Added Tensorflow model REST protocol test on triton for Modelmesh

ods_ci/tests/Resources/Files/triton/modelmesh-triton-tensorflow-output.json

@@ -0,0 +1,7 @@
+{"model_name":"inceptiongraphdef__isvc-3d47a57850","model_version":"1","outputs":[{"name":"InceptionV3/Predictions/Softmax","datatype":"FP32","shape":[1,1001],"data":[0.00017835239,0.000102207334,0.00040144665,0.00053033314,0.00027971406,0.0013423931,0.00035822403,0.0005146323,0.00068280095,0.0005593356,0.0006294884,0.00083396374,0.00078253815,0.0013488036,0.001376984,0.0012715475,0.0023802875,0.0008721544,0.00068400276,0.0067927954,0.0005489907,0.0009313915,0.0026896393,0.0019404711,0.0008952451,0.0005062338,0.0003050709,0.00013300705,0.0005231623,0.00022160984,0.00030028666,0.00029445975,0.0003046454,0.000092344344,0.00020437122,0.00075666956,0.00010319233,0.0001324062,0.00018883395,0.00024938607,0.00019521586,0.00031935133,0.00017681718,0.0004550522,0.00018139159,0.0002587802,0.00018249966,0.0005547497,0.0002967668,0.00028402125,0.00007612907,0.00033937016,0.00014225116,0.00078431075,0.00083683984,0.000370249,0.0008498151,0.00013691763,0.00022890454,0.0002641032,0.0015006971,0.00053243374,0.0000907384,0.00018857156,0.0009986189,0.0005585813,0.00068764354,0.0002741844,0.0005079193,0.00036508933,0.00020865294,0.0003651198,0.002425264,0.00015305843,0.0006082568,0.00008815172,0.00018912724,0.00025719462,0.0011470666,0.005355532,0.0015475369,0.00028846355,0.0007858467,0.0005904269,0.00014465109,0.00047894707,0.001544611,0.00036520264,0.00035897215,0.0005380435,0.0008711086,0.00041960916,0.0013282995,0.005573367,0.0005016874,0.0022453011,0.0005089283,0.0012538801,0.00048011617,0.00036048194,0.00086849695,0.00023785683,0.000085305524,0.000147455,0.00026433982,0.00048668866,0.000051320465,0.000071503346,0.0015093589,0.00025220847,0.00007458099,0.0003256829,0.01768877,0.0013401258,0.0008828955,0.0009820414,0.00009175115,0.00023021524,0.0010776042,0.000074073185,0.00022550095,0.00043988987,0.0001422142,0.00011354866,0.00011207844,0.00028180832,0.00069873285,0.0014339413,0.00061056926,0.0010022998,0.00080171385,0.0005640231,0.0011954595,0.0008176829,0.00093923154,0.0006816383,0.000403282,0.0008311831,0.0007086835,0.00023295381,0.0020728235,0.0006494798,0.0013178162,0.0004405929,0.0014927381,0.00037015334,0.00040886833,0.0007335298,0.00019913877,0.00011503936,0.0002871042,0.0001830359,0.00030646005,0.00015972432,0.00023312216,0.00013499522,0.00021743796,0.00017426591,0.00014629841,0.00019824128,0.00009409763,0.00006008714,0.00025801244,0.00035659526,0.00023508102,0.00036738874,0.00029072392,0.00019926035,0.00007201355,0.00016318183,0.00024176168,0.00013716123,0.00034282508,0.000244012,0.00041990817,0.00008925026,0.000075463686,0.00008040648,0.00026947507,0.0004879551,0.00005132869,0.00020642264,0.00018678093,0.000062778905,0.00008810902,0.00020598323,0.00027764216,0.00020435112,0.0003086493,0.00020994239,0.00018400357,0.00024319401,0.00023872619,0.000041000807,0.00035233732,0.000077463956,0.000738902,0.0001775999,0.00005067854,0.00007615074,0.00037568333,0.00007790807,0.000522395,0.000053426083,0.00027413393,0.00017606771,0.00024204752,0.00014987995,0.00032702586,0.0006044253,0.00010395334,0.00009053333,0.00049105485,0.00005918142,0.0001769739,0.00010154179,0.00026478033,0.00013854016,0.00024305627,0.00011937214,0.000060964383,0.0002696135,0.0002063026,0.00010198593,0.0006219903,0.0008454653,0.00008211383,0.000028383754,0.0003089983,0.00020034878,0.000093728544,0.000051650073,0.0001640213,0.00009212404,0.000055484947,0.00021427503,0.00029559954,0.00022805137,0.00028024128,0.00027840285,0.0000566063,0.00007180165,0.00011418179,0.000051459356,0.00006817839,0.000051230123,0.00013504595,0.00020312706,0.00017861207,0.00009802688,0.00028527458,0.00013910547,0.00033508116,0.000042119696,0.00013549863,0.00023382978,0.000024864481,0.00013506644,0.00012762065,0.000117501055,0.0001501146,0.00016458068,0.00015489469,0.000057573627,0.0002557536,0.00008909825,0.00046674616,0.0002495526,0.00013226138,0.00013817348,0.00029219376,0.00039512216,0.00013842329,0.0001844859,0.00014447675,0.00044776473,0.00027444927,0.00053243095,0.0002416364,0.0001307533,0.00017635315,0.00025219683,0.00025972057,0.00028857114,0.00032476266,0.00018019999,0.0003804509,0.0000777012,0.00005080189,0.00018974548,0.00030944892,0.00008445143,0.0003789483,0.000078942736,0.00021748069,0.00007060281,0.00021786887,0.00030860235,0.0003202483,0.000106123,0.0006324393,0.00046078366,0.0006578997,0.00037099535,0.00033067126,0.00022917136,0.0012496089,0.0011680174,0.0006907965,0.00085849164,0.00027547035,0.0025329872,0.0008017742,0.0021440159,0.0003289842,0.0014165195,0.001093865,0.00035744972,0.0006003339,0.0006349742,0.0018614361,0.00035786262,0.00028580957,0.00016161149,0.00015772911,0.0002939121,0.00020385168,0.0009963117,0.00082697434,0.0005679312,0.0000899606,0.00019148916,0.0006266442,0.00019463057,0.00013829496,0.00029031083,0.00011121606,0.00013282616,0.00018648601,0.0001475045,0.00015517115,0.00021347476,0.000027480966,0.000054556585,0.00021445155,0.000080955695,0.00017839433,0.00008893356,0.00010984412,0.000080668,0.000316906,0.00032236427,0.0007483713,0.0000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+
+
+
+
+
+

ods_ci/tests/Resources/Files/triton/triton_tensorflow_modelmesh_runtime.yaml

@@ -0,0 +1,73 @@
+apiVersion: serving.kserve.io/v1alpha1
+kind: ServingRuntime
+metadata:
+  annotations:
+    enable-route: "true"
+  name: modelmesh-triton
+  namespace: triton-modelmesh
+spec:
+  annotations:
+    opendatahub.io/modelServingSupport: '["multi"x`x`]'
+    prometheus.kserve.io/path: /metrics
+    prometheus.kserve.io/port: "8002"
+  builtInAdapter:
+    env:
+      - name: CONTAINER_MEM_REQ_BYTES
+        value: "268435456"
+      - name: USE_EMBEDDED_PULLER
+        value: "true"
+    memBufferBytes: 134217728
+    modelLoadingTimeoutMillis: 90000
+    runtimeManagementPort: 8001
+    serverType: triton
+  containers:
+    - args:
+        - -c
+        - 'mkdir -p /models/_triton_models;  chmod 777
+          /models/_triton_models;  exec
+          tritonserver  "--model-repository=/models/_triton_models"  "--model-control-mode=explicit"  "--strict-model-config=false"  "--strict-readiness=false"  "--allow-http=true"  "--allow-grpc=true"  '
+      command:
+        - /bin/sh
+      image: nvcr.io/nvidia/tritonserver:23.05-py3
+      name: triton
+      resources:
+        limits:
+          cpu: "1"
+          memory: 2Gi
+        requests:
+          cpu: "1"
+          memory: 2Gi
+  grpcDataEndpoint: port:8001
+  grpcEndpoint: port:8085
+  multiModel: true
+  protocolVersions:
+    - grpc-v2
+    - v2
+  supportedModelFormats:
+    - autoSelect: true
+      name: keras
+      version: "2"
+    - autoSelect: true
+      name: onnx
+      version: "1"
+    - autoSelect: true
+      name: pytorch
+      version: "1"
+    - autoSelect: true
+      name: tensorflow
+      version: "1"
+    - autoSelect: true
+      name: tensorflow
+      version: "2"
+    - autoSelect: true
+      name: tensorrt
+      version: "7"
+    - autoSelect: false
+      name: sklearn
+      version: "0"
+    - autoSelect: false
+      name: xgboost
+      version: "1"
+    - autoSelect: false
+      name: lightgbm
+      version: "3"

ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHDataScienceProject/ModelServer.resource

@@ -219,6 +219,7 @@
     ELSE
         SeleniumLibrary.Wait Until Page Contains Element    xpath://td[@data-label="Tokens"]/button
         SeleniumLibrary.Click Element    xpath://td[@data-label="Tokens"]/button
+        Sleep   5s
         ${token}=    SeleniumLibrary.Get Element Attribute
         ...    xpath://div[.="${service_account_name} "]/../../td[@data-label="Token Secret"]//input    value
     END
@@ -228,7 +229,7 @@
     [Documentation]    Gets the (Single Model) Token of an specific Service Account
     [Arguments]    ${service_account_name}
     ${token}=    Get Element Attribute
-            ...    xpath://div[text()='${service_account_name}']/parent::td[@data-label='Token Name']/following-sibling::td[@data-label='Token Secret']//input   value
+    ...    xpath://div[text()='${service_account_name}']/parent::td[@data-label='Token Name']/following-sibling::td[@data-label='Token Secret']//input   value
     RETURN    ${token}
 
 Click Plus Button

ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHModelServing.resource

@@ -121,7 +121,7 @@
     ...    Selects the given one
     [Arguments]    ${model_server}
     ${selectable}=    Run Keyword And Return Status
-    ...    Wait Until Element Is Visible    xpath://span[.="Model servers"]/../../..//button[@aria-label="Options menu"]    timeout=1
+    ...    Wait Until Element Is Visible    xpath://span[.="Model servers"]/../../..//button[@aria-label="Options menu"]    timeout=3
     IF    ${selectable}==True
         Open Model servers Options Menu  # robocop:disable
         Click Element    xpath://li/button[.="${model_server}"]
@@ -179,11 +179,11 @@
     [Arguments]    ${model_name}    ${expected_status}=success
     IF    "${expected_status}"=="success"
         SeleniumLibrary.Wait Until Page Contains Element
-        ...    //div[.="${model_name} "]${MS_TABLE_STATUS}${MS_TABLE_STATUS_SUCCESS}    timeout=2m
+        ...    //div[.="${model_name} "]${MS_TABLE_STATUS}${MS_TABLE_STATUS_SUCCESS}    timeout=5m
         Page Should Not Contain Element    //div[.="${model_name} "]${MS_TABLE_STATUS}${MS_TABLE_STATUS_FAILURE}
     ELSE
         SeleniumLibrary.Wait Until Page Contains Element
-        ...    //div[.="${model_name} "]${MS_TABLE_STATUS}${MS_TABLE_STATUS_FAILURE}    timeout=2m
+        ...    //div[.="${model_name} "]${MS_TABLE_STATUS}${MS_TABLE_STATUS_FAILURE}    timeout=5m
         Page Should Not Contain Element    //div[.="${model_name} "]${MS_TABLE_STATUS}${MS_TABLE_STATUS_SUCCESS}
     END