

<!--XBRL Document Created with Wdesk from Workiva-->
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    <link:label id="lab_us-gaap_ContractWithCustomerLiability_B51816F66C5568C5683FAF93DE5B9721_label_en-US" xlink:label="lab_us-gaap_ContractWithCustomerLiability_B51816F66C5568C5683FAF93DE5B9721" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Contract with Customer, Liability</link:label>
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    <link:label id="lab_us-gaap_OtherPrepaidExpenseCurrent_C343A1CDA9942854BB10AF93E0C26EA4_label_en-US" xlink:label="lab_us-gaap_OtherPrepaidExpenseCurrent_C343A1CDA9942854BB10AF93E0C26EA4" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Other Prepaid Expense, Current</link:label>
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    <link:label id="lab_us-gaap_LineOfCreditMember_65FC7B39F98B975004B5080DD252007C_label_en-US" xlink:label="lab_us-gaap_LineOfCreditMember_65FC7B39F98B975004B5080DD252007C" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Line of Credit [Member]</link:label>
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    <link:label id="lab_us-gaap_EmployeeRelatedLiabilitiesCurrent_A4012562B3351F46B249080DD3B40E2B_terseLabel_en-US" xlink:label="lab_us-gaap_EmployeeRelatedLiabilitiesCurrent_A4012562B3351F46B249080DD3B40E2B" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Compensation and benefits</link:label>
    <link:label id="lab_us-gaap_EmployeeRelatedLiabilitiesCurrent_A4012562B3351F46B249080DD3B40E2B_label_en-US" xlink:label="lab_us-gaap_EmployeeRelatedLiabilitiesCurrent_A4012562B3351F46B249080DD3B40E2B" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Employee-related Liabilities, Current</link:label>
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    <link:label id="lab_us-gaap_SalesAndExciseTaxPayableCurrent_C1D95A70DDC6A845EBAA080DD3B4BF98_terseLabel_en-US" xlink:label="lab_us-gaap_SalesAndExciseTaxPayableCurrent_C1D95A70DDC6A845EBAA080DD3B4BF98" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Accrued taxes</link:label>
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    <link:label id="lab_us-gaap_AccruedProfessionalFeesCurrent_98969E3690FA9B57C6B8080DD3B57C2F_terseLabel_en-US" xlink:label="lab_us-gaap_AccruedProfessionalFeesCurrent_98969E3690FA9B57C6B8080DD3B57C2F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Legal and professional fees</link:label>
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    <link:label id="lab_us-gaap_ProductWarrantyAccrualClassifiedCurrent_FB77546BDD1A45F86CC5080DD3B5C35F_terseLabel_en-US" xlink:label="lab_us-gaap_ProductWarrantyAccrualClassifiedCurrent_FB77546BDD1A45F86CC5080DD3B5C35F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Warranty</link:label>
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    <link:label id="lab_us-gaap_ContractWithCustomerRefundLiabilityCurrent_570BF22FB585E6DA221A081421897841_terseLabel_en-US" xlink:label="lab_us-gaap_ContractWithCustomerRefundLiabilityCurrent_570BF22FB585E6DA221A081421897841" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Sales returns reserve</link:label>
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    <link:label id="lab_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED_terseLabel_en-US" xlink:label="lab_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">De Lage Landen Financial Services, Inc.</link:label>
    <link:label id="lab_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED_label_en-US" xlink:label="lab_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">De Lage Landen Financial Services, Inc. [Member]</link:label>
    <link:label id="lab_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED_documentation_en-US" xlink:label="lab_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">De Lage Landen Financial Services, Inc. [Member]</link:label>
    <link:loc xlink:href="oesx-20180930.xsd#oesx_DeLageLandenFinancialServicesInc.Member" xlink:label="loc_oesx_DeLageLandenFinancialServicesInc.Member_8F5B76111335AE4963BAEB6390D274ED" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LondonInterbankOfferedRateLIBORMember_29A57B7264CCBB9F0310EB6390D81124_terseLabel_en-US" xlink:label="lab_us-gaap_LondonInterbankOfferedRateLIBORMember_29A57B7264CCBB9F0310EB6390D81124" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">London Interbank Offered Rate (LIBOR)</link:label>
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    <link:label id="lab_us-gaap_SecuredDebtMember_C78E03D253347241D368EB6390DA2D51_terseLabel_en-US" xlink:label="lab_us-gaap_SecuredDebtMember_C78E03D253347241D368EB6390DA2D51" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Secured Debt</link:label>
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    <link:label id="lab_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F_terseLabel_en-US" xlink:label="lab_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Agreement with Wisconsin Department of Commerce</link:label>
    <link:label id="lab_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F_label_en-US" xlink:label="lab_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Agreement with Wisconsin Department of Commerce [Member]</link:label>
    <link:label id="lab_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F_documentation_en-US" xlink:label="lab_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Agreement with Wisconsin Department of Commerce [Member]</link:label>
    <link:loc xlink:href="oesx-20180930.xsd#oesx_AgreementWithWisconsinDepartmentOfCommerceMember" xlink:label="loc_oesx_AgreementWithWisconsinDepartmentOfCommerceMember_F30AFA46624C38536878EB6390DAD35F" xlink:type="locator" />
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    <link:label id="lab_us-gaap_ExtinguishmentOfDebtAxis_1BE0890F9E9801C6484FEB6390DBDFDA_terseLabel_en-US" xlink:label="lab_us-gaap_ExtinguishmentOfDebtAxis_1BE0890F9E9801C6484FEB6390DBDFDA" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Extinguishment Of Debt [Axis]</link:label>
    <link:label id="lab_us-gaap_ExtinguishmentOfDebtAxis_1BE0890F9E9801C6484FEB6390DBDFDA_label_en-US" xlink:label="lab_us-gaap_ExtinguishmentOfDebtAxis_1BE0890F9E9801C6484FEB6390DBDFDA" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Extinguishment of Debt [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2018/elts/us-gaap-2018-01-31.xsd#us-gaap_ExtinguishmentOfDebtAxis" xlink:label="loc_us-gaap_ExtinguishmentOfDebtAxis_1BE0890F9E9801C6484FEB6390DBDFDA" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LineOfCreditFacilityLineItems_E07E6B6CDEF62624B03FEB6390DD5EBB_terseLabel_en-US" xlink:label="lab_us-gaap_LineOfCreditFacilityLineItems_E07E6B6CDEF62624B03FEB6390DD5EBB" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Line of Credit Facility [Line Items]</link:label>
    <link:label id="lab_us-gaap_LineOfCreditFacilityLineItems_E07E6B6CDEF62624B03FEB6390DD5EBB_label_en-US" xlink:label="lab_us-gaap_LineOfCreditFacilityLineItems_E07E6B6CDEF62624B03FEB6390DD5EBB" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Line of Credit Facility [Line Items]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2018/elts/us-gaap-2018-01-31.xsd#us-gaap_LineOfCreditFacilityLineItems" xlink:label="loc_us-gaap_LineOfCreditFacilityLineItems_E07E6B6CDEF62624B03FEB6390DD5EBB" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LineOfCreditFacilityCurrentBorrowingCapacity_B0FED0FE075744B503C0EB6390DE53AA_terseLabel_en-US" xlink:label="lab_us-gaap_LineOfCreditFacilityCurrentBorrowingCapacity_B0FED0FE075744B503C0EB6390DE53AA" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Credit facility current limit</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2018/elts/us-gaap-2018-01-31.xsd#us-gaap_LineOfCreditFacilityCurrentBorrowingCapacity" xlink:label="loc_us-gaap_LineOfCreditFacilityCurrentBorrowingCapacity_B0FED0FE075744B503C0EB6390DE53AA" xlink:type="locator" />
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    <link:label id="lab_us-gaap_LettersOfCreditOutstandingAmount_7F8CA4BD81A7FD55BD6EEB6390DFF99F_terseLabel_en-US" xlink:label="lab_us-gaap_LettersOfCreditOutstandingAmount_7F8CA4BD81A7FD55BD6EEB6390DFF99F" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Outstanding letters of credit</link:label>
    <link:label id="lab_us-gaap_LettersOfCreditOutstandingAmount_7F8CA4BD81A7FD55BD6EEB6390DFF99F_label_en-US" xlink:label="lab_us-gaap_LettersOfCreditOutstandingAmount_7F8CA4BD81A7FD55BD6EEB6390DFF99F" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Letters of Credit Outstanding, Amount</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2018/elts/us-gaap-2018-01-31.xsd#us-gaap_LettersOfCreditOutstandingAmount" xlink:label="loc_us-gaap_LettersOfCreditOutstandingAmount_7F8CA4BD81A7FD55BD6EEB6390DFF99F" xlink:type="locator" />
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    <link:label id="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737_terseLabel_en-US" xlink:label="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Credit facility, additional borrowing capacity</link:label>
    <link:label id="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737_label_en-US" xlink:label="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Line Of Credit Facility, Additional Borrowing Capacity</link:label>
    <link:label id="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737_documentation_en-US" xlink:label="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Line of Credit Facility, Additional Borrowing Capacity</link:label>
    <link:loc xlink:href="oesx-20180930.xsd#oesx_LineOfCreditFacilityAdditionalBorrowingCapacity" xlink:label="loc_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737" xlink:type="locator" />
    <link:labelArc order="1" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="loc_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737" xlink:to="lab_oesx_LineOfCreditFacilityAdditionalBorrowingCapacity_C321F146C60D6781970FEB6390E05737" xlink:type="arc" />
    <link:label id="lab_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D_terseLabel_en-US" xlink:label="lab_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Potential maximum borrowing</link:label>
    <link:label id="lab_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D_label_en-US" xlink:label="lab_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D" xlink:role="http://www.xbrl.org/2003/role/label" xlink:type="resource" xml:lang="en-US">Line Of Credit Facility, Potential Maximum Borrowing Capacity</link:label>
    <link:label id="lab_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D_documentation_en-US" xlink:label="lab_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D" xlink:role="http://www.xbrl.org/2003/role/documentation" xlink:type="resource" xml:lang="en-US">Line of Credit Facility, Potential Maximum Borrowing Capacity</link:label>
    <link:loc xlink:href="oesx-20180930.xsd#oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity" xlink:label="loc_oesx_LineOfCreditFacilityPotentialMaximumBorrowingCapacity_2AAA6858896E490323FFEB6390E1942D" xlink:type="locator" />
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    <link:label id="lab_oesx_LineOfCreditFacilityCovenantTermsMinimumIndebtednessRatio_5301B01E9F12F8A9B2F5EB6390E15F50_terseLabel_en-US" xlink:label="lab_oesx_LineOfCreditFacilityCovenantTermsMinimumIndebtednessRatio_5301B01E9F12F8A9B2F5EB6390E15F50" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Credit facility, minimum indebtedness ratio</link:label>
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    <link:label id="lab_us-gaap_DebtInstrumentPeriodicPaymentInterest_96DC20044693D3184E5BEB6390E2346D_terseLabel_en-US" xlink:label="lab_us-gaap_DebtInstrumentPeriodicPaymentInterest_96DC20044693D3184E5BEB6390E2346D" xlink:role="http://www.xbrl.org/2003/role/terseLabel" xlink:type="resource" xml:lang="en-US">Interest payment</link:label>
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