phase_exception
with track_phase(phase="create-job"):
# TODO #14 scenario option to use synchronous instead of batch job mode?
job = connection.create_job(
process_graph=scenario.process_graph,
title=f"APEx benchmark {scenario.id}",
additional=scenario.job_options,
)
track_metric("job_id", job.job_id)
if report_path is not None:
report = json.loads(report_path.read_text())
report["job_id"] = job.job_id
report_path.write_text(json.dumps(report, indent=2))
with track_phase(phase="run-job"):
# TODO: monitor timing and progress
# TODO: separate "job started" and run phases?
max_minutes = request.config.getoption("--maximum-job-time-in-minutes")
if max_minutes:
def _timeout_handler(signum, frame):
raise TimeoutError(
f"Batch job {job.job_id} exceeded maximum allowed time of {max_minutes} minutes"
)
old_handler = signal.signal(signal.SIGALRM, _timeout_handler)
signal.alarm(max_minutes * 60)
try:
job.start_and_wait()
finally:
if max_minutes:
signal.alarm(0)
signal.signal(signal.SIGALRM, old_handler)
with track_phase(phase="collect-metadata"):
collect_metrics_from_job_metadata(job, track_metric=track_metric)
results = job.get_results()
collect_metrics_from_results_metadata(results, track_metric=track_metric)
with track_phase(phase="download-actual"):
# Download actual results
actual_dir = tmp_path / "actual"
paths = results.download_files(target=actual_dir, include_stac_metadata=True)
# Upload assets on failure
upload_assets_on_fail(*paths)
# Pre-compute S3 URLs for actual files (used in error messages and benchmark reports)
actual_s3_urls = {
str(p.relative_to(actual_dir)): upload_assets_on_fail.get_url(p)
for p in sorted(actual_dir.rglob("*")) if p.is_file()
}
actual_s3_urls = {k: v for k, v in actual_s3_urls.items() if v is not None}
with track_phase(phase="download-reference"):
reference_dir = download_reference_data(
scenario=scenario, reference_dir=tmp_path / "reference"
)
if report_path is not None:
report = json.loads(report_path.read_text())
report["actual_files"] = {
str(p.relative_to(actual_dir)): f"{p.stat().st_size / 1024:.1f} kb"
for p in sorted(actual_dir.rglob("*")) if p.is_file()
}
ref_files = {}
for p in sorted(reference_dir.rglob("*")):
if not p.is_file():
continue
rel = p.relative_to(reference_dir)
size_str = f"{p.stat().st_size / 1024:.1f} kb"
actual_counterpart = actual_dir / rel
if not actual_counterpart.exists():
size_str += " (missing in actual)"
elif actual_counterpart.stat().st_size != p.stat().st_size:
size_str += f" (actual: {actual_counterpart.stat().st_size / 1024:.1f} kb)"
ref_files[str(rel)] = size_str
report["reference_files"] = ref_files
if actual_s3_urls:
report["actual_data"] = actual_s3_urls
report_path.write_text(json.dumps(report, indent=2))
# Also write to CWD so the report is accessible on Jenkins workspace
cwd_report_dir = Path("benchmark_reports")
cwd_report_dir.mkdir(exist_ok=True)
(cwd_report_dir / f"{scenario.id}_benchmark_report.json").write_text(
json.dumps(report, indent=2)
)
with track_phase(
phase="compare", describe_exception=analyse_results_comparison_exception
):
# Compare actual results with reference data
try:
assert_job_results_allclose(
actual=actual_dir,
expected=reference_dir,
tmp_path=tmp_path,
rtol=scenario.reference_options.get("rtol", 1e-3),
atol=scenario.reference_options.get("atol", 1),
pixel_tolerance=scenario.reference_options.get("pixel_tolerance", 1),
)
except AssertionError as e:
msg = str(e)
if scenario.reference_data:
msg += "\n\nReference data URLs:"
for name, url in scenario.reference_data.items():
msg += f"\n {name}: {url}"
if actual_s3_urls:
msg += "\n\nActual data S3 URLs (uploaded on failure):"
for name, url in actual_s3_urls.items():
msg += f"\n {name}: {url}"
> raise AssertionError(msg) from None
E AssertionError: Issues for file 'openEO_2022-05-02Z.tif':
E Fraction significantly differing pixels: 1.315884346384022% > 1%
E band 9: value difference exceeds tolerance (rtol 0.1, atol 1), min:38.0, max: 200.0, mean: 67.03, var: 2720.32
E band 9: differing pixels: 295/3082 (9.6%), bbox ((651465.0, 5679495.0), (652055.0, 5679945.0)) - 89.4% of the area
E band 11: value difference exceeds tolerance (rtol 0.1, atol 1), min:50.0, max: 50.0, mean: 50.0, var: 0.0
E band 11: differing pixels: 29/3082 (0.9%), bbox ((652075.0, 5679515.0), (652095.0, 5679675.0)) - 1.1% of the area
E band 12: value difference exceeds tolerance (rtol 0.1, atol 1), min:3.0, max: 200.0, mean: 57.81, var: 2551.82
E band 12: differing pixels: 374/3082 (12.1%), bbox ((651435.0, 5679495.0), (652095.0, 5679945.0)) - 100.0% of the area
E band 15: value difference exceeds tolerance (rtol 0.1, atol 1), min:1.5383765697479248, max: 2.0433592796325684, mean: 1.82, var: 0.01
E band 15: differing pixels: 19/1934 (1.0%), bbox ((651695.0, 5679495.0), (652055.0, 5679685.0)) - 23.0% of the area
E band 16: value difference exceeds tolerance (rtol 0.1, atol 1), min:1.2506359815597534, max: 1.3965463638305664, mean: 1.34, var: 0.0
E band 16: differing pixels: 13/1934 (0.7%), bbox ((651745.0, 5679685.0), (652035.0, 5679685.0)) - 0.0% of the area
E
E Reference data URLs:
E openEO_2022-05-02Z.tif: https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-22018234335!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/openEO_2022-05-02Z.tif
E job-results.json: https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-22018234335!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/job-results.json
E
E Actual data S3 URLs (uploaded on failure):
E job-results.json: https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-24894116026!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/job-results.json
E openEO_2022-05-02Z.tif: https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-24894116026!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/openEO_2022-05-02Z.tif
tests/test_benchmarks.py:201: AssertionError
----------------------------- Captured stdout call -----------------------------
0:00:00 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': send 'start'
0:00:20 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': created (progress 0%)
0:00:25 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': created (progress 0%)
0:00:32 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:00:40 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:00:50 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:01:03 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:01:19 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:01:38 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:02:02 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:02:32 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:03:10 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': queued (progress 0%)
0:03:57 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': running (progress N/A)
0:04:56 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': running (progress N/A)
0:05:56 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': running (progress N/A)
0:06:57 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': running (progress N/A)
0:07:57 Job 'cdse-j-26042414144445158c9bfdf8ba0e0c25': finished (progress 100%)
----------------------------- Captured stderr call -----------------------------
Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
Warning 1: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
------------------------------ Captured log call -------------------------------
INFO conftest:conftest.py:145 Connecting to 'openeofed.dataspace.copernicus.eu'
INFO openeo.config:config.py:193 Loaded openEO client config from sources: []
INFO conftest:conftest.py:158 Checking for auth_env_var='OPENEO_AUTH_CLIENT_CREDENTIALS_CDSEFED' to drive auth against url='openeofed.dataspace.copernicus.eu'.
INFO conftest:conftest.py:162 Extracted provider_id='CDSE' client_id='openeo-apex-benchmarks-service-account' from auth_env_var='OPENEO_AUTH_CLIENT_CREDENTIALS_CDSEFED'
INFO openeo.rest.connection:connection.py:302 Found OIDC providers: ['CDSE']
INFO openeo.rest.auth.oidc:oidc.py:410 Doing 'client_credentials' token request 'https://identity.dataspace.copernicus.eu/auth/realms/CDSE/protocol/openid-connect/token' with post data fields ['grant_type', 'client_id', 'client_secret', 'scope'] (client_id 'openeo-apex-benchmarks-service-account')
INFO openeo.rest.connection:connection.py:401 Obtained tokens: ['token_type', 'access_token', 'expires_in', 'id_token', 'scope']
INFO openeo.rest.job:job.py:436 Downloading Job result asset 'openEO_2022-05-02Z.tif' from https://s3.waw3-1.openeo.v1.dataspace.copernicus.eu/openeo-data-prod-waw4-1/batch_jobs/j-26042414144445158c9bfdf8ba0e0c25/openEO_2022-05-02Z.tif?X-Proxy-Head-As-Get=true&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Credential=47def009f20349fcbedccc9ff356d58e%2F20260424%2Fwaw4-1%2Fs3%2Faws4_request&X-Amz-Date=20260424T142243Z&X-Amz-Expires=86400&X-Amz-SignedHeaders=host&X-Amz-Security-Token=eyJhbGciOiJSUzI1NiIsInR5cCI6IkpXVCJ9.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.h1GULyTGJ-MAgGiIuvhJIzSLOnP_lx_YL25q0jIJnnfS9VsKxErt5eR3P6wp8gTZb4m4NRp25ecgls9nfP4-0NMeI-Grtp4KTsIrFnxrdD_VJEtH3Ulsy-DyXayBQaWEPFtUZTQvtiycWx0G8-TnVYZluVEYPMevTSjKcmVRHpYcXEgEqr-GWSCC6n-uE6pbQxtlLtbHw5m7ByD1Ze6ZH44Y0wAcjNwyn5mkEQe8Wi3L1GAG8r7gFJCi4n6fw1RrC8to6PYZIQVzYhhlobeu3mYmGItf-1ZdKDfcjZhFUcMBZBxcI1FKg0-IwLhtE3c_eXYa_0LsbJaRkvwAz-2c4A&X-Amz-Signature=3d6cbd6ddc6441689ba59072473b3579cfc2ca74c8709b58e3a25f652b4987fb to /home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/actual/openEO_2022-05-02Z.tif
INFO apex_algorithm_qa_tools.scenarios:util.py:345 Downloading reference data for scenario.id='phenology' to reference_dir=PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference'): start 2026-04-24 14:22:47.294968
INFO apex_algorithm_qa_tools.scenarios:util.py:345 Downloading source='https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-22018234335!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/openEO_2022-05-02Z.tif' to path=PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference/openEO_2022-05-02Z.tif'): start 2026-04-24 14:22:47.295305
INFO apex_algorithm_qa_tools.scenarios:util.py:351 Downloading source='https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-22018234335!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/openEO_2022-05-02Z.tif' to path=PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference/openEO_2022-05-02Z.tif'): end 2026-04-24 14:22:48.511884, elapsed 0:00:01.216579
INFO apex_algorithm_qa_tools.scenarios:util.py:345 Downloading source='https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-22018234335!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/job-results.json' to path=PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference/job-results.json'): start 2026-04-24 14:22:48.512294
INFO apex_algorithm_qa_tools.scenarios:util.py:351 Downloading source='https://s3.waw3-1.cloudferro.com/apex-benchmarks/gh-22018234335!tests_test_benchmarks.py__test_run_benchmark_phenology_!actual/job-results.json' to path=PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference/job-results.json'): end 2026-04-24 14:22:49.603452, elapsed 0:00:01.091158
INFO apex_algorithm_qa_tools.scenarios:util.py:351 Downloading reference data for scenario.id='phenology' to reference_dir=PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference'): end 2026-04-24 14:22:49.603646, elapsed 0:00:02.308678
INFO openeo.testing.results:results.py:423 Comparing job results: PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/actual') vs PosixPath('/home/runner/work/apex_algorithms/apex_algorithms/qa/benchmarks/tmp_path_root/test_run_benchmark_phenology_0/reference')
WARNING rasterio._env:__init__.py:367 CPLE_AppDefined in openEO_2022-05-02Z.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
WARNING rasterio._env:__init__.py:367 CPLE_AppDefined in openEO_2022-05-02Z.tif: TIFFReadDirectory:Sum of Photometric type-related color channels and ExtraSamples doesn't match SamplesPerPixel. Defining non-color channels as ExtraSamples.
WARNING openeo.testing.results:results.py:172 Difference (ascii art) for band 9:
┌───────────────────────────────────────────────────────────────────┐
│ Y │
│ ( │
│ ( │
│ ( │
│ │
│ > │
│ > │
│ > │
│ > │
│ > │
│ < │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ i │
│ > │
│ JY J1 ( 1(( < << i>><<< │
│ k<<>>< <>>$$ >>>k >>> >i>>>>>>>>>><> │
│ $$ k $k <k< >> >>>>>>>>><>><> │
│ >kk i>k k> < < <>>>>><>>>><>>>>>>$ │
│ << <kk<>>>>><<<><i<<<<<>>> │
│ kkk <<>i<>>>>kkk<<>i<<<<i>>> │
│ $ >k< <<>><><>$<k<<k>>>k>> │
│ kkk$ << <<<<< ><<><>ii $ │
│ kkk< << >>>>>i>><><i │
│ k$ < >>>>> ik │
│ $ >kkk>>>>i> >>>> │
│ >k >i>> > │
│ >>k < i> │
│ >>i< │
│ < │
│ $ $ │
│ < │
│ k kk $ │
│ > k │
│ > > │
└───────────────────────────────────────────────────────────────────┘
WARNING openeo.testing.results:results.py:172 Difference (ascii art) for band 11:
┌───────────────────────────────────────────────────────────────────┐
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ $$│
│ $$│
│ $│
│ $│
│ $│
│ $ │
│ $$│
│ $$│
│ $$$│
│ $$│
│ $$│
│ $$ │
│ $$ │
│ $$│
│ $$│
│ $│
│ $│
│ │
│ │
└───────────────────────────────────────────────────────────────────┘
WARNING openeo.testing.results:results.py:172 Difference (ascii art) for band 12:
┌───────────────────────────────────────────────────────────────────┐
│ Y │
│ ( │
│ ( │
│ ( │
│ ` │
│ > │
│ > │
│ > │
│ > │
│ > │
│ < │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ > │
│ i │
│ > │
│^^ JY^J1"("1((^^<^<< i>><<< . .`` .... . . ` .``` `````````` │
│ k<<>>< <>>$$.>>>k.>>>.>i>>>>>>>>>><> ++│
│ $$ .. k $k <k<.>>.>>>>>>>>><>><> ++│
│ >kk i>k k>. < < <>>>>><>>>><>>>>>>$ +│
│ . << <kk<>>>>><<<><i<<<<<>>> +│
│ kkk <<>i<>>>>kkk<<>i<<<<i>>> +│
│ $ >k< <<>><><>$<k<<k>>>k>> + │
│ kkk$ << <<<<<.><<><>ii $ ++│
│ kkk< << >>>>>i>><><i ++│
│ k$ < >>>>> ik +++│
│ . $ >kkk>>>>i>.>>>> ++│
│ >k >i>> > ++│
│ >>k < i> ++ │
│ >>i< ++ │
│ ` < ++│
│ . $ $ ` ++│
│ < +│
│ k kk $ +│
│ > k . │
│ > > │
└───────────────────────────────────────────────────────────────────┘
WARNING openeo.testing.results:results.py:172 Difference (ascii art) for band 15:
┌───────────────────────────────────────────────────────────────────┐
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ $ o* * *** *** ***o a │
│ │
│ │
│ │
│ B%8 │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ w │
└───────────────────────────────────────────────────────────────────┘
WARNING openeo.testing.results:results.py:172 Difference (ascii art) for band 16:
┌───────────────────────────────────────────────────────────────────┐
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ W& B $@@ @@@ 8&8# │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
│ │
└───────────────────────────────────────────────────────────────────┘
Benchmark scenario ID:
phenologyBenchmark scenario definition: https://github.com/ESA-APEx/apex_algorithms/blob/c35430c72d30c038fe59ee38f627aeafbc83bdbc/algorithm_catalog/vito/phenology/benchmark_scenarios/phenology.json
openEO backend: openeofed.dataspace.copernicus.eu
GitHub Actions workflow run: https://github.com/ESA-APEx/apex_algorithms/actions/runs/24894116026
Workflow artifacts: https://github.com/ESA-APEx/apex_algorithms/actions/runs/24894116026#artifacts
Test start: 2026-04-24 14:14:39.137999+00:00
Test duration: 0:08:13.493050
Test outcome: ❌ failed
Last successful test phase: download-reference
Failure in test phase: compare
Contact Information
Process Graph
{ "phenology1": { "arguments": { "spatial_extent": { "coordinates": [ [ [ 5.179169745059369, 51.24984286550534 ], [ 5.170016107999743, 51.25052999567865 ], [ 5.171081610725707, 51.24861004739975 ], [ 5.178604705735125, 51.246720335821465 ], [ 5.179169745059369, 51.24984286550534 ] ] ], "type": "Polygon" }, "temporal_extent": [ "2022-05-01", "2022-09-30" ] }, "namespace": "https://raw.githubusercontent.com/VITObelgium/openeo_algorithm_catalog/refs/heads/main/phenology/openeo_udp/phenology.json", "process_id": "phenology" }, "saveresult1": { "arguments": { "data": { "from_node": "phenology1" }, "format": "GTiff", "options": {} }, "process_id": "save_result", "result": true } }Error Logs