From b0b98e3564c86c741619db296ece7ddd43564610 Mon Sep 17 00:00:00 2001
From: Lena Kashtelyan <drfreund@fb.com>
Date: Thu, 16 May 2019 14:12:39 -0700
Subject: [PATCH] Service API tutorial formatting fix

Summary: There was some JSON formatting issue in the tutorial, which prevented it from rendering in Bento. Reuploaded and fixed here

Reviewed By: ldworkin

Differential Revision: D15377991

fbshipit-source-id: 26ee32f261a71768c016d4d6905666efb00128d1
---
 tutorials/gpei_hartmann_service.ipynb | 95 +++++++++++----------------
 1 file changed, 38 insertions(+), 57 deletions(-)

diff --git a/tutorials/gpei_hartmann_service.ipynb b/tutorials/gpei_hartmann_service.ipynb
index b3f18c6c4af..d876b5e36c5 100644
--- a/tutorials/gpei_hartmann_service.ipynb
+++ b/tutorials/gpei_hartmann_service.ipynb
@@ -102,7 +102,7 @@
           "name": "stderr",
           "output_type": "stream",
           "text": [
-            "[INFO 05-07 12:48:02] ipy_plotting: Injecting Plotly library into cell. Do not overwrite or delete cell.\n"
+            "[INFO 05-16 11:12:00] ipy_plotting: Injecting Plotly library into cell. Do not overwrite or delete cell.\n"
           ]
         }
       ],
@@ -136,7 +136,7 @@
       },
       "outputs": [],
       "source": [
-        "ax_client = AxClient()"
+        "ax = AxClient()"
       ]
     },
     {
@@ -161,12 +161,12 @@
           "name": "stderr",
           "output_type": "stream",
           "text": [
-            "[INFO 05-07 12:48:02] ax.service.utils.dispatch: Using Bayesian Optimization generation strategy. Iterations after 6 will take longer to generate due to model-fitting.\n"
+            "[INFO 05-16 11:12:00] ax.service.utils.dispatch: Using Bayesian Optimization generation strategy. Iterations after 6 will take longer to generate due to model-fitting.\n"
           ]
         }
       ],
       "source": [
-        "ax_client.create_experiment(\n",
+        "ax.create_experiment(\n",
         "    name=\"hartmann_test_experiment\",\n",
         "    parameters=[\n",
         "        {\n",
@@ -287,23 +287,7 @@
             "Running trial 26/30...\n",
             "Running trial 27/30...\n",
             "Running trial 28/30...\n",
-            "Running trial 29/30...\n"
-          ]
-        },
-        {
-          "name": "stderr",
-          "output_type": "stream",
-          "text": [
-            "/mnt/xarfuse/uid-132168/dd4aa69e-ns-4026531840/botorch/optim/optimize.py:241: BadInitialCandidatesWarning:\n",
-            "\n",
-            "Unable to find non-zero acquistion function values - initial conditions are being selected randomly.\n",
-            "\n"
-          ]
-        },
-        {
-          "name": "stdout",
-          "output_type": "stream",
-          "text": [
+            "Running trial 29/30...\n",
             "Running trial 30/30...\n"
           ]
         }
@@ -311,9 +295,9 @@
       "source": [
         "for i in range(30):\n",
         "    print(f\"Running trial {i+1}/30...\")\n",
-        "    parameters, trial_index = ax_client.get_next_trial()\n",
+        "    parameters, trial_index = ax.get_next_trial()\n",
         "     # Local evaluation here can be replaced with deployment to external system.\n",
-        "    ax_client.complete_trial(trial_index=trial_index, raw_data=evaluate(parameters))"
+        "    ax.complete_trial(trial_index=trial_index, raw_data=evaluate(parameters))"
       ]
     },
     {
@@ -333,23 +317,23 @@
         {
           "data": {
             "text/plain": [
-              "{'x1': 0.39840772006583164,\n",
-              " 'x2': 0.8456785922105853,\n",
-              " 'x3': 0.5456340573033964,\n",
-              " 'x4': 0.5441807097161516,\n",
-              " 'x5': 0.282668984460409,\n",
-              " 'x6': 0.03372333172147051}"
+              "{'x1': 0.21127060890423158,\n",
+              " 'x2': 0.12958624276430736,\n",
+              " 'x3': 0.46672446090247494,\n",
+              " 'x4': 0.29155022697999494,\n",
+              " 'x5': 0.29405611196836107,\n",
+              " 'x6': 0.6731283134175391}"
             ]
           },
           "execution_count": 6,
           "metadata": {
-            "bento_obj_id": "139631101307424"
+            "bento_obj_id": "139775054299496"
           },
           "output_type": "execute_result"
         }
       ],
       "source": [
-        "best_parameters, values = ax_client.get_best_parameters()\n",
+        "best_parameters, values = ax.get_best_parameters()\n",
         "best_parameters"
       ]
     },
@@ -361,12 +345,12 @@
         {
           "data": {
             "text/plain": [
-              "{'hartmann6': -3.1195206874557275, 'l2norm': 1.244503603746641}"
+              "{'hartmann6': -3.2882678801628886, 'l2norm': 0.9507007106922534}"
             ]
           },
           "execution_count": 7,
           "metadata": {
-            "bento_obj_id": "139631048357784"
+            "bento_obj_id": "139775021640584"
           },
           "output_type": "execute_result"
         }
@@ -396,7 +380,7 @@
           },
           "execution_count": 8,
           "metadata": {
-            "bento_obj_id": "139631113579328"
+            "bento_obj_id": "139775055114696"
           },
           "output_type": "execute_result"
         }
@@ -410,7 +394,7 @@
       "metadata": {},
       "source": [
         "## 6. Plot the response surface and optimization trace\n",
-        "Here we arbitrarily select \"x1\" and \"x2\" as the two parameters to plot for \"hartmann6\". The remainder of the parameters will be fixed at the middle of their range, 0.5."
+        "Here we arbitrarily select \"x1\" and \"x2\" as the two parameters to plot for both metrics, \"hartmann6\" and \"l2norm\"."
       ]
     },
     {
@@ -421,7 +405,7 @@
         {
           "data": {
             "text/html": [
-              "<div id=\"a290a1c96fa44cd3a4ac9d25f53d4f56\" style=\"width: 100%;\" class=\"plotly-graph-div\"></div><script type='text/javascript'>/*\n",
+              "<div id=\"ab2ba86e277346c9ba0dfc1ae1788af9\" style=\"width: 100%;\" class=\"plotly-graph-div\"></div><script type='text/javascript'>/*\n",
               " * Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved.\n",
               " */\n",
               "\n",
@@ -432,15 +416,15 @@
               " * Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved.\n",
               " */\n",
               "\n",
-              "const arm_data = {\"metrics\": [\"hartmann6\"], \"in_sample\": {\"0_0\": {\"name\": \"0_0\", \"parameters\": {\"x1\": 0.6079974174499512, \"x2\": 0.7672606706619263, \"x3\": 0.29934263229370117, \"x4\": 0.8604567646980286, \"x5\": 0.5151839256286621, \"x6\": 0.19061893224716187}, \"y\": {\"hartmann6\": -0.44050517061115074}, \"y_hat\": {\"hartmann6\": -0.4405051760595489}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648281644527945e-05}, \"context_stratum\": null}, \"1_0\": {\"name\": \"1_0\", \"parameters\": {\"x1\": 0.8702265620231628, \"x2\": 0.3175617754459381, \"x3\": 0.061860427260398865, \"x4\": 0.10845700651407242, \"x5\": 0.9946620464324951, \"x6\": 0.8352606892585754}, \"y\": {\"hartmann6\": -0.0001575609459066106}, \"y_hat\": {\"hartmann6\": -0.00015756289657511968}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064828209437506e-05}, \"context_stratum\": null}, \"2_0\": {\"name\": \"2_0\", \"parameters\": {\"x1\": 0.34537723660469055, \"x2\": 0.70849609375, \"x3\": 0.542994499206543, \"x4\": 0.6493524312973022, \"x5\": 0.4446989595890045, \"x6\": 0.4891960620880127}, \"y\": {\"hartmann6\": -0.31036056579046334}, \"y_hat\": {\"hartmann6\": -0.31036056812758384}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064828209437506e-05}, \"context_stratum\": null}, \"3_0\": {\"name\": \"3_0\", \"parameters\": {\"x1\": 0.4525308609008789, \"x2\": 0.39088088274002075, \"x3\": 0.4803083837032318, \"x4\": 0.3267708420753479, \"x5\": 0.8184602856636047, \"x6\": 0.25688043236732483}, \"y\": {\"hartmann6\": -0.20382225024229578}, \"y_hat\": {\"hartmann6\": -0.20382225094146544}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648281644527945e-05}, \"context_stratum\": null}, \"4_0\": {\"name\": \"4_0\", \"parameters\": {\"x1\": 0.958808958530426, \"x2\": 0.500907838344574, \"x3\": 0.9927182197570801, \"x4\": 0.9311429262161255, \"x5\": 0.37090274691581726, \"x6\": 0.9108083844184875}, \"y\": {\"hartmann6\": -0.33728197019889133}, \"y_hat\": {\"hartmann6\": -0.3372819697615758}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064828209437506e-05}, \"context_stratum\": null}, \"5_0\": {\"name\": \"5_0\", \"parameters\": {\"x1\": 0.6878368854522705, \"x2\": 0.08245790004730225, \"x3\": 0.7395843267440796, \"x4\": 0.1634875237941742, \"x5\": 0.1394386738538742, \"x6\": 0.04769127070903778}, \"y\": {\"hartmann6\": -0.033492270653417526}, \"y_hat\": {\"hartmann6\": -0.033492272617755364}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648282994069286e-05}, \"context_stratum\": null}, \"6_0\": {\"name\": \"6_0\", \"parameters\": {\"x1\": 0.48822746400715933, \"x2\": 0.659057415627857, \"x3\": 0.40877269568790753, \"x4\": 0.6651142586653905, \"x5\": 0.5578463468240525, \"x6\": 0.23250947565813468}, \"y\": {\"hartmann6\": -1.0260788105000156}, \"y_hat\": {\"hartmann6\": -1.0260788139962407}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648275796515075e-05}, \"context_stratum\": null}, \"7_0\": {\"name\": \"7_0\", \"parameters\": {\"x1\": 0.4656151384820359, \"x2\": 0.6049358897856962, \"x3\": 0.4355746576808654, \"x4\": 0.601096837590104, \"x5\": 0.5867337218344726, \"x6\": 0.2269207341592553}, \"y\": {\"hartmann6\": -0.9841170457763068}, \"y_hat\": {\"hartmann6\": -0.9841170577344012}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064827624636224e-05}, \"context_stratum\": null}, \"8_0\": {\"name\": \"8_0\", \"parameters\": {\"x1\": 0.4471685327924957, \"x2\": 0.6381836366766154, \"x3\": 0.4347698180884894, \"x4\": 0.625883240069574, \"x5\": 0.5404665778105632, \"x6\": 0.16631031585250167}, \"y\": {\"hartmann6\": -1.4731280610802249}, \"y_hat\": {\"hartmann6\": -1.4731280322302691}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064814489081938e-05}, \"context_stratum\": null}, \"9_0\": {\"name\": \"9_0\", \"parameters\": {\"x1\": 0.42786817592192067, \"x2\": 0.6413702642221929, \"x3\": 0.44335206814801464, \"x4\": 0.6220320118867526, \"x5\": 0.5171846735272455, \"x6\": 0.12256833556266432}, \"y\": {\"hartmann6\": -1.7376744370591926}, \"y_hat\": {\"hartmann6\": -1.7376744809583549}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064808146216473e-05}, \"context_stratum\": null}, \"10_0\": {\"name\": \"10_0\", \"parameters\": {\"x1\": 0.39978622504293154, \"x2\": 0.6539340687266179, \"x3\": 0.45757057066670515, \"x4\": 0.6244107456695244, \"x5\": 0.4800674827831338, \"x6\": 0.06082524185266555}, \"y\": {\"hartmann6\": -2.0077776215288745}, \"y_hat\": {\"hartmann6\": -2.007777541787747}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064818402760922e-05}, \"context_stratum\": null}, \"11_0\": {\"name\": \"11_0\", \"parameters\": {\"x1\": 0.3758791543319149, \"x2\": 0.6701625572768681, \"x3\": 0.4634839769950608, \"x4\": 0.6249403320578379, \"x5\": 0.45152133425012897, \"x6\": 0.0}, \"y\": {\"hartmann6\": -2.0667510469251082}, \"y_hat\": {\"hartmann6\": -2.06675107215723}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648264550334574e-05}, \"context_stratum\": null}, \"12_0\": {\"name\": \"12_0\", \"parameters\": {\"x1\": 0.3527127667019562, \"x2\": 0.6792964757157066, \"x3\": 0.5044020831752148, \"x4\": 0.6148165691330473, \"x5\": 0.4169922702772384, \"x6\": 0.041174150785783944}, \"y\": {\"hartmann6\": -2.1412244390676}, \"y_hat\": {\"hartmann6\": -2.1412245134691767}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648225413606956e-05}, \"context_stratum\": null}, \"13_0\": {\"name\": \"13_0\", \"parameters\": {\"x1\": 0.3323242956501657, \"x2\": 0.7212260915060962, \"x3\": 0.5235152764918555, \"x4\": 0.5962087683076999, \"x5\": 0.4618878997455123, \"x6\": 0.03272740008477733}, \"y\": {\"hartmann6\": -2.33419682287489}, \"y_hat\": {\"hartmann6\": -2.334196726470243}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064794200881492e-05}, \"context_stratum\": null}, \"14_0\": {\"name\": \"14_0\", \"parameters\": {\"x1\": 0.32028153959061506, \"x2\": 0.7431166374095249, \"x3\": 0.5346236758129628, \"x4\": 0.5878575329253183, \"x5\": 0.4853184218046641, \"x6\": 0.029977497302546438}, \"y\": {\"hartmann6\": -2.383728759339162}, \"y_hat\": {\"hartmann6\": -2.3837288028221266}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064808506095577e-05}, \"context_stratum\": null}, \"15_0\": {\"name\": \"15_0\", \"parameters\": {\"x1\": 0.32001582454030264, \"x2\": 0.7544209522921073, \"x3\": 0.508995250679005, \"x4\": 0.5304105877966947, \"x5\": 0.47539615340448044, \"x6\": 0.026783319329810033}, \"y\": {\"hartmann6\": -2.398932361118258}, \"y_hat\": {\"hartmann6\": -2.398932353894511}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064812914612528e-05}, \"context_stratum\": null}, \"16_0\": {\"name\": \"16_0\", \"parameters\": {\"x1\": 0.268563681605679, \"x2\": 0.75924021504438, \"x3\": 0.47737472445395684, \"x4\": 0.5530372539806179, \"x5\": 0.49398576827739543, \"x6\": 0.04077513652275973}, \"y\": {\"hartmann6\": -2.027454668152907}, \"y_hat\": {\"hartmann6\": -2.0274546928761588}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064826904880707e-05}, \"context_stratum\": null}, \"17_0\": {\"name\": \"17_0\", \"parameters\": {\"x1\": 0.3594577356766029, \"x2\": 0.7668213899984274, \"x3\": 0.5436741837071637, \"x4\": 0.5129023598681351, \"x5\": 0.48087642512297674, \"x6\": 0.016212809673664452}, \"y\": {\"hartmann6\": -2.6176599637589595}, \"y_hat\": {\"hartmann6\": -2.617659915829653}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064788217871165e-05}, \"context_stratum\": null}, \"18_0\": {\"name\": \"18_0\", \"parameters\": {\"x1\": 0.3852084111814692, \"x2\": 0.7718186248926984, \"x3\": 0.5615921164331974, \"x4\": 0.500517040446996, \"x5\": 0.4797801623651975, \"x6\": 0.009064501751271463}, \"y\": {\"hartmann6\": -2.6589369732177124}, \"y_hat\": {\"hartmann6\": -2.6589369297334646}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064795865326717e-05}, \"context_stratum\": null}, \"19_0\": {\"name\": \"19_0\", \"parameters\": {\"x1\": 0.3663912794152866, \"x2\": 0.7385924392152157, \"x3\": 0.5911000350457594, \"x4\": 0.47146925236379605, \"x5\": 0.49836929372289307, \"x6\": 5.866607047982344e-17}, \"y\": {\"hartmann6\": -2.299211284537469}, \"y_hat\": {\"hartmann6\": -2.299211325486797}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064825735277773e-05}, \"context_stratum\": null}, \"20_0\": {\"name\": \"20_0\", \"parameters\": {\"x1\": 0.4073889668153889, \"x2\": 0.7885238131881535, \"x3\": 0.5256948749327085, \"x4\": 0.5193569323476595, \"x5\": 0.4445999968689933, \"x6\": 0.015451313206284156}, \"y\": {\"hartmann6\": -2.833604919812834}, \"y_hat\": {\"hartmann6\": -2.833605015814952}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064740668432541e-05}, \"context_stratum\": null}, \"21_0\": {\"name\": \"21_0\", \"parameters\": {\"x1\": 0.4218048107114091, \"x2\": 0.8023517073592923, \"x3\": 0.5163195445780944, \"x4\": 0.5259598188152159, \"x5\": 0.4283959627547218, \"x6\": 0.01740947320668251}, \"y\": {\"hartmann6\": -2.8992519139556503}, \"y_hat\": {\"hartmann6\": -2.8992518475413007}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064702205693434e-05}, \"context_stratum\": null}, \"22_0\": {\"name\": \"22_0\", \"parameters\": {\"x1\": 0.41724431223910996, \"x2\": 0.8275209221697465, \"x3\": 0.5120901856034448, \"x4\": 0.5319790263469811, \"x5\": 0.37656858149199157, \"x6\": 0.021656472673629277}, \"y\": {\"hartmann6\": -3.0179886386789225}, \"y_hat\": {\"hartmann6\": -3.0179887147628572}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0646875852773895e-05}, \"context_stratum\": null}, \"23_0\": {\"name\": \"23_0\", \"parameters\": {\"x1\": 0.400346039121231, \"x2\": 0.8499347337771577, \"x3\": 0.5166999753282698, \"x4\": 0.5309982628494914, \"x5\": 0.3383236337461428, \"x6\": 0.024091337417580752}, \"y\": {\"hartmann6\": -3.0799924544685995}, \"y_hat\": {\"hartmann6\": -3.0799923151648985}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064544842813356e-05}, \"context_stratum\": null}, \"24_0\": {\"name\": \"24_0\", \"parameters\": {\"x1\": 0.40081126753453444, \"x2\": 0.8672686767377212, \"x3\": 0.5167439431543972, \"x4\": 0.5156662602605346, \"x5\": 0.31091748524331075, \"x6\": 0.04567897911771672}, \"y\": {\"hartmann6\": -3.0651285610511056}, \"y_hat\": {\"hartmann6\": -3.065128565331905}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648239808728675e-05}, \"context_stratum\": null}, \"25_0\": {\"name\": \"25_0\", \"parameters\": {\"x1\": 0.401261251293484, \"x2\": 0.8758279142063415, \"x3\": 0.5061612492334223, \"x4\": 0.5155022895307653, \"x5\": 0.30738241110854725, \"x6\": 0.005843917495878372}, \"y\": {\"hartmann6\": -3.021783266706711}, \"y_hat\": {\"hartmann6\": -3.021783307975119}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0648154787481735e-05}, \"context_stratum\": null}, \"26_0\": {\"name\": \"26_0\", \"parameters\": {\"x1\": 0.3914513199694483, \"x2\": 0.8538063037883412, \"x3\": 0.5241077958968968, \"x4\": 0.5366457227254403, \"x5\": 0.3281588663556392, \"x6\": 0.0369436543585762}, \"y\": {\"hartmann6\": -3.1036523158904497}, \"y_hat\": {\"hartmann6\": -3.103652353354418}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.0647461116737795e-05}, \"context_stratum\": null}, \"27_0\": {\"name\": \"27_0\", \"parameters\": {\"x1\": 0.39840772006583164, \"x2\": 0.8456785922105853, \"x3\": 0.5456340573033964, \"x4\": 0.5441807097161516, \"x5\": 0.282668984460409, \"x6\": 0.03372333172147051}, \"y\": {\"hartmann6\": -3.1195207161167104}, \"y_hat\": {\"hartmann6\": -3.1195206874557275}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064825150476206e-05}, \"context_stratum\": null}, \"28_0\": {\"name\": \"28_0\", \"parameters\": {\"x1\": 0.3029875475913286, \"x2\": 0.791939509101212, \"x3\": 0.9677528403699398, \"x4\": 0.945262162014842, \"x5\": 0.7229653801769018, \"x6\": 0.31765157263725996}, \"y\": {\"hartmann6\": -0.20496490238900403}, \"y_hat\": {\"hartmann6\": -0.20496490519643185}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.064828434361059e-05}, \"context_stratum\": null}}, \"out_of_sample\": {}, \"status_quo_name\": null};\n",
+              "const arm_data = {\"metrics\": [\"hartmann6\"], \"in_sample\": {\"0_0\": {\"name\": \"0_0\", \"parameters\": {\"x1\": 0.20002761483192444, \"x2\": 0.3026878237724304, \"x3\": 0.6118208765983582, \"x4\": 0.74815833568573, \"x5\": 0.037430815398693085, \"x6\": 0.7749318480491638}, \"y\": {\"hartmann6\": -0.3354982976588073}, \"y_hat\": {\"hartmann6\": -0.33549830144831494}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205411936460422e-05}, \"context_stratum\": null}, \"1_0\": {\"name\": \"1_0\", \"parameters\": {\"x1\": 0.27058762311935425, \"x2\": 0.5739403963088989, \"x3\": 0.8636559844017029, \"x4\": 0.1553008109331131, \"x5\": 0.3273516893386841, \"x6\": 0.22734388709068298}, \"y\": {\"hartmann6\": -0.31697449356969154}, \"y_hat\": {\"hartmann6\": -0.3169744990724308}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054118902270754e-05}, \"context_stratum\": null}, \"2_0\": {\"name\": \"2_0\", \"parameters\": {\"x1\": 0.7043881416320801, \"x2\": 0.13456135988235474, \"x3\": 0.07014875113964081, \"x4\": 0.7980027794837952, \"x5\": 0.784894585609436, \"x6\": 0.5982030034065247}, \"y\": {\"hartmann6\": -0.0020573245730822203}, \"y_hat\": {\"hartmann6\": -0.0020573269008966333}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054118902270754e-05}, \"context_stratum\": null}, \"3_0\": {\"name\": \"3_0\", \"parameters\": {\"x1\": 0.5526703596115112, \"x2\": 0.6941937208175659, \"x3\": 0.6914646029472351, \"x4\": 0.48279955983161926, \"x5\": 0.4454248547554016, \"x6\": 0.6358897089958191}, \"y\": {\"hartmann6\": -0.3612306300847739}, \"y_hat\": {\"hartmann6\": -0.3612306347169458}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054118902270754e-05}, \"context_stratum\": null}, \"4_0\": {\"name\": \"4_0\", \"parameters\": {\"x1\": 0.48602670431137085, \"x2\": 0.004546347074210644, \"x3\": 0.491914302110672, \"x4\": 0.562757670879364, \"x5\": 0.9107182621955872, \"x6\": 0.007221834734082222}, \"y\": {\"hartmann6\": -0.011129120537778899}, \"y_hat\": {\"hartmann6\": -0.01112912216729281}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054118902270754e-05}, \"context_stratum\": null}, \"5_0\": {\"name\": \"5_0\", \"parameters\": {\"x1\": 0.03949020057916641, \"x2\": 0.870006799697876, \"x3\": 0.23570044338703156, \"x4\": 0.03256822004914284, \"x5\": 0.7011197805404663, \"x6\": 0.9904108643531799}, \"y\": {\"hartmann6\": -0.016176982426092543}, \"y_hat\": {\"hartmann6\": -0.016176985260102694}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205411843993729e-05}, \"context_stratum\": null}, \"6_0\": {\"name\": \"6_0\", \"parameters\": {\"x1\": 0.3349840508071761, \"x2\": 0.5939198290302816, \"x3\": 0.8065457309103681, \"x4\": 0.2887690620797667, \"x5\": 0.2799475011773707, \"x6\": 0.3707781981826311}, \"y\": {\"hartmann6\": -0.6874503362842317}, \"y_hat\": {\"hartmann6\": -0.6874503300798912}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.20541096556007e-05}, \"context_stratum\": null}, \"7_0\": {\"name\": \"7_0\", \"parameters\": {\"x1\": 0.3272580701189043, \"x2\": 0.5739846366581636, \"x3\": 0.7895776405947285, \"x4\": 0.3295929881037591, \"x5\": 0.2311781516873711, \"x6\": 0.41966563602353474}, \"y\": {\"hartmann6\": -0.7688758954046134}, \"y_hat\": {\"hartmann6\": -0.7688758906994293}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205408838825334e-05}, \"context_stratum\": null}, \"8_0\": {\"name\": \"8_0\", \"parameters\": {\"x1\": 0.31401534762376987, \"x2\": 0.6245532056483581, \"x3\": 0.805331044851952, \"x4\": 0.42260040905227875, \"x5\": 0.18417742174104687, \"x6\": 0.4501091008469278}, \"y\": {\"hartmann6\": -0.5812785234598582}, \"y_hat\": {\"hartmann6\": -0.5812785231356616}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054117052936876e-05}, \"context_stratum\": null}, \"9_0\": {\"name\": \"9_0\", \"parameters\": {\"x1\": 0.36741491614220945, \"x2\": 0.48416187611276595, \"x3\": 0.7463142769060066, \"x4\": 0.3020854307636537, \"x5\": 0.2009966308118096, \"x6\": 0.46170740368075097}, \"y\": {\"hartmann6\": -1.000670715346584}, \"y_hat\": {\"hartmann6\": -1.000670744267877}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205408607658463e-05}, \"context_stratum\": null}, \"10_0\": {\"name\": \"10_0\", \"parameters\": {\"x1\": 0.41375369445389076, \"x2\": 0.42089159540450843, \"x3\": 0.7050799245088518, \"x4\": 0.2513647970569643, \"x5\": 0.19633897714692752, \"x6\": 0.5015411693740331}, \"y\": {\"hartmann6\": -1.2393772046620044}, \"y_hat\": {\"hartmann6\": -1.2393771704859695}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205408885058707e-05}, \"context_stratum\": null}, \"11_0\": {\"name\": \"11_0\", \"parameters\": {\"x1\": 0.4518804828606321, \"x2\": 0.3663361723530499, \"x3\": 0.6659294198481378, \"x4\": 0.1887203495666423, \"x5\": 0.1853931232216435, \"x6\": 0.5460658171871174}, \"y\": {\"hartmann6\": -1.3339084010454394}, \"y_hat\": {\"hartmann6\": -1.333908425627337}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.20541096556007e-05}, \"context_stratum\": null}, \"12_0\": {\"name\": \"12_0\", \"parameters\": {\"x1\": 0.46682539545396073, \"x2\": 0.27221132756087346, \"x3\": 0.7122997094296208, \"x4\": 0.21335983754418758, \"x5\": 0.22070186456591884, \"x6\": 0.5448339829811868}, \"y\": {\"hartmann6\": -1.5799443835051539}, \"y_hat\": {\"hartmann6\": -1.5799443729674207}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054084227249585e-05}, \"context_stratum\": null}, \"13_0\": {\"name\": \"13_0\", \"parameters\": {\"x1\": 0.48969191079354746, \"x2\": 0.1939893698088405, \"x3\": 0.7579410312337204, \"x4\": 0.2296405702172647, \"x5\": 0.2442774600423444, \"x6\": 0.5496168212787459}, \"y\": {\"hartmann6\": -1.6099569583464066}, \"y_hat\": {\"hartmann6\": -1.609956962235077}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205410826860005e-05}, \"context_stratum\": null}, \"14_0\": {\"name\": \"14_0\", \"parameters\": {\"x1\": 0.43115667846453687, \"x2\": 0.17374172173459235, \"x3\": 0.6906022826489358, \"x4\": 0.23495531706965633, \"x5\": 0.26252679026205517, \"x6\": 0.5344621947663706}, \"y\": {\"hartmann6\": -1.967290758759231}, \"y_hat\": {\"hartmann6\": -1.9672907526445718}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205403290817585e-05}, \"context_stratum\": null}, \"15_0\": {\"name\": \"15_0\", \"parameters\": {\"x1\": 0.3881635787205511, \"x2\": 0.10983431832937629, \"x3\": 0.6467653055433377, \"x4\": 0.24288015091417556, \"x5\": 0.2902546959251331, \"x6\": 0.5243528871349195}, \"y\": {\"hartmann6\": -2.2289501520815187}, \"y_hat\": {\"hartmann6\": -2.228950166970505}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205400516811493e-05}, \"context_stratum\": null}, \"16_0\": {\"name\": \"16_0\", \"parameters\": {\"x1\": 0.3483332525773839, \"x2\": 0.04883522937219915, \"x3\": 0.6034413710685418, \"x4\": 0.24161505713485298, \"x5\": 0.3085248064089117, \"x6\": 0.5160627198131892}, \"y\": {\"hartmann6\": -2.349738755144022}, \"y_hat\": {\"hartmann6\": -2.349738716464498}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054035682181134e-05}, \"context_stratum\": null}, \"17_0\": {\"name\": \"17_0\", \"parameters\": {\"x1\": 0.3756150037798284, \"x2\": 2.3516369731440112e-05, \"x3\": 0.5559058232516143, \"x4\": 0.2525507011300497, \"x5\": 0.2738140943726693, \"x6\": 0.4805496571378461}, \"y\": {\"hartmann6\": -2.03476442250767}, \"y_hat\": {\"hartmann6\": -2.0347644433606353}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054111042601316e-05}, \"context_stratum\": null}, \"18_0\": {\"name\": \"18_0\", \"parameters\": {\"x1\": 0.29176549432566173, \"x2\": 0.055330399179590296, \"x3\": 0.6220661366973496, \"x4\": 0.21785211860024828, \"x5\": 0.35060170095760007, \"x6\": 0.5514579625964819}, \"y\": {\"hartmann6\": -2.5194095747894516}, \"y_hat\": {\"hartmann6\": -2.5194095941611026}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205410734393293e-05}, \"context_stratum\": null}, \"19_0\": {\"name\": \"19_0\", \"parameters\": {\"x1\": 0.23800247980274575, \"x2\": 0.03261613837714825, \"x3\": 0.6515401819097824, \"x4\": 0.2339081519015297, \"x5\": 0.32027728333963806, \"x6\": 0.5707901317631664}, \"y\": {\"hartmann6\": -2.620282985621672}, \"y_hat\": {\"hartmann6\": -2.6202829821043645}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205410595693222e-05}, \"context_stratum\": null}, \"20_0\": {\"name\": \"20_0\", \"parameters\": {\"x1\": 0.233124303536894, \"x2\": 0.015560721877913875, \"x3\": 0.6351095731212535, \"x4\": 0.2851079674899016, \"x5\": 0.3353748859007252, \"x6\": 0.6075093527410331}, \"y\": {\"hartmann6\": -2.760541222995762}, \"y_hat\": {\"hartmann6\": -2.760541227879372}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205410410759788e-05}, \"context_stratum\": null}, \"21_0\": {\"name\": \"21_0\", \"parameters\": {\"x1\": 0.24486507329150795, \"x2\": 0.0, \"x3\": 0.6136442034004317, \"x4\": 0.27838583184249927, \"x5\": 0.3288031880403311, \"x6\": 0.6677674663475395}, \"y\": {\"hartmann6\": -2.8380423934830588}, \"y_hat\": {\"hartmann6\": -2.8380423987223575}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205408191558068e-05}, \"context_stratum\": null}, \"22_0\": {\"name\": \"22_0\", \"parameters\": {\"x1\": 0.209362470307917, \"x2\": 0.06011871581883683, \"x3\": 0.5880961967069853, \"x4\": 0.28384481943511125, \"x5\": 0.3232417066247359, \"x6\": 0.6866636581854753}, \"y\": {\"hartmann6\": -3.065645392790701}, \"y_hat\": {\"hartmann6\": -3.0656453799793386}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2053994534420995e-05}, \"context_stratum\": null}, \"23_0\": {\"name\": \"23_0\", \"parameters\": {\"x1\": 0.17293749807200787, \"x2\": 0.10405137011593425, \"x3\": 0.5511071151450275, \"x4\": 0.28718571096861306, \"x5\": 0.31970476210961896, \"x6\": 0.7112390301484959}, \"y\": {\"hartmann6\": -3.150594511343862}, \"y_hat\": {\"hartmann6\": -3.1505945235907107}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2053947838608854e-05}, \"context_stratum\": null}, \"24_0\": {\"name\": \"24_0\", \"parameters\": {\"x1\": 0.14275468389199525, \"x2\": 0.11798473921531093, \"x3\": 0.592376432197446, \"x4\": 0.2923257567190032, \"x5\": 0.33451547060421, \"x6\": 0.7591463748374956}, \"y\": {\"hartmann6\": -2.86712958994023}, \"y_hat\": {\"hartmann6\": -2.867129602167849}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054100408929e-05}, \"context_stratum\": null}, \"25_0\": {\"name\": \"25_0\", \"parameters\": {\"x1\": 0.17835919870759726, \"x2\": 0.10635292633437624, \"x3\": 0.4990869106442221, \"x4\": 0.2834792840073854, \"x5\": 0.3065228877548597, \"x6\": 0.6708781935828776}, \"y\": {\"hartmann6\": -3.2801343741731714}, \"y_hat\": {\"hartmann6\": -3.2801342993557543}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205396956834843e-05}, \"context_stratum\": null}, \"26_0\": {\"name\": \"26_0\", \"parameters\": {\"x1\": 0.16779339305080934, \"x2\": 0.08516587283267384, \"x3\": 0.439860279499083, \"x4\": 0.28427568426259564, \"x5\": 0.3203618645810614, \"x6\": 0.6724566239586787}, \"y\": {\"hartmann6\": -3.2360031372335807}, \"y_hat\": {\"hartmann6\": -3.2360031595044827}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.2054106419265795e-05}, \"context_stratum\": null}, \"27_0\": {\"name\": \"27_0\", \"parameters\": {\"x1\": 0.21127060890423158, \"x2\": 0.12958624276430736, \"x3\": 0.46672446090247494, \"x4\": 0.29155022697999494, \"x5\": 0.29405611196836107, \"x6\": 0.6731283134175391}, \"y\": {\"hartmann6\": -3.2882679145035607}, \"y_hat\": {\"hartmann6\": -3.2882678801628886}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.205409902192811e-05}, \"context_stratum\": null}, \"28_0\": {\"name\": \"28_0\", \"parameters\": {\"x1\": 0.17537905163194464, \"x2\": 0.10489571706364705, \"x3\": 0.4692443905078847, \"x4\": 0.2913661928074771, \"x5\": 0.2703232168728579, \"x6\": 0.6757919148997598}, \"y\": {\"hartmann6\": -3.191416656367852}, \"y_hat\": {\"hartmann6\": -3.191416692505709}, \"se\": {\"hartmann6\": 0.0}, \"se_hat\": {\"hartmann6\": 5.20541096556007e-05}, \"context_stratum\": null}}, \"out_of_sample\": {}, \"status_quo_name\": null};\n",
               "const density = 50;\n",
               "const grid_x = [0.0, 0.02040816326530612, 0.04081632653061224, 0.061224489795918366, 0.08163265306122448, 0.1020408163265306, 0.12244897959183673, 0.14285714285714285, 0.16326530612244897, 0.18367346938775508, 0.2040816326530612, 0.22448979591836732, 0.24489795918367346, 0.26530612244897955, 0.2857142857142857, 0.3061224489795918, 0.32653061224489793, 0.3469387755102041, 0.36734693877551017, 0.3877551020408163, 0.4081632653061224, 0.42857142857142855, 0.44897959183673464, 0.4693877551020408, 0.4897959183673469, 0.5102040816326531, 0.5306122448979591, 0.5510204081632653, 0.5714285714285714, 0.5918367346938775, 0.6122448979591836, 0.6326530612244897, 0.6530612244897959, 0.673469387755102, 0.6938775510204082, 0.7142857142857142, 0.7346938775510203, 0.7551020408163265, 0.7755102040816326, 0.7959183673469387, 0.8163265306122448, 0.836734693877551, 0.8571428571428571, 0.8775510204081632, 0.8979591836734693, 0.9183673469387754, 0.9387755102040816, 0.9591836734693877, 0.9795918367346939, 1.0];\n",
               "const grid_y = [0.0, 0.02040816326530612, 0.04081632653061224, 0.061224489795918366, 0.08163265306122448, 0.1020408163265306, 0.12244897959183673, 0.14285714285714285, 0.16326530612244897, 0.18367346938775508, 0.2040816326530612, 0.22448979591836732, 0.24489795918367346, 0.26530612244897955, 0.2857142857142857, 0.3061224489795918, 0.32653061224489793, 0.3469387755102041, 0.36734693877551017, 0.3877551020408163, 0.4081632653061224, 0.42857142857142855, 0.44897959183673464, 0.4693877551020408, 0.4897959183673469, 0.5102040816326531, 0.5306122448979591, 0.5510204081632653, 0.5714285714285714, 0.5918367346938775, 0.6122448979591836, 0.6326530612244897, 0.6530612244897959, 0.673469387755102, 0.6938775510204082, 0.7142857142857142, 0.7346938775510203, 0.7551020408163265, 0.7755102040816326, 0.7959183673469387, 0.8163265306122448, 0.836734693877551, 0.8571428571428571, 0.8775510204081632, 0.8979591836734693, 0.9183673469387754, 0.9387755102040816, 0.9591836734693877, 0.9795918367346939, 1.0];\n",
-              "const f = [-0.21775244483478223, -0.214127749485111, -0.21060853387106854, -0.20721165487422286, -0.2039520079726433, -0.20084212084093592, -0.19789180763713968, -0.19510790766293795, -0.19249413086200712, -0.19005102964529197, -0.1877761116904216, -0.18566410169869416, -0.183707351845232, -0.18189639127143653, -0.1802205950917234, -0.1786689438249959, -0.17723083580653198, -0.17589690885970155, -0.17465982404460137, -0.17351496413951376, -0.17246100281212917, -0.17150030700034155, -0.1706391443193117, -0.16988767856459375, -0.16925974868631297, -0.1687724390554848, -0.16844546061742252, -0.168300372966533, -0.16835968598271434, -0.16864588607502826, -0.1691804360105516, -0.16998279855988238, -0.17106953263074084, -0.1724535061643901, -0.17414326298250715, -0.17614257136610953, -0.17845017104265004, -0.1810597232910267, -0.1839599570210531, -0.1871349929285177, -0.19056481902798916, -0.19422588463669435, -0.19809177652121554, -0.20213394039154922, -0.20632241291228687, 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+              "const f = [-2.416129758986642, -2.4697782969409023, -2.5192525811744164, -2.5639323272853893, -2.6032055839790336, -2.6364867219343524, -2.663237064742071, -2.682986986957032, -2.69535753912959, -2.70007900017996, -2.6970035333201987, -2.6861097282262953, -2.667498550685798, -2.641382780619527, -2.6080738164818045, -2.5679692778401915, -2.5215430216005337, -2.4693371622983697, -2.4119536400353714, -2.350042055517097, -2.2842821966098277, -2.215362889664101, -2.14396092091978, -2.0707234803319143, -1.9962557884001533, -1.9211138134036756, -1.845801034813161, -1.770768003792567, -1.6964136462627364, -1.6230875599940786, -1.5510928289448533, -1.4806890726851556, -1.4120955719604367, -1.3454943831938446, -1.2810333939870877, -1.2188292921691861, -1.1589704313086648, -1.1015195808506677, -1.0465165518854085, -0.9939806913913705, -0.9439132392945646, -0.8962995441251486, -0.8511111345230797, -0.8083076453403726, -0.7678385985661008, -0.7296450407102861, -0.6936610395789339, 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               "const lower_is_better = false;\n",
               "const metric = \"hartmann6\";\n",
               "const rel = false;\n",
-              "const sd = [0.6002860791390063, 0.5990313903691478, 0.5976668081940539, 0.5961894730329381, 0.5945978744439896, 0.5928921634126892, 0.5910744768536471, 0.589149259962439, 0.5871235677640054, 0.5850073232574367, 0.5828135065471544, 0.5805582479795809, 0.5782607993137598, 0.5759433610135698, 0.5736307513022341, 0.5713499137048768, 0.5691292738779204, 0.5669979723384112, 0.5649850153095851, 0.5631183988065033, 0.5614242686577179, 0.5599261791529128, 0.5586445042005218, 0.5575960376014877, 0.5567937954176633, 0.5562470071667283, 0.5559612584025826, 0.5559387298020804, 0.5561784707107699, 0.5566766497163615, 0.5574267402770844, 0.5584196224910969, 0.5596436079254511, 0.5610844177051836, 0.5627251601608696, 0.5645463602915071, 0.5665260884024806, 0.5686402210608192, 0.5708628472546223, 0.5731668105209585, 0.5755243579049277, 0.5779078521085467, 0.5802904958420854, 0.582647017436943, 0.5849542731640415, 0.5871917325383275, 0.5893418259778296, 0.5913901474613051, 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+              "const sd = [0.221975661979121, 0.2028540664643228, 0.18386225183455887, 0.1651284939210704, 0.14679547237885815, 0.12902644143076486, 0.11201635169269189, 0.09601122294441192, 0.08134046003938677, 0.06846528783770663, 0.05802898937131162, 0.050829722281108214, 0.0475445986374948, 0.048227851436086475, 0.052185231488343524, 0.05849903543298296, 0.06650962646477326, 0.07588068751575194, 0.08646999908418013, 0.09820728368435915, 0.11102791839715752, 0.12484901734908394, 0.13956673800334346, 0.15506136199636597, 0.17120408425714637, 0.18786324343534078, 0.20490921024427036, 0.22221777440625312, 0.23967221045943313, 0.2571643608351332, 0.2745950849591519, 0.2918743482835852, 0.30892112812845757, 0.3256632316278664, 0.3420370669793213, 0.35798737985936957, 0.37346695456967777, 0.38843627682716647, 0.4028631568676859, 0.4167223146071447, 0.4299949314681806, 0.44266817554769666, 0.4547347079749918, 0.46619217871010277, 0.4770427198424648, 0.48729244385377446, 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               "const xvar = \"x1\";\n",
               "const yvar = \"x2\";\n",
               "const x_is_log = false;\n",
@@ -715,7 +699,7 @@
               "  },\n",
               "};\n",
               "\n",
-              "Plotly.newPlot(\"a290a1c96fa44cd3a4ac9d25f53d4f56\", traces, layout, {showLink: false});\n",
+              "Plotly.newPlot(\"ab2ba86e277346c9ba0dfc1ae1788af9\", traces, layout, {showLink: false});\n",
               "});</script>"
             ]
           },
@@ -726,7 +710,7 @@
       "source": [
         "render(\n",
         "    plot_contour(\n",
-        "        model=ax_client.generation_strategy.model, param_x='x1', param_y='x2', metric_name='hartmann6'\n",
+        "        model=ax.generation_strategy.model, param_x='x1', param_y='x2', metric_name='hartmann6'\n",
         "    )\n",
         ")"
       ]
@@ -746,7 +730,7 @@
         {
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               " * Copyright (c) Facebook, Inc. and its affiliates. All Rights Reserved.\n",
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               "\n",
@@ -758,8 +742,8 @@
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               "  {\"title\": \"Model performance vs. # of iterations\", \"showlegend\": true, \"yaxis\": {\"title\": \"Hartmann6\"}, \"xaxis\": {\"title\": \"Iteration\"}},\n",
               "  {\"showLink\": false}\n",
               ");\n",
@@ -773,7 +757,7 @@
       "source": [
         "# `plot_single_method` expects a 2-d array of means, because it expects to average means from multiple \n",
         "# optimization runs, so we wrap out best objectives array in another array.\n",
-        "best_objectives = np.array([[trial.objective_mean for trial in ax_client.experiment.trials.values()]])\n",
+        "best_objectives = np.array([[trial.objective_mean for trial in ax.experiment.trials.values()]])\n",
         "best_objective_plot = optimization_trace_single_method(\n",
         "    y=np.minimum.accumulate(best_objectives, axis=1),\n",
         "    optimum=hartmann6.fmin,\n",
@@ -799,13 +783,12 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 11,
-      "metadata": {
-        "collapsed": true
-      },
+      "execution_count": 13,
+      "metadata": {},
       "outputs": [],
       "source": [
-        "ax_client.log_trial_failure(trial_index=trial_index)"
+        "_, trial_index = ax.get_next_trial()\n",
+        "ax.log_trial_failure(trial_index=trial_index)"
       ]
     },
     {
@@ -817,26 +800,24 @@
     },
     {
       "cell_type": "code",
-      "execution_count": 12,
+      "execution_count": 14,
       "metadata": {},
       "outputs": [
         {
           "data": {
             "text/plain": [
-              "({'x1': 0.9, 'x2': 0.9, 'x3': 0.9, 'x4': 0.9, 'x5': 0.9, 'x6': 0.9}, 30)"
+              "({'x1': 9.0, 'x2': 9.0, 'x3': 9.0, 'x4': 9.0, 'x5': 9.0, 'x6': 9.0}, 31)"
             ]
           },
-          "execution_count": 12,
+          "execution_count": 14,
           "metadata": {
-            "bento_obj_id": "139631048338824"
+            "bento_obj_id": "139778040505160"
           },
           "output_type": "execute_result"
         }
       ],
       "source": [
-        "ax_client.attach_trial(\n",
-        "    parameters={\"x1\": 0.9, \"x2\": 0.9, \"x3\": 0.9, \"x4\": 0.9, \"x5\": 0.9, \"x6\": 0.9}\n",
-        ")"
+        "ax.attach_trial(parameters={\"x1\": 9.0, \"x2\": 9.0, \"x3\": 9.0, \"x4\": 9.0, \"x5\": 9.0, \"x6\": 9.0})"
       ]
     },
     {