From 3a71887718a602a118199faf4ceef3d8080612fc Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Tue, 1 Mar 2022 16:13:07 +0100 Subject: [PATCH 01/22] Added tensorboard example --- examples/tensorboard/README.md | 164 ++++++++++++++++++++++++++ examples/tensorboard/__init__.py | 13 ++ examples/tensorboard/requirements.txt | 1 + examples/tensorboard/run.py | 131 ++++++++++++++++++++ examples/tensorboard/setup.sh | 28 +++++ 5 files changed, 337 insertions(+) create mode 100644 examples/tensorboard/README.md create mode 100644 examples/tensorboard/__init__.py create mode 100644 examples/tensorboard/requirements.txt create mode 100644 examples/tensorboard/run.py create mode 100644 examples/tensorboard/setup.sh diff --git a/examples/tensorboard/README.md b/examples/tensorboard/README.md new file mode 100644 index 00000000000..6a17a4dee23 --- /dev/null +++ b/examples/tensorboard/README.md @@ -0,0 +1,164 @@ +# Deploy pipelines to production using Kubeflow Pipelines + +When developing ML models, you probably develop your pipelines on your local machine initially as this allows for +quicker iteration and debugging. However, at a certain point when you are finished with its design, you might want to +transition to a more production-ready setting and deploy the pipeline to a more robust environment. + +You can also watch a video of this example [here](https://www.youtube.com/watch?v=b5TXRYkdL3w). + +## Pre-requisites + +In order to run this example, we have to install a few tools that allow ZenML to spin up a local Kubeflow Pipelines +setup: + +* [K3D](https://k3d.io/v5.2.1/#installation) to spin up a local Kubernetes cluster +* The Kubernetes command-line tool [Kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) to deploy +Kubeflow Pipelines +* [Docker](https://docs.docker.com/get-docker/) to build docker images that run your pipeline in Kubernetes +pods (**Note**: the local Kubeflow Pipelines deployment requires more than 2 GB of RAM, so if you're using +Docker Desktop make sure to update the resource limits in the preferences) + + +## Installation + +Next, we will install ZenML, get the code for this example and initialize a ZenML repository: + +```bash +# Install python dependencies +pip install zenml + +# Install ZenML integrations +zenml integration install kubeflow +zenml integration install sklearn + +# Pull the kubeflow example +zenml example pull kubeflow +cd zenml_examples/kubeflow + +# Initialize a ZenML repository +zenml init +``` + +## Run on a local Kubeflow Pipelines deployment + +### Create a local Kubeflow Pipelines Stack + +Now with all the installation and initialization out of the way, all that's left to do is configuring our +ZenML [stack](https://docs.zenml.io/core-concepts). For this example, the stack we create consists of the +following four parts: +* The **local artifact store** stores step outputs on your hard disk. +* The **local metadata store** stores metadata like the pipeline name and step parameters inside a local SQLite database. +* The docker images that are created to run your pipeline are stored in a local docker **container registry**. +* The **Kubeflow orchestrator** is responsible for running your ZenML pipeline in Kubeflow Pipelines. + +```bash +# Make sure to create the local registry on port 5000 for it to work +zenml container-registry register local_registry --type=default --uri=localhost:5000 +zenml orchestrator register kubeflow_orchestrator --type=kubeflow +zenml stack register local_kubeflow_stack \ + -m local_metadata_store \ + -a local_artifact_store \ + -o kubeflow_orchestrator \ + -c local_registry + +# Activate the newly created stack +zenml stack set local_kubeflow_stack +``` + +### Start up Kubeflow Pipelines locally +ZenML takes care of setting up and configuring the local Kubeflow Pipelines deployment. All we need to do is run: +```bash +zenml stack up +``` +When the setup is finished, you should see a local URL which you can access in your browser and take a look at the +Kubeflow Pipelines UI. + + +### Run the pipeline +We can now run the pipeline by simply executing the python script: + +```bash +python run.py +``` + +This will build a docker image containing all the necessary python packages and files, push it to the local container +registry and schedule a pipeline run in Kubeflow Pipelines. +Once the script is finished, you should be able to see the pipeline run [here](http://localhost:8080/#/runs). + +### Clean up +Once you're done experimenting, you can delete the local Kubernetes cluster and all associated resources by calling: + +```bash +zenml stack down +``` + +## Run the same pipeline on Kubeflow Pipelines deployed to GCP + +We will now run the same pipeline in Kubeflow Pipelines deployed to a Google Kubernetes Engine cluster. +As you can see from the long list of additional pre-requisites, this requires lots of external setup steps at the +moment. In future releases ZenML will be able to automate most of these steps for you, so make sure to revisit this +guide if this is something you're interested in! + +### Additional pre-requisites + +* An existing [GCP container registry](https://cloud.google.com/container-registry/docs). +* An existing [GCP bucket](https://cloud.google.com/storage/docs/creating-buckets). +* [Kubeflow Pipelines](https://www.kubeflow.org/docs/distributions/gke/deploy/overview/) deployed to a Google +Kubernetes Engine cluster. +* The local docker client has to be [authorized](https://cloud.google.com/container-registry/docs/advanced-authentication) +to access the GCP container registry. +* Kubectl can [access](https://cloud.google.com/kubernetes-engine/docs/how-to/cluster-access-for-kubectl) your GCP +Kubernetes cluster. +* The [current context](https://kubernetes.io/docs/reference/kubectl/cheatsheet/#kubectl-context-and-configuration) +configured in Kubectl points to your GCP cluster. + +### Create a GCP Kubeflow Pipelines stack + +To run our pipeline on Kubeflow Pipelines deployed to GCP, we will create a new stack with these components: +* The **artifact store** stores step outputs in a GCP Bucket. +* The **metadata store** stores metadata inside the Kubeflow Pipelines internal MySQL database. +* The docker images that are created to run your pipeline are stored in GCP **container registry**. +* The **Kubeflow orchestrator** is the same as in the local Kubeflow Pipelines example. + +When running the upcoming commands, make sure to replace `$PATH_TO_YOUR_CONTAINER_REGISTRY` and +`$PATH_TO_YOUR_GCP_BUCKET` with the actual URI's of your container registry and bucket. + +```bash +# In order to create the GCP artifact store, we need to install one additional ZenML integration: +zenml integration install gcp + +# Create the stack and its components +zenml container-registry register gcp_registry --uri=$PATH_TO_YOUR_CONTAINER_REGISTRY +zenml metadata-store register kubeflow_metadata_store --type=kubeflow +zenml artifact-store register gcp_artifact_store --type=gcp --path=$PATH_TO_YOUR_GCP_BUCKET +zenml stack register gcp_kubeflow_stack \ + -m kubeflow_metadata_store \ + -a gcp_artifact_store \ + -o kubeflow_orchestrator \ + -c gcp_registry + +# Activate the newly created stack +zenml stack set gcp_kubeflow_stack +``` + +### Run the pipeline + +Configuring and activating the new stack is all that's necessary to switch from running your pipelines locally +to running them on GCP: + +```bash +python run.py +``` + +That's it! If everything went as planned this pipeline should now be running in the cloud, and we are one step +closer to a production pipeline! + +## SuperQuick `kubeflow` run + +If you're really in a hurry and you want just to see this example pipeline run, +without wanting to fiddle around with all the individual installation and +configuration steps, just run the following: + +```shell +zenml example run kubeflow +``` diff --git a/examples/tensorboard/__init__.py b/examples/tensorboard/__init__.py new file mode 100644 index 00000000000..fff930dca81 --- /dev/null +++ b/examples/tensorboard/__init__.py @@ -0,0 +1,13 @@ +# Copyright (c) ZenML GmbH 2021. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. diff --git a/examples/tensorboard/requirements.txt b/examples/tensorboard/requirements.txt new file mode 100644 index 00000000000..0f571440812 --- /dev/null +++ b/examples/tensorboard/requirements.txt @@ -0,0 +1 @@ +tensorflow diff --git a/examples/tensorboard/run.py b/examples/tensorboard/run.py new file mode 100644 index 00000000000..72255eae7b8 --- /dev/null +++ b/examples/tensorboard/run.py @@ -0,0 +1,131 @@ +# Copyright (c) ZenML GmbH 2021. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. + +import os + +import numpy as np +import tensorflow as tf + +from zenml.integrations.constants import AWS, TENSORFLOW +from zenml.pipelines import pipeline +from zenml.steps import BaseStepConfig, Output, StepContext, step + + +class TrainerConfig(BaseStepConfig): + """Trainer params""" + + epochs: int = 1 + gamma: float = 0.7 + lr: float = 0.001 + + +@step +def importer_mnist() -> Output( + X_train=np.ndarray, y_train=np.ndarray, X_test=np.ndarray, y_test=np.ndarray +): + """Download the MNIST data store it as an artifact""" + (X_train, y_train), ( + X_test, + y_test, + ) = tf.keras.datasets.mnist.load_data() + return X_train, y_train, X_test, y_test + + +@step +def normalizer( + X_train: np.ndarray, X_test: np.ndarray +) -> Output(X_train_normed=np.ndarray, X_test_normed=np.ndarray): + """Normalize the values for all the images so they are between 0 and 1""" + X_train_normed = X_train / 255.0 + X_test_normed = X_test / 255.0 + return X_train_normed, X_test_normed + + +# Define the pipeline +@pipeline(required_integrations=[TENSORFLOW, AWS]) +def mnist_pipeline( + importer, + normalizer, + trainer, + evaluator, +): + # Link all the steps artifacts together + X_train, y_train, X_test, y_test = importer() + X_trained_normed, X_test_normed = normalizer(X_train=X_train, X_test=X_test) + model = trainer(X_train=X_trained_normed, y_train=y_train) + evaluator(X_test=X_test_normed, y_test=y_test, model=model) + + +@step +def tf_trainer( + context: StepContext, + config: TrainerConfig, + X_train: np.ndarray, + y_train: np.ndarray, +) -> tf.keras.Model: + """Train a neural net from scratch to recognize MNIST digits return our + model or the learner""" + model = tf.keras.Sequential( + [ + tf.keras.layers.Flatten(input_shape=(28, 28)), + tf.keras.layers.Dense(10, activation="relu"), + tf.keras.layers.Dense(10), + ] + ) + + log_dir = os.path.join(context.get_output_artifact_uri(), "logs") + tensorboard_callback = tf.keras.callbacks.TensorBoard( + log_dir=log_dir, histogram_freq=1 + ) + + model.compile( + optimizer=tf.keras.optimizers.Adam(0.001), + loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), + metrics=["accuracy"], + ) + + model.fit( + X_train, + y_train, + epochs=config.epochs, + callbacks=[tensorboard_callback], + ) + + # write model + return model + + +@step +def tf_evaluator( + X_test: np.ndarray, + y_test: np.ndarray, + model: tf.keras.Model, +) -> float: + """Calculate the loss for the model for each epoch in a graph""" + + _, test_acc = model.evaluate(X_test, y_test, verbose=2) + return test_acc + + +if __name__ == "__main__": + # Initialize a pipeline run + tf_p = mnist_pipeline( + importer=importer_mnist(), + normalizer=normalizer(), + trainer=tf_trainer(config=TrainerConfig(epochs=1)), + evaluator=tf_evaluator(), + ) + + # Run the pipeline + tf_p.run() diff --git a/examples/tensorboard/setup.sh b/examples/tensorboard/setup.sh new file mode 100644 index 00000000000..cfb05f2787d --- /dev/null +++ b/examples/tensorboard/setup.sh @@ -0,0 +1,28 @@ +#!/usr/bin/env bash + +set -Eeo pipefail + +setup_stack () { + zenml container-registry register local_registry --type=default --uri=localhost:5000|| \ + msg "${WARNING}Reusing preexisting container registry ${NOFORMAT}local_registry, this might fail if port 5000 is blocked by another process." + zenml orchestrator register kubeflow_orchestrator --type=kubeflow || \ + msg "${WARNING}Reusing preexisting orchestrator ${NOFORMAT}kubeflow_orchestrator" + zenml stack register local_kubeflow_stack \ + -m local_metadata_store \ + -a local_artifact_store \ + -o kubeflow_orchestrator \ + -c local_registry || \ + msg "${WARNING}Reusing preexisting stack ${NOFORMAT}local_kubeflow_stack" + + zenml stack set local_kubeflow_stack + + zenml stack up +} + +pre_run () { + zenml integration install kubeflow tensorflow aws +} + +pre_run_forced () { + zenml integration install kubeflow tensorflow aws -f +} From e038ecbc94be785cfc1f811021ef4cb9acd5fdba Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Tue, 1 Mar 2022 16:14:41 +0100 Subject: [PATCH 02/22] Container entrypoint updated to use tensorboard if right model type --- src/zenml/integrations/kubeflow/container_entrypoint.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/src/zenml/integrations/kubeflow/container_entrypoint.py b/src/zenml/integrations/kubeflow/container_entrypoint.py index df97a76f16e..87fdcf8e032 100644 --- a/src/zenml/integrations/kubeflow/container_entrypoint.py +++ b/src/zenml/integrations/kubeflow/container_entrypoint.py @@ -38,6 +38,7 @@ from tfx.types.channel import Property from zenml.artifacts.base_artifact import BaseArtifact +from zenml.artifacts.model_artifact import ModelArtifact from zenml.artifacts.type_registry import type_registry from zenml.exceptions import RepositoryNotFoundError from zenml.integrations.registry import integration_registry @@ -277,6 +278,7 @@ def _dump_output_populated_artifacts( if ( spec.artifact_spec.type.name == standard_artifacts.ModelRun.TYPE_NAME + or spec.artifact_spec.type.name == ModelArtifact.TYPE_NAME ): output_model = execution_info.output_dict[name][0] From 0f471eb902829c259c2bf319542087b3c94cbebc Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Sun, 6 Mar 2022 10:42:40 +0100 Subject: [PATCH 03/22] Fix tensorboard example * use fixed tensorflow version * reorganize code structure --- examples/tensorboard/requirements.txt | 2 +- examples/tensorboard/run.py | 30 +++++++++++++-------------- 2 files changed, 16 insertions(+), 16 deletions(-) diff --git a/examples/tensorboard/requirements.txt b/examples/tensorboard/requirements.txt index 0f571440812..dffda45b239 100644 --- a/examples/tensorboard/requirements.txt +++ b/examples/tensorboard/requirements.txt @@ -1 +1 @@ -tensorflow +tensorflow==2.6.2 diff --git a/examples/tensorboard/run.py b/examples/tensorboard/run.py index 72255eae7b8..a9a94d34886 100644 --- a/examples/tensorboard/run.py +++ b/examples/tensorboard/run.py @@ -52,21 +52,6 @@ def normalizer( return X_train_normed, X_test_normed -# Define the pipeline -@pipeline(required_integrations=[TENSORFLOW, AWS]) -def mnist_pipeline( - importer, - normalizer, - trainer, - evaluator, -): - # Link all the steps artifacts together - X_train, y_train, X_test, y_test = importer() - X_trained_normed, X_test_normed = normalizer(X_train=X_train, X_test=X_test) - model = trainer(X_train=X_trained_normed, y_train=y_train) - evaluator(X_test=X_test_normed, y_test=y_test, model=model) - - @step def tf_trainer( context: StepContext, @@ -118,6 +103,21 @@ def tf_evaluator( return test_acc +# Define the pipeline +@pipeline(required_integrations=[TENSORFLOW, AWS]) +def mnist_pipeline( + importer, + normalizer, + trainer, + evaluator, +): + # Link all the steps artifacts together + X_train, y_train, X_test, y_test = importer() + X_trained_normed, X_test_normed = normalizer(X_train=X_train, X_test=X_test) + model = trainer(X_train=X_trained_normed, y_train=y_train) + evaluator(X_test=X_test_normed, y_test=y_test, model=model) + + if __name__ == "__main__": # Initialize a pipeline run tf_p = mnist_pipeline( From 3d9fe5c2864be325248b11eb9d48d517f7b399ba Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Sun, 6 Mar 2022 10:44:10 +0100 Subject: [PATCH 04/22] Don't print locals with rich traces unless in debug mode --- src/zenml/__init__.py | 4 ---- src/zenml/logger.py | 3 +++ 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/src/zenml/__init__.py b/src/zenml/__init__.py index c5b42b21a4a..4de9b897a84 100644 --- a/src/zenml/__init__.py +++ b/src/zenml/__init__.py @@ -14,10 +14,6 @@ import os -from rich.traceback import install - -install(show_locals=True) - ROOT_DIR = os.path.dirname(os.path.abspath(__file__)) with open(os.path.join(ROOT_DIR, "VERSION")) as version_file: diff --git a/src/zenml/logger.py b/src/zenml/logger.py index 6f8d7233de0..dfe685dd7f9 100644 --- a/src/zenml/logger.py +++ b/src/zenml/logger.py @@ -17,6 +17,7 @@ import re import sys from logging.handlers import TimedRotatingFileHandler +from rich.traceback import install as rich_tb_install from typing import Any, Dict from absl import logging as absl_logging @@ -103,6 +104,8 @@ def set_root_verbosity() -> None: """Set the root verbosity.""" level = get_logging_level() if level != LoggingLevels.NOTSET: + rich_tb_install(show_locals=(level == LoggingLevels.DEBUG)) + logging.basicConfig(level=level.value) get_logger(__name__).debug( f"Logging set to level: " f"{logging.getLevelName(level.value)}" From 031941a9d35db49bf1efd7d8021f4e3ddc288b8a Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Sun, 6 Mar 2022 10:44:54 +0100 Subject: [PATCH 05/22] Fix shared file IO support for tensorflow * when tensorflow is installed, TFX activates its file IO plugin with a priority higher than the ZenML IO plugin * the 2.6 tensorflow release moves the IO support into a separate python package (tensorflow_io) that must be installed and imported explicitly for the S3/GCP/Azure FS schemes to be supported --- examples/tensorboard/requirements.txt | 2 +- src/zenml/integrations/aws/io/__init__.py | 2 +- src/zenml/integrations/azure/io/__init__.py | 2 +- src/zenml/integrations/gcp/io/__init__.py | 2 +- src/zenml/integrations/tensorflow/__init__.py | 5 ++++- 5 files changed, 8 insertions(+), 5 deletions(-) diff --git a/examples/tensorboard/requirements.txt b/examples/tensorboard/requirements.txt index dffda45b239..75f6aa97412 100644 --- a/examples/tensorboard/requirements.txt +++ b/examples/tensorboard/requirements.txt @@ -1 +1 @@ -tensorflow==2.6.2 +tensorflow==2.8.0 diff --git a/src/zenml/integrations/aws/io/__init__.py b/src/zenml/integrations/aws/io/__init__.py index f781f82f7d0..17fa3d17553 100644 --- a/src/zenml/integrations/aws/io/__init__.py +++ b/src/zenml/integrations/aws/io/__init__.py @@ -16,4 +16,4 @@ from zenml.integrations.aws.io.s3_plugin import ZenS3 -DEFAULT_FILESYSTEM_REGISTRY.register(ZenS3, 15) +DEFAULT_FILESYSTEM_REGISTRY.register(ZenS3, 5) diff --git a/src/zenml/integrations/azure/io/__init__.py b/src/zenml/integrations/azure/io/__init__.py index 31509bfef47..0bba3890df6 100644 --- a/src/zenml/integrations/azure/io/__init__.py +++ b/src/zenml/integrations/azure/io/__init__.py @@ -16,4 +16,4 @@ from zenml.integrations.azure.io.azure_plugin import ZenAzure -DEFAULT_FILESYSTEM_REGISTRY.register(ZenAzure, 15) +DEFAULT_FILESYSTEM_REGISTRY.register(ZenAzure, 5) diff --git a/src/zenml/integrations/gcp/io/__init__.py b/src/zenml/integrations/gcp/io/__init__.py index 63337084706..321aefd3506 100644 --- a/src/zenml/integrations/gcp/io/__init__.py +++ b/src/zenml/integrations/gcp/io/__init__.py @@ -16,4 +16,4 @@ from zenml.integrations.gcp.io.gcs_plugin import ZenGCS -DEFAULT_FILESYSTEM_REGISTRY.register(ZenGCS, 15) +DEFAULT_FILESYSTEM_REGISTRY.register(ZenGCS, 5) diff --git a/src/zenml/integrations/tensorflow/__init__.py b/src/zenml/integrations/tensorflow/__init__.py index 6250e9ee5ad..e843bdf13c8 100644 --- a/src/zenml/integrations/tensorflow/__init__.py +++ b/src/zenml/integrations/tensorflow/__init__.py @@ -19,11 +19,14 @@ class TensorflowIntegration(Integration): """Definition of Tensorflow integration for ZenML.""" NAME = TENSORFLOW - REQUIREMENTS = ["tensorflow==2.8.0"] + REQUIREMENTS = ["tensorflow==2.8.0", "tensorflow_io==0.24.0"] @classmethod def activate(cls) -> None: """Activates the integration.""" + # need to import this explicitly to load the Tensoflow file IO support + # for S3 and other file systems + import tensorflow_io as tfio # noqa from zenml.integrations.tensorflow import materializers # noqa From 2bbe2bf0bec35c7e17e7730ba0ee94bd19c24201 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Mon, 7 Mar 2022 09:52:05 +0100 Subject: [PATCH 06/22] Fix linter errors --- examples/tensorboard/README.md | 4 ++-- src/zenml/integrations/tensorflow/__init__.py | 3 ++- src/zenml/logger.py | 2 +- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/examples/tensorboard/README.md b/examples/tensorboard/README.md index 6a17a4dee23..76d3a1512b5 100644 --- a/examples/tensorboard/README.md +++ b/examples/tensorboard/README.md @@ -153,12 +153,12 @@ python run.py That's it! If everything went as planned this pipeline should now be running in the cloud, and we are one step closer to a production pipeline! -## SuperQuick `kubeflow` run +## SuperQuick `tensorboard` run If you're really in a hurry and you want just to see this example pipeline run, without wanting to fiddle around with all the individual installation and configuration steps, just run the following: ```shell -zenml example run kubeflow +zenml example run tensorboard ``` diff --git a/src/zenml/integrations/tensorflow/__init__.py b/src/zenml/integrations/tensorflow/__init__.py index e843bdf13c8..2fc8e262535 100644 --- a/src/zenml/integrations/tensorflow/__init__.py +++ b/src/zenml/integrations/tensorflow/__init__.py @@ -26,7 +26,8 @@ def activate(cls) -> None: """Activates the integration.""" # need to import this explicitly to load the Tensoflow file IO support # for S3 and other file systems - import tensorflow_io as tfio # noqa + import tensorflow_io # type: ignore [import] + from zenml.integrations.tensorflow import materializers # noqa diff --git a/src/zenml/logger.py b/src/zenml/logger.py index dfe685dd7f9..a4718a78ca6 100644 --- a/src/zenml/logger.py +++ b/src/zenml/logger.py @@ -17,10 +17,10 @@ import re import sys from logging.handlers import TimedRotatingFileHandler -from rich.traceback import install as rich_tb_install from typing import Any, Dict from absl import logging as absl_logging +from rich.traceback import install as rich_tb_install from zenml.constants import ( ABSL_LOGGING_VERBOSITY, From 2806dc58a09bef31092f5468b94db83e8e01ec85 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Mon, 7 Mar 2022 13:58:11 +0100 Subject: [PATCH 07/22] Updated tensorboard example --- examples/tensorboard/README.md | 145 +++---------------------------- examples/tensorboard/__init__.py | 13 --- examples/tensorboard/run.py | 17 +++- examples/tensorboard/setup.sh | 21 +---- 4 files changed, 31 insertions(+), 165 deletions(-) delete mode 100644 examples/tensorboard/__init__.py diff --git a/examples/tensorboard/README.md b/examples/tensorboard/README.md index 76d3a1512b5..f3a89502ded 100644 --- a/examples/tensorboard/README.md +++ b/examples/tensorboard/README.md @@ -1,158 +1,39 @@ -# Deploy pipelines to production using Kubeflow Pipelines +# Visualize model statistics with Tensorboard -When developing ML models, you probably develop your pipelines on your local machine initially as this allows for -quicker iteration and debugging. However, at a certain point when you are finished with its design, you might want to -transition to a more production-ready setting and deploy the pipeline to a more robust environment. - -You can also watch a video of this example [here](https://www.youtube.com/watch?v=b5TXRYkdL3w). +This example features a pipeline that trains a Keras model that logs Tensorboard +information that can be visualized after the pipeline run is over. ## Pre-requisites - -In order to run this example, we have to install a few tools that allow ZenML to spin up a local Kubeflow Pipelines -setup: - -* [K3D](https://k3d.io/v5.2.1/#installation) to spin up a local Kubernetes cluster -* The Kubernetes command-line tool [Kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) to deploy -Kubeflow Pipelines -* [Docker](https://docs.docker.com/get-docker/) to build docker images that run your pipeline in Kubernetes -pods (**Note**: the local Kubeflow Pipelines deployment requires more than 2 GB of RAM, so if you're using -Docker Desktop make sure to update the resource limits in the preferences) - - -## Installation - -Next, we will install ZenML, get the code for this example and initialize a ZenML repository: +In order to run this example, you need to install and initialize ZenML: ```bash # Install python dependencies pip install zenml # Install ZenML integrations -zenml integration install kubeflow -zenml integration install sklearn +zenml integration install tensorflow -# Pull the kubeflow example -zenml example pull kubeflow -cd zenml_examples/kubeflow +# Pull the tensorboard example +zenml example pull tensorboard +cd zenml_examples/tensorboard # Initialize a ZenML repository zenml init ``` - -## Run on a local Kubeflow Pipelines deployment - -### Create a local Kubeflow Pipelines Stack - -Now with all the installation and initialization out of the way, all that's left to do is configuring our -ZenML [stack](https://docs.zenml.io/core-concepts). For this example, the stack we create consists of the -following four parts: -* The **local artifact store** stores step outputs on your hard disk. -* The **local metadata store** stores metadata like the pipeline name and step parameters inside a local SQLite database. -* The docker images that are created to run your pipeline are stored in a local docker **container registry**. -* The **Kubeflow orchestrator** is responsible for running your ZenML pipeline in Kubeflow Pipelines. - -```bash -# Make sure to create the local registry on port 5000 for it to work -zenml container-registry register local_registry --type=default --uri=localhost:5000 -zenml orchestrator register kubeflow_orchestrator --type=kubeflow -zenml stack register local_kubeflow_stack \ - -m local_metadata_store \ - -a local_artifact_store \ - -o kubeflow_orchestrator \ - -c local_registry - -# Activate the newly created stack -zenml stack set local_kubeflow_stack -``` - -### Start up Kubeflow Pipelines locally -ZenML takes care of setting up and configuring the local Kubeflow Pipelines deployment. All we need to do is run: -```bash -zenml stack up -``` -When the setup is finished, you should see a local URL which you can access in your browser and take a look at the -Kubeflow Pipelines UI. - - -### Run the pipeline -We can now run the pipeline by simply executing the python script: +### Run the project +Now we're ready. Execute: ```bash python run.py ``` -This will build a docker image containing all the necessary python packages and files, push it to the local container -registry and schedule a pipeline run in Kubeflow Pipelines. -Once the script is finished, you should be able to see the pipeline run [here](http://localhost:8080/#/runs). - ### Clean up -Once you're done experimenting, you can delete the local Kubernetes cluster and all associated resources by calling: +In order to clean up, delete the remaining ZenML references. -```bash -zenml stack down -``` - -## Run the same pipeline on Kubeflow Pipelines deployed to GCP - -We will now run the same pipeline in Kubeflow Pipelines deployed to a Google Kubernetes Engine cluster. -As you can see from the long list of additional pre-requisites, this requires lots of external setup steps at the -moment. In future releases ZenML will be able to automate most of these steps for you, so make sure to revisit this -guide if this is something you're interested in! - -### Additional pre-requisites - -* An existing [GCP container registry](https://cloud.google.com/container-registry/docs). -* An existing [GCP bucket](https://cloud.google.com/storage/docs/creating-buckets). -* [Kubeflow Pipelines](https://www.kubeflow.org/docs/distributions/gke/deploy/overview/) deployed to a Google -Kubernetes Engine cluster. -* The local docker client has to be [authorized](https://cloud.google.com/container-registry/docs/advanced-authentication) -to access the GCP container registry. -* Kubectl can [access](https://cloud.google.com/kubernetes-engine/docs/how-to/cluster-access-for-kubectl) your GCP -Kubernetes cluster. -* The [current context](https://kubernetes.io/docs/reference/kubectl/cheatsheet/#kubectl-context-and-configuration) -configured in Kubectl points to your GCP cluster. - -### Create a GCP Kubeflow Pipelines stack - -To run our pipeline on Kubeflow Pipelines deployed to GCP, we will create a new stack with these components: -* The **artifact store** stores step outputs in a GCP Bucket. -* The **metadata store** stores metadata inside the Kubeflow Pipelines internal MySQL database. -* The docker images that are created to run your pipeline are stored in GCP **container registry**. -* The **Kubeflow orchestrator** is the same as in the local Kubeflow Pipelines example. - -When running the upcoming commands, make sure to replace `$PATH_TO_YOUR_CONTAINER_REGISTRY` and -`$PATH_TO_YOUR_GCP_BUCKET` with the actual URI's of your container registry and bucket. - -```bash -# In order to create the GCP artifact store, we need to install one additional ZenML integration: -zenml integration install gcp - -# Create the stack and its components -zenml container-registry register gcp_registry --uri=$PATH_TO_YOUR_CONTAINER_REGISTRY -zenml metadata-store register kubeflow_metadata_store --type=kubeflow -zenml artifact-store register gcp_artifact_store --type=gcp --path=$PATH_TO_YOUR_GCP_BUCKET -zenml stack register gcp_kubeflow_stack \ - -m kubeflow_metadata_store \ - -a gcp_artifact_store \ - -o kubeflow_orchestrator \ - -c gcp_registry - -# Activate the newly created stack -zenml stack set gcp_kubeflow_stack -``` - -### Run the pipeline - -Configuring and activating the new stack is all that's necessary to switch from running your pipelines locally -to running them on GCP: - -```bash -python run.py +```shell +rm -rf zenml_examples ``` -That's it! If everything went as planned this pipeline should now be running in the cloud, and we are one step -closer to a production pipeline! - ## SuperQuick `tensorboard` run If you're really in a hurry and you want just to see this example pipeline run, diff --git a/examples/tensorboard/__init__.py b/examples/tensorboard/__init__.py deleted file mode 100644 index fff930dca81..00000000000 --- a/examples/tensorboard/__init__.py +++ /dev/null @@ -1,13 +0,0 @@ -# Copyright (c) ZenML GmbH 2021. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at: -# -# https://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express -# or implied. See the License for the specific language governing -# permissions and limitations under the License. diff --git a/examples/tensorboard/run.py b/examples/tensorboard/run.py index a9a94d34886..b92d4917377 100644 --- a/examples/tensorboard/run.py +++ b/examples/tensorboard/run.py @@ -17,8 +17,11 @@ import numpy as np import tensorflow as tf +from rich import print + from zenml.integrations.constants import AWS, TENSORFLOW from zenml.pipelines import pipeline +from zenml.repository import Repository from zenml.steps import BaseStepConfig, Output, StepContext, step @@ -104,7 +107,7 @@ def tf_evaluator( # Define the pipeline -@pipeline(required_integrations=[TENSORFLOW, AWS]) +@pipeline(required_integrations=[TENSORFLOW, AWS], enable_cache=False) def mnist_pipeline( importer, normalizer, @@ -129,3 +132,15 @@ def mnist_pipeline( # Run the pipeline tf_p.run() + + # Post-execution flow + repo = Repository() + pipeline = repo.get_pipeline(tf_p.name) + run = pipeline.runs[-1] + trainer_step = run.get_step("trainer") + if trainer_step.outputs: + print( + "You can run:\n" + f"[italic green] tensorboard --logdir={trainer_step.output.uri}[/italic green]\n" + "...to visualize the Tensorboard logs for your trained model." + ) diff --git a/examples/tensorboard/setup.sh b/examples/tensorboard/setup.sh index cfb05f2787d..6721312c7c9 100644 --- a/examples/tensorboard/setup.sh +++ b/examples/tensorboard/setup.sh @@ -2,27 +2,10 @@ set -Eeo pipefail -setup_stack () { - zenml container-registry register local_registry --type=default --uri=localhost:5000|| \ - msg "${WARNING}Reusing preexisting container registry ${NOFORMAT}local_registry, this might fail if port 5000 is blocked by another process." - zenml orchestrator register kubeflow_orchestrator --type=kubeflow || \ - msg "${WARNING}Reusing preexisting orchestrator ${NOFORMAT}kubeflow_orchestrator" - zenml stack register local_kubeflow_stack \ - -m local_metadata_store \ - -a local_artifact_store \ - -o kubeflow_orchestrator \ - -c local_registry || \ - msg "${WARNING}Reusing preexisting stack ${NOFORMAT}local_kubeflow_stack" - - zenml stack set local_kubeflow_stack - - zenml stack up -} - pre_run () { - zenml integration install kubeflow tensorflow aws + zenml integration install tensorflow } pre_run_forced () { - zenml integration install kubeflow tensorflow aws -f + zenml integration install tensorflow -f } From dfebffafb019a192d9d52be2c21368b130faea81 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Mon, 7 Mar 2022 14:00:20 +0100 Subject: [PATCH 08/22] Add tensorboard example to integration tests --- examples/tensorboard/run.py | 4 ++-- tests/integration/test_examples.py | 7 +++++++ 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/examples/tensorboard/run.py b/examples/tensorboard/run.py index b92d4917377..15dd60f1876 100644 --- a/examples/tensorboard/run.py +++ b/examples/tensorboard/run.py @@ -19,7 +19,7 @@ from rich import print -from zenml.integrations.constants import AWS, TENSORFLOW +from zenml.integrations.constants import TENSORFLOW from zenml.pipelines import pipeline from zenml.repository import Repository from zenml.steps import BaseStepConfig, Output, StepContext, step @@ -107,7 +107,7 @@ def tf_evaluator( # Define the pipeline -@pipeline(required_integrations=[TENSORFLOW, AWS], enable_cache=False) +@pipeline(required_integrations=[TENSORFLOW], enable_cache=False) def mnist_pipeline( importer, normalizer, diff --git a/tests/integration/test_examples.py b/tests/integration/test_examples.py index aa7b3060711..93ff774fe80 100644 --- a/tests/integration/test_examples.py +++ b/tests/integration/test_examples.py @@ -172,6 +172,13 @@ class ExampleIntegrationTestConfiguration(NamedTuple): step_count=4, ), ), + ExampleIntegrationTestConfiguration( + name="tensorboard", + validation_function=generate_basic_validation_function( + pipeline_name="mnist_pipeline", + step_count=4, + ), + ), ] # flake8: noqa: C901 From 7c20e0df79c44b119f7d30f1a5f5cf00370a7789 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Tue, 8 Mar 2022 11:54:46 +0100 Subject: [PATCH 09/22] Fix Kubeflow metadata store implementation --- src/zenml/metadata_stores/base_metadata_store.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/src/zenml/metadata_stores/base_metadata_store.py b/src/zenml/metadata_stores/base_metadata_store.py index d61baad268e..7cc9b2d43a1 100644 --- a/src/zenml/metadata_stores/base_metadata_store.py +++ b/src/zenml/metadata_stores/base_metadata_store.py @@ -63,8 +63,12 @@ def flavor(self) -> MetadataStoreFlavor: def store(self) -> metadata_store.MetadataStore: """General property that hooks into TFX metadata store.""" # TODO [ENG-133]: this always gets recreated, is this intended? + config = self.get_tfx_metadata_config() return metadata_store.MetadataStore( - self.get_tfx_metadata_config(), enable_upgrade_migration=True + config, + enable_upgrade_migration=isinstance( + config, metadata_store_pb2.ConnectionConfig + ), ) @abstractmethod From 2261c6128320239b649c11cc31e63ccab6054506 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Tue, 8 Mar 2022 11:58:52 +0100 Subject: [PATCH 10/22] Fix Kubeflow Tensorboard visualizer with local artifact * use Kubeflow volume metadata support [1] to mount the local artifact store as a hostpath volume in the Kubeflow UI and Tensorboard pods [1] https://github.com/kubeflow/pipelines/blob/master/docs/config/volume-support.md --- .../kubeflow/container_entrypoint.py | 11 +- .../orchestrators/kubeflow_orchestrator.py | 7 + .../orchestrators/local_deployment_utils.py | 123 +++++++++++++ .../mlflow_pipeline_decorator.py.failed | 164 ++++++++++++++++++ 4 files changed, 303 insertions(+), 2 deletions(-) create mode 100644 src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed diff --git a/src/zenml/integrations/kubeflow/container_entrypoint.py b/src/zenml/integrations/kubeflow/container_entrypoint.py index 87fdcf8e032..139e9d621bd 100644 --- a/src/zenml/integrations/kubeflow/container_entrypoint.py +++ b/src/zenml/integrations/kubeflow/container_entrypoint.py @@ -281,11 +281,18 @@ def _dump_output_populated_artifacts( or spec.artifact_spec.type.name == ModelArtifact.TYPE_NAME ): output_model = execution_info.output_dict[name][0] - + source = output_model.uri + + # For local artifact repository, use a path that is relative to + # the point where the local artifact folder is mounted as a volume + artifact_store = Repository().active_stack.artifact_store + if artifact_store.supports_local_execution: + source = os.path.relpath(source, artifact_store.path) + source = f"volume://local-artifact-store/{source}" # Add Tensorboard view. tensorboard_output = { "type": "tensorboard", - "source": output_model.uri, + "source": source, } outputs.append(tensorboard_output) diff --git a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py index 6e21d65faa4..9acc60c378e 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py +++ b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py @@ -401,6 +401,13 @@ def provision(self) -> None: kubernetes_context=kubernetes_context ) + artifact_store = Repository().active_stack.artifact_store + if artifact_store.supports_local_execution: + local_deployment_utils.add_hostpath_to_kubeflow_pipelines( + kubernetes_context=kubernetes_context, + local_path=artifact_store.path, + ) + local_deployment_utils.start_kfp_ui_daemon( pid_file_path=self._pid_file_path, log_file_path=self.log_file, diff --git a/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py b/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py index 2304fae7b77..bb306e37a10 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py +++ b/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py @@ -228,6 +228,129 @@ def deploy_kubeflow_pipelines(kubernetes_context: str) -> None: logger.info("Finished Kubeflow Pipelines setup.") +def add_hostpath_to_kubeflow_pipelines( + kubernetes_context: str, local_path: str +) -> None: + """Patches the Kubeflow Pipelines deployment to mount a local folder as + a hostpath for visualization purposes. + + This function reconfigures the Kubeflow pipelines deployment to use a + shared local folder to support loading the Tensorboard viewer and other + pipeline visualization results from a local artifact store, as described + here: + + https://github.com/kubeflow/pipelines/blob/master/docs/config/volume-support.md + + Args: + kubernetes_context: The kubernetes context on which Kubeflow Pipelines + should be deployed. + palocal_pathth: The path to the local folder to mount as a hostpath. + """ + logger.info("Patching Kubeflow Pipelines to mount a local folder.") + + pod_template = { + "spec": { + "serviceAccountName": "kubeflow-pipelines-viewer", + "containers": [ + { + "volumeMounts": [ + { + "mountPath": local_path, + "name": "local-artifact-store", + } + ] + } + ], + "volumes": [ + { + "hostPath": { + "path": local_path, + "type": "Directory", + }, + "name": "local-artifact-store", + } + ], + } + } + pod_template_json = json.dumps(pod_template, indent=2) + config_map_data = {"data": {"viewer-pod-template.json": pod_template_json}} + config_map_data_json = json.dumps(config_map_data, indent=2) + + logger.debug( + "Adding host path volume for local path `%s` to kubeflow pipeline" + "viewer pod template configuration.", + local_path, + ) + subprocess.check_call( + [ + "kubectl", + "--context", + kubernetes_context, + "-n", + "kubeflow", + "patch", + "configmap/ml-pipeline-ui-configmap", + "--type", + "merge", + "-p", + config_map_data_json, + ] + ) + + deployment_patch = { + "spec": { + "template": { + "spec": { + "containers": [ + { + "name": "ml-pipeline-ui", + "volumeMounts": [ + { + "mountPath": local_path, + "name": "local-artifact-store", + } + ], + } + ], + "volumes": [ + { + "hostPath": { + "path": local_path, + "type": "Directory", + }, + "name": "local-artifact-store", + } + ], + } + } + } + } + deployment_patch_json = json.dumps(deployment_patch, indent=2) + + logger.debug( + "Adding host path volume for local path `%s` to the kubeflow UI", + local_path, + ) + subprocess.check_call( + [ + "kubectl", + "--context", + kubernetes_context, + "-n", + "kubeflow", + "patch", + "deployment/ml-pipeline-ui", + "--type", + "strategic", + "-p", + deployment_patch_json, + ] + ) + wait_until_kubeflow_pipelines_ready(kubernetes_context=kubernetes_context) + + logger.info("Finished patching Kubeflow Pipelines setup.") + + def start_kfp_ui_daemon( pid_file_path: str, log_file_path: str, port: int ) -> None: diff --git a/src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed b/src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed new file mode 100644 index 00000000000..f53518811f8 --- /dev/null +++ b/src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed @@ -0,0 +1,164 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# https://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. + +from typing import ( + Any, + Callable, + Optional, + Tuple, + Type, + TypeVar, + Union, + cast, + overload, +) + +from zenml.integrations.mlflow.mlflow_step_decorator import ( + enable_mlflow as enable_mlflow_step, +) +from zenml.pipelines.base_pipeline import BasePipeline +from zenml.steps import BaseStep + +# pipeline class type +P = TypeVar("P", bound=Type[BasePipeline]) + + +@overload +def enable_mlflow( + _pipeline: P, +) -> P: + """Type annotations for mlflow pipeline decorator in case of no arguments.""" + ... + + +@overload +def enable_mlflow( + *, + experiment_name: Optional[str] = None, +) -> Callable[[P], P]: + """Type annotations for mlflow pipeline decorator in case of arguments.""" + ... + + +def enable_mlflow( + _pipeline: Optional[P] = None, + *, + experiment_name: Optional[str] = None, +) -> Union[P, Callable[[P], P]]: + """Decorator to enable mlflow for a pipeline. + + Apply this decorator to a ZenML pipeline to enable MLflow experiment + tracking. The MLflow tracking configuration (tracking URI, experiment name, + run name) will be automatically configured before each steps in the + pipeline is executed, so the step can simply use the `mlflow` module to log + metrics and artifacts, like so: + + ```python + @enable_mlflow + @step + def tf_evaluator( + x_test: np.ndarray, + y_test: np.ndarray, + model: tf.keras.Model, + ) -> float: + _, test_acc = model.evaluate(x_test, y_test, verbose=2) + mlflow.log_metric("val_accuracy", test_acc) + return test_acc + ``` + + All MLflow artifacts and metrics logged from all the steps in the pipeline + run are grouped under a single experiment named after the pipeline. + To log MLflow artifacts and metrics from different pipeline steps in + different MLflow experiment, use the `enable_mlflow` step decorator + instead. + + Args: + _pipeline: The decorated pipeline. + experiment_name: optional mlflow experiment name to use for the + pipeline. If not provided, the name of the pipeline will be used as + experiment name. + + Returns: + The inner decorator which enhaces the input pipeline class with mlflow + tracking functionality + """ + + def inner_decorator(_pipeline: P) -> P: + """Inner decorator function for the creation of a ZenML Pipeline with + mlflow tracking enabled. + + The pipeline's __init__ method is extended to apply the `enable_mlflow` + step decorator to all the steps in the pipeline. + + Args: + _pipeline: BasePipeline which will be extended + + Returns: + the class of a newly generated ZenML Pipeline with mlflow tracking + enabled + + """ + + return cast( + P, + type( # noqa + _pipeline.__name__, + (_pipeline,), + { + "__init__": enable_mlflow_init( + _pipeline.__init__, experiment_name + ), + "__module__": _pipeline.__module__, + }, + ), + ) + + if _pipeline is None: + return inner_decorator + else: + return inner_decorator(_pipeline) + + +def enable_mlflow_init( + original_init: Callable[[BasePipeline, BaseStep, Any], None], + experiment_name: Optional[str] = None, +) -> Callable[..., None]: + """Outer decorator function for extending the __init__ method for pipelines + that should be run using mlflow + + Args: + original_init: The __init__ method that should be extended + experiment_name: optional mlflow experiment name to use for the + pipeline. If not provided, the name of the pipeline will be used as + the experiment name. + + Returns: + the inner decorator which extends the __init__ method + """ + + def inner_decorator( + self: BasePipeline, *args: BaseStep, **kwargs: Any + ) -> None: + """Inner decorator overwriting the pipeline __init__ + Makes sure mlflow is properly set up and all mlflow logging takes place + within one mlflow experiment that is associated with the pipeline + """ + decorated_steps = tuple( + enable_mlflow_step(experiment_name=experiment_name)(step) + for step in args + ) + + original_init(self, *decorated_steps, **kwargs) + + return inner_decorator From 70108898a78c8dc8b6b6419ec6113f98875f7da0 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Tue, 8 Mar 2022 22:07:49 +0100 Subject: [PATCH 11/22] Implement Tensorboard visualizer and merge the Kubeflow and Tensorboard examples * Tensorboard service to track Tensorboard daemons running locally * Tensorboard visualizer to start Tensorboard service for a pipeline step * switched Kubeflow example to use Tensorflow instead of sklearn * add more pics and info about the Tensorboard service and the Kubeflow Tensorboard UI --- examples/kubeflow/README.md | 132 ++++++++-- ...ZenML Walkthrough Kubeflow Pipelines.ipynb | 239 +++++++++++++----- examples/kubeflow/assets/tensorboard-01.png | Bin 0 -> 142393 bytes examples/kubeflow/assets/tensorboard-02.png | Bin 0 -> 240138 bytes examples/kubeflow/assets/tensorboard-03.png | Bin 0 -> 272917 bytes .../assets/tensorboard-kubeflow-ui.png | Bin 0 -> 119881 bytes .../assets/tensorboard-kubeflow-vis.png | Bin 0 -> 134788 bytes examples/kubeflow/pipeline.py | 75 ++++-- examples/kubeflow/requirements.txt | 3 - examples/kubeflow/run.py | 46 +++- examples/kubeflow/run_schedule.py | 2 +- examples/kubeflow/setup.sh | 5 + examples/tensorboard/README.md | 45 ---- examples/tensorboard/requirements.txt | 1 - examples/tensorboard/run.py | 146 ----------- examples/tensorboard/setup.sh | 11 - .../mlflow_pipeline_decorator.py.failed | 164 ------------ src/zenml/integrations/tensorflow/__init__.py | 1 + .../tensorflow/services/__init__.py | 17 ++ .../services/tensorboard_service.py | 122 +++++++++ .../tensorflow/visualizers/__init__.py | 19 ++ .../visualizers/tensorboard_visualizer.py | 205 +++++++++++++++ tests/integration/test_examples.py | 7 - 23 files changed, 749 insertions(+), 491 deletions(-) create mode 100644 examples/kubeflow/assets/tensorboard-01.png create mode 100644 examples/kubeflow/assets/tensorboard-02.png create mode 100644 examples/kubeflow/assets/tensorboard-03.png create mode 100644 examples/kubeflow/assets/tensorboard-kubeflow-ui.png create mode 100644 examples/kubeflow/assets/tensorboard-kubeflow-vis.png delete mode 100644 examples/kubeflow/requirements.txt delete mode 100644 examples/tensorboard/README.md delete mode 100644 examples/tensorboard/requirements.txt delete mode 100644 examples/tensorboard/run.py delete mode 100644 examples/tensorboard/setup.sh delete mode 100644 src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed create mode 100644 src/zenml/integrations/tensorflow/services/__init__.py create mode 100644 src/zenml/integrations/tensorflow/services/tensorboard_service.py create mode 100644 src/zenml/integrations/tensorflow/visualizers/__init__.py create mode 100644 src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py diff --git a/examples/kubeflow/README.md b/examples/kubeflow/README.md index 6a17a4dee23..8864130319b 100644 --- a/examples/kubeflow/README.md +++ b/examples/kubeflow/README.md @@ -1,35 +1,40 @@ # Deploy pipelines to production using Kubeflow Pipelines -When developing ML models, you probably develop your pipelines on your local machine initially as this allows for -quicker iteration and debugging. However, at a certain point when you are finished with its design, you might want to -transition to a more production-ready setting and deploy the pipeline to a more robust environment. +When developing ML models, you probably develop your pipelines on your local +machine initially as this allows for quicker iteration and debugging. However, +at a certain point when you are finished with its design, you might want to +transition to a more production-ready setting and deploy the pipeline to a more +robust environment. You can also watch a video of this example [here](https://www.youtube.com/watch?v=b5TXRYkdL3w). ## Pre-requisites -In order to run this example, we have to install a few tools that allow ZenML to spin up a local Kubeflow Pipelines +In order to run this example, we have to install a few tools that allow ZenML to +spin up a local Kubeflow Pipelines setup: -* [K3D](https://k3d.io/v5.2.1/#installation) to spin up a local Kubernetes cluster -* The Kubernetes command-line tool [Kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) to deploy -Kubeflow Pipelines -* [Docker](https://docs.docker.com/get-docker/) to build docker images that run your pipeline in Kubernetes -pods (**Note**: the local Kubeflow Pipelines deployment requires more than 2 GB of RAM, so if you're using -Docker Desktop make sure to update the resource limits in the preferences) +* [K3D](https://k3d.io/v5.2.1/#installation) to spin up a local Kubernetes +cluster +* The Kubernetes command-line tool [Kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) +to deploy Kubeflow Pipelines +* [Docker](https://docs.docker.com/get-docker/) to build docker images that run +your pipeline in Kubernetes pods (**Note**: the local Kubeflow Pipelines +deployment requires more than 2 GB of RAM, so if you're using Docker Desktop +make sure to update the resource limits in the preferences) ## Installation -Next, we will install ZenML, get the code for this example and initialize a ZenML repository: +Next, we will install ZenML, get the code for this example and initialize a +ZenML repository: ```bash # Install python dependencies pip install zenml # Install ZenML integrations -zenml integration install kubeflow -zenml integration install sklearn +zenml integration install kubeflow tensorflow # Pull the kubeflow example zenml example pull kubeflow @@ -39,17 +44,58 @@ cd zenml_examples/kubeflow zenml init ``` -## Run on a local Kubeflow Pipelines deployment +## Run on the local machine + + +### Run the pipeline + +We can now run the pipeline by simply executing the python script: + +```bash +python run.py +``` + +The script will run the pipeline locally and will start a Tensorboard +server that can be accessed to visualize the information for the trained model. + +Re-running the example with different hyperparameter values will re-train +the model and the Tensorboard server will be updated automatically to include +the new model information, e.g.: + +```shell +python run.py --learning_rate=0.02 +python run.py --epochs=10 +``` + +![Tensorboard 01](assets/tensorboard-01.png) +![Tensorboard 02](assets/tensorboard-02.png) +![Tensorboard 03](assets/tensorboard-03.png) + +### Clean up + +Once you're done experimenting, you can stop the Tensorboard server running +in the background by running the command below. However, you may want to keep +it running if you want to continue on to the next step and run the same +pipeline on a local Kubeflow Pipelines deployment. + +```bash +python run.py --stop-tensorboard +``` + +## Run the same pipeline on a local Kubeflow Pipelines deployment ### Create a local Kubeflow Pipelines Stack -Now with all the installation and initialization out of the way, all that's left to do is configuring our -ZenML [stack](https://docs.zenml.io/core-concepts). For this example, the stack we create consists of the -following four parts: +Now with all the installation and initialization out of the way, all that's left +to do is configuring our ZenML [stack](https://docs.zenml.io/core-concepts). For +this example, the stack we create consists of the following four parts: * The **local artifact store** stores step outputs on your hard disk. -* The **local metadata store** stores metadata like the pipeline name and step parameters inside a local SQLite database. -* The docker images that are created to run your pipeline are stored in a local docker **container registry**. -* The **Kubeflow orchestrator** is responsible for running your ZenML pipeline in Kubeflow Pipelines. +* The **local metadata store** stores metadata like the pipeline name and step +parameters inside a local SQLite database. +* The docker images that are created to run your pipeline are stored in a local +docker **container registry**. +* The **Kubeflow orchestrator** is responsible for running your ZenML pipeline +in Kubeflow Pipelines. ```bash # Make sure to create the local registry on port 5000 for it to work @@ -66,13 +112,16 @@ zenml stack set local_kubeflow_stack ``` ### Start up Kubeflow Pipelines locally -ZenML takes care of setting up and configuring the local Kubeflow Pipelines deployment. All we need to do is run: + +ZenML takes care of setting up and configuring the local Kubeflow Pipelines +deployment. All we need to do is run: + ```bash zenml stack up ``` -When the setup is finished, you should see a local URL which you can access in your browser and take a look at the -Kubeflow Pipelines UI. +When the setup is finished, you should see a local URL which you can access in +your browser and take a look at the Kubeflow Pipelines UI. ### Run the pipeline We can now run the pipeline by simply executing the python script: @@ -81,12 +130,41 @@ We can now run the pipeline by simply executing the python script: python run.py ``` -This will build a docker image containing all the necessary python packages and files, push it to the local container -registry and schedule a pipeline run in Kubeflow Pipelines. -Once the script is finished, you should be able to see the pipeline run [here](http://localhost:8080/#/runs). +This will build a docker image containing all the necessary python packages and +files, push it to the local container registry and schedule a pipeline run in +Kubeflow Pipelines. Once the script is finished, you should be able to see the +pipeline run [here](http://localhost:8080/#/runs). + +The Tensorboard logs for the model trained in every pipeline run can be viewed +directly in the Kubeflow Pipelines UI by clicking on the "Visualization" tab +and then clicking on the "Open Tensorboard" button. + +![Tensorboard Kubeflow Visualization](assets/tensorboard-kubeflow-vis.png) +![Tensorboard Kubeflow UI](assets/tensorboard-kubeflow-ui.png) + +At the same time, the script will start a local Tensorboard server that can be +accessed to visualize the information for all past and future versions of the +trained model. + +Re-running the example with different hyperparameter values will re-train +the model and the Tensorboard server will be updated automatically to include +the new model information, e.g.: + +```shell +python run.py --learning_rate=0.02 +python run.py --epochs=10 +``` ### Clean up -Once you're done experimenting, you can delete the local Kubernetes cluster and all associated resources by calling: +Once you're done experimenting, you can stop the Tensorboard server running +in the background with the command: + +```bash +python run.py --stop-tensorboard +``` + +You can delete the local Kubernetes cluster and all associated resources by +calling: ```bash zenml stack down diff --git a/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb b/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb index d3e22963b92..0a565022d39 100644 --- a/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb +++ b/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb @@ -43,8 +43,7 @@ "source": [ "# Install the ZenML CLI tool and Tensorflow\n", "!pip install zenml\n", - "!zenml integration install kubeflow -f\n", - "!zenml integration install sklearn -f" + "!zenml integration install kubeflow tensorflow" ] }, { @@ -130,15 +129,16 @@ }, "outputs": [], "source": [ - "import os\n", + "\n", "import logging\n", + "import os\n", + "\n", "import numpy as np\n", - "from sklearn.base import ClassifierMixin\n", + "import tensorflow as tf\n", "\n", - "from zenml.integrations.sklearn.helpers.digits import get_digits, get_digits_model\n", + "from zenml.integrations.constants import TENSORFLOW\n", "from zenml.pipelines import pipeline\n", - "from zenml.steps import step\n", - "from zenml.steps.step_output import Output" + "from zenml.steps import BaseStepConfig, Output, StepContext, step" ] }, { @@ -178,10 +178,16 @@ "source": [ "@step\n", "def importer() -> Output(\n", - " X_train=np.ndarray, X_test=np.ndarray, y_train=np.ndarray, y_test=np.ndarray\n", + " X_train=np.ndarray,\n", + " X_test=np.ndarray,\n", + " y_train=np.ndarray,\n", + " y_test=np.ndarray,\n", "):\n", - " \"\"\"Loads the digits array as normal numpy arrays.\"\"\"\n", - " X_train, X_test, y_train, y_test = get_digits()\n", + " \"\"\"Download the MNIST data store it as an artifact\"\"\"\n", + " (X_train, y_train), (\n", + " X_test,\n", + " y_test,\n", + " ) = tf.keras.datasets.mnist.load_data()\n", " return X_train, X_test, y_train, y_test" ] }, @@ -216,7 +222,7 @@ "id": "ma53mucU0yF3" }, "source": [ - "We then add a `trainer` step, that takes the normalized data and trains a sklearn model on the data." + "We then add a `trainer` step, that takes the normalized data and trains a Keras model on the data. The step has an associated `TrainerConfig` step configuration class. Also note how we use the `StepContext` to extract the Artifact Store path alongside the output model Artifact where Tensorboard logs are to be stored." ] }, { @@ -227,14 +233,47 @@ }, "outputs": [], "source": [ - "@step(enable_cache=False)\n", + "class TrainerConfig(BaseStepConfig):\n", + " \"\"\"Trainer params\"\"\"\n", + "\n", + " epochs: int = 1\n", + " lr: float = 0.001\n", + "\n", + "@step\n", "def trainer(\n", " X_train: np.ndarray,\n", " y_train: np.ndarray,\n", - ") -> ClassifierMixin:\n", - " \"\"\"Train a simple sklearn classifier for the digits dataset.\"\"\"\n", - " model = get_digits_model()\n", - " model.fit(X_train, y_train)\n", + " context: StepContext,\n", + " config: TrainerConfig,\n", + ") -> tf.keras.Model:\n", + " \"\"\"Train a neural net from scratch to recognize MNIST digits return our\n", + " model or the learner\"\"\"\n", + " model = tf.keras.Sequential(\n", + " [\n", + " tf.keras.layers.Flatten(input_shape=(28, 28)),\n", + " tf.keras.layers.Dense(10, activation=\"relu\"),\n", + " tf.keras.layers.Dense(10),\n", + " ]\n", + " )\n", + "\n", + " log_dir = os.path.join(context.get_output_artifact_uri(), \"logs\")\n", + " tensorboard_callback = tf.keras.callbacks.TensorBoard(\n", + " log_dir=log_dir, histogram_freq=1\n", + " )\n", + "\n", + " model.compile(\n", + " optimizer=tf.keras.optimizers.Adam(config.lr),\n", + " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", + " metrics=[\"accuracy\"],\n", + " )\n", + "\n", + " model.fit(\n", + " X_train,\n", + " y_train,\n", + " epochs=config.epochs,\n", + " callbacks=[tensorboard_callback],\n", + " )\n", + "\n", " return model" ] }, @@ -255,10 +294,11 @@ "def evaluator(\n", " X_test: np.ndarray,\n", " y_test: np.ndarray,\n", - " model: ClassifierMixin,\n", + " model: tf.keras.Model,\n", ") -> float:\n", " \"\"\"Calculate the accuracy on the test set\"\"\"\n", - " test_acc = model.score(X_test, y_test)\n", + "\n", + " _, test_acc = model.evaluate(X_test, y_test, verbose=2)\n", " logging.info(f\"Test accuracy: {test_acc}\")\n", " return test_acc" ] @@ -347,56 +387,97 @@ { "cell_type": "markdown", "metadata": { - "id": "gotkJdTQz8j2" + "id": "b-JtDHu_z1IX" }, "source": [ - "# Transitioning to Kubeflow Pipelines" + "## Visualize the model with Tensorboard" ] }, { "cell_type": "markdown", "metadata": { - "id": "PMLU4cNW-Ei4" + "id": "NrJA5OSgnydC" }, "source": [ - "We got pretty good results on the digits model that we trained, but at some point we want to get out of this notebook local stack and go to a stack which looks more like production. Here is where the ZenML [Kubeflow Pipelines](https://github.com/kubeflow/pipelines) integration helps!" + "To visualize the model with Tensorboard, make use of the built-in ZenML Tensorboard visualizer, that will automatically start a Tensorboard server in the background." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "dRzZA406UVVz", + "outputId": "f61e4408-4001-4cc7-ed7d-8472b1c4089f" + }, + "outputs": [], + "source": [ + "from zenml.integrations.tensorflow.visualizers import (\n", + " visualize_tensorboard,\n", + " stop_tensorboard_server,\n", + ")\n", + "\n", + "visualize_tensorboard(\n", + " pipeline_name=\"mnist_pipeline\",\n", + " step_name=\"trainer\",\n", + ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Pre-requisites" + "To stop the Tensorboard server, you can use the `stop_tensorboard` utility function." ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": null, "metadata": {}, + "outputs": [], "source": [ - "In order to run this example, you need to have installed:\n", - "\n", - "* [Docker](https://docs.docker.com/get-docker/)\n", - "* [K3D](https://k3d.io/v5.2.1/) \n", - "* [Kubectl](https://kubernetes.io/docs/tasks/tools/)" + "stop_tensorboard_server(\n", + " pipeline_name=\"mnist_pipeline\",\n", + " step_name=\"trainer\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "gotkJdTQz8j2" + }, + "source": [ + "# Transitioning to Kubeflow Pipelines" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "PMLU4cNW-Ei4" + }, + "source": [ + "We got pretty good results on the digits model that we trained, but at some point we want to get out of this notebook local stack and go to a stack which looks more like production. Here is where the ZenML [Kubeflow Pipelines](https://github.com/kubeflow/pipelines) integration helps!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Define requirements" + "## Pre-requisites" ] }, { - "cell_type": "code", - "execution_count": null, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "%%writefile requirements.txt\n", - "scikit-learn\n", - "pandas\n", - "numpy" + "In order to run this example, you need to have installed:\n", + "\n", + "* [Docker](https://docs.docker.com/get-docker/)\n", + "* [K3D](https://k3d.io/v5.2.1/) \n", + "* [Kubectl](https://kubernetes.io/docs/tasks/tools/)" ] }, { @@ -478,7 +559,7 @@ "metadata": {}, "outputs": [], "source": [ - "%%writefile run.py\n", + "%%writefile run-kubeflow.py\n", "# Copyright (c) ZenML GmbH 2021. All Rights Reserved.\n", "#\n", "# Licensed under the Apache License, Version 2.0 (the \"License\");\n", @@ -497,24 +578,26 @@ "import os\n", "\n", "import numpy as np\n", - "from sklearn.base import ClassifierMixin\n", + "import tensorflow as tf\n", "\n", - "from zenml.integrations.sklearn.helpers.digits import get_digits, get_digits_model\n", + "from zenml.integrations.constants import TENSORFLOW\n", "from zenml.pipelines import pipeline\n", - "from zenml.steps import step\n", - "from zenml.steps.step_output import Output\n", - "\n", - "# Path to a pip requirements file that contains requirements necessary to run\n", - "# the pipeline\n", - "requirements_file = os.path.join(os.path.dirname(__file__), \"requirements.txt\")\n", + "from zenml.repository import Repository\n", + "from zenml.steps import BaseStepConfig, Output, StepContext, step\n", "\n", "\n", "@step\n", "def importer() -> Output(\n", - " X_train=np.ndarray, X_test=np.ndarray, y_train=np.ndarray, y_test=np.ndarray\n", + " X_train=np.ndarray,\n", + " X_test=np.ndarray,\n", + " y_train=np.ndarray,\n", + " y_test=np.ndarray,\n", "):\n", - " \"\"\"Loads the digits array as normal numpy arrays.\"\"\"\n", - " X_train, X_test, y_train, y_test = get_digits()\n", + " \"\"\"Download the MNIST data store it as an artifact\"\"\"\n", + " (X_train, y_train), (\n", + " X_test,\n", + " y_test,\n", + " ) = tf.keras.datasets.mnist.load_data()\n", " return X_train, X_test, y_train, y_test\n", "\n", "\n", @@ -528,14 +611,48 @@ " return X_train_normed, X_test_normed\n", "\n", "\n", - "@step(enable_cache=False)\n", + "class TrainerConfig(BaseStepConfig):\n", + " \"\"\"Trainer params\"\"\"\n", + "\n", + " epochs: int = 1\n", + " lr: float = 0.001\n", + "\n", + "\n", + "@step\n", "def trainer(\n", " X_train: np.ndarray,\n", " y_train: np.ndarray,\n", - ") -> ClassifierMixin:\n", - " \"\"\"Train a simple sklearn classifier for the digits dataset.\"\"\"\n", - " model = get_digits_model()\n", - " model.fit(X_train, y_train)\n", + " context: StepContext,\n", + " config: TrainerConfig,\n", + ") -> tf.keras.Model:\n", + " \"\"\"Train a neural net from scratch to recognize MNIST digits return our\n", + " model or the learner\"\"\"\n", + " model = tf.keras.Sequential(\n", + " [\n", + " tf.keras.layers.Flatten(input_shape=(28, 28)),\n", + " tf.keras.layers.Dense(10, activation=\"relu\"),\n", + " tf.keras.layers.Dense(10),\n", + " ]\n", + " )\n", + "\n", + " log_dir = os.path.join(context.get_output_artifact_uri(), \"logs\")\n", + " tensorboard_callback = tf.keras.callbacks.TensorBoard(\n", + " log_dir=log_dir, histogram_freq=1\n", + " )\n", + "\n", + " model.compile(\n", + " optimizer=tf.keras.optimizers.Adam(config.lr),\n", + " loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True),\n", + " metrics=[\"accuracy\"],\n", + " )\n", + "\n", + " model.fit(\n", + " X_train,\n", + " y_train,\n", + " epochs=config.epochs,\n", + " callbacks=[tensorboard_callback],\n", + " )\n", + "\n", " return model\n", "\n", "\n", @@ -543,15 +660,16 @@ "def evaluator(\n", " X_test: np.ndarray,\n", " y_test: np.ndarray,\n", - " model: ClassifierMixin,\n", + " model: tf.keras.Model,\n", ") -> float:\n", " \"\"\"Calculate the accuracy on the test set\"\"\"\n", - " test_acc = model.score(X_test, y_test)\n", + "\n", + " _, test_acc = model.evaluate(X_test, y_test, verbose=2)\n", " logging.info(f\"Test accuracy: {test_acc}\")\n", " return test_acc\n", "\n", "\n", - "@pipeline(requirements_file=requirements_file)\n", + "@pipeline(required_integrations=[TENSORFLOW], enable_cache=False)\n", "def mnist_pipeline(\n", " importer,\n", " normalizer,\n", @@ -573,7 +691,8 @@ " trainer=trainer(),\n", " evaluator=evaluator(),\n", " )\n", - " p.run()\n" + " p.run()\n", + "\n" ] }, { @@ -583,7 +702,7 @@ "outputs": [], "source": [ "# Initialize a new pipeline\n", - "!python run.py" + "!python run-kubeflow.py" ] }, { @@ -853,7 +972,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": 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See the License for the specific language governing # permissions and limitations under the License. -from datetime import datetime, timedelta - +import click from pipeline import ( + TrainerConfig, mnist_pipeline, importer, trainer, evaluator, normalizer, ) +from rich import print +from zenml.integrations.tensorflow.services import ( + TensorboardService, + TensorboardServiceConfig, +) +from zenml.integrations.tensorflow.visualizers import ( + visualize_tensorboard, + stop_tensorboard_server, +) +from zenml.repository import Repository + + +@click.command() +@click.option("--epochs", default=5, help="Number of epochs for training") +@click.option("--lr", default=0.001, help="Learning rate for training") +@click.option( + "--stop-tensorboard", + is_flag=True, + default=False, + help="Stop the Tensorboard server", +) +def main(epochs: int, lr: float, stop_tensorboard: bool): + """Run the mnist example pipeline""" + + if stop_tensorboard: + stop_tensorboard_server( + pipeline_name="mnist_pipeline", + step_name="trainer", + ) + return -if __name__ == "__main__": # Run the pipeline p = mnist_pipeline( importer=importer(), normalizer=normalizer(), - trainer=trainer(), + trainer=trainer(config=TrainerConfig(epochs=epochs, lr=lr)), evaluator=evaluator(), ) p.run() + + visualize_tensorboard( + pipeline_name="mnist_pipeline", + step_name="trainer", + ) + + +if __name__ == "__main__": + main() diff --git a/examples/kubeflow/run_schedule.py b/examples/kubeflow/run_schedule.py index f801816bad5..da5767042ad 100644 --- a/examples/kubeflow/run_schedule.py +++ b/examples/kubeflow/run_schedule.py @@ -20,8 +20,8 @@ trainer, evaluator, normalizer, - Schedule, ) +from zenml.pipelines import Schedule if __name__ == "__main__": # Run the pipeline diff --git a/examples/kubeflow/setup.sh b/examples/kubeflow/setup.sh index e08656c7f1e..a498772bc32 100644 --- a/examples/kubeflow/setup.sh +++ b/examples/kubeflow/setup.sh @@ -26,3 +26,8 @@ pre_run () { pre_run_forced () { zenml integration install kubeflow sklearn -f } + +post_run () { + # cleanup the last local ZenML daemon started by the example + pkill -n -f zenml.services.local.local_daemon_entrypoint +} diff --git a/examples/tensorboard/README.md b/examples/tensorboard/README.md deleted file mode 100644 index f3a89502ded..00000000000 --- a/examples/tensorboard/README.md +++ /dev/null @@ -1,45 +0,0 @@ -# Visualize model statistics with Tensorboard - -This example features a pipeline that trains a Keras model that logs Tensorboard -information that can be visualized after the pipeline run is over. - -## Pre-requisites -In order to run this example, you need to install and initialize ZenML: - -```bash -# Install python dependencies -pip install zenml - -# Install ZenML integrations -zenml integration install tensorflow - -# Pull the tensorboard example -zenml example pull tensorboard -cd zenml_examples/tensorboard - -# Initialize a ZenML repository -zenml init -``` -### Run the project -Now we're ready. Execute: - -```bash -python run.py -``` - -### Clean up -In order to clean up, delete the remaining ZenML references. - -```shell -rm -rf zenml_examples -``` - -## SuperQuick `tensorboard` run - -If you're really in a hurry and you want just to see this example pipeline run, -without wanting to fiddle around with all the individual installation and -configuration steps, just run the following: - -```shell -zenml example run tensorboard -``` diff --git a/examples/tensorboard/requirements.txt b/examples/tensorboard/requirements.txt deleted file mode 100644 index 75f6aa97412..00000000000 --- a/examples/tensorboard/requirements.txt +++ /dev/null @@ -1 +0,0 @@ -tensorflow==2.8.0 diff --git a/examples/tensorboard/run.py b/examples/tensorboard/run.py deleted file mode 100644 index 15dd60f1876..00000000000 --- a/examples/tensorboard/run.py +++ /dev/null @@ -1,146 +0,0 @@ -# Copyright (c) ZenML GmbH 2021. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at: -# -# https://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express -# or implied. See the License for the specific language governing -# permissions and limitations under the License. - -import os - -import numpy as np -import tensorflow as tf - -from rich import print - -from zenml.integrations.constants import TENSORFLOW -from zenml.pipelines import pipeline -from zenml.repository import Repository -from zenml.steps import BaseStepConfig, Output, StepContext, step - - -class TrainerConfig(BaseStepConfig): - """Trainer params""" - - epochs: int = 1 - gamma: float = 0.7 - lr: float = 0.001 - - -@step -def importer_mnist() -> Output( - X_train=np.ndarray, y_train=np.ndarray, X_test=np.ndarray, y_test=np.ndarray -): - """Download the MNIST data store it as an artifact""" - (X_train, y_train), ( - X_test, - y_test, - ) = tf.keras.datasets.mnist.load_data() - return X_train, y_train, X_test, y_test - - -@step -def normalizer( - X_train: np.ndarray, X_test: np.ndarray -) -> Output(X_train_normed=np.ndarray, X_test_normed=np.ndarray): - """Normalize the values for all the images so they are between 0 and 1""" - X_train_normed = X_train / 255.0 - X_test_normed = X_test / 255.0 - return X_train_normed, X_test_normed - - -@step -def tf_trainer( - context: StepContext, - config: TrainerConfig, - X_train: np.ndarray, - y_train: np.ndarray, -) -> tf.keras.Model: - """Train a neural net from scratch to recognize MNIST digits return our - model or the learner""" - model = tf.keras.Sequential( - [ - tf.keras.layers.Flatten(input_shape=(28, 28)), - tf.keras.layers.Dense(10, activation="relu"), - tf.keras.layers.Dense(10), - ] - ) - - log_dir = os.path.join(context.get_output_artifact_uri(), "logs") - tensorboard_callback = tf.keras.callbacks.TensorBoard( - log_dir=log_dir, histogram_freq=1 - ) - - model.compile( - optimizer=tf.keras.optimizers.Adam(0.001), - loss=tf.keras.losses.SparseCategoricalCrossentropy(from_logits=True), - metrics=["accuracy"], - ) - - model.fit( - X_train, - y_train, - epochs=config.epochs, - callbacks=[tensorboard_callback], - ) - - # write model - return model - - -@step -def tf_evaluator( - X_test: np.ndarray, - y_test: np.ndarray, - model: tf.keras.Model, -) -> float: - """Calculate the loss for the model for each epoch in a graph""" - - _, test_acc = model.evaluate(X_test, y_test, verbose=2) - return test_acc - - -# Define the pipeline -@pipeline(required_integrations=[TENSORFLOW], enable_cache=False) -def mnist_pipeline( - importer, - normalizer, - trainer, - evaluator, -): - # Link all the steps artifacts together - X_train, y_train, X_test, y_test = importer() - X_trained_normed, X_test_normed = normalizer(X_train=X_train, X_test=X_test) - model = trainer(X_train=X_trained_normed, y_train=y_train) - evaluator(X_test=X_test_normed, y_test=y_test, model=model) - - -if __name__ == "__main__": - # Initialize a pipeline run - tf_p = mnist_pipeline( - importer=importer_mnist(), - normalizer=normalizer(), - trainer=tf_trainer(config=TrainerConfig(epochs=1)), - evaluator=tf_evaluator(), - ) - - # Run the pipeline - tf_p.run() - - # Post-execution flow - repo = Repository() - pipeline = repo.get_pipeline(tf_p.name) - run = pipeline.runs[-1] - trainer_step = run.get_step("trainer") - if trainer_step.outputs: - print( - "You can run:\n" - f"[italic green] tensorboard --logdir={trainer_step.output.uri}[/italic green]\n" - "...to visualize the Tensorboard logs for your trained model." - ) diff --git a/examples/tensorboard/setup.sh b/examples/tensorboard/setup.sh deleted file mode 100644 index 6721312c7c9..00000000000 --- a/examples/tensorboard/setup.sh +++ /dev/null @@ -1,11 +0,0 @@ -#!/usr/bin/env bash - -set -Eeo pipefail - -pre_run () { - zenml integration install tensorflow -} - -pre_run_forced () { - zenml integration install tensorflow -f -} diff --git a/src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed b/src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed deleted file mode 100644 index f53518811f8..00000000000 --- a/src/zenml/integrations/mlflow/mlflow_pipeline_decorator.py.failed +++ /dev/null @@ -1,164 +0,0 @@ -# Copyright (c) ZenML GmbH 2022. All Rights Reserved. -# -# Licensed under the Apache License, Version 2.0 (the "License"); -# you may not use this file except in compliance with the License. -# You may obtain a copy of the License at: -# -# https://www.apache.org/licenses/LICENSE-2.0 -# -# Unless required by applicable law or agreed to in writing, software -# distributed under the License is distributed on an "AS IS" BASIS, -# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express -# or implied. See the License for the specific language governing -# permissions and limitations under the License. - -from typing import ( - Any, - Callable, - Optional, - Tuple, - Type, - TypeVar, - Union, - cast, - overload, -) - -from zenml.integrations.mlflow.mlflow_step_decorator import ( - enable_mlflow as enable_mlflow_step, -) -from zenml.pipelines.base_pipeline import BasePipeline -from zenml.steps import BaseStep - -# pipeline class type -P = TypeVar("P", bound=Type[BasePipeline]) - - -@overload -def enable_mlflow( - _pipeline: P, -) -> P: - """Type annotations for mlflow pipeline decorator in case of no arguments.""" - ... - - -@overload -def enable_mlflow( - *, - experiment_name: Optional[str] = None, -) -> Callable[[P], P]: - """Type annotations for mlflow pipeline decorator in case of arguments.""" - ... - - -def enable_mlflow( - _pipeline: Optional[P] = None, - *, - experiment_name: Optional[str] = None, -) -> Union[P, Callable[[P], P]]: - """Decorator to enable mlflow for a pipeline. - - Apply this decorator to a ZenML pipeline to enable MLflow experiment - tracking. The MLflow tracking configuration (tracking URI, experiment name, - run name) will be automatically configured before each steps in the - pipeline is executed, so the step can simply use the `mlflow` module to log - metrics and artifacts, like so: - - ```python - @enable_mlflow - @step - def tf_evaluator( - x_test: np.ndarray, - y_test: np.ndarray, - model: tf.keras.Model, - ) -> float: - _, test_acc = model.evaluate(x_test, y_test, verbose=2) - mlflow.log_metric("val_accuracy", test_acc) - return test_acc - ``` - - All MLflow artifacts and metrics logged from all the steps in the pipeline - run are grouped under a single experiment named after the pipeline. - To log MLflow artifacts and metrics from different pipeline steps in - different MLflow experiment, use the `enable_mlflow` step decorator - instead. - - Args: - _pipeline: The decorated pipeline. - experiment_name: optional mlflow experiment name to use for the - pipeline. If not provided, the name of the pipeline will be used as - experiment name. - - Returns: - The inner decorator which enhaces the input pipeline class with mlflow - tracking functionality - """ - - def inner_decorator(_pipeline: P) -> P: - """Inner decorator function for the creation of a ZenML Pipeline with - mlflow tracking enabled. - - The pipeline's __init__ method is extended to apply the `enable_mlflow` - step decorator to all the steps in the pipeline. - - Args: - _pipeline: BasePipeline which will be extended - - Returns: - the class of a newly generated ZenML Pipeline with mlflow tracking - enabled - - """ - - return cast( - P, - type( # noqa - _pipeline.__name__, - (_pipeline,), - { - "__init__": enable_mlflow_init( - _pipeline.__init__, experiment_name - ), - "__module__": _pipeline.__module__, - }, - ), - ) - - if _pipeline is None: - return inner_decorator - else: - return inner_decorator(_pipeline) - - -def enable_mlflow_init( - original_init: Callable[[BasePipeline, BaseStep, Any], None], - experiment_name: Optional[str] = None, -) -> Callable[..., None]: - """Outer decorator function for extending the __init__ method for pipelines - that should be run using mlflow - - Args: - original_init: The __init__ method that should be extended - experiment_name: optional mlflow experiment name to use for the - pipeline. If not provided, the name of the pipeline will be used as - the experiment name. - - Returns: - the inner decorator which extends the __init__ method - """ - - def inner_decorator( - self: BasePipeline, *args: BaseStep, **kwargs: Any - ) -> None: - """Inner decorator overwriting the pipeline __init__ - Makes sure mlflow is properly set up and all mlflow logging takes place - within one mlflow experiment that is associated with the pipeline - """ - decorated_steps = tuple( - enable_mlflow_step(experiment_name=experiment_name)(step) - for step in args - ) - - original_init(self, *decorated_steps, **kwargs) - - return inner_decorator diff --git a/src/zenml/integrations/tensorflow/__init__.py b/src/zenml/integrations/tensorflow/__init__.py index 2fc8e262535..d45d3b16cd9 100644 --- a/src/zenml/integrations/tensorflow/__init__.py +++ b/src/zenml/integrations/tensorflow/__init__.py @@ -29,6 +29,7 @@ def activate(cls) -> None: import tensorflow_io # type: ignore [import] from zenml.integrations.tensorflow import materializers # noqa + from zenml.integrations.tensorflow import services # noqa TensorflowIntegration.check_installation() diff --git a/src/zenml/integrations/tensorflow/services/__init__.py b/src/zenml/integrations/tensorflow/services/__init__.py new file mode 100644 index 00000000000..8ba2dcf8ff5 --- /dev/null +++ b/src/zenml/integrations/tensorflow/services/__init__.py @@ -0,0 +1,17 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. +from zenml.integrations.tensorflow.services.tensorboard_service import ( # noqa + TensorboardService, + TensorboardServiceConfig, +) diff --git a/src/zenml/integrations/tensorflow/services/tensorboard_service.py b/src/zenml/integrations/tensorflow/services/tensorboard_service.py new file mode 100644 index 00000000000..14b3632717f --- /dev/null +++ b/src/zenml/integrations/tensorflow/services/tensorboard_service.py @@ -0,0 +1,122 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. + +from typing import Any, Dict, Union + +from tensorboard import default, program # type: ignore [import] +from tensorboard.uploader import uploader_subcommand # type: ignore [import] + +from zenml.logger import get_logger +from zenml.services import ( + HTTPEndpointHealthMonitor, + HTTPEndpointHealthMonitorConfig, + LocalDaemonService, + LocalDaemonServiceConfig, + LocalDaemonServiceEndpoint, + LocalDaemonServiceEndpointConfig, + ServiceEndpointProtocol, + ServiceType, +) + +logger = get_logger(__name__) + + +class TensorboardServiceConfig(LocalDaemonServiceConfig): + """Tensorboard service configuration. + + Attributes: + logdir: location of Tensorboard log files. + max_reload_threads: the max number of threads that TensorBoard can use + to reload runs. Each thread reloads one run at a time. + reload_interval: how often the backend should load more data, in + seconds. Set to 0 to load just once at startup. + """ + + logdir: str + max_reload_threads: int = 1 + reload_interval: int = 5 + + +class TensorboardService(LocalDaemonService): + """Tensorboard service that can be used to start a local Tensorboard server + for one or more models. + + Attributes: + SERVICE_TYPE: a service type descriptor with information describing + the Tensorboard service class + config: service configuration + endpoint: optional service endpoint + """ + + SERVICE_TYPE = ServiceType( + name="tensorboard", + type="visualization", + flavor="tensorboard", + description="Tensorboard visualization service", + ) + + config: TensorboardServiceConfig + endpoint: LocalDaemonServiceEndpoint + + def __init__( + self, + config: Union[TensorboardServiceConfig, Dict[str, Any]], + **attrs: Any, + ) -> None: + # ensure that the endpoint is created before the service is initialized + # TODO [HIGH]: implement a service factory or builder for Tensorboard + # deployment services + if ( + isinstance(config, TensorboardServiceConfig) + and "endpoint" not in attrs + ): + endpoint = LocalDaemonServiceEndpoint( + config=LocalDaemonServiceEndpointConfig( + protocol=ServiceEndpointProtocol.HTTP, + ), + monitor=HTTPEndpointHealthMonitor( + config=HTTPEndpointHealthMonitorConfig( + healthcheck_uri_path="", + use_head_request=True, + ) + ), + ) + attrs["endpoint"] = endpoint + super().__init__(config=config, **attrs) + + def run(self) -> None: + logger.info( + "Starting Tensorboard service as blocking " + "process... press CTRL+C once to stop it." + ) + + self.endpoint.prepare_for_start() + + try: + tensorboard = program.TensorBoard( + plugins=default.get_plugins(), + subcommands=[uploader_subcommand.UploaderSubcommand()], + ) + tensorboard.configure( + logdir=self.config.logdir, + port=self.endpoint.status.port, + host="localhost", + max_reload_threads=self.config.max_reload_threads, + reload_interval=self.config.reload_interval, + ) + tensorboard.main() + except KeyboardInterrupt: + logger.info( + "Tensorboard service stopped. Resuming normal execution." + ) diff --git a/src/zenml/integrations/tensorflow/visualizers/__init__.py b/src/zenml/integrations/tensorflow/visualizers/__init__.py new file mode 100644 index 00000000000..8f844d9b577 --- /dev/null +++ b/src/zenml/integrations/tensorflow/visualizers/__init__.py @@ -0,0 +1,19 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. + +from zenml.integrations.tensorflow.visualizers.tensorboard_visualizer import ( # noqa + TensorboardVisualizer, + stop_tensorboard_server, + visualize_tensorboard, +) diff --git a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py new file mode 100644 index 00000000000..c70bd0bf853 --- /dev/null +++ b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py @@ -0,0 +1,205 @@ +# Copyright (c) ZenML GmbH 2022. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at: +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express +# or implied. See the License for the specific language governing +# permissions and limitations under the License. + +import os +from typing import Any, Optional + +import psutil +from rich import print +from tensorboard import notebook # type: ignore [import] +from tensorboard.manager import ( # type: ignore [import] + TensorBoardInfo, + get_all, +) + +from zenml.artifacts.model_artifact import ModelArtifact +from zenml.environment import Environment +from zenml.integrations.tensorflow.services.tensorboard_service import ( + TensorboardService, + TensorboardServiceConfig, +) +from zenml.logger import get_logger +from zenml.post_execution import StepView +from zenml.repository import Repository +from zenml.visualizers import BaseStepVisualizer + +logger = get_logger(__name__) + + +class TensorboardVisualizer(BaseStepVisualizer): + """The implementation of a Whylogs Visualizer.""" + + @classmethod + def find_running_tensorboard_server( + cls, logdir: str + ) -> Optional[TensorBoardInfo]: + """Find a local Tensorboard server instance running for the supplied + logdir location and return its TCP port. + + Returns: + The TensorBoardInfo describing the running Tensorboard server or + None if no server is running for the supplied logdir location. + """ + for server in get_all(): + if ( + server.logdir == logdir + and server.pid + and psutil.pid_exists(server.pid) + ): + return server + return None + + def visualize( + self, + object: StepView, + *args: Any, + height: int = 800, + **kwargs: Any, + ) -> None: + """Start a Tensorboard server to visualize all models logged as + artifacts by the indicated step. The server will monitor and display + all the models logged by past and future step runs. + + Args: + object: StepView fetched from run.get_step(). + height: Height of the generated visualization. + """ + for _, artifact_view in object.outputs.items(): + # filter out anything but model artifacts + if artifact_view.type == ModelArtifact.TYPE_NAME: + logdir = os.path.dirname(artifact_view.uri) + + # first check if a Tensorboard server is already running for + # the same logdir location and use that one + running_server = self.find_running_tensorboard_server(logdir) + if running_server: + self.visualize_tensorboard(running_server.port) + return + + # start a new Tensorboard server + service = TensorboardService( + TensorboardServiceConfig( + logdir=logdir, + ) + ) + service.start(timeout=20) + if service.endpoint.status.port: + self.visualize_tensorboard( + service.endpoint.status.port, height + ) + return + + def visualize_tensorboard( + self, + port: int, + height: int = 800, + ) -> None: + """Generate a visualization of a Tensorboard. + + Args: + port: the TCP port where the Tensorboard server is listening for + requests. + height: Height of the generated visualization. + """ + if Environment.in_notebook(): + + notebook.display(port, height=height) + return + + print( + "You can visit:\n" + f"[italic green] http://localhost:{port}/[/italic green]\n" + "...to visualize the Tensorboard logs for your trained model." + ) + + def stop( + self, + object: StepView, + ) -> None: + """Stop the Tensorboard server previously started for a pipeline step. + + Args: + object: StepView fetched from run.get_step(). + """ + for _, artifact_view in object.outputs.items(): + # filter out anything but model artifacts + if artifact_view.type == ModelArtifact.TYPE_NAME: + logdir = os.path.dirname(artifact_view.uri) + + # first check if a Tensorboard server is already running for + # the same logdir location and use that one + running_server = self.find_running_tensorboard_server(logdir) + if not running_server: + return + + logger.debug( + "Stopping tensorboard server with PID '%d' ...", + running_server.pid, + ) + try: + p = psutil.Process(running_server.pid) + except psutil.Error: + logger.error( + "Could not find process for PID '%d' ...", + running_server.pid, + ) + continue + p.kill() + return + + +def visualize_tensorboard(pipeline_name: str, step_name: str) -> None: + """Start a Tensorboard server to visualize all models logged as output by + the named pipeline step. The server will monitor and display all the models + logged by past and future step runs. + + Args: + pipeline_name: the name of the pipeline + step_name: pipeline step name + """ + repo = Repository() + pipeline = repo.get_pipeline(pipeline_name) + if pipeline is None: + raise RuntimeError(f"No pipeline with name `{pipeline_name}` was found") + + last_run = pipeline.runs[-1] + step = last_run.get_step(name=step_name) + if step is None: + raise RuntimeError( + f"No pipeline step with name `{step_name}` was found in " + f"pipeline `{pipeline_name}`" + ) + TensorboardVisualizer().visualize(step) + + +def stop_tensorboard_server(pipeline_name: str, step_name: str) -> None: + """Stop the Tensorboard server previously started for a pipeline step. + + Args: + pipeline_name: the name of the pipeline + step_name: pipeline step name + """ + repo = Repository() + pipeline = repo.get_pipeline(pipeline_name) + if pipeline is None: + raise RuntimeError(f"No pipeline with name `{pipeline_name}` was found") + + last_run = pipeline.runs[-1] + step = last_run.get_step(name=step_name) + if step is None: + raise RuntimeError( + f"No pipeline step with name `{step_name}` was found in " + f"pipeline `{pipeline_name}`" + ) + TensorboardVisualizer().stop(step) diff --git a/tests/integration/test_examples.py b/tests/integration/test_examples.py index 93ff774fe80..aa7b3060711 100644 --- a/tests/integration/test_examples.py +++ b/tests/integration/test_examples.py @@ -172,13 +172,6 @@ class ExampleIntegrationTestConfiguration(NamedTuple): step_count=4, ), ), - ExampleIntegrationTestConfiguration( - name="tensorboard", - validation_function=generate_basic_validation_function( - pipeline_name="mnist_pipeline", - step_count=4, - ), - ), ] # flake8: noqa: C901 From 3d2bc580c33c78217ea70f53270910351a3069df Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Wed, 9 Mar 2022 09:26:00 +0100 Subject: [PATCH 12/22] Fix tensorboard visualizer on windows --- .../visualizers/tensorboard_visualizer.py | 30 ++++++++++++++----- 1 file changed, 22 insertions(+), 8 deletions(-) diff --git a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py index c70bd0bf853..ea1983cd0e0 100644 --- a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py +++ b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py @@ -13,6 +13,7 @@ # permissions and limitations under the License. import os +import sys from typing import Any, Optional import psutil @@ -84,7 +85,9 @@ def visualize( # the same logdir location and use that one running_server = self.find_running_tensorboard_server(logdir) if running_server: - self.visualize_tensorboard(running_server.port) + self.visualize_tensorboard( + running_server.port, height, logdir + ) return # start a new Tensorboard server @@ -96,14 +99,15 @@ def visualize( service.start(timeout=20) if service.endpoint.status.port: self.visualize_tensorboard( - service.endpoint.status.port, height + service.endpoint.status.port, height, logdir ) return def visualize_tensorboard( self, port: int, - height: int = 800, + height: int, + logdir: str, ) -> None: """Generate a visualization of a Tensorboard. @@ -111,17 +115,27 @@ def visualize_tensorboard( port: the TCP port where the Tensorboard server is listening for requests. height: Height of the generated visualization. + logdir: The logdir location for the Tensorboard server. """ if Environment.in_notebook(): notebook.display(port, height=height) return - print( - "You can visit:\n" - f"[italic green] http://localhost:{port}/[/italic green]\n" - "...to visualize the Tensorboard logs for your trained model." - ) + if sys.platform == "win32": + # Daemon service functionality is currently not supported on Windows + print( + "You can run:\n" + f"[italic green] tensorboard --logdir {logdir}" + "[/italic green]\n" + "...to visualize the Tensorboard logs for your trained model." + ) + else: + print( + "You can visit:\n" + f"[italic green] http://localhost:{port}/[/italic green]\n" + "...to visualize the Tensorboard logs for your trained model." + ) def stop( self, From e2b0feb77b475d354692fc5905ea11cde401ab86 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Wed, 9 Mar 2022 10:41:36 +0100 Subject: [PATCH 13/22] Fix local artifact store detection in Kubeflow --- src/zenml/integrations/kubeflow/container_entrypoint.py | 3 ++- .../kubeflow/orchestrators/kubeflow_orchestrator.py | 3 ++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/src/zenml/integrations/kubeflow/container_entrypoint.py b/src/zenml/integrations/kubeflow/container_entrypoint.py index 139e9d621bd..bbfb03a7418 100644 --- a/src/zenml/integrations/kubeflow/container_entrypoint.py +++ b/src/zenml/integrations/kubeflow/container_entrypoint.py @@ -37,6 +37,7 @@ from tfx.types import artifact, channel, standard_artifacts from tfx.types.channel import Property +from zenml.artifact_stores import LocalArtifactStore from zenml.artifacts.base_artifact import BaseArtifact from zenml.artifacts.model_artifact import ModelArtifact from zenml.artifacts.type_registry import type_registry @@ -286,7 +287,7 @@ def _dump_output_populated_artifacts( # For local artifact repository, use a path that is relative to # the point where the local artifact folder is mounted as a volume artifact_store = Repository().active_stack.artifact_store - if artifact_store.supports_local_execution: + if isinstance(artifact_store, LocalArtifactStore): source = os.path.relpath(source, artifact_store.path) source = f"volume://local-artifact-store/{source}" # Add Tensorboard view. diff --git a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py index 9acc60c378e..daff77b4563 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py +++ b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py @@ -21,6 +21,7 @@ from kubernetes import config import zenml.io.utils +from zenml.artifact_stores import LocalArtifactStore from zenml.enums import OrchestratorFlavor, StackComponentType from zenml.exceptions import ProvisioningError from zenml.integrations.kubeflow.orchestrators import local_deployment_utils @@ -402,7 +403,7 @@ def provision(self) -> None: ) artifact_store = Repository().active_stack.artifact_store - if artifact_store.supports_local_execution: + if isinstance(artifact_store, LocalArtifactStore): local_deployment_utils.add_hostpath_to_kubeflow_pipelines( kubernetes_context=kubernetes_context, local_path=artifact_store.path, From db2c7cc9d8f7e96669b9d813cc4286291701c5be Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Wed, 9 Mar 2022 10:52:02 +0100 Subject: [PATCH 14/22] Fix windows integration test cases --- examples/kubeflow/setup.sh | 6 +-- .../visualizers/tensorboard_visualizer.py | 51 +++++++++---------- 2 files changed, 27 insertions(+), 30 deletions(-) diff --git a/examples/kubeflow/setup.sh b/examples/kubeflow/setup.sh index a498772bc32..5e62ff15af6 100644 --- a/examples/kubeflow/setup.sh +++ b/examples/kubeflow/setup.sh @@ -20,14 +20,14 @@ setup_stack () { } pre_run () { - zenml integration install kubeflow sklearn + zenml integration install kubeflow tensorflow } pre_run_forced () { - zenml integration install kubeflow sklearn -f + zenml integration install kubeflow tensorflow -f } post_run () { # cleanup the last local ZenML daemon started by the example - pkill -n -f zenml.services.local.local_daemon_entrypoint + pkill -n -f zenml.services.local.local_daemon_entrypoint || true } diff --git a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py index ea1983cd0e0..a30203cf1dc 100644 --- a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py +++ b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py @@ -85,29 +85,35 @@ def visualize( # the same logdir location and use that one running_server = self.find_running_tensorboard_server(logdir) if running_server: - self.visualize_tensorboard( - running_server.port, height, logdir - ) + self.visualize_tensorboard(running_server.port, height) return - # start a new Tensorboard server - service = TensorboardService( - TensorboardServiceConfig( - logdir=logdir, + if sys.platform == "win32": + # Daemon service functionality is currently not supported on Windows + print( + "You can run:\n" + f"[italic green] tensorboard --logdir {logdir}" + "[/italic green]\n" + "...to visualize the Tensorboard logs for your trained model." ) - ) - service.start(timeout=20) - if service.endpoint.status.port: - self.visualize_tensorboard( - service.endpoint.status.port, height, logdir + else: + # start a new Tensorboard server + service = TensorboardService( + TensorboardServiceConfig( + logdir=logdir, + ) ) + service.start(timeout=20) + if service.endpoint.status.port: + self.visualize_tensorboard( + service.endpoint.status.port, height + ) return def visualize_tensorboard( self, port: int, height: int, - logdir: str, ) -> None: """Generate a visualization of a Tensorboard. @@ -122,20 +128,11 @@ def visualize_tensorboard( notebook.display(port, height=height) return - if sys.platform == "win32": - # Daemon service functionality is currently not supported on Windows - print( - "You can run:\n" - f"[italic green] tensorboard --logdir {logdir}" - "[/italic green]\n" - "...to visualize the Tensorboard logs for your trained model." - ) - else: - print( - "You can visit:\n" - f"[italic green] http://localhost:{port}/[/italic green]\n" - "...to visualize the Tensorboard logs for your trained model." - ) + print( + "You can visit:\n" + f"[italic green] http://localhost:{port}/[/italic green]\n" + "...to visualize the Tensorboard logs for your trained model." + ) def stop( self, From 2e772cb9d49f9d2142d85e02c3f07eb7cfc3be85 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Wed, 9 Mar 2022 15:04:15 +0100 Subject: [PATCH 15/22] Addressed code review * removed duplicated code in Tensorboard visualizer --- .../visualizers/tensorboard_visualizer.py | 41 ++++++++++--------- 1 file changed, 22 insertions(+), 19 deletions(-) diff --git a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py index a30203cf1dc..aaae42cfbe4 100644 --- a/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py +++ b/src/zenml/integrations/tensorflow/visualizers/tensorboard_visualizer.py @@ -14,7 +14,7 @@ import os import sys -from typing import Any, Optional +from typing import Any, Optional, cast import psutil from rich import print @@ -170,14 +170,15 @@ def stop( return -def visualize_tensorboard(pipeline_name: str, step_name: str) -> None: - """Start a Tensorboard server to visualize all models logged as output by - the named pipeline step. The server will monitor and display all the models - logged by past and future step runs. +def get_step(pipeline_name: str, step_name: str) -> StepView: + """Get the StepView for the specified pipeline and step name. Args: - pipeline_name: the name of the pipeline - step_name: pipeline step name + pipeline_name: The name of the pipeline. + step_name: The name of the step. + + Returns: + The StepView for the specified pipeline and step name. """ repo = Repository() pipeline = repo.get_pipeline(pipeline_name) @@ -191,6 +192,19 @@ def visualize_tensorboard(pipeline_name: str, step_name: str) -> None: f"No pipeline step with name `{step_name}` was found in " f"pipeline `{pipeline_name}`" ) + return cast(StepView, step) + + +def visualize_tensorboard(pipeline_name: str, step_name: str) -> None: + """Start a Tensorboard server to visualize all models logged as output by + the named pipeline step. The server will monitor and display all the models + logged by past and future step runs. + + Args: + pipeline_name: the name of the pipeline + step_name: pipeline step name + """ + step = get_step(pipeline_name, step_name) TensorboardVisualizer().visualize(step) @@ -201,16 +215,5 @@ def stop_tensorboard_server(pipeline_name: str, step_name: str) -> None: pipeline_name: the name of the pipeline step_name: pipeline step name """ - repo = Repository() - pipeline = repo.get_pipeline(pipeline_name) - if pipeline is None: - raise RuntimeError(f"No pipeline with name `{pipeline_name}` was found") - - last_run = pipeline.runs[-1] - step = last_run.get_step(name=step_name) - if step is None: - raise RuntimeError( - f"No pipeline step with name `{step_name}` was found in " - f"pipeline `{pipeline_name}`" - ) + step = get_step(pipeline_name, step_name) TensorboardVisualizer().stop(step) From 5c93f6876707bffa1bc447aad19b072404b40557 Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Wed, 9 Mar 2022 15:05:42 +0100 Subject: [PATCH 16/22] Update src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py Co-authored-by: Michael Schuster --- .../kubeflow/orchestrators/local_deployment_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py b/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py index bb306e37a10..9421f7b440f 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py +++ b/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py @@ -243,7 +243,7 @@ def add_hostpath_to_kubeflow_pipelines( Args: kubernetes_context: The kubernetes context on which Kubeflow Pipelines - should be deployed. + should be patched. palocal_pathth: The path to the local folder to mount as a hostpath. """ logger.info("Patching Kubeflow Pipelines to mount a local folder.") From 467a59a25d57010a5a4a52d4ad0f70e853fee1ae Mon Sep 17 00:00:00 2001 From: Stefan Nica Date: Wed, 9 Mar 2022 15:07:32 +0100 Subject: [PATCH 17/22] Update src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py Co-authored-by: Michael Schuster --- .../kubeflow/orchestrators/local_deployment_utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py b/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py index 9421f7b440f..f0f17fb4bbf 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py +++ b/src/zenml/integrations/kubeflow/orchestrators/local_deployment_utils.py @@ -244,7 +244,7 @@ def add_hostpath_to_kubeflow_pipelines( Args: kubernetes_context: The kubernetes context on which Kubeflow Pipelines should be patched. - palocal_pathth: The path to the local folder to mount as a hostpath. + local_path: The path to the local folder to mount as a hostpath. """ logger.info("Patching Kubeflow Pipelines to mount a local folder.") From f133278a4683ef61c1f98573cef1099419f70aa9 Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Thu, 10 Mar 2022 14:31:11 +0100 Subject: [PATCH 18/22] Added kubeflow notebook error message --- .../kubeflow/orchestrators/kubeflow_orchestrator.py | 11 +++++++++++ 1 file changed, 11 insertions(+) diff --git a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py index daff77b4563..547aace12f5 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py +++ b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py @@ -162,6 +162,17 @@ def run_pipeline( runtime_configuration: "RuntimeConfiguration", ) -> Any: """Runs a pipeline on Kubeflow Pipelines.""" + # First check whether its running in a notebok + from zenml.environment import Environment + + if Environment.in_notebook(): + raise AssertionError( + "The Kubeflow orchestrator cannot run pipelines in a notebook environment. The reason is that it is " + "non-trivial to create a Docker image of a notebook. Please consider refactoring your notebook cells " + "into separate scripts in a Python module and run the code outside of a notebook when using this " + "orchestrator." + ) + from zenml.integrations.kubeflow.docker_utils import get_image_digest image_name = self.get_docker_image_name(pipeline.name) From 412e9e4658eecbef06b38088a7f101229a92c706 Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Thu, 10 Mar 2022 14:32:13 +0100 Subject: [PATCH 19/22] Made small changes to example README --- examples/kubeflow/README.md | 13 +++++++++++-- .../ZenML Walkthrough Kubeflow Pipelines.ipynb | 13 ++++++------- 2 files changed, 17 insertions(+), 9 deletions(-) diff --git a/examples/kubeflow/README.md b/examples/kubeflow/README.md index 8864130319b..fa124061468 100644 --- a/examples/kubeflow/README.md +++ b/examples/kubeflow/README.md @@ -32,6 +32,7 @@ ZenML repository: ```bash # Install python dependencies pip install zenml +pip install notebook # if you want to run the example on the notebook # Install ZenML integrations zenml integration install kubeflow tensorflow @@ -44,8 +45,16 @@ cd zenml_examples/kubeflow zenml init ``` -## Run on the local machine +## Use the notebook +As an alternate to running the below commands, you can also simply use the notebook version and see the story unfold there: + +```shell +jupyter notebook +``` +Otherwise, please continue reading if you want to run it straight in Python scripts. + +## Run on the local machine ### Run the pipeline @@ -63,7 +72,7 @@ the model and the Tensorboard server will be updated automatically to include the new model information, e.g.: ```shell -python run.py --learning_rate=0.02 +python run.py --lr=0.02 python run.py --epochs=10 ``` diff --git a/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb b/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb index 0a565022d39..ba35d4fd2da 100644 --- a/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb +++ b/examples/kubeflow/ZenML Walkthrough Kubeflow Pipelines.ipynb @@ -84,7 +84,7 @@ "id": "yQE8PSXDzL-_" }, "source": [ - "The above commands have automatically created a local MLOps stack for you and set it to active:" + "The above commands have automatically created a local MLOps stack for you and set it to active. Let's make sure:" ] }, { @@ -93,7 +93,7 @@ "metadata": {}, "outputs": [], "source": [ - "!zenml stack get" + "!zenml stack set local_stack" ] }, { @@ -129,7 +129,6 @@ }, "outputs": [], "source": [ - "\n", "import logging\n", "import os\n", "\n", @@ -369,7 +368,8 @@ "base_uri": "https://localhost:8080/" }, "id": "dRzZA406UVVz", - "outputId": "f61e4408-4001-4cc7-ed7d-8472b1c4089f" + "outputId": "f61e4408-4001-4cc7-ed7d-8472b1c4089f", + "scrolled": false }, "outputs": [], "source": [ @@ -691,8 +691,7 @@ " trainer=trainer(),\n", " evaluator=evaluator(),\n", " )\n", - " p.run()\n", - "\n" + " p.run()\n" ] }, { @@ -958,7 +957,7 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, From 18c39fbf82c6fb837d3eb35cb995168fbb44dc01 Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Thu, 10 Mar 2022 15:19:19 +0100 Subject: [PATCH 20/22] added docs --- docs/book/features/integrations.md | 52 +++++++++++++++--------------- docs/book/features/services.md | 52 ++++++++++++++++++++++++++++++ docs/book/toc.md | 5 +-- 3 files changed, 81 insertions(+), 28 deletions(-) create mode 100644 docs/book/features/services.md diff --git a/docs/book/features/integrations.md b/docs/book/features/integrations.md index f5942daf138..de3e1ad51b3 100644 --- a/docs/book/features/integrations.md +++ b/docs/book/features/integrations.md @@ -19,32 +19,32 @@ ML workflows, from [`scikit-learn`](https://scikit-learn.org/stable/) to [`PyTor These are the third-party integrations that ZenML currently supports: -| Integration | Status | Type | Implementation Notes | Example | -| ----------- | ------ | ---- | -------------------- | ------- | -| Apache Airflow | ✅ | Orchestrator | Works for local environment | [airflow_local](https://github.com/zenml-io/zenml/tree/main/examples/airflow_local) | -| Apache Beam | ✅ | Distributed Processing | | | -| AWS | ✅ | Cloud | Use S3 buckets as ZenML artifact stores | | -| Azure | ✅ | Cloud | Use Azure Blob Storage buckets as ZenML artifact stores | | -| BentoML | ⛏ | Cloud | Looking for community implementors | | -| Dash | ✅ | Visualizer | For Pipeline and PipelineRun visualization objects. | [lineage](https://github.com/zenml-io/zenml/tree/main/examples/lineage) | -| Evidently | ✅ | Monitoring | Allows for visualization of drift as well as export of a `Profile` object | [drift_detection](https://github.com/zenml-io/zenml/tree/release/0.5.7/examples/drift_detection) | -| Facets | ✅ | Visualizer | | [statistics](https://github.com/zenml-io/zenml/tree/main/examples/statistics) | -| GCP | ✅ | Cloud | Use Google Cloud Storage buckets as ZenML artifact stores | | -| Graphviz | ✅ | Visualizer | For Pipeline and PipelineRun visualization objects. | [dag_visualizer](https://github.com/zenml-io/zenml/tree/main/examples/dag_visualizer) | -| Great Expectations | ⛏ | Data Validation | Looking for community implementors | | -| KServe | ⛏ | Inference | Looking for community implementors | | -| Kubeflow | ✅ | Orchestrator | Either full Kubeflow or Kubeflow Pipelines. Works for local environments currently. | [kubeflow](https://github.com/zenml-io/zenml/tree/main/examples/kubeflow) | -| MLflow Tracking | ✅ | Experiment Tracking | Tracks your pipelines and your training runs. | [mlflow](https://github.com/zenml-io/zenml/tree/main/examples/mlflow_tracking) | -| MLflow Deployment | ✅ | Deployment | Deploys models with the MLflow scoring server. | [mlflow](https://github.com/zenml-io/zenml/tree/main/examples/mlflow_deployment) | -| numpy | ✅ | Exploration | | | -| pandas | ✅ | Exploration | | | -| Plotly | ✅ | Visualizer | For Pipeline and PipelineRun visualization objects. | [lineage](https://github.com/zenml-io/zenml/tree/main/examples/lineage) | -| PyTorch | ✅ | Training | | | -| PyTorch Lightning | ✅ | Training | | | -| scikit-learn | ✅ | Training | | [caching chapter](https://docs.zenml.io/v/docs/guides/functional-api/caching) | -| Seldon | ⛏ | Cloud | Looking for community implementors | | -| Tensorflow | ✅ | Training | | [quickstart](https://github.com/zenml-io/zenml/tree/main/examples/quickstart) | -| whylogs | ✅ | Logging | Integration fully implemented for data logging | [whylogs](https://github.com/zenml-io/zenml/tree/main/examples/whylogs) | +| Integration | Status | Type | Implementation Notes | Example | +| ----------- | ------ |------------------------|---------------------|--------------------------------------------------------------------------------------------------| +| Apache Airflow | ✅ | Orchestrator | Works for local environment | [airflow_local](https://github.com/zenml-io/zenml/tree/main/examples/airflow_local) | +| Apache Beam | ✅ | Distributed Processing | | | +| AWS | ✅ | Cloud | Use S3 buckets as ZenML artifact stores | | +| Azure | ✅ | Cloud | Use Azure Blob Storage buckets as ZenML artifact stores | | +| BentoML | ⛏ | Cloud | Looking for community implementors | | +| Dash | ✅ | Visualizer | For Pipeline and PipelineRun visualization objects. | [lineage](https://github.com/zenml-io/zenml/tree/main/examples/lineage) | +| Evidently | ✅ | Monitoring | Allows for visualization of drift as well as export of a `Profile` object | [drift_detection](https://github.com/zenml-io/zenml/tree/release/0.5.7/examples/drift_detection) | +| Facets | ✅ | Visualizer | | [statistics](https://github.com/zenml-io/zenml/tree/main/examples/statistics) | +| GCP | ✅ | Cloud | Use Google Cloud Storage buckets as ZenML artifact stores | | +| Graphviz | ✅ | Visualizer | For Pipeline and PipelineRun visualization objects. | [dag_visualizer](https://github.com/zenml-io/zenml/tree/main/examples/dag_visualizer) | +| Great Expectations | ⛏ | Data Validation | Looking for community implementors | | +| KServe | ⛏ | Inference | Looking for community implementors | | +| Kubeflow | ✅ | Orchestrator | Either full Kubeflow or Kubeflow Pipelines. Works for local environments currently. | [kubeflow](https://github.com/zenml-io/zenml/tree/main/examples/kubeflow) | +| MLflow Tracking | ✅ | Experiment Tracking | Tracks your pipelines and your training runs. | [mlflow](https://github.com/zenml-io/zenml/tree/main/examples/mlflow_tracking) | +| MLflow Deployment | ✅ | Deployment | Deploys models with the MLflow scoring server. | [mlflow](https://github.com/zenml-io/zenml/tree/main/examples/mlflow_deployment) | +| numpy | ✅ | Exploration | | | +| pandas | ✅ | Exploration | | | +| Plotly | ✅ | Visualizer | For Pipeline and PipelineRun visualization objects. | [lineage](https://github.com/zenml-io/zenml/tree/main/examples/lineage) | +| PyTorch | ✅ | Training | | | +| PyTorch Lightning | ✅ | Training | | | +| scikit-learn | ✅ | Training | | [caching chapter](https://docs.zenml.io/v/docs/guides/functional-api/caching) | +| Seldon | ⛏ | Cloud | Looking for community implementors | | +| Tensorflow | ✅ | Training, Visualizer | Tensorboard support | [quickstart](https://github.com/zenml-io/zenml/tree/main/examples/quickstart). [kubeflow](https://github.com/zenml-io/zenml/tree/main/examples/kubeflow) | +| whylogs | ✅ | Logging | Integration fully implemented for data logging | [whylogs](https://github.com/zenml-io/zenml/tree/main/examples/whylogs) | ✅ means the integration is already implemented. ⛏ means we are looking to implement the integration soon. diff --git a/docs/book/features/services.md b/docs/book/features/services.md new file mode 100644 index 00000000000..b1342784e0b --- /dev/null +++ b/docs/book/features/services.md @@ -0,0 +1,52 @@ +--- +description: ZenML pipelines are fully-aware of external, longer-lived services. +--- + +# Interact with external services + +ZenML interacts with external systems (e.g. prediction services, monitoring systems, visualization services) with a so-called `Service` abstraction. +The concrete implementation of this abstraction deals with functionality concerning the life-cycle management and tracking of an external service (e.g. process, container, +Kubernetes deployment etc.). + +One concrete example of a `Service` is the built-in `LocalDaemonService`, a service represented by a local daemon +process. This extends the base service class with functionality concerning the life-cycle management and tracking +of external services implemented as local daemon processes. + +Services can be passed through steps like any other object, and used to interact with the external systems that +they represent: + +```python +@step +def my_step(my_service: MyService) -> ...: + if not my_service.is_running: + my_service.start() # starts service + my_service.stop() # stops service +``` + +You can see full examples of using services here: + +* Visualizing training with tensorboard with the [Kubeflow tensorboard example](https://github.com/zenml-io/zenml/tree/main/examples/kubeflow). +* Continuous training and continuous deployment setting with the [MLflow deployment example](https://github.com/zenml-io/zenml/tree/main/examples/mlflow_deployment). + +## Examples services + +One concrete example of a `Service` implementation is the `TensorboardService`. +It enables visualizing [Tensorboard](https://www.tensorflow.org/tensorboard) logs easily by managing a local Tensorboard server. + +```python +service = TensorboardService( + TensorboardServiceConfig( + logdir=logdir, + ) +) + +# start the service +service.start(timeout=20) + +# stop the service +service.stop() +``` + +This couples nicely with the `TensorboardVisualizer` to visualize Tensorboard logs. + +Another example of a service can be found in the [continuous training and deployment guide](continous-training-and-deployment.md). \ No newline at end of file diff --git a/docs/book/toc.md b/docs/book/toc.md index 8b3a61f026a..ded57ca03e5 100644 --- a/docs/book/toc.md +++ b/docs/book/toc.md @@ -33,14 +33,15 @@ ## Features +* [Integrations](features/integrations.md) * [Pipeline Configuration](features/pipeline-configuration.md) * [Caching](features/caching.md) -* [Integrations](features/integrations.md) * [Standardized Artifacts](features/artifacts.md) * [Run Your Pipelines in the Cloud](features/cloud-pipelines/cloud-pipelines.md) * [Cloud-specific guide](features/cloud-pipelines/guide-aws-gcp-azure.md) -* [Step Fixtures](features/step-fixtures.md) +* [Convenient Step Fixtures](features/step-fixtures.md) * [Continuous Training and Deployment](features/continous-training-and-deployment.md) +* [Managing External Services](features/services.md) ## Support From be188a3c87fad04c82488348211b9b660df49d31 Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Thu, 10 Mar 2022 17:29:29 +0100 Subject: [PATCH 21/22] fixed a nav bar thing [ci skip] --- docs/book/toc.md | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/docs/book/toc.md b/docs/book/toc.md index ded57ca03e5..404c143d8c8 100644 --- a/docs/book/toc.md +++ b/docs/book/toc.md @@ -23,9 +23,8 @@ * [Caching](guides/class-based-api/caching.md) * [Materialize artifacts](guides/class-based-api/materialize-artifacts.md) * [General](guides/common-usecases/index.md) - * [Post Execution Workflow](guides/common-usecases/post-execution-workflow.md) - * [Naming a pipeline run](guides/common-usecases/naming-a-pipeline-run.md) * [Fetch pipelines and artifacts after running them](guides/common-usecases/post-execution-workflow.md) + * [Naming a pipeline run](guides/common-usecases/naming-a-pipeline-run.md) * [Use `zenml example run`](guides/common-usecases/zenml-example-cli.md) * [Creating a custom `materializer`](guides/common-usecases/custom-materializer.md) * [Fetching historic runs using `StepContext`](guides/common-usecases/historic-runs.md) From 8769f2517ff194a406414d273433a587cbee89d4 Mon Sep 17 00:00:00 2001 From: Hamza Tahir Date: Fri, 11 Mar 2022 10:07:31 +0100 Subject: [PATCH 22/22] Changed to RuntimeError [ci skip] --- .../kubeflow/orchestrators/kubeflow_orchestrator.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py index 96771c54aff..855f0f41091 100644 --- a/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py +++ b/src/zenml/integrations/kubeflow/orchestrators/kubeflow_orchestrator.py @@ -166,7 +166,7 @@ def run_pipeline( from zenml.environment import Environment if Environment.in_notebook(): - raise AssertionError( + raise RuntimeError( "The Kubeflow orchestrator cannot run pipelines in a notebook environment. The reason is that it is " "non-trivial to create a Docker image of a notebook. Please consider refactoring your notebook cells " "into separate scripts in a Python module and run the code outside of a notebook when using this "

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