@prefix SecondaryFileSchema: <https://w3id.org/cwl/cwl#SecondaryFileSchema/> .
@prefix rdf:   <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix CommandLineBinding: <https://w3id.org/cwl/cwl#CommandLineBinding/> .
@prefix xsd:   <http://www.w3.org/2001/XMLSchema#> .
@prefix DockerRequirement: <https://w3id.org/cwl/cwl#DockerRequirement/> .
@prefix cwl:   <https://w3id.org/cwl/cwl#> .
@prefix Workflow: <https://w3id.org/cwl/cwl#Workflow/> .
@prefix sld:   <https://w3id.org/cwl/salad#> .
@prefix CommandOutputBinding: <https://w3id.org/cwl/cwl#CommandOutputBinding/> .
@prefix ns1:   <http://commonwl.org/cwltool#> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-label>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/label>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-label> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue>
        cwl:outputSource  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/tissue> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-level>
        sld:type  xsd:int .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/filter>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-filter> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#level>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-l" ] ;
        sld:type          xsd:int .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/chunk-size>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-chunk-size> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl>
        a                        cwl:CommandLineTool ;
        ns1:original_cwlVersion  "v1.1" ;
        cwl:arguments            ( "fixed-batch" "-o" "$(runtime.outdir)" "--writer" "zip" ) ;
        cwl:baseCommand          ( "classify.py" ) ;
        cwl:cwlVersion           <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/v1.2> ;
        cwl:inputs               <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#filter> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#label> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#gpu> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#filter_slide> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#src> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#chunk-size> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#tumor> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "crs4/slaid:1.1.0-beta.25-tumor_model-level_1-v2.2-cudnn"
                                 ] ;
        cwl:requirements         [ a            cwl:InitialWorkDirRequirement ;
                                   cwl:listing  "$(inputs.src)"
                                 ] .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/label>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-label> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/src>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#slide> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-batch-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-level>
        sld:type  xsd:int .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low>
        cwl:in   <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/chunk-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/gpu> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/src> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/label> ;
        cwl:out  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/tissue> ;
        cwl:run  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/batch-size>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-batch-size> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high>
        cwl:in   <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/filter> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/src> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/gpu> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/filter_slide> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/chunk-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/label> ;
        cwl:out  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/tissue> ;
        cwl:run  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/level>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-level> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#tumor>
        cwl:outputBinding  [ CommandOutputBinding:glob  "$(inputs.src.basename).zip" ;
                             CommandOutputBinding:outputEval
                                     "${self[0].basename=inputs.label + '.zip'; return self[0];}"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/level>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-level> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-label>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#label>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-L" ] ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/batch-size>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-batch-size> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-chunk-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/gpu>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#gpu> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-level>
        sld:type  xsd:int .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#tissue>
        cwl:outputBinding  [ CommandOutputBinding:glob  "$(inputs.src.basename).zip" ;
                             CommandOutputBinding:outputEval
                                     "${self[0].basename=inputs.label + '.zip'; return self[0];}"
                           ] ;
        cwl:outputBinding  [ CommandOutputBinding:glob  "$(inputs.src.basename).zip" ;
                             CommandOutputBinding:outputEval
                                     "${self[0].basename=inputs.label + '.zip'; return self[0];}"
                           ] ;
        sld:type           cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/label>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-label> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#chunk-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/filter_slide>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/tissue> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/src>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#slide> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#chunk-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#gpu>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-chunk-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-label>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#level>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-l" ] ;
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-l" ] ;
        sld:type          xsd:int .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/src>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#slide> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#filter_slide>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--filter-slide" ] ;
        sld:type          cwl:File , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/gpu>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#gpu> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-filter>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/filter>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-filter> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor>
        cwl:outputSource  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/tumor> ;
        sld:type          cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl>
        a                        cwl:Workflow ;
        ns1:original_cwlVersion  "v1.1" ;
        Workflow:steps           <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high> ;
        cwl:cwlVersion           <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/v1.2> ;
        cwl:inputs               <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-label> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#slide> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-chunk-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#gpu> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-label> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-filter> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-chunk-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-filter> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-chunk-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-label> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-batch-size> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor> ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#label>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-L" ] ;
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-L" ] ;
        sld:type          xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/chunk-size>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-chunk-size> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#slide>
        cwl:secondaryFiles  [ SecondaryFileSchema:pattern   "${\n  if (self.nameext == '.mrxs') {\n    return {\n    class: \"Directory\",\n    location: self.location.match(/.*\\//)[0] + \"/\" + self.nameroot,\n    basename: self.nameroot};\n  }\n  else return null;\n}" ;
                              SecondaryFileSchema:required  false
                            ] ;
        sld:type            cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/batch-size>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-batch-size> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/gpu>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#gpu> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#src>
        cwl:inputBinding    [ CommandLineBinding:position
                          1 ] ;
        cwl:secondaryFiles  [ SecondaryFileSchema:pattern   "${\n  if (self.nameext == '.mrxs') {\n    return {\n    class: \"Directory\",\n    location: self.location.match(/.*\\//)[0] + \"/\" + self.nameroot,\n    basename: self.nameroot};\n  }\n  else return null;\n}" ;
                              SecondaryFileSchema:required  false
                            ] ;
        sld:type            cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#batch-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-batch-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#filter_slide>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--filter-slide" ] ;
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--filter-slide" ] ;
        sld:type          cwl:File , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-chunk-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#src>
        cwl:inputBinding    [ CommandLineBinding:position
                          1 ] ;
        cwl:inputBinding    [ CommandLineBinding:position
                          1 ] ;
        cwl:secondaryFiles  [ SecondaryFileSchema:pattern   "${\n  if (self.nameext == '.mrxs') {\n    return {\n    class: \"Directory\",\n    location: self.location.match(/.*\\//)[0] + \"/\" + self.nameroot,\n    basename: self.nameroot};\n  }\n  else return null;\n}" ;
                              SecondaryFileSchema:required  false
                            ] ;
        cwl:secondaryFiles  [ SecondaryFileSchema:pattern   "${\n  if (self.nameext == '.mrxs') {\n    return {\n    class: \"Directory\",\n    location: self.location.match(/.*\\//)[0] + \"/\" + self.nameroot,\n    basename: self.nameroot};\n  }\n  else return null;\n}" ;
                              SecondaryFileSchema:required  false
                            ] ;
        sld:type            cwl:File .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/chunk-size>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-chunk-size> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tumor-batch-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#filter>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-F" ] ;
        sld:type          xsd:string , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor>
        cwl:in   <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/filter> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/label> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/filter_slide> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/gpu> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/src> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/chunk-size> ;
        cwl:out  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#classify-tumor/tumor> ;
        cwl:run  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/level>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-low-level> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#gpu>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--gpu" ] ;
        sld:type          xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#filter>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-F" ] ;
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "-F" ] ;
        sld:type          xsd:string , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/classify_tumor.cwl#batch-size>
        sld:type  xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-high/filter_slide>
        cwl:source  <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#extract-tissue-low/tissue> .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#gpu>
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--gpu" ] ;
        cwl:inputBinding  [ CommandLineBinding:prefix
                          "--gpu" ] ;
        sld:type          xsd:int , sld:null .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/predictions.cwl#tissue-high-filter>
        sld:type  xsd:string .

<https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl>
        a                        cwl:CommandLineTool ;
        ns1:original_cwlVersion  "v1.2" ;
        cwl:arguments            ( "fixed-batch" "-o" "$(runtime.outdir)" "--writer" "zip" ) ;
        cwl:arguments            ( "fixed-batch" "-o" "$(runtime.outdir)" "--writer" "zip" ) ;
        cwl:baseCommand          ( "classify.py" ) ;
        cwl:baseCommand          ( "classify.py" ) ;
        cwl:cwlVersion           <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/v1.2> ;
        cwl:inputs               <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#src> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#level> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#filter> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#label> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#batch-size> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#gpu> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#filter_slide> , <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#chunk-size> ;
        cwl:outputs              <https://w3id.org/cwl/view/git/ce40a38bdbf57fb03dd97f7e56cdeb5365974435/docs/examples/draft/ml-predict-pipeline-streamflow/extract_tissue.cwl#tissue> ;
        cwl:requirements         [ a            cwl:InitialWorkDirRequirement ;
                                   cwl:listing  "$(inputs.src)"
                                 ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "crs4/slaid:1.1.0-beta.25-tissue_model-eddl_2-cudnn"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a            cwl:InitialWorkDirRequirement ;
                                   cwl:listing  "$(inputs.src)"
                                 ] ;
        cwl:requirements         [ a  cwl:InlineJavascriptRequirement ] ;
        cwl:requirements         [ a                             cwl:DockerRequirement ;
                                   DockerRequirement:dockerPull  "crs4/slaid:1.1.0-beta.25-tissue_model-eddl_2-cudnn"
                                 ] .
