Update version comments

docs/cluster-management/aws-credentials.md

@@ -1,7 +1,5 @@
 # AWS credentials
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 As of now, Cortex only runs on AWS. We plan to support other cloud providers in the future. If you don't have an AWS account you can get started with one [here](https://portal.aws.amazon.com/billing/signup#/start).
 
 Follow this [tutorial](https://aws.amazon.com/premiumsupport/knowledge-center/create-access-key) to create an access key. Enable programmatic access for the IAM user, and attach the built-in `AdministratorAccess` policy to your IAM user (or see [security](security.md) for a minimal access configuration).

docs/cluster-management/cli.md

@@ -1,7 +1,5 @@
 # CLI commands
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 ## deploy
 
 ```text

docs/cluster-management/config.md

@@ -1,7 +1,5 @@
 # Cluster configuration
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 The Cortex cluster may be configured by providing a configuration file to `cortex cluster up` or `cortex cluster update` via the `--config` flag (e.g. `cortex cluster up --config=cluster.yaml`). Below is the schema for the cluster configuration file, with default values shown (unless otherwise specified):
 
 <!-- CORTEX_VERSION_MINOR -->

docs/cluster-management/ec2-instances.md

@@ -1,7 +1,5 @@
 # EC2 instances
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 You can spin up a Cortex cluster on a variety of AWS instance types. If you are unsure about which instance to pick, review these options as a starting point. This is not a comprehensive guide so please refer to the [full documentation](https://aws.amazon.com/ec2/instance-types/) on AWS for more information.
 
 ## T3 instances

docs/cluster-management/install.md

@@ -1,7 +1,5 @@
 # Install
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 ## Prerequisites
 
 1. [Docker](https://docs.docker.com/install)

docs/cluster-management/security.md

@@ -1,7 +1,5 @@
 # Security
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 ## IAM permissions
 
 If you are not using a sensitive AWS account and do not have a lot of experience with IAM configuration, attaching the built-in `AdministratorAccess` policy to your IAM user will make getting started much easier. If you would like to limit IAM permissions, continue reading.

docs/cluster-management/spot-instances.md

@@ -1,7 +1,5 @@
 # Spot instances
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 [Spot instances](https://aws.amazon.com/ec2/spot/) are spare capacity that AWS sells at a discount (up to 90%). The caveat is that spot instances may not always be available, and can be recalled by AWS at anytime. Cortex allows you to use spot instances in your cluster to take advantage of the discount while ensuring uptime and reliability of APIs. You can configure your cluster to use spot instances using the configuration below:
 
 ```yaml

docs/cluster-management/telemetry.md

@@ -1,7 +1,5 @@
 # Telemetry
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 By default, the Cortex CLI sends anonymous usage data to Cortex Labs.
 
 ## What data is collected?

docs/cluster-management/uninstall.md

@@ -1,7 +1,5 @@
 # Uninstall
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 ## Prerequisites
 
 1. [AWS credentials](aws-credentials.md)

docs/cluster-management/update.md

@@ -1,7 +1,5 @@
 # Update
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 ## Prerequisites
 
 1. [Docker](https://docs.docker.com/install)

docs/deployments/api-configuration.md

@@ -1,7 +1,5 @@
 # API configuration
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Once your model is [exported](exporting.md) and you've implemented a [Predictor](predictors.md), you can configure your API via a yaml file (typically named `cortex.yaml`).
 
 Reference the section below which corresponds to your Predictor type: [Python](#python-predictor), [TensorFlow](#tensorflow-predictor), or [ONNX](#onnx-predictor).

docs/deployments/autoscaling.md

@@ -1,7 +1,5 @@
 # Autoscaling
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Cortex autoscales your web services based on your configuration.
 
 ## Replica Parallelism

docs/deployments/compute.md

@@ -1,7 +1,5 @@
 # Compute
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Compute resource requests in Cortex follow the syntax and meaning of [compute resources in Kubernetes](https://kubernetes.io/docs/concepts/configuration/manage-compute-resources-container).
 
 For example:

docs/deployments/deployment.md

@@ -1,7 +1,5 @@
 # API deployment
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Once your model is [exported](exporting.md), you've implemented a [Predictor](predictors.md), and you've [configured your API](api-configuration.md), you're ready to deploy!
 
 ## `cortex deploy`

docs/deployments/exporting.md

@@ -1,7 +1,5 @@
 # Exporting models
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Cortex can deploy models that are exported in a variety of formats. Therefore, it is best practice to export your model by following the recommendations of your machine learning library.
 
 Here are examples for some common ML libraries:

docs/deployments/gpus.md

@@ -1,7 +1,5 @@
 # Using GPUs
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 To use GPUs:
 
 1. Make sure your AWS account is subscribed to the [EKS-optimized AMI with GPU Support](https://aws.amazon.com/marketplace/pp/B07GRHFXGM).

docs/deployments/prediction-monitoring.md

@@ -1,7 +1,5 @@
 # Prediction monitoring
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 `tracker` can be configured to collect API prediction metrics and display real-time stats in `cortex get <api_name>`. The tracker looks for scalar values in the response payload. If the response payload is a JSON object, `key` can be set to extract the desired scalar value.
 
 ```yaml

docs/deployments/predictors.md

@@ -1,7 +1,5 @@
 # Predictor implementation
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Once your model is [exported](exporting.md), you can implement one of Cortex's Predictor classes to deploy your model. A Predictor is a Python class that describes how to initialize your model and use it to make predictions.
 
 Which Predictor you use depends on how your model is exported:

docs/deployments/python-packages.md

@@ -1,7 +1,5 @@
 # Python packages
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 ## PyPI packages
 
 You can install your required PyPI packages and import them in your Python files. Cortex looks for a `requirements.txt` file in the top level Cortex project directory (i.e. the directory which contains `cortex.yaml`):

docs/deployments/statuses.md

@@ -1,7 +1,5 @@
 # API statuses
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 | Status                | Meaning |
 | :--- | :--- |
 | live                  | API is deployed and ready to serve prediction requests (at least one replica is running) |

docs/deployments/system-packages.md

@@ -1,7 +1,5 @@
 # System packages
 
-_WARNING: you are on the master branch, please refer to the docs on the branch that matches your `cortex version`_
-
 Cortex uses Docker images to deploy your models. These images can be replaced with custom images that you can augment with your system packages and libraries. You will need to push your custom images to a container registry that your cluster has access to (e.g. [Docker Hub](https://hub.docker.com) or [AWS ECR](https://aws.amazon.com/ecr)).
 
 ## Create a custom image

examples/keras/document-denoiser/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: document-denoiser
   predictor:

examples/keras/document-denoiser/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import boto3, base64, cv2, re, os, requests
 import numpy as np

examples/keras/document-denoiser/trainer.ipynb

@@ -13,7 +13,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# _WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`_\n",
+    "# _this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex_\n",
     "\n",
     "\n",
     "import keras\n",

examples/pytorch/answer-generator/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: answer-generator
   predictor:

examples/pytorch/answer-generator/generator.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 # This file includes code which was modified from https://colab.research.google.com/drive/1KTLqiAOdKM_3RnBWfqgrvOQLqumUyOdA
 

examples/pytorch/answer-generator/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import wget
 import torch

examples/pytorch/image-classifier/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: image-classifier
   predictor:

examples/pytorch/image-classifier/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import requests
 import torch

examples/pytorch/iris-classifier/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: iris-classifier
   predictor:

examples/pytorch/iris-classifier/model.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import torch
 import torch.nn as nn

examples/pytorch/iris-classifier/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import re
 import torch

examples/pytorch/language-identifier/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: language-identifier
   predictor:

examples/pytorch/language-identifier/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import wget
 import fasttext

examples/pytorch/object-detector/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: object-detector
   predictor:

examples/pytorch/object-detector/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 from io import BytesIO
 

examples/pytorch/reading-comprehender/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: reading-comprehender
   predictor:

examples/pytorch/reading-comprehender/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 from allennlp.predictors.predictor import Predictor as AllenNLPPredictor
 

examples/pytorch/search-completer/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: search-completer
   predictor:

examples/pytorch/search-completer/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import torch
 import regex

examples/pytorch/sentiment-analyzer/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: sentiment-analyzer
   predictor:

examples/pytorch/sentiment-analyzer/fastai_sentiment_ulmfit.ipynb

@@ -20,7 +20,7 @@
       },
       "source": [
         "# Exporting ULMFiT with fastai\n",
-        "WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`\n",
+        "this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex\n",
         "\n",
         "This file includes code which was modified from https://docs.fast.ai/text.html\n"
       ]

examples/pytorch/sentiment-analyzer/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 from fastai.text import *
 import requests

examples/pytorch/text-generator/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: text-generator
   predictor:

examples/pytorch/text-generator/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 # This file includes code which was modified from https://github.com/huggingface/transformers/blob/master/examples/run_generation.py
 

examples/pytorch/text-summarizer/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: text-summarizer
   predictor:

examples/pytorch/text-summarizer/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 from summarizer import Summarizer
 

examples/sklearn/iris-classifier/README.md

@@ -1,6 +1,6 @@
 # Deploy a model as a web service
 
-_WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`_
+_this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex_
 
 This example shows how to deploy a classifier trained on the famous [iris data set](https://archive.ics.uci.edu/ml/datasets/iris) using scikit-learn.
 

examples/sklearn/iris-classifier/batch-predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import boto3
 import pickle

examples/sklearn/iris-classifier/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: iris-classifier
   predictor:

examples/sklearn/iris-classifier/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import boto3
 import pickle

examples/sklearn/iris-classifier/trainer.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import boto3
 import pickle

examples/sklearn/mpg-estimator/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: mpg-estimator
   predictor:

examples/sklearn/mpg-estimator/predictor.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import mlflow.sklearn
 import numpy as np

examples/sklearn/mpg-estimator/trainer.py

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 import mlflow.sklearn
 import pandas as pd

examples/tensorflow/image-classifier/cortex.yaml

@@ -1,4 +1,4 @@
-# WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`
+# this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex
 
 - name: image-classifier
   predictor:

examples/tensorflow/image-classifier/inception.ipynb

@@ -31,7 +31,7 @@
       "source": [
         "# Exporting ImageNet Inception\n",
         "\n",
-        "_WARNING: you are on the master branch, please refer to the examples on the branch that matches your `cortex version`_\n",
+        "_this is an example for cortex release 0.15 and may not deploy correctly on other releases of cortex_\n",
         "\n",
         "In this notebook, we'll show how to export the [pre-trained Imagenet Inception model](https://tfhub.dev/google/imagenet/inception_v3/classification/3) for serving."
       ]