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from eoap_cwlwrap import wrap
from eoap_cwlwrap.loader import ( load_workflow, dump_workflow )
import sys
base_url = 'https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main'
workflow_id = 'pattern-9'
stage_in_cwl = load_workflow(path=f"{base_url}/templates/stage-in.cwl")
workflows_cwl = load_workflow(path=f"{base_url}/cwl-workflow/{workflow_id}.cwl")
stage_out_cwl = load_workflow(path=f"{base_url}/templates/stage-out.cwl")
main_workflow = wrap(
directory_stage_in=stage_in_cwl,
workflows=workflows_cwl,
workflow_id=workflow_id,
stage_out=stage_out_cwl
)
print('------------------------------------------------------------------------')
print('BUILD SUCCESS')
print('------------------------------------------------------------------------')
dump_workflow(main_workflow, sys.stdout)
from eoap_cwlwrap import wrap
from eoap_cwlwrap.loader import ( load_workflow, dump_workflow )
import sys
base_url = 'https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main'
workflow_id = 'pattern-9'
stage_in_cwl = load_workflow(path=f"{base_url}/templates/stage-in.cwl")
workflows_cwl = load_workflow(path=f"{base_url}/cwl-workflow/{workflow_id}.cwl")
stage_out_cwl = load_workflow(path=f"{base_url}/templates/stage-out.cwl")
main_workflow = wrap(
directory_stage_in=stage_in_cwl,
workflows=workflows_cwl,
workflow_id=workflow_id,
stage_out=stage_out_cwl
)
print('------------------------------------------------------------------------')
print('BUILD SUCCESS')
print('------------------------------------------------------------------------')
dump_workflow(main_workflow, sys.stdout)
Loading CWL document from https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main/templates/stage-in.cwl... Raw CWL document successfully loaded from https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main/templates/stage-in.cwl! Now updating the model to v1.2... Raw CWL document successfully updated! Now converting to the CWL model...
Raw CWL document successfully updated! Now dereferencing the FQNs... Cleaning CommandLineTool my-asthonishing-stage-in-directory... CWL document successfully dereferenced! Loading CWL document from https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main/cwl-workflow/pattern-9.cwl... Raw CWL document successfully loaded from https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main/cwl-workflow/pattern-9.cwl! Now updating the model to v1.2... Raw CWL document successfully updated! Now converting to the CWL model... Raw CWL document successfully updated! Now dereferencing the FQNs... Cleaning Workflow pattern-9... Cleaning CommandLineTool clt... CWL document successfully dereferenced! Loading CWL document from https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main/templates/stage-out.cwl...
Raw CWL document successfully loaded from https://raw.githubusercontent.com/eoap/application-package-patterns/refs/heads/main/templates/stage-out.cwl! Now updating the model to v1.2... Raw CWL document successfully updated! Now converting to the CWL model...
------------------------------------------------------------------------
BUILD SUCCESS
------------------------------------------------------------------------
cwlVersion: v1.2
$graph:
- id: main
class: Workflow
label: Workflow pattern-9 orchestrator
doc: This Workflow is used to orchestrate the Workflow pattern-9
inputs:
- id: aoi
label: area of interest - pattern-9/aoi
doc: area of interest as a bounding box - This parameter is derived from
pattern-9/aoi
default: -118.985,38.432,-118.183,38.938
type: string
- id: epsg
label: EPSG code - pattern-9/epsg
doc: EPSG code - This parameter is derived from pattern-9/epsg
default: EPSG:4326
type: string
- id: indexes
label: indexes - pattern-9/indexes
doc: indexes to compute - This parameter is derived from pattern-9/indexes
default:
- ndvi
- none
type:
name: _:f2edfa96-abcc-42a6-8358-a1b280e10140
items: string
type: array
- id: another_input
label: Another Input - my-asthonishing-stage-in-directory/another_input
doc: An additional input for demonstration purposes - This parameter is
derived from my-asthonishing-stage-in-directory/another_input
type: string
- id: item
label: Landsat-8/9 acquisition reference - pattern-9/item
doc: Landsat-8/9 acquisition reference - This parameter is derived from
pattern-9/item
type:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI
- id: s3_bucket
label: my-super-stage-out/s3_bucket
doc: 'This parameter is derived from: my-super-stage-out/s3_bucket'
type: string
- id: sub_path
label: my-super-stage-out/sub_path
doc: 'This parameter is derived from: my-super-stage-out/sub_path'
type: string
- id: aws_access_key_id
label: my-super-stage-out/aws_access_key_id
doc: 'This parameter is derived from: my-super-stage-out/aws_access_key_id'
type: string
- id: aws_secret_access_key
label: my-super-stage-out/aws_secret_access_key
doc: 'This parameter is derived from: my-super-stage-out/aws_secret_access_key'
type: string
- id: region_name
label: my-super-stage-out/region_name
doc: 'This parameter is derived from: my-super-stage-out/region_name'
type: string
- id: endpoint_url
label: my-super-stage-out/endpoint_url
doc: 'This parameter is derived from: my-super-stage-out/endpoint_url'
type: string
outputs:
- id: vegetation_indexes
label: Vegetation indexes
doc: Vegetation indexes
outputSource:
- stage_out_0/s3_catalog_output
type:
- 'null'
- name: _:84c8cb4b-11a5-4605-b484-9dbee8f387fd
items:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI
type: array
requirements:
- class: SubworkflowFeatureRequirement
- class: ScatterFeatureRequirement
- class: InlineJavascriptRequirement
- class: SchemaDefRequirement
types:
- $import:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml
steps:
- id: directory_stage_in_0
in:
- id: reference
source: item
- id: another_input
source: another_input
out:
- staged
run: '#my-asthonishing-stage-in-directory'
- id: app
in:
- id: aoi
source: aoi
- id: epsg
source: epsg
- id: indexes
source: indexes
- id: item
source: directory_stage_in_0/staged
out:
- vegetation_indexes
run: '#pattern-9'
- id: stage_out_0
in:
- id: s3_bucket
source: s3_bucket
- id: sub_path
source: sub_path
- id: aws_access_key_id
source: aws_access_key_id
- id: aws_secret_access_key
source: aws_secret_access_key
- id: region_name
source: region_name
- id: endpoint_url
source: endpoint_url
- id: stac_catalog
source: app/vegetation_indexes
out:
- s3_catalog_output
run: '#my-super-stage-out'
when: $(inputs.stac_catalog !== null)
scatter: stac_catalog
scatterMethod: dotproduct
- http://commonwl.org/cwltool#original_cwlVersion: v1.2
id: my-asthonishing-stage-in-directory
class: CommandLineTool
inputs:
- id: reference
label: STAC Item URL
doc: A STAC Item to stage
type:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI
- id: another_input
label: Another Input
doc: An additional input for demonstration purposes
type: string
outputs:
- id: staged
type: Directory
outputBinding:
glob: .
requirements:
- class: SchemaDefRequirement
types:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Date
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Date/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#DateTime
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#DateTime/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Duration
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Duration/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Email
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Email/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Hostname
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Hostname/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNEmail
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNEmail/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNHostname
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNHostname/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv4
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv4/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv6
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv6/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRI
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRI/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRIReference
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRIReference/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#JsonPointer
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#JsonPointer/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Password
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Password/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#RelativeJsonPointer
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#RelativeJsonPointer/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#UUID
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#UUID/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URIReference
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URIReference/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URITemplate
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URITemplate/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Time
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Time/value
type: string
type: record
- class: DockerRequirement
dockerPull: ghcr.io/eoap/mastering-app-package/stage:1.0.0
- class: InlineJavascriptRequirement
- class: InitialWorkDirRequirement
listing:
- entryname: stage.py
entry: |-
import pystac
import stac_asset
import asyncio
import os
import sys
config = stac_asset.Config(warn=True)
async def main(href: str):
item = pystac.read_file(href)
os.makedirs(item.id, exist_ok=True)
cwd = os.getcwd()
os.chdir(item.id)
item = await stac_asset.download_item(item=item, directory=".", config=config)
os.chdir(cwd)
cat = pystac.Catalog(
id="catalog",
description=f"catalog with staged {item.id}",
title=f"catalog with staged {item.id}",
)
cat.add_item(item)
cat.normalize_hrefs("./")
cat.save(catalog_type=pystac.CatalogType.SELF_CONTAINED)
return cat
href = sys.argv[1]
empty_arg = sys.argv[2]
cat = asyncio.run(main(href))
cwlVersion: v1.2
baseCommand:
- python
- stage.py
arguments:
- $( inputs.reference.value )
- $( inputs.another_input )
- id: pattern-9
class: Workflow
label: NDVI and NDWI vegetation indexes
doc: NDVI and NDWI vegetation indexes from Landsat-8/9 acquisitions
inputs:
- id: aoi
label: area of interest
doc: area of interest as a bounding box
default: -118.985,38.432,-118.183,38.938
type: string
- id: epsg
label: EPSG code
doc: EPSG code
default: EPSG:4326
type: string
- id: indexes
label: indexes
doc: indexes to compute
default:
- ndvi
- none
type:
name: _:f2edfa96-abcc-42a6-8358-a1b280e10140
items: string
type: array
- id: item
label: Landsat-8/9 acquisition reference
doc: Landsat-8/9 acquisition reference
type: Directory
outputs:
- id: vegetation_indexes
label: Vegetation indexes
doc: Vegetation indexes
outputSource:
- step/vegetation_index
type:
- 'null'
- name: _:e6e8d494-fc61-4773-9522-2f187fdd2142
items: Directory
type: array
requirements:
- class: ScatterFeatureRequirement
cwlVersion: v1.2
steps:
- id: step
in:
- id: item
source: item
- id: aoi
source: aoi
- id: epsg
source: epsg
- id: index
source: indexes
out:
- vegetation_index
run: '#clt'
scatter: step/index
scatterMethod: dotproduct
$namespaces: &id001
s: https://schema.org/
- http://commonwl.org/cwltool#original_cwlVersion: v1.2
id: my-super-stage-out
class: CommandLineTool
doc: Stage-out the results to S3
inputs:
- id: s3_bucket
type: string
- id: sub_path
type: string
- id: aws_access_key_id
type: string
- id: aws_secret_access_key
type: string
- id: region_name
type: string
- id: endpoint_url
type: string
- id: stac_catalog
label: STAC Catalog folder
doc: The folder containing the STAC catalog to stage out
type: Directory
outputs:
- id: s3_catalog_output
type:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI
outputBinding:
loadContents: true
glob: catalog-uri.txt
outputEval: |
${
return { "value": self[0].contents, "type": "https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI" };
}
requirements:
- class: SchemaDefRequirement
types:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Date
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Date/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#DateTime
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#DateTime/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Duration
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Duration/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Email
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Email/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Hostname
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Hostname/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNEmail
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNEmail/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNHostname
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IDNHostname/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv4
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv4/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv6
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IPv6/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRI
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRI/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRIReference
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#IRIReference/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#JsonPointer
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#JsonPointer/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Password
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Password/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#RelativeJsonPointer
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#RelativeJsonPointer/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#UUID
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#UUID/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URIReference
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URIReference/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URITemplate
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URITemplate/value
type: string
type: record
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Time
fields:
- name:
https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#Time/value
type: string
type: record
- class: DockerRequirement
dockerPull: ghcr.io/eoap/mastering-app-package/stage:1.0.0
- class: InlineJavascriptRequirement
- class: EnvVarRequirement
envDef:
- envName: aws_access_key_id
envValue: $( inputs.aws_access_key_id )
- envName: aws_secret_access_key
envValue: $( inputs.aws_secret_access_key )
- envName: aws_region_name
envValue: $( inputs.region_name )
- envName: aws_endpoint_url
envValue: $( inputs.endpoint_url )
- class: ResourceRequirement
- class: InitialWorkDirRequirement
listing:
- entryname: stage.py
entry: |-
import os
import sys
import pystac
import botocore
import boto3
import shutil
from pystac.stac_io import DefaultStacIO, StacIO
from urllib.parse import urlparse
cat_url = sys.argv[1]
bucket = sys.argv[2]
subfolder = sys.argv[3]
aws_access_key_id = os.environ["aws_access_key_id"]
aws_secret_access_key = os.environ["aws_secret_access_key"]
region_name = os.environ["aws_region_name"]
endpoint_url = os.environ["aws_endpoint_url"]
shutil.copytree(cat_url, "/tmp/catalog")
cat = pystac.read_file(os.path.join("/tmp/catalog", "catalog.json"))
class CustomStacIO(DefaultStacIO):
"""Custom STAC IO class that uses boto3 to read from S3."""
def __init__(self):
self.session = botocore.session.Session()
self.s3_client = self.session.create_client(
service_name="s3",
use_ssl=True,
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key,
endpoint_url=endpoint_url,
region_name=region_name,
)
def write_text(self, dest, txt, *args, **kwargs):
parsed = urlparse(dest)
if parsed.scheme == "s3":
self.s3_client.put_object(
Body=txt.encode("UTF-8"),
Bucket=parsed.netloc,
Key=parsed.path[1:],
ContentType="application/geo+json",
)
else:
super().write_text(dest, txt, *args, **kwargs)
client = boto3.client(
"s3",
aws_access_key_id=aws_access_key_id,
aws_secret_access_key=aws_secret_access_key,
endpoint_url=endpoint_url,
region_name=region_name,
)
StacIO.set_default(CustomStacIO)
for item in cat.get_items():
for key, asset in item.get_assets().items():
s3_path = os.path.normpath(
os.path.join(os.path.join(subfolder, item.id, asset.href))
)
print(f"upload {asset.href} to s3://{bucket}/{s3_path}",file=sys.stderr)
client.upload_file(
asset.get_absolute_href(),
bucket,
s3_path,
)
asset.href = f"s3://{bucket}/{s3_path}"
item.add_asset(key, asset)
cat.normalize_hrefs(f"s3://{bucket}/{subfolder}")
for item in cat.get_items():
# upload item to S3
print(f"upload {item.id} to s3://{bucket}/{subfolder}", file=sys.stderr)
pystac.write_file(item, item.get_self_href())
# upload catalog to S3
print(f"upload catalog.json to s3://{bucket}/{subfolder}", file=sys.stderr)
pystac.write_file(cat, cat.get_self_href())
print(f"s3://{bucket}/{subfolder}/catalog.json", end="", file=sys.stdout)
cwlVersion: v1.2
baseCommand:
- python
- stage.py
arguments:
- $( inputs.stac_catalog.path )
- $( inputs.s3_bucket )
- ${ var firstPart = (Math.random() * 46656) | 0; var secondPart =
(Math.random() * 46656) | 0; firstPart = ("000" +
firstPart.toString(36)).slice(-3); secondPart = ("000" +
secondPart.toString(36)).slice(-3); return inputs.sub_path + "-" + firstPart
+ secondPart; }
stdout: catalog-uri.txt
- id: clt
class: CommandLineTool
inputs:
- id: item
type: Directory
inputBinding:
prefix: --input-item
- id: aoi
type: string
inputBinding:
prefix: --aoi
- id: epsg
type: string
inputBinding:
prefix: --epsg
- id: index
type: string
inputBinding:
prefix: --vegetation-index
outputs:
- id: vegetation_index
type:
- 'null'
- Directory
outputBinding:
glob: output
requirements:
- class: InlineJavascriptRequirement
- class: EnvVarRequirement
envDef:
- envName: PATH
envValue: $PATH:/app/envs/runner/bin
- class: ResourceRequirement
coresMax: 1
ramMax: 512
hints:
- class: DockerRequirement
dockerPull: docker.io/library/runner:latest
cwlVersion: v1.2
baseCommand:
- runner
arguments:
- pattern-9
$namespaces: *id001
Raw CWL document successfully updated! Now dereferencing the FQNs... Cleaning CommandLineTool my-super-stage-out... CWL document successfully dereferenced! Validating stage-in 'my-asthonishing-stage-in-directory'... stage-in 'my-asthonishing-stage-in-directory' is valid Validating stage-out 'my-super-stage-out'... stage-out 'my-super-stage-out' is valid Building the CWL Orchestrator Workflow... Analyzing pattern-9 inputs... * pattern-9/aoi: string * pattern-9/epsg: string * pattern-9/indexes: string[] * pattern-9/item: Directory Directory type detected, creating a related 'directory_stage_in_0'... Converting Directory to URL-compatible type... Directory converted to https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI Connecting 'app/item' to 'directory_stage_in_0' output... Analyzing pattern-9 outputs... * pattern-9/vegetation_indexes: [ null, Directory[] ] Directory type detected, creating a related 'stage_out_0'... Converting [ null, Directory[] ] to URL-compatible type... [ null, Directory[] ] converted to [ null, https://raw.githubusercontent.com/eoap/schemas/main/string_format.yaml#URI[] ] Array detected, scatter required for stac_catalog:app/vegetation_indexes Nullable detected, 'when' required for stac_catalog:app/vegetation_indexes Connecting 'app/vegetation_indexes' to 'stage_out_0' output... Orchestrator Workflow built in 0.0024 seconds
