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‎gpu/final_assignment.ipynb‎

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@@ -19,7 +19,7 @@
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},
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{
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"execution_count": null,
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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@@ -262,7 +262,7 @@
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},
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{
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"cell_type": "code",
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"execution_count": 49,
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"execution_count": null,
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"metadata": {},
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@@ -311,17 +311,9 @@
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},
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{
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"cell_type": "code",
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"execution_count": 35,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"updating: keras_network.py (deflated 52%)\r\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!zip keras-model.zip keras_network.py"
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@@ -335,44 +327,9 @@
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},
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{
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"cell_type": "code",
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"execution_count": 36,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"--2020-04-03 14:54:04-- https://clis.cloud.ibm.com/download/bluemix-cli/1.0.0/linux64/archive\n",
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"Resolving clis.cloud.ibm.com (clis.cloud.ibm.com)... 169.46.89.151, 169.62.254.80, 169.47.124.23\n",
347-
"Connecting to clis.cloud.ibm.com (clis.cloud.ibm.com)|169.46.89.151|:443... connected.\n",
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"HTTP request sent, awaiting response... 302 Found\n",
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"Location: https://public.dhe.ibm.com/cloud/bluemix/cli/bluemix-cli/1.0.0/binaries/IBM_Cloud_CLI_1.0.0_linux_amd64.tgz [following]\n",
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"--2020-04-03 14:54:04-- https://public.dhe.ibm.com/cloud/bluemix/cli/bluemix-cli/1.0.0/binaries/IBM_Cloud_CLI_1.0.0_linux_amd64.tgz\n",
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"Resolving public.dhe.ibm.com (public.dhe.ibm.com)... 129.35.224.112\n",
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"Connecting to public.dhe.ibm.com (public.dhe.ibm.com)|129.35.224.112|:443... connected.\n",
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"HTTP request sent, awaiting response... 200 OK\n",
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"Length: 16026729 (15M) [application/x-tar]\n",
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"Saving to: ‘archive.2’\n",
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"\n",
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"100%[======================================>] 16,026,729 1.83MB/s in 9.2s \n",
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"\n",
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"2020-04-03 14:54:14 (1.65 MB/s) - ‘archive.2’ saved [16026729/16026729]\n",
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"\n",
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"IBM_Cloud_CLI/\n",
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"IBM_Cloud_CLI/ibmcloud\n",
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"IBM_Cloud_CLI/ibmcloud.sig\n",
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"IBM_Cloud_CLI/ibmcloud-analytics\n",
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"IBM_Cloud_CLI/ibmcloud-analytics.sig\n",
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"IBM_Cloud_CLI/NOTICE\n",
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"IBM_Cloud_CLI/LICENSE\n",
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"IBM_Cloud_CLI/CF_CLI_Notices.txt\n",
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"IBM_Cloud_CLI/CF_CLI_SLC_Notices.txt\n",
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"IBM_Cloud_CLI/autocomplete/\n",
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"IBM_Cloud_CLI/autocomplete/bash_autocomplete\n",
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"IBM_Cloud_CLI/autocomplete/zsh_autocomplete\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!wget https://clis.cloud.ibm.com/download/bluemix-cli/1.0.0/linux64/archive && tar xvfz archive"
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]
@@ -386,24 +343,9 @@
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},
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{
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"cell_type": "code",
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"execution_count": 37,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Looking up '\u001b[36;1mmachine-learning\u001b[0m' from repository '\u001b[36;1mIBM Cloud\u001b[0m'...\n",
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"Plug-in '\u001b[36;1mmachine-learning\u001b[0m \u001b[36;1m3.0.2\u001b[0m' found in repository '\u001b[36;1mIBM Cloud\u001b[0m'\n",
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"Attempting to download the binary file...\n",
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" 19.14 MiB / 19.14 MiB [===========================================] 100.00% 11s\n",
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"20071911 bytes downloaded\n",
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"Installing binary...\n",
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"\u001b[32;1mOK\u001b[0m\n",
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"Plug-in '\u001b[36;1mmachine-learning 3.0.2\u001b[0m' was successfully installed into /home/dsxuser/.bluemix/plugins/machine-learning. Use '\u001b[33;1m./IBM_Cloud_CLI/ibmcloud plugin show machine-learning\u001b[0m' to show its details.\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!./IBM_Cloud_CLI/ibmcloud plugin install -f machine-learning"
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]
@@ -426,49 +368,9 @@
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},
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{
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"cell_type": "code",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"API endpoint: \u001b[36;1mhttps://cloud.ibm.com\u001b[0m\n",
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"Authenticating...\n",
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"\u001b[32;1mOK\u001b[0m\n",
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"\n",
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"Targeted account \u001b[36;1mRomeo Kienzler's Account (4b5f219cdaee498f9dac672a8966c254)\u001b[0m\n",
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"\n",
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"Targeted region \u001b[36;1mus-south\u001b[0m\n",
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"\n",
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"\u001b[1m\u001b[0m \u001b[1m\u001b[0m \n",
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"\u001b[36;1mAPI endpoint:\u001b[0m \u001b[36;1mhttps://cloud.ibm.com\u001b[0m \n",
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"\u001b[36;1mRegion:\u001b[0m \u001b[36;1mus-south\u001b[0m \n",
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"\u001b[36;1mUser:\u001b[0m \u001b[36;[email protected]\u001b[0m \n",
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"\u001b[36;1mAccount:\u001b[0m \u001b[36;1mRomeo Kienzler's Account (4b5f219cdaee498f9dac672a8966c254)\u001b[0m \n",
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"\u001b[36;1mResource group:\u001b[0m No resource group targeted, use '\u001b[33;1m./IBM_Cloud_CLI/ibmcloud target -g RESOURCE_GROUP\u001b[0m' \n",
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"\u001b[36;1mCF API endpoint:\u001b[0m \n",
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"\u001b[36;1mOrg:\u001b[0m \u001b[36;1m\u001b[0m \n",
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"\u001b[36;1mSpace:\u001b[0m \u001b[36;1m\u001b[0m \n",
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"Targeted Cloud Foundry (\u001b[36;1mhttps://api.us-south.cf.cloud.ibm.com\u001b[0m)\n",
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"\n",
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"Targeted org \u001b[36;[email protected]\u001b[0m\n",
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"\n",
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"Targeted space \u001b[36;1mdev\u001b[0m\n",
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"\n",
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"\n",
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"\u001b[1m\u001b[0m \u001b[1m\u001b[0m \n",
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"\u001b[36;1mAPI endpoint:\u001b[0m \u001b[36;1mhttps://cloud.ibm.com\u001b[0m \n",
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"\u001b[36;1mRegion:\u001b[0m \u001b[36;1mus-south\u001b[0m \n",
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"\u001b[36;1mUser:\u001b[0m \u001b[36;[email protected]\u001b[0m \n",
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"\u001b[36;1mAccount:\u001b[0m \u001b[36;1mRomeo Kienzler's Account (4b5f219cdaee498f9dac672a8966c254)\u001b[0m \n",
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"\u001b[36;1mResource group:\u001b[0m No resource group targeted, use '\u001b[33;1m./IBM_Cloud_CLI/ibmcloud target -g RESOURCE_GROUP\u001b[0m' \n",
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"\u001b[36;1mCF API endpoint:\u001b[0m \u001b[36;1mhttps://api.us-south.cf.cloud.ibm.com\u001b[0m (API version: \u001b[36;1m2.146.0\u001b[0m) \n",
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"\u001b[36;1mOrg:\u001b[0m \u001b[36;[email protected]\u001b[0m \n",
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"\u001b[36;1mSpace:\u001b[0m \u001b[36;1mdev\u001b[0m \n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!./IBM_Cloud_CLI/ibmcloud login --apikey `cat apikey` -c `cat account` -r `cat region`\n",
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"!./IBM_Cloud_CLI/ibmcloud target -o `cat organization` -s `cat space`"
@@ -494,44 +396,18 @@
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},
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{
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"cell_type": "code",
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"execution_count": 39,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"================================================\r\n",
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"Fetching instances list for Prod \r\n",
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"================================================\r\n",
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"SI No GUID Instance Name \r\n",
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"================================================\r\n",
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"Fetching instances list for Prod successful\r\n",
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"================================================\r\n",
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"\r\n",
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"0 records found.\r\n",
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"OK\r\n",
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"List Instances successful\r\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!./IBM_Cloud_CLI/ibmcloud ml list instances | tee out"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 40,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Didn't find a Watson Machine Learning instance in your cloud account, please add using this link: https://cloud.ibm.com/catalog/services/machine-learning\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"%%bash\n",
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"found_instance=`cat out |grep \"1 records found\" |wc -l`\n",
@@ -553,22 +429,9 @@
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},
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{
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"cell_type": "code",
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"execution_count": 41,
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"metadata": {},
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"outputs": [
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"output_type": "stream",
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"text": [
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"================================================\r\n",
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"Instance-ID:\tea4e01b9-9671-4445-8b49-d5d6404f48eb\r\n",
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"URL: \t\thttps://us-south.ml.cloud.ibm.com\r\n",
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"================================================\r\n",
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"\u001b[32;1mOK\u001b[0m\r\n",
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"Set Instance successful\r\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!./IBM_Cloud_CLI/ibmcloud ml set instance `cat instance_guid`"
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]
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},
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"cell_type": "code",
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"execution_count": 42,
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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},
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{
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"cell_type": "code",
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"execution_count": 44,
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"metadata": {},
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"outputs": [
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Starting to train ...\n",
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"ff9b0686-9cb4-4301-b888-89fcb6926918 c3d52713-7ece-4838-9af0-f9438c9d1f44\n",
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"\u001b[32;1mOK\u001b[0m\n",
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"Model-ID is '\u001b[36;1mmodel-ypn5orci\u001b[0m'\n"
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]
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}
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],
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!./IBM_Cloud_CLI/ibmcloud ml train keras-model.zip tf-train.yaml"
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@@ -671,52 +523,9 @@
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},
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{
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"cell_type": "code",
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"execution_count": 51,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Fetching the list of training runs ...\n",
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"\u001b[1mSI No\u001b[0m \u001b[1mName\u001b[0m \u001b[1mguid\u001b[0m \u001b[1mstatus\u001b[0m \u001b[1mframework\u001b[0m \u001b[1mversion\u001b[0m \u001b[1msubmitted-at\u001b[0m \n",
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"\u001b[36;1m1\u001b[0m python-client-tutorial_training-run model-n0n497y6 error tensorflow 1.15.0 2020-03-27T17:48:23.784Z \n",
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"\u001b[36;1m2\u001b[0m python-client-tutorial_training-run model-m4aw2ghj error tensorflow 1.15 2020-03-27T17:48:46.182Z \n",
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"\u001b[36;1m3\u001b[0m python-client-tutorial_training-run model-fcsy6b08 error tensorflow 1.15 2020-03-27T17:49:52.578Z \n",
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"\u001b[36;1m4\u001b[0m python-client-tutorial_training-run model-8bnjhld9 error tensorflow 1.15 2020-03-27T18:49:26.798Z \n",
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"\u001b[36;1m5\u001b[0m python-client-tutorial_training-run model-4dqcc9p1 error tensorflow 1.15 2020-03-27T18:50:24.287Z \n",
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"\u001b[36;1m6\u001b[0m python-client-tutorial_training-run model-nraip4h4 error tensorflow 1.15 2020-03-27T18:58:50.160Z \n",
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"\u001b[36;1m7\u001b[0m python-client-tutorial_training-run model-k9rxql7f error tensorflow 1.15 2020-03-27T19:02:29.666Z \n",
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"\u001b[36;1m8\u001b[0m python-client-tutorial_training-run model-p3gcq1pp error tensorflow 1.15 2020-03-27T19:03:27.272Z \n",
691-
"\u001b[36;1m9\u001b[0m tf-mnist-showtest1 model-ad8w26rh completed tensorflow 1.15 2020-03-27T20:51:36.514Z \n",
692-
"\u001b[36;1m10\u001b[0m tf-mnist-showtest1 model-h6x48qze error tensorflow 1.15 2020-03-31T07:36:11.208Z \n",
693-
"\u001b[36;1m11\u001b[0m tf-mnist-showtest1 model-k5az8790 error tensorflow 1.15 2020-03-31T07:36:48.122Z \n",
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"\u001b[36;1m12\u001b[0m tf-mnist-showtest1 model-mqn0kf04 completed tensorflow 1.15 2020-03-31T07:37:33.015Z \n",
695-
"\u001b[36;1m13\u001b[0m tf-mnist-showtest1 model-570gb3dx completed tensorflow 1.15 2020-03-31T07:54:23.406Z \n",
696-
"\u001b[36;1m14\u001b[0m tf-mnist-showtest1 model-kalng3py error tensorflow 1.15 2020-04-01T14:05:30.041Z \n",
697-
"\u001b[36;1m15\u001b[0m tf-mnist-showtest1 model-zswqjcne error tensorflow 1.15 2020-04-01T14:10:06.795Z \n",
698-
"\u001b[36;1m16\u001b[0m tf-mnist-showtest1 model-by154g9c error tensorflow 1.15 2020-04-01T14:22:39.750Z \n",
699-
"\u001b[36;1m17\u001b[0m tf-mnist-showtest1 model-0sws9b80 error tensorflow 1.15 2020-04-01T14:30:38.879Z \n",
700-
"\u001b[36;1m18\u001b[0m tf-mnist-showtest1 model-wswornig error tensorflow 1.15 2020-04-01T14:31:51.844Z \n",
701-
"\u001b[36;1m19\u001b[0m tf-mnist-showtest1 model-wa5mwgyl error tensorflow 1.15 2020-04-01T14:47:25.865Z \n",
702-
"\u001b[36;1m20\u001b[0m tf-mnist-showtest1 model-eed39wrm completed tensorflow 1.15 2020-04-01T14:57:37.665Z \n",
703-
"\u001b[36;1m21\u001b[0m tf-mnist-showtest1 model-w1kheyx9 completed tensorflow 1.15 2020-04-01T15:02:40.904Z \n",
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"\u001b[36;1m22\u001b[0m tf-mnist-showtest1 model-qnwnzfh4 completed tensorflow 1.15 2020-04-01T15:06:02.695Z \n",
705-
"\u001b[36;1m23\u001b[0m tf-mnist-showtest1 model-ssp6a9b8 completed tensorflow 1.15 2020-04-02T05:50:27.705Z \n",
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"\u001b[36;1m24\u001b[0m tf-mnist-showtest1 model-5hs8wm52 completed tensorflow 1.15 2020-04-02T06:00:34.350Z \n",
707-
"\u001b[36;1m25\u001b[0m tf-mnist-showtest1 model-x0x6gqq2 completed tensorflow 1.15 2020-04-02T06:10:47.777Z \n",
708-
"\u001b[36;1m26\u001b[0m tf-mnist-showtest1 model-7p7qzwhm completed tensorflow 1.15 2020-04-02T06:35:10.948Z \n",
709-
"\u001b[36;1m27\u001b[0m tf-mnist-showtest1 model-281p8zh5 completed tensorflow 1.15 2020-04-02T06:57:40.421Z \n",
710-
"\u001b[36;1m28\u001b[0m tf-mnist-showtest1 model-ow20pkpp completed tensorflow 1.15 2020-04-02T07:02:13.968Z \n",
711-
"\u001b[36;1m29\u001b[0m tf-mnist-showtest1 model-rahhm2cf pending tensorflow 1.15 2020-04-03T14:26:31.463Z \n",
712-
"\u001b[36;1m30\u001b[0m tf-mnist-showtest1 model-ypn5orci pending tensorflow 1.15 2020-04-03T14:54:54.584Z \n",
713-
"\n",
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"30 records found.\n",
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"\u001b[32;1mOK\u001b[0m\n",
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"List all training-runs successful\n"
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]
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}
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],
526+
"execution_count": null,
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"metadata": {},
528+
"outputs": [],
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"source": [
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"!./IBM_Cloud_CLI/ibmcloud ml list training-runs"
722531
]

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