ID 5bshce3qiky00p0: Add 3 deployments to Machine Learning (akash-netw…

…ork#374)

Co-authored-by: Wilson <[email protected]>

README.md

@@ -42,6 +42,12 @@ Also, follow [@akashnet\_](https://twitter.com/akashnet_) to stay in the loop wi
 
 - [Mattermost](mattermost)
 
+### Machine Learning
+
+- [Jupyter Notebook with Python Kernel](tensorflow-jupyter-mnist)
+- [TensorFlow Serving MNIST CNN Model](tensorflow-serving-mnist)
+- [Handwritten Digits Recognition Application](tensorflow-webapp-mnist)
+
 ### Continuous Integration
 
 - [Jenkins](jenkins)

tensorflow-jupyter-mnist/README.md

@@ -0,0 +1,5 @@
+# Jupyter Notebook with Python Kernel
+
+The `deploy.yaml` deploys a Jupyter environment with Python kernel, which is a popular environment for data scientists today. The deployment comes with TensorFlow and  a notebook for training a convolutional neural network on the MNIST dataset for handwritten digits recognition.
+
+For more information, see the [GitHub repo](https://github.com/wlouie1/mnist-app), and this guide titled [Machine Learning on Akash DeCloud (Part 1/3): Training CNN on MNIST using TensorFlow](https://wilsonlouie.medium.com/machine-learning-on-akash-decloud-part-1-3-training-cnn-on-mnist-using-tensorflow-be464f0f067e).

tensorflow-jupyter-mnist/deploy.yaml

@@ -0,0 +1,42 @@
+---
+version: "2.0"
+
+services:
+  web:
+    image: wlouie1/mnist-train:1.0
+    expose:
+      - port: 8888
+        as: 80
+        to:
+          - global: true
+      - port: 6006
+        as: 6006
+        to:
+          - global: true
+
+profiles:
+  compute:
+    web:
+      resources:
+        cpu:
+          units: 0.5
+        memory:
+          size: 1Gi
+        storage:
+          size: 3Gi
+  placement:
+    westcoast:
+      signedBy:
+        anyOf:
+          - "akash1365yvmc4s7awdyj3n2sav7xfx76adc6dnmlx63"
+          - "akash18qa2a2ltfyvkyj0ggj3hkvuj6twzyumuaru9s4"
+      pricing:
+        web:
+          denom: uakt
+          amount: 10000
+
+deployment:
+  web:
+    westcoast:
+      profile: web
+      count: 1

tensorflow-serving-mnist/README.md

@@ -0,0 +1,5 @@
+# TensorFlow Serving MNIST CNN Model
+
+The `deploy.yaml` deploys a REST endpoint for a MNIST CNN model inference, using [TensorFlow Serving](https://www.tensorflow.org/tfx/serving/docker).
+
+For more information, see the [GitHub repo](https://github.com/wlouie1/mnist-app), and this guide titled [Machine Learning on Akash DeCloud (Part 2/3): TensorFlow Model Serving](https://wilsonlouie.medium.com/machine-learning-on-akash-decloud-part-2-3-tensorflow-model-serving-12e30d77a156).

tensorflow-serving-mnist/deploy.yaml

@@ -0,0 +1,38 @@
+---
+version: "2.0"
+
+services:
+  web:
+    image: wlouie1/mnist-tf-serve:1.0
+    expose:
+      - port: 8501
+        as: 80
+        to:
+          - global: true
+
+profiles:
+  compute:
+    web:
+      resources:
+        cpu:
+          units: 0.2
+        memory:
+          size: 512Mi
+        storage:
+          size: 512Mi
+  placement:
+    westcoast:
+      signedBy:
+        anyOf:
+          - "akash1365yvmc4s7awdyj3n2sav7xfx76adc6dnmlx63"
+          - "akash18qa2a2ltfyvkyj0ggj3hkvuj6twzyumuaru9s4"
+      pricing:
+        web:
+          denom: uakt
+          amount: 10000
+
+deployment:
+  web:
+    westcoast:
+      profile: web
+      count: 1

tensorflow-webapp-mnist/README.md

@@ -0,0 +1,5 @@
+# Handwritten Digits Recognition Application
+
+The `deploy.yaml` deploys a handwritten digits recognition application built with React, and powered by a TensorFlow model trained on the MNIST dataset.
+
+For more information, see the [GitHub repo](https://github.com/wlouie1/mnist-app), and this guide titled [Machine Learning on Akash DeCloud (Part 3/3): Deploying a Deep Learning Web Application](https://wilsonlouie.medium.com/machine-learning-on-akash-decloud-part-3-3-deploying-a-deep-learning-web-application-6a9e71e71dd1).

tensorflow-webapp-mnist/deploy.yaml

@@ -0,0 +1,80 @@
+---
+version: "2.0"
+
+services:
+  tfserver:
+    image: wlouie1/mnist-tf-serve:1.0
+    expose:
+      - port: 8501
+  flaskserver:
+    image: wlouie1/mnist-flask-serve:1.0
+    expose:
+      - port: 5000
+    depends-on:
+      - tfserver
+  web:
+    image: wlouie1/mnist-app:1.0
+    expose:
+      - port: 80
+        as: 80
+        to:
+          - global: true
+    depends-on:
+      - flaskserver
+
+profiles:
+  compute:
+    tfserver:
+      resources:
+        cpu:
+          units: 0.2
+        memory:
+          size: 512Mi
+        storage:
+          size: 512Mi
+    flaskserver:
+      resources:
+        cpu:
+          units: 0.2
+        memory:
+          size: 256Mi
+        storage:
+          size: 1Gi
+    web:
+      resources:
+        cpu:
+          units: 0.1
+        memory:
+          size: 256Mi
+        storage:
+          size: 512Mi
+  placement:
+    westcoast:
+      signedBy:
+        anyOf:
+          - "akash1365yvmc4s7awdyj3n2sav7xfx76adc6dnmlx63"
+          - "akash18qa2a2ltfyvkyj0ggj3hkvuj6twzyumuaru9s4"
+      pricing:
+        tfserver:
+          denom: uakt
+          amount: 10000
+        flaskserver:
+          denom: uakt
+          amount: 10000
+        web:
+          denom: uakt
+          amount: 10000
+
+deployment:
+  tfserver:
+    westcoast:
+      profile: tfserver
+      count: 1
+  flaskserver:
+    westcoast:
+      profile: flaskserver
+      count: 1
+  web:
+    westcoast:
+      profile: web
+      count: 1