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error-mitigation-example-workflow.bpmn
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error-mitigation-example-workflow.bpmn
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<?xml version="1.0" encoding="UTF-8"?>
<bpmn:definitions xmlns:bpmn="http://www.omg.org/spec/BPMN/20100524/MODEL" xmlns:bpmndi="http://www.omg.org/spec/BPMN/20100524/DI" xmlns:dc="http://www.omg.org/spec/DD/20100524/DC" xmlns:camunda="http://camunda.org/schema/1.0/bpmn" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:di="http://www.omg.org/spec/DD/20100524/DI" xmlns:quantme="https://github.com/UST-QuAntiL/QuantME-Quantum4BPMN" id="Definitions_13b49ha" targetNamespace="http://bpmn.io/schema/bpmn" exporter="QuantME Modeler" exporterVersion="4.5.0-nightly.20220818">
<bpmn:process id="error-mitigation-example-workflow" isExecutable="true">
<bpmn:startEvent id="StartEvent_1">
<bpmn:extensionElements>
<camunda:formData>
<camunda:formField id="input_url" label="URL to the input data" type="string" />
<camunda:formField id="ibmq_token" label="IBMQ Access Token" type="string" />
<camunda:formField id="ibmq_backend" label="IBMQ Backend" type="string" />
</camunda:formData>
</bpmn:extensionElements>
<bpmn:outgoing>SequenceFlow_0kum1kc</bpmn:outgoing>
</bpmn:startEvent>
<bpmn:sequenceFlow id="SequenceFlow_0kum1kc" sourceRef="StartEvent_1" targetRef="Task_0bysx93" />
<bpmn:serviceTask id="Task_0bysx93" name="Initialize Quantum K-Means" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/KMeansInitializerService/?csar">
<bpmn:incoming>SequenceFlow_0kum1kc</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_0gw15u7</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:sequenceFlow id="SequenceFlow_0gw15u7" sourceRef="Task_0bysx93" targetRef="ExclusiveGateway_1g07eb9" />
<bpmn:exclusiveGateway id="ExclusiveGateway_1g07eb9">
<bpmn:incoming>SequenceFlow_0gw15u7</bpmn:incoming>
<bpmn:incoming>SequenceFlow_00gjpgx</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_0s6m835</bpmn:outgoing>
</bpmn:exclusiveGateway>
<bpmn:sequenceFlow id="SequenceFlow_0s6m835" sourceRef="ExclusiveGateway_1g07eb9" targetRef="Task_0qfiqux" />
<bpmn:sequenceFlow id="SequenceFlow_15qw95r" sourceRef="Task_0qfiqux" targetRef="Task_1kjq7b0" />
<bpmn:exclusiveGateway id="ExclusiveGateway_052cifa" name="converged?" camunda:asyncBefore="true">
<bpmn:incoming>SequenceFlow_0fxi83k</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_16yvlag</bpmn:outgoing>
<bpmn:outgoing>SequenceFlow_0591a3g</bpmn:outgoing>
</bpmn:exclusiveGateway>
<bpmn:sequenceFlow id="SequenceFlow_16yvlag" name="No" sourceRef="ExclusiveGateway_052cifa" targetRef="Task_11jwstv">
<bpmn:conditionExpression xsi:type="bpmn:tFormalExpression">${clusteringConverged == 'false'}</bpmn:conditionExpression>
</bpmn:sequenceFlow>
<bpmn:sequenceFlow id="SequenceFlow_00gjpgx" sourceRef="Task_11jwstv" targetRef="ExclusiveGateway_1g07eb9" />
<bpmn:sequenceFlow id="SequenceFlow_0591a3g" name="Yes" sourceRef="ExclusiveGateway_052cifa" targetRef="Task_0ky02vw">
<bpmn:conditionExpression xsi:type="bpmn:tFormalExpression">${clusteringConverged == 'true'}</bpmn:conditionExpression>
</bpmn:sequenceFlow>
<bpmn:exclusiveGateway id="ExclusiveGateway_0jbrct6">
<bpmn:incoming>SequenceFlow_1wsvjv1</bpmn:incoming>
<bpmn:incoming>SequenceFlow_0ncbyt5</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_08ni26o</bpmn:outgoing>
</bpmn:exclusiveGateway>
<bpmn:sequenceFlow id="SequenceFlow_1wsvjv1" sourceRef="Task_0ky02vw" targetRef="ExclusiveGateway_0jbrct6" />
<bpmn:sequenceFlow id="SequenceFlow_08ni26o" sourceRef="ExclusiveGateway_0jbrct6" targetRef="Task_1ptc5xw" />
<bpmn:sequenceFlow id="SequenceFlow_08ed0ea" sourceRef="Task_1ptc5xw" targetRef="Task_09pn9sk" />
<bpmn:exclusiveGateway id="ExclusiveGateway_1pzukzt" name="iterations > 30 or costs < 0.2" camunda:asyncBefore="true">
<bpmn:incoming>SequenceFlow_09l09is</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_0ncbyt5</bpmn:outgoing>
<bpmn:outgoing>SequenceFlow_0vmb89t</bpmn:outgoing>
</bpmn:exclusiveGateway>
<bpmn:sequenceFlow id="SequenceFlow_09l09is" sourceRef="Task_1mspa9s" targetRef="ExclusiveGateway_1pzukzt" />
<bpmn:sequenceFlow id="SequenceFlow_0ncbyt5" name="No" sourceRef="ExclusiveGateway_1pzukzt" targetRef="ExclusiveGateway_0jbrct6">
<bpmn:conditionExpression xsi:type="bpmn:tFormalExpression">${classificationConverged == 'false'}</bpmn:conditionExpression>
</bpmn:sequenceFlow>
<bpmn:sequenceFlow id="SequenceFlow_0vmb89t" name="Yes" sourceRef="ExclusiveGateway_1pzukzt" targetRef="Task_1vi6pzv">
<bpmn:conditionExpression xsi:type="bpmn:tFormalExpression">${classificationConverged == 'true'}</bpmn:conditionExpression>
</bpmn:sequenceFlow>
<bpmn:sequenceFlow id="SequenceFlow_1csno8e" sourceRef="Task_06q9rh6" targetRef="EndEvent_08sc4da" />
<bpmn:userTask id="Task_06q9rh6" name="Analyze Results">
<bpmn:extensionElements>
<camunda:formData>
<camunda:formField id="plotUrl" label="Result Image URL" type="string">
<camunda:properties>
<camunda:property id="Property_1mktdna" />
</camunda:properties>
<camunda:validation>
<camunda:constraint name="readonly" />
</camunda:validation>
</camunda:formField>
</camunda:formData>
</bpmn:extensionElements>
<bpmn:incoming>SequenceFlow_14bd1xg</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_1csno8e</bpmn:outgoing>
</bpmn:userTask>
<bpmn:endEvent id="EndEvent_08sc4da">
<bpmn:incoming>SequenceFlow_1csno8e</bpmn:incoming>
</bpmn:endEvent>
<bpmn:sequenceFlow id="SequenceFlow_0fxi83k" sourceRef="Task_0lg77kd" targetRef="ExclusiveGateway_052cifa" />
<bpmn:serviceTask id="Task_0lg77kd" name="Calculate New Centroids" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/KMeansConvergenceService/?csar">
<bpmn:incoming>SequenceFlow_0e99b31</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_0fxi83k</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:serviceTask id="Task_11jwstv" name="Adapt Quantum Circuits" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/KMeansAdaptationService/?csar">
<bpmn:incoming>SequenceFlow_16yvlag</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_00gjpgx</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:serviceTask id="Task_0ky02vw" name="Initialize Quantum SVM" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/QSVMInitializerService/?csar">
<bpmn:incoming>SequenceFlow_0591a3g</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_1wsvjv1</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:serviceTask id="Task_1mspa9s" name="Optimize Thetas" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/QSVMOptimizerService/?csar">
<bpmn:incoming>SequenceFlow_1qu86m2</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_09l09is</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:sequenceFlow id="SequenceFlow_03zrxe7" sourceRef="Task_1vi6pzv" targetRef="Task_0jlij88" />
<bpmn:serviceTask id="Task_1vi6pzv" name="Execute Classifier" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/EvaluationExecutorService/?csar">
<bpmn:incoming>SequenceFlow_0vmb89t</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_03zrxe7</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:sequenceFlow id="SequenceFlow_0e99b31" sourceRef="Task_12f6kkt" targetRef="Task_0lg77kd" />
<bpmn:serviceTask id="Task_12f6kkt" name="Assign Labels" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/KMeansLabelAssignerService/?csar">
<bpmn:incoming>SequenceFlow_12zwgtd</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_0e99b31</bpmn:outgoing>
</bpmn:serviceTask>
<bpmn:sequenceFlow id="SequenceFlow_12zwgtd" sourceRef="Task_1kjq7b0" targetRef="Task_12f6kkt" />
<bpmn:sequenceFlow id="SequenceFlow_1qu86m2" sourceRef="Task_09pn9sk" targetRef="Task_1mspa9s" />
<bpmn:sequenceFlow id="SequenceFlow_0nap8sg" sourceRef="Task_0jlij88" targetRef="Task_0u3ak2n" />
<bpmn:sequenceFlow id="SequenceFlow_14bd1xg" sourceRef="Task_0u3ak2n" targetRef="Task_06q9rh6" />
<bpmn:serviceTask id="Task_0u3ak2n" name="Plot Evaluation Results" quantme:deploymentModelUrl="{{ wineryEndpoint }}/servicetemplates/http%253A%252F%252Fquantil.org%252Fquantme%252Fpull/EvaluationAnalyzerService/?csar">
<bpmn:incoming>SequenceFlow_0nap8sg</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_14bd1xg</bpmn:outgoing>
</bpmn:serviceTask>
<quantme:quantumCircuitExecutionTask id="Task_1ptc5xw" name="Execute Qiskit" provider="ibmq" qpu="ibmq_qasm_simulator" shots="1000" programmingLanguage="qiskit">
<bpmn:extensionElements>
<camunda:inputOutput>
<camunda:inputParameter name="provider">ibmq</camunda:inputParameter>
<camunda:inputParameter name="programmingLanguage">qiskit</camunda:inputParameter>
</camunda:inputOutput>
</bpmn:extensionElements>
<bpmn:incoming>SequenceFlow_08ni26o</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_08ed0ea</bpmn:outgoing>
</quantme:quantumCircuitExecutionTask>
<quantme:quantumCircuitExecutionTask id="Task_0qfiqux" name="Execute OpenQASM" provider="ibmq" qpu="ibmq_qasm_simulator" shots="1000" programmingLanguage="openqasm">
<bpmn:extensionElements>
<camunda:inputOutput>
<camunda:inputParameter name="provider">ibmq</camunda:inputParameter>
<camunda:inputParameter name="programmingLanguage">openqasm</camunda:inputParameter>
</camunda:inputOutput>
</bpmn:extensionElements>
<bpmn:incoming>SequenceFlow_0s6m835</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_15qw95r</bpmn:outgoing>
</quantme:quantumCircuitExecutionTask>
<quantme:readoutErrorMitigationTask id="Task_1kjq7b0" name="Mitigate Readout Errors" provider="ibm" qpu="ibmq_lima" calibrationMethod="fullMatrix" mitigationMethod="matrixInversion" maxAge="600">
<bpmn:incoming>SequenceFlow_15qw95r</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_12zwgtd</bpmn:outgoing>
</quantme:readoutErrorMitigationTask>
<quantme:readoutErrorMitigationTask id="Task_09pn9sk" name="Mitigate Readout Errors" provider="ibm" qpu="ibmq_lima" calibrationMethod="fullMatrix" mitigationMethod="matrixInversion" maxAge="600">
<bpmn:incoming>SequenceFlow_08ed0ea</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_1qu86m2</bpmn:outgoing>
</quantme:readoutErrorMitigationTask>
<quantme:readoutErrorMitigationTask id="Task_0jlij88" name="Mitigate Readout Errors" provider="ibm" qpu="ibmq_lima" calibrationMethod="fullMatrix" mitigationMethod="matrixInversion" maxAge="600">
<bpmn:incoming>SequenceFlow_03zrxe7</bpmn:incoming>
<bpmn:outgoing>SequenceFlow_0nap8sg</bpmn:outgoing>
</quantme:readoutErrorMitigationTask>
</bpmn:process>
<bpmndi:BPMNDiagram id="BPMNDiagram_1">
<bpmndi:BPMNPlane id="BPMNPlane_1" bpmnElement="error-mitigation-example-workflow">
<bpmndi:BPMNEdge id="SequenceFlow_14bd1xg_di" bpmnElement="SequenceFlow_14bd1xg">
<di:waypoint x="2390" y="270" />
<di:waypoint x="2430" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0nap8sg_di" bpmnElement="SequenceFlow_0nap8sg">
<di:waypoint x="2240" y="270" />
<di:waypoint x="2290" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_1qu86m2_di" bpmnElement="SequenceFlow_1qu86m2">
<di:waypoint x="1700" y="270" />
<di:waypoint x="1750" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_12zwgtd_di" bpmnElement="SequenceFlow_12zwgtd">
<di:waypoint x="700" y="270" />
<di:waypoint x="750" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0e99b31_di" bpmnElement="SequenceFlow_0e99b31">
<di:waypoint x="850" y="270" />
<di:waypoint x="926" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_03zrxe7_di" bpmnElement="SequenceFlow_03zrxe7">
<di:waypoint x="2100" y="270" />
<di:waypoint x="2140" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0fxi83k_di" bpmnElement="SequenceFlow_0fxi83k">
<di:waypoint x="1026" y="270" />
<di:waypoint x="1076" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_1csno8e_di" bpmnElement="SequenceFlow_1csno8e">
<di:waypoint x="2530" y="270" />
<di:waypoint x="2612" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0vmb89t_di" bpmnElement="SequenceFlow_0vmb89t">
<di:waypoint x="1950" y="270" />
<di:waypoint x="2000" y="270" />
<bpmndi:BPMNLabel>
<dc:Bounds x="1975" y="246" width="18" height="14" />
</bpmndi:BPMNLabel>
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0ncbyt5_di" bpmnElement="SequenceFlow_0ncbyt5">
<di:waypoint x="1925" y="245" />
<di:waypoint x="1925" y="120" />
<di:waypoint x="1375" y="120" />
<di:waypoint x="1375" y="245" />
<bpmndi:BPMNLabel>
<dc:Bounds x="1882" y="143" width="15" height="14" />
</bpmndi:BPMNLabel>
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_09l09is_di" bpmnElement="SequenceFlow_09l09is">
<di:waypoint x="1850" y="270" />
<di:waypoint x="1900" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_08ed0ea_di" bpmnElement="SequenceFlow_08ed0ea">
<di:waypoint x="1550" y="270" />
<di:waypoint x="1600" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_08ni26o_di" bpmnElement="SequenceFlow_08ni26o">
<di:waypoint x="1400" y="270" />
<di:waypoint x="1450" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_1wsvjv1_di" bpmnElement="SequenceFlow_1wsvjv1">
<di:waypoint x="1300" y="270" />
<di:waypoint x="1350" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0591a3g_di" bpmnElement="SequenceFlow_0591a3g">
<di:waypoint x="1126" y="270" />
<di:waypoint x="1200" y="270" />
<bpmndi:BPMNLabel>
<dc:Bounds x="1153" y="246" width="18" height="14" />
</bpmndi:BPMNLabel>
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_00gjpgx_di" bpmnElement="SequenceFlow_00gjpgx">
<di:waypoint x="630" y="120" />
<di:waypoint x="416" y="120" />
<di:waypoint x="416" y="245" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_16yvlag_di" bpmnElement="SequenceFlow_16yvlag">
<di:waypoint x="1101" y="245" />
<di:waypoint x="1101" y="120" />
<di:waypoint x="730" y="120" />
<bpmndi:BPMNLabel>
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</bpmndi:BPMNLabel>
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_15qw95r_di" bpmnElement="SequenceFlow_15qw95r">
<di:waypoint x="560" y="270" />
<di:waypoint x="600" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0s6m835_di" bpmnElement="SequenceFlow_0s6m835">
<di:waypoint x="441" y="270" />
<di:waypoint x="460" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0gw15u7_di" bpmnElement="SequenceFlow_0gw15u7">
<di:waypoint x="341" y="270" />
<di:waypoint x="391" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNEdge id="SequenceFlow_0kum1kc_di" bpmnElement="SequenceFlow_0kum1kc">
<di:waypoint x="191" y="270" />
<di:waypoint x="241" y="270" />
</bpmndi:BPMNEdge>
<bpmndi:BPMNShape id="_BPMNShape_StartEvent_2" bpmnElement="StartEvent_1">
<dc:Bounds x="155" y="252" width="36" height="36" />
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="ServiceTask_0jfklh6_di" bpmnElement="Task_0bysx93">
<dc:Bounds x="241" y="230" width="100" height="80" />
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="ExclusiveGateway_1g07eb9_di" bpmnElement="ExclusiveGateway_1g07eb9" isMarkerVisible="true">
<dc:Bounds x="391" y="245" width="50" height="50" />
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="ExclusiveGateway_052cifa_di" bpmnElement="ExclusiveGateway_052cifa" isMarkerVisible="true">
<dc:Bounds x="1076" y="245" width="50" height="50" />
<bpmndi:BPMNLabel>
<dc:Bounds x="1072" y="305" width="58" height="14" />
</bpmndi:BPMNLabel>
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="ExclusiveGateway_0jbrct6_di" bpmnElement="ExclusiveGateway_0jbrct6" isMarkerVisible="true">
<dc:Bounds x="1350" y="245" width="50" height="50" />
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="ExclusiveGateway_1pzukzt_di" bpmnElement="ExclusiveGateway_1pzukzt" isMarkerVisible="true">
<dc:Bounds x="1900" y="245" width="50" height="50" />
<bpmndi:BPMNLabel>
<dc:Bounds x="1888" y="305" width="73" height="27" />
</bpmndi:BPMNLabel>
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="UserTask_1dg3wae_di" bpmnElement="Task_06q9rh6">
<dc:Bounds x="2430" y="230" width="100" height="80" />
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="EndEvent_1ruqffc_di" bpmnElement="EndEvent_08sc4da">
<dc:Bounds x="2612" y="252" width="36" height="36" />
</bpmndi:BPMNShape>
<bpmndi:BPMNShape id="ServiceTask_1hpv5f5_di" bpmnElement="Task_0lg77kd">
<dc:Bounds x="926" y="230" width="100" height="80" />
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