diff --git a/ods_ci/tests/Resources/Files/triton/modelmesh-triton-tensorflow-input.json b/ods_ci/tests/Resources/Files/triton/modelmesh-triton-tensorflow-input.json new file mode 100644 index 000000000..d78bd26ed --- /dev/null +++ b/ods_ci/tests/Resources/Files/triton/modelmesh-triton-tensorflow-input.json @@ -0,0 +1 @@ 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diff --git a/ods_ci/tests/Resources/Files/triton/modelmesh-triton-tensorflow-output.json b/ods_ci/tests/Resources/Files/triton/modelmesh-triton-tensorflow-output.json new file mode 100644 index 000000000..8e022e06f --- /dev/null +++ b/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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+ + + + + + diff --git a/ods_ci/tests/Resources/Files/triton/triton_tensorflow_modelmesh_runtime.yaml b/ods_ci/tests/Resources/Files/triton/triton_tensorflow_modelmesh_runtime.yaml new file mode 100644 index 000000000..3483c8a81 --- /dev/null +++ b/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" diff --git a/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHDataScienceProject/ModelServer.resource b/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHDataScienceProject/ModelServer.resource index d01ce0c97..4cf258c4c 100644 --- a/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHDataScienceProject/ModelServer.resource +++ b/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHDataScienceProject/ModelServer.resource @@ -221,7 +221,7 @@ Get Model Serving Access Token via UI SeleniumLibrary.Wait Until Page Contains Element xpath://td[@data-label="Tokens"]/button SeleniumLibrary.Click Element xpath://td[@data-label="Tokens"]/button ${token}= SeleniumLibrary.Get Element Attribute - ... xpath://div[.="${service_account_name} "]/../../td[@data-label="Token Secret"]//input value + ... xpath://div[.="${service_account_name} "]/../../td[@data-label="Token Secret"]//span/input value END RETURN ${token} @@ -229,7 +229,7 @@ Get Single Model Token [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 diff --git a/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHModelServing.resource b/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHModelServing.resource index 9ac934d86..2b5d20a35 100644 --- a/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHModelServing.resource +++ b/ods_ci/tests/Resources/Page/ODH/ODHDashboard/ODHModelServing.resource @@ -121,7 +121,7 @@ Select Model Server ... 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}"] @@ -252,6 +252,7 @@ Get Access Token Via UI ... by using the UI of DSP [Arguments] ${project_name} ${service_account_name}=default-name ${single_model}=${FALSE} ... ${model_name}=${NONE} + Log ${service_account_name} Open Data Science Project Details Page ${project_name} tab_id=model-server ${token}= Get Model Serving Access Token via UI ${service_account_name} ${single_model} ${model_name} RETURN ${token} @@ -271,7 +272,7 @@ Get Model Inference ... set to ${TRUE}. [Arguments] ${model_name} ${inference_input} ${token_auth}=${FALSE} ${project_title}=${NONE} ... ${kserve_mode}=Serverless ${deployment_mode}=UI ${service_port}=8888 ${end_point}=${NONE} - ... ${service_account_name}=${NONE} ${token}=${NONE} + ... ${service_account_name}=default-name ${token}=${NONE} ${curl_cmd}= Set Variable ${NONE} ${self_managed}= Is RHODS Self-Managed IF $deployment_mode == 'UI' @@ -342,7 +343,7 @@ Verify Model Inference ${inference_output}= Get Model Inference model_name=${model_name} inference_input=${inference_input} ... token_auth=${token_auth} kserve_mode=${kserve_mode} project_title=${project_title} ... deployment_mode=${deployment_mode} service_port=${service_port} end_point=${end_point} - ... token=${token} # robocop: disable + ... token=${token} # robocop: disable Log ${inference_output} ${result} ${list}= Inference Comparison ${expected_inference_output} ${inference_output} Log ${result} diff --git a/ods_ci/tests/Tests/1000__model_serving/1010__model_serving_triton_on_modelmesh/1010__model_serving_triton_on_modelmesh.robot b/ods_ci/tests/Tests/1000__model_serving/1010__model_serving_triton_on_modelmesh/1010__model_serving_triton_on_modelmesh.robot index a6c6fa0ee..7f2c35953 100644 --- a/ods_ci/tests/Tests/1000__model_serving/1010__model_serving_triton_on_modelmesh/1010__model_serving_triton_on_modelmesh.robot +++ b/ods_ci/tests/Tests/1000__model_serving/1010__model_serving_triton_on_modelmesh/1010__model_serving_triton_on_modelmesh.robot @@ -30,8 +30,12 @@ ${ONNX_MODELMESH_RUNTIME_FILEPATH}= ${RESOURCES_DIRPATH}/triton_onnx_modelmes ${EXPECTED_INFERENCE_REST_OUTPUT_FILE}= ${RESOURCES_DIRPATH}/modelmesh-triton-onnx-rest-output.json ${INFERENCE_REST_INPUT_PYTORCH}= @tests/Resources/Files/triton/modelmesh-triton-pytorch-rest-input.json ${PYTORCH_MODEL_NAME}= resnet50 +${TENSORFLOW_MODEL_NAME}= inception_graphdef ${PYTORCH_RUNTIME_FILEPATH}= ${RESOURCES_DIRPATH}/triton_pytorch_modelmesh_runtime.yaml ${EXPECTED_INFERENCE_REST_OUTPUT_FILE_PYTORCH}= tests/Resources/Files/triton/modelmesh-triton-pytorch-rest-output.json +${INFERENCE_REST_INPUT_TENSORFLOW_FILE}= @${RESOURCES_DIRPATH}/modelmesh-triton-tensorflow-input.json +${EXPECTED_INFERENCE_TENSORFLOW_OUTPUT_FILE}= ${RESOURCES_DIRPATH}/modelmesh-triton-tensorflow-output.json +${TENSORFLOW_RUNTIME_FILEPATH}= ${RESOURCES_DIRPATH}/triton_tensorflow_modelmesh_runtime.yaml *** Test Cases *** @@ -71,7 +75,7 @@ Test Onnx Model Rest Inference Via UI (Triton on Modelmesh) ... project_title=${PRJ_TITLE} ... AND ... Clean All Models Of Current User - + Test Pytorch Model Rest Inference Via UI (Triton on Modelmesh) [Documentation] Test the deployment of an onnx model in Kserve using Triton [Tags] Sanity RHOAIENG-11561 @@ -110,6 +114,44 @@ Test Pytorch Model Rest Inference Via UI (Triton on Modelmesh) ... AND ... Delete Serving Runtime Template From CLI displayed_name=modelmesh-triton + +Test Tensorflow Model Rest Inference Via UI (Triton on Modelmesh) + [Documentation] Test the deployment of an onnx model in Kserve using Triton + [Tags] Sanity RHOAIENG-9069 + + Open Data Science Projects Home Page + Create Data Science Project title=${PRJ_TITLE} description=${PRJ_DESCRIPTION} + ... existing_project=${FALSE} + Open Dashboard Settings settings_page=Serving runtimes + Upload Serving Runtime Template runtime_filepath=${TENSORFLOW_RUNTIME_FILEPATH} + ... serving_platform=multi runtime_protocol=REST + Serving Runtime Template Should Be Listed displayed_name=${ONNX_RUNTIME_NAME} + ... serving_platform=multi + Recreate S3 Data Connection project_title=${PRJ_TITLE} dc_name=model-serving-connection + ... aws_access_key=${S3.AWS_ACCESS_KEY_ID} aws_secret_access=${S3.AWS_SECRET_ACCESS_KEY} + ... aws_bucket_name=ods-ci-s3 + Create Model Server token=${TRUE} runtime=${ONNX_RUNTIME_NAME} server_name=${ONNX_RUNTIME_NAME} existing_server=${TRUE} + Sleep 10s + Serve Model project_name=${PRJ_TITLE} model_name=${TENSORFLOW_MODEL_NAME} framework=tensorflow - 2 + ... existing_data_connection=${TRUE} data_connection_name=model-serving-connection + ... model_path=triton/model_repository/inception_graphdef/ model_server=${ONNX_RUNTIME_NAME} + Wait Until Runtime Pod Is Running server_name=${ONNX_RUNTIME_NAME} + ... project_title=${PRJ_TITLE} timeout=5m + Verify Model Status ${TENSORFLOW_MODEL_NAME} success + ${EXPECTED_INFERENCE_REST_OUTPUT_TENSORFLOW}= Load Json File file_path=${EXPECTED_INFERENCE_TENSORFLOW_OUTPUT_FILE} + ... as_string=${TRUE} + Log ${EXPECTED_INFERENCE_REST_OUTPUT_TENSORFLOW} + Verify Model Inference With Retries ${TENSORFLOW_MODEL_NAME} ${INFERENCE_REST_INPUT_TENSORFLOW_FILE} + ... ${EXPECTED_INFERENCE_REST_OUTPUT_TENSORFLOW} + ... token_auth=${TRUE} + ... project_title=${PRJ_TITLE} + [Teardown] Run Keywords Get Modelmesh Events And Logs model_name=${TENSORFLOW_MODEL_NAME} + ... project_title=${PRJ_TITLE} + ... AND + ... Clean All Models Of Current User + + + *** Keywords *** Triton On Kserve Suite Setup [Documentation] Suite setup steps for testing Triton. It creates some test variables