From a94b1c66c61ce54f10f3329765e531b5cffb2995 Mon Sep 17 00:00:00 2001 From: Selcuk Gun <5055758+selcukgun@users.noreply.github.com> Date: Tue, 9 Feb 2021 11:12:19 +0000 Subject: [PATCH 1/4] Add parameter server train & side-car eval on k8s ResNet56 model (with custom training loop) variables are created on parameter server jobs, and updated by workers. Evaluation is done using a dedicated job which uses the checkpoints saved during the training (side-car evaluation). The model is trained on CIFAR10 dataset. --- .../Dockerfile.resnet_cifar_ps_strategy | 22 ++ .../parameter-server-training/README.md | 172 +++++++++++++ .../images/tf-dist-ps-tensorboard.png | Bin 0 -> 91217 bytes .../render_template.py | 12 + .../resnet_cifar_ps_strategy.py | 240 ++++++++++++++++++ .../template.yaml.jinja | 150 +++++++++++ 6 files changed, 596 insertions(+) create mode 100644 distribution_strategy/parameter-server-training/Dockerfile.resnet_cifar_ps_strategy create mode 100644 distribution_strategy/parameter-server-training/README.md create mode 100644 distribution_strategy/parameter-server-training/images/tf-dist-ps-tensorboard.png create mode 100755 distribution_strategy/parameter-server-training/render_template.py create mode 100644 distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py create mode 100644 distribution_strategy/parameter-server-training/template.yaml.jinja diff --git a/distribution_strategy/parameter-server-training/Dockerfile.resnet_cifar_ps_strategy b/distribution_strategy/parameter-server-training/Dockerfile.resnet_cifar_ps_strategy new file mode 100644 index 00000000..72ec3977 --- /dev/null +++ b/distribution_strategy/parameter-server-training/Dockerfile.resnet_cifar_ps_strategy @@ -0,0 +1,22 @@ +FROM tensorflow/tensorflow:nightly + +RUN apt-get install -y python3 && \ + apt install python3-pip + +RUN pip3 install absl-py && \ + pip3 install portpicker + +# Install git +RUN apt-get update && \ + apt-get install -y git && \ + apt-get install -y vim + +RUN git clone --single-branch --branch benchmark https://github.com/tensorflow/models.git && \ + mv models tensorflow_models && \ + git clone https://github.com/tensorflow/model-optimization.git && \ + mv model-optimization tensorflow_model_optimization + +COPY resnet_cifar_ps_strategy.py / + +ENV PYTHONPATH "${PYTHONPATH}:/:/tensorflow_models" +CMD ["python", "/resnet_cifar_ps_strategy.py"] diff --git a/distribution_strategy/parameter-server-training/README.md b/distribution_strategy/parameter-server-training/README.md new file mode 100644 index 00000000..066a5de5 --- /dev/null +++ b/distribution_strategy/parameter-server-training/README.md @@ -0,0 +1,172 @@ +# Parameter Server Training Using Distribution Strategies + +This directory provides an example of running parameter server training with +Distribution Strategies. + +Please first read the +[documentation](https://www.tensorflow.org/tutorials/distribute/parameter_server_training) +of Distribution Strategy for parameter server training. We also assume that readers +of this page are familiar with [Google Cloud](https://cloud.google.com/) and +its [Kubernetes Engine](https://cloud.google.com/kubernetes-engine/). + +This directory contains the following files: + +- template.yaml.jinja: jinja template used for generating Kubernetes manifests +- render_template.py: script for rendering the jinja template +- resnet_cifar_ps_strategy.py: script for running any type of parameter server training task based on `TF_CONFIG` environment variable +- Dockerfile.resnet_cifar_ps_strategy: a docker file to build the model image + +## Prerequisites + +1. First you need to have a Google Cloud project. Either create a new project or use an existing one. + +2. Install + [gcloud commandline tools](https://cloud.google.com/functions/docs/quickstart) + on your system, login, set project and zone, etc. + +3. Install [Docker](https://docs.docker.com/get-docker/) for your system + +4. Install kubectl: + + ```bash + gcloud components install kubectl + ``` +5. Start a Kubernetes cluster either with `gcloud` command as shown below or with + [GKE](https://cloud.google.com/kubernetes-engine/) web UI. Using more CPUs or nodes may require increasing your CPU [quotas](https://cloud.google.com/compute/quotas#requesting_additional_quota). + + ```bash + gcloud container clusters create --zone=us-west1-a --num-nodes=6 --machine-type=e2-standard-4 + ``` + +6. Set context for `kubectl` so that `kubectl` knows which cluster to use: + + ```bash + kubectl config use-context + ``` + +7. Create a + [service account](https://cloud.google.com/compute/docs/access/service-accounts) + and download its key file in JSON format. Assign Storage Admin role for + [Google Cloud Storage](https://cloud.google.com/storage/) to this service account: + + ```bash + gcloud iam service-accounts create --display-name="" + ``` + + ```bash + gcloud projects add-iam-policy-binding \ + --member="serviceAccount:@.iam.gserviceaccount.com" \ + --role="roles/storage.admin" + ``` + +8. Create a Kubernetes secret from the JSON key file of your service account: + + ```bash + kubectl create secret generic credential --from-file=key.json= + ``` + +9. Enable GCR ([Google Container Registry](https://cloud.google.com/container-registry)) service for your project using either GCP web UI or gcloud tool: + + ```bash + gcloud services enable containerregistry.googleapis.com + ``` + +10. Configure Docker to authenticate with Container Registry + + ```bash + gcloud auth configure-docker + ``` +## How to run the example + +1. Create three buckets for model data, checkpoints and training logs using either GCP web UI or gsutil tool (included with the gcloud tool you have installed above): + + ```bash + gsutil mb gs:// + ``` + You will use these bucket names to modify `data_dir`, `checkpoint_dir` and `train_log_dir` in step #4. + + +2. Download CIFAR-10 data and place them in your data_dir bucket. Head to the [ResNet in TensorFlow](https://github.com/tensorflow/models/tree/r1.13.0/official/resnet#cifar-10) directory to obtain CIFAR-10 data. Alternatively, you can use this [direct link](https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz) to download and extract the data yourself as well. + + ```bash + python cifar10_download_and_extract.py + ``` + + Upload the contents of cifar-10-batches-bin directory to your `data_dir` bucket. + + ```bash + gsutil -m cp cifar-10-batches-bin/* gs:/// + + ``` + +3. Now let's build the Docker image: + + ```bash + docker build --no-cache -t resnet_cifar_ps_strategy:v1 -f Dockerfile.resnet_cifar_ps_strategy . + + ``` + + and push the image to + [Google Cloud Container Registery](https://cloud.google.com/container-registry/): + + ```bash + docker tag resnet_cifar_ps_strategy:v1 gcr.io//resnet_cifar_ps_strategy:v1 + docker push gcr.io//resnet_cifar_ps_strategy:v1 + ``` + +4. Modify the variables in template.yaml.jinja. You may want to change `name`, + `image`, `train_log_dir`, `script` and `cmdline_args`. + + * `name`: name your cluster, e.g. "my-parameter-server-example". + * `image`: the name of your docker image. + * `worker_replicas`: number of worker pods. + * `ps_replicas`: number of parameter server pods. + * `num_gpus_per_worker`: number of GPUs (this does not apply for this example since parameter server distribution strategy does not have GPU support yet) + * `has_coordinator`: flag for creating coordinator job + * `has_chief`: flag for creating chief job + * `has_tensorboard`: flag for creating tensorboard job + * `script`: the script in the docker image to run. + * `train_log_dir`: used for logging training accuracy + * `cmdline_args`: the command line arguments passed to the `script`. + * `credential_secret_json`: the filename that was registered to Kubernetes as a secret. + * `credential_secret_key`: the name of the Kubernetes secret used for storing + your service account key. + * `port`: the port for all tasks including tensorboard. + * `use_node_port`: flag for using NodePort as type of service. Jinja template generates ingress only for tensorboard when this flag is set to `true`. Setting this flag to `false` enables LoadBalancer for all pods; assigning them external IPs (which may be limited by your public IP address quota). + +5. Start the training and evaluation on the cluster. + + You may want to verify the generated kubernetes manifestsby running the following: + + ```bash + python render_template.py template.yaml.jinja | kubectl create -f - --dry-run + ``` + + After making sure that the above command succeeds, you can start the cluster (removing the dry-run flag): + + ```bash + python render_template.py template.yaml.jinja | kubectl create -f - + ``` + You'll see that your cluster has started training. You can inspect logs of + workers or use tensorboard to watch your model training. + + ```bash + kubectl get pods + ``` + + ```bash + kubectl logs -f + ``` + +6. You can find the TensorBoard service public IP address on Services & Ingress page of GKE, and access TensorBoard on http:// (or http://:5000 if you have set `use_node_port` to `false`)using your browser. + + The training accuracy graph shall look like the following: + + ![Traning accuracy - Tensorboard](images/tf-dist-ps-tensorboard.png) + +7. 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+import sys + +if len(sys.argv) != 2: + print("usage: {} [template-file]".format(sys.argv[0]), file=sys.stderr) + sys.exit(1) +with open(sys.argv[1], "r") as f: + print(jinja2.Template(f.read()).render()) diff --git a/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py b/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py new file mode 100644 index 00000000..adfcb196 --- /dev/null +++ b/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py @@ -0,0 +1,240 @@ +# Copyright 2015 The TensorFlow Authors. 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. +# ============================================================================= + +# Lint as: python3 +"""ResNet Cifar + ParameterServerStrategy example. +""" +import os +from datetime import datetime +from absl import app +from absl import flags +from absl import logging +import portpicker +import tensorflow as tf +from tensorflow.python.distribute import parameter_server_strategy_v2 +from tensorflow_models.official.benchmark.models import cifar_preprocessing +from tensorflow_models.official.benchmark.models import resnet_cifar_model +from tensorflow_models.official.vision.image_classification.resnet import common as img_class_common + +flags.DEFINE_string("checkpoint_dir", "gs://cifar10_ckpt/", + "Directory for writing model checkpoints.") +flags.DEFINE_string("data_dir", "gs://cifar10_data/", + "Directory for Resnet Cifar model input. Follow the " + "instruction here to get Cifar10 data: " + "https://github.com/tensorflow/models/tree/r1.13.0/official/resnet#cifar-10") +flags.DEFINE_string("train_log_dir", "gs://cifar10_train_log/", + "Directory for Resnet Cifar training logs") +flags.DEFINE_boolean( + "use_in_process_cluster", False, + "Whether to use in-process cluster for testing.") +flags.DEFINE_boolean( + "run_in_process_training", True, + "Whether to use in-process cluster to run training or evaluation.") + +FLAGS = flags.FLAGS + +TRAIN_EPOCHS = 182 +STEPS_PER_EPOCH = 781 +BATCH_SIZE = 64 + + +def create_in_process_cluster(num_workers, num_ps): + """Creates and starts local servers and returns the cluster_spec dict.""" + worker_ports = [portpicker.pick_unused_port() for _ in range(num_workers)] + ps_ports = [portpicker.pick_unused_port() for _ in range(num_ps)] + + cluster_dict = {} + cluster_dict["worker"] = ["localhost:%s" % port for port in worker_ports] + if num_ps > 0: + cluster_dict["ps"] = ["localhost:%s" % port for port in ps_ports] + + cluster_spec = tf.train.ClusterSpec(cluster_dict) + + for i in range(num_workers): + tf.distribute.Server( + cluster_spec, + job_name="worker", + protocol="grpc", + task_index=i, + start=True) + + for i in range(num_ps): + tf.distribute.Server( + cluster_spec, + job_name="ps", + protocol="grpc", + task_index=i, + start=True) + + cluster_resolver = tf.distribute.cluster_resolver.SimpleClusterResolver( + cluster_spec, rpc_layer="grpc") + return cluster_resolver + +def run_tf_server_and_wait(cluster_resolver): + assert cluster_resolver.task_type in ("worker", "ps") + server = tf.distribute.Server( + cluster_resolver.cluster_spec(), + job_name=cluster_resolver.task_type, + task_index=cluster_resolver.task_id, + protocol=cluster_resolver.rpc_layer or "grpc", + start=True) + server.join() + + +def train_resnet_cifar(cluster_resolver): + """Trains the resnet56 model using parameter server distribution strategy. + + Args: + cluster_resolver: cluster resolver to give neccessary information to + set up distributed training + """ + + strategy = parameter_server_strategy_v2.ParameterServerStrategyV2( + cluster_resolver) + coordinator = ( + tf.distribute.experimental.coordinator.ClusterCoordinator(strategy)) + with strategy.scope(): + model = resnet_cifar_model.resnet56() + + initial_learning_rate = ( + img_class_common.BASE_LEARNING_RATE * BATCH_SIZE / 128) + # Using the learning rate schedule from the model garden: + # tensorflow_models/official/benchmark/models/resnet_cifar_main.py + lr_segments = [ # (multiplier, epoch to start) tuples + (0.1, 91), (0.01, 136), (0.001, 182) + ] + lr_schedule = tf.keras.optimizers.schedules.PiecewiseConstantDecay( + boundaries=list(p[1] * STEPS_PER_EPOCH for p in lr_segments), + values=[initial_learning_rate] + + list(p[0] * initial_learning_rate for p in lr_segments)) + optimizer = img_class_common.get_optimizer(lr_schedule) + + train_accuracy = tf.keras.metrics.SparseCategoricalAccuracy( + name="train_accuracy") + + @tf.function + def worker_train_fn(iterator): + + def replica_fn(inputs): + """Training loop function.""" + batch_data, labels = inputs + with tf.GradientTape() as tape: + predictions = model(batch_data, training=True) + xent_loss = tf.keras.losses.SparseCategoricalCrossentropy( + reduction=tf.keras.losses.Reduction.NONE)(labels, predictions) + loss = ( + tf.nn.compute_average_loss(xent_loss) + + tf.nn.scale_regularization_loss(model.losses)) + gradients = tape.gradient(loss, model.trainable_variables) + + optimizer.apply_gradients( + zip(gradients, model.trainable_variables)) + train_accuracy.update_state(labels, predictions) + + inputs = next(iterator) + strategy.run(replica_fn, args=(inputs,)) + + checkpoint_manager = tf.train.CheckpointManager( + tf.train.Checkpoint(model=model, optimizer=optimizer), + FLAGS.checkpoint_dir, + max_to_keep=2) + if checkpoint_manager.latest_checkpoint: + checkpoint = checkpoint_manager.checkpoint + checkpoint.restore( + checkpoint_manager.latest_checkpoint + ).assert_existing_objects_matched() + + dataset_fn = lambda: cifar_preprocessing.input_fn( + is_training=True, + data_dir=FLAGS.data_dir, + batch_size=BATCH_SIZE, + parse_record_fn=cifar_preprocessing.parse_record, + dtype=tf.float32, + drop_remainder=True) + per_worker_dataset = coordinator.create_per_worker_dataset(dataset_fn) + + global_steps = int(optimizer.iterations.numpy()) + logging.info("Training starts with global_steps = %d", global_steps) + current_time = datetime.now().strftime("%Y%m%d-%H%M%S") + train_log_dir = FLAGS.train_log_dir + current_time + train_summary_writer = tf.summary.create_file_writer(train_log_dir) + + for epoch in range(global_steps // STEPS_PER_EPOCH, + TRAIN_EPOCHS): + iterator = iter(per_worker_dataset) + for _ in range(STEPS_PER_EPOCH): + coordinator.schedule(worker_train_fn, args=(iterator,)) + coordinator.join() + logging.info("Finished joining at epoch %d. Training accuracy: %f.", + epoch, train_accuracy.result()) + with train_summary_writer.as_default(): + tf.summary.scalar('accuracy', train_accuracy.result(), step=epoch) + train_accuracy.reset_states() + checkpoint_manager.save() + + +def evaluate_resnet_cifar(): + """Evaluates the resnet56 model + + This method provides side-car evaluation using the checkpoints + + """ + eval_model = resnet_cifar_model.resnet56() + eval_accuracy = tf.keras.metrics.SparseCategoricalAccuracy( + name="eval_accuracy") + eval_model.compile(metrics=eval_accuracy) + eval_dataset = cifar_preprocessing.input_fn( + is_training=False, + data_dir=FLAGS.data_dir, + batch_size=BATCH_SIZE, + parse_record_fn=cifar_preprocessing.parse_record) + checkpoint = tf.train.Checkpoint(model=eval_model) + + for latest_checkpoint in tf.train.checkpoints_iterator( + FLAGS.checkpoint_dir): + try: + checkpoint.restore(latest_checkpoint).expect_partial() + except tf.errors.OpError: + # checkpoint may be deleted by training when it is about to read it. + continue + + # Optionally add callbacks to write summaries. + eval_model.evaluate(eval_dataset) + + # Evaluation finishes when it has evaluated the last epoch. + if latest_checkpoint.endswith("-{}".format(TRAIN_EPOCHS)): + break + + +def main(_): + if FLAGS.use_in_process_cluster: + if FLAGS.run_in_process_training: + cluster_resolver = create_in_process_cluster(3, 1) + train_resnet_cifar(cluster_resolver) + else: + evaluate_resnet_cifar() + else: + os.environ["grpc_fail_fast"] = "use_caller" + cluster_resolver = tf.distribute.cluster_resolver.TFConfigClusterResolver() + if cluster_resolver.task_type in ("worker", "ps"): + run_tf_server_and_wait(cluster_resolver) + elif cluster_resolver.task_type == "evaluator": + evaluate_resnet_cifar() + else: + train_resnet_cifar(cluster_resolver) + + +if __name__ == "__main__": + app.run(main) diff --git a/distribution_strategy/parameter-server-training/template.yaml.jinja b/distribution_strategy/parameter-server-training/template.yaml.jinja new file mode 100644 index 00000000..ce6f9ba8 --- /dev/null +++ b/distribution_strategy/parameter-server-training/template.yaml.jinja @@ -0,0 +1,150 @@ +{%- set name = "resnet-cifar-ps-strategy-example" -%} +{%- set image = "gcr.io/tensorflow-experimental/resnet_cifar_ps_strategy:v1" -%} +{%- set worker_replicas = 5 -%} +{%- set ps_replicas = 2 -%} +{%- set num_gpus_per_worker = 0 -%} +{%- set has_coordinator = True -%} +{%- set has_eval = True -%} +{%- set has_tensorboard = True -%} +{%- set script = "/resnet_cifar_ps_strategy.py" -%} +{%- set train_log_dir = "gs://cifar10-train-log/" -%} +{%- set cmdline_args = [ + "--data_dir=gs://cifar10-data/", + "--checkpoint_dir=gs://cifar10-ckpt/", + "--train_log_dir=" + train_log_dir + ] -%} +{%- set credential_secret_json = "key.json" -%} +{%- set credential_secret_key = "credential" -%} +{%- set port = 5000 -%} +{%- set use_node_port = True -%} + + +{%- set replicas = { + "worker": worker_replicas, + "ps": ps_replicas, + "chief": has_coordinator|int, + "evaluator": has_eval|int, + "tensorboard": has_tensorboard|int + } -%} + +{%- macro worker_hosts() -%} + {% for i in range(worker_replicas) %} + \"{{ name }}-worker-{{ i }}:{{ port }}\"{%- if not loop.last -%},{%- endif -%} + {% endfor %} +{%- endmacro -%} + +{%- macro ps_hosts() -%} + {% for i in range(ps_replicas) %} + \"{{ name }}-ps-{{ i }}:{{ port }}\"{%- if not loop.last -%},{%- endif -%} + {% endfor %} +{%- endmacro -%} + +{%- macro tf_config(task_type, task_id) -%} +{ + \"cluster\": { + \"worker\": [{{ worker_hosts() }}] + {%- if ps_replicas > 0 %}, + \"ps\": [{{ ps_hosts() }} + ]{% endif %} + {%- if has_coordinator %}, + \"chief\": [ + \"{{ name }}-chief-0:{{ port }}\" + ] + {%- endif %} + }, + \"task\": { + \"type\": \"{{ task_type }}\", + \"index\": \"{{ task_id }}\" + } +} +{%- endmacro -%} + +{% for job in ["chief", "worker", "ps", "evaluator", "tensorboard"] -%} +{%- for i in range(replicas[job]) -%} +{% if job == "tensorboard" and use_node_port %} +kind: Ingress +apiVersion: networking.k8s.io/v1beta1 +metadata: + name: tensorboard-ingress +spec: + backend: + serviceName: {{ name }}-{{ job }}-{{ i }} + servicePort: {{ port }} +--- +{% endif -%} +kind: Service +apiVersion: v1 +metadata: + name: {{ name }}-{{ job }}-{{ i }} +spec: + type: {{ 'NodePort' if use_node_port else 'LoadBalancer' }} + selector: + name: {{ name }} + job: {{ job }} + task: "{{ i }}" + ports: + - port: {{ port }} + {%- if use_node_port %} + targetPort: {{ port }} + {%- endif %} +--- +kind: Deployment +apiVersion: apps/v1 +metadata: + name: {{ name }}-{{ job }}-{{ i }} +spec: + replicas: 1 + selector: + matchLabels: + name: {{ name }} + job: {{ job }} + task: "{{ i }}" + template: + metadata: + labels: + name: {{ name }} + job: {{ job }} + task: "{{ i }}" + spec: + containers: +{%- if job == "tensorboard" %} + - name: tensorflow + image: tensorflow/tensorflow +{%- else %} + - name: tensorflow + image: {{ image }} +{%- endif %} + env: +{%- if job != "tensorboard" %} + - name: TF_CONFIG + value: "{{ tf_config(job, i) }}" +{%- endif %} + - name: GOOGLE_APPLICATION_CREDENTIALS + value: "/var/secrets/google/{{ credential_secret_json }}" + ports: + - containerPort: {{ port }} +{%- if job == "tensorboard" %} + command: + - "tensorboard" + args: + - "--logdir={{ train_log_dir }}" + - "--port={{ port }}" + - "--host=0.0.0.0" +{%- else %} + command: + - "python" + - "{{ script }}" + {%- for cmdline_arg in cmdline_args %} + - "{{ cmdline_arg }}" + {%- endfor -%} +{%- endif %} + volumeMounts: + - name: credential + mountPath: /var/secrets/google + volumes: + - name: credential + secret: + secretName: {{ credential_secret_key }} +--- +{% endfor %} +{%- endfor -%} From 48c11a3384113f764abc9a51e7979d08211c5d39 Mon Sep 17 00:00:00 2001 From: Selcuk Gun <5055758+selcukgun@users.noreply.github.com> Date: Wed, 24 Feb 2021 20:16:49 +0000 Subject: [PATCH 2/4] Add inline distributed evaluation Jinja template now turns off side-car evaluation by default so that only the inline distributed evaluation added with this CL can be used.i README updated. Added efficiency wrappers that will be useful once GPU is supported with ParameterServerStrategy. Moved kubernetes jinja template and renderer script to dedicated subdirectory. --- .../parameter-server-training/README.md | 13 ++-- .../images/tf-dist-ps-tensorboard.png | Bin 91217 -> 168822 bytes .../{ => kubernetes}/render_template.py | 0 .../{ => kubernetes}/template.yaml.jinja | 2 +- .../resnet_cifar_ps_strategy.py | 63 ++++++++++++++++-- 5 files changed, 64 insertions(+), 14 deletions(-) rename distribution_strategy/parameter-server-training/{ => kubernetes}/render_template.py (100%) rename distribution_strategy/parameter-server-training/{ => kubernetes}/template.yaml.jinja (99%) diff --git a/distribution_strategy/parameter-server-training/README.md b/distribution_strategy/parameter-server-training/README.md index 066a5de5..3a4d84f0 100644 --- a/distribution_strategy/parameter-server-training/README.md +++ b/distribution_strategy/parameter-server-training/README.md @@ -11,10 +11,10 @@ its [Kubernetes Engine](https://cloud.google.com/kubernetes-engine/). This directory contains the following files: -- template.yaml.jinja: jinja template used for generating Kubernetes manifests -- render_template.py: script for rendering the jinja template -- resnet_cifar_ps_strategy.py: script for running any type of parameter server training task based on `TF_CONFIG` environment variable +- kubernetes/template.yaml.jinja: jinja template used for generating Kubernetes manifests +- kubernetes/render_template.py: script for rendering the jinja template - Dockerfile.resnet_cifar_ps_strategy: a docker file to build the model image +- resnet_cifar_ps_strategy.py: script for running any type of parameter server training task based on `TF_CONFIG` environment variable ## Prerequisites @@ -123,7 +123,7 @@ This directory contains the following files: * `ps_replicas`: number of parameter server pods. * `num_gpus_per_worker`: number of GPUs (this does not apply for this example since parameter server distribution strategy does not have GPU support yet) * `has_coordinator`: flag for creating coordinator job - * `has_chief`: flag for creating chief job + * `has_eval`: flag for creating evaluator job (this is set to False in the default template in order to use inline distributed evaluation. Setting this flag to True enables side-car evaluation.) * `has_tensorboard`: flag for creating tensorboard job * `script`: the script in the docker image to run. * `train_log_dir`: used for logging training accuracy @@ -136,10 +136,11 @@ This directory contains the following files: 5. Start the training and evaluation on the cluster. - You may want to verify the generated kubernetes manifestsby running the following: + You may want to verify the generated kubernetes manifests by running the following: ```bash - python render_template.py template.yaml.jinja | kubectl create -f - --dry-run + cd kubernetes + python render_template.py template.yaml.jinja | kubectl create -f - --dry-run=client ``` After making sure that the above command succeeds, you can start the cluster (removing the dry-run flag): diff --git a/distribution_strategy/parameter-server-training/images/tf-dist-ps-tensorboard.png b/distribution_strategy/parameter-server-training/images/tf-dist-ps-tensorboard.png index 50f3b31376b88d72e19da94d729dfa9c51f2dc05..78e15d6f16dc3c1e08e6444b18c74341b5601ea7 100644 GIT binary patch literal 168822 zcmV)fK&8KlP)d_lU@=?yBytKF|ly=mXuj0Rjzx1WAyD#6uD(t|*E#(yX*AX*HwW+2xNJ zTS@yvlF4j#cV>5_)zBmxX-pDF)B&DGLF9m>2;v|>90YMS8r?u2=%c#2?#eU5-QWI* 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a/distribution_strategy/parameter-server-training/template.yaml.jinja b/distribution_strategy/parameter-server-training/kubernetes/template.yaml.jinja similarity index 99% rename from distribution_strategy/parameter-server-training/template.yaml.jinja rename to distribution_strategy/parameter-server-training/kubernetes/template.yaml.jinja index ce6f9ba8..92ace0c9 100644 --- a/distribution_strategy/parameter-server-training/template.yaml.jinja +++ b/distribution_strategy/parameter-server-training/kubernetes/template.yaml.jinja @@ -4,7 +4,7 @@ {%- set ps_replicas = 2 -%} {%- set num_gpus_per_worker = 0 -%} {%- set has_coordinator = True -%} -{%- set has_eval = True -%} +{%- set has_eval = False -%} {%- set has_tensorboard = True -%} {%- set script = "/resnet_cifar_ps_strategy.py" -%} {%- set train_log_dir = "gs://cifar10-train-log/" -%} diff --git a/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py b/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py index adfcb196..0063dc25 100644 --- a/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py +++ b/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py @@ -48,7 +48,7 @@ TRAIN_EPOCHS = 182 STEPS_PER_EPOCH = 781 BATCH_SIZE = 64 - +EVAL_BATCH_SIZE = 8 def create_in_process_cluster(num_workers, num_ps): """Creates and starts local servers and returns the cluster_spec dict.""" @@ -123,6 +123,8 @@ def train_resnet_cifar(cluster_resolver): train_accuracy = tf.keras.metrics.SparseCategoricalAccuracy( name="train_accuracy") + eval_accuracy = tf.keras.metrics.SparseCategoricalAccuracy( + name="eval_accuracy") @tf.function def worker_train_fn(iterator): @@ -142,9 +144,24 @@ def replica_fn(inputs): optimizer.apply_gradients( zip(gradients, model.trainable_variables)) train_accuracy.update_state(labels, predictions) + return loss inputs = next(iterator) - strategy.run(replica_fn, args=(inputs,)) + losses = strategy.run(replica_fn, args=(inputs,)) + return strategy.reduce(tf.distribute.ReduceOp.SUM, losses, axis=None) + + + @tf.function + def worker_eval_fn(iterator): + + def eval_fn(inputs): + """Evaluation function""" + batch_data, labels = inputs + predictions = model(batch_data, training=False) + eval_accuracy.update_state(labels, predictions) + + inputs = next(iterator) + strategy.run(eval_fn, args=(inputs,)) checkpoint_manager = tf.train.CheckpointManager( tf.train.Checkpoint(model=model, optimizer=optimizer), @@ -156,14 +173,34 @@ def replica_fn(inputs): checkpoint_manager.latest_checkpoint ).assert_existing_objects_matched() - dataset_fn = lambda: cifar_preprocessing.input_fn( + train_dataset_fn = lambda _: cifar_preprocessing.input_fn( is_training=True, data_dir=FLAGS.data_dir, batch_size=BATCH_SIZE, parse_record_fn=cifar_preprocessing.parse_record, dtype=tf.float32, drop_remainder=True) - per_worker_dataset = coordinator.create_per_worker_dataset(dataset_fn) + eval_dataset_fn = lambda _: cifar_preprocessing.input_fn( + is_training=False, + data_dir=FLAGS.data_dir, + batch_size=EVAL_BATCH_SIZE, + parse_record_fn=cifar_preprocessing.parse_record, + dtype=tf.float32) + + # The following wrappers will allow efficient prefetching to GPUs + # when GPUs are supported by ParameterServerStrategy + @tf.function + def per_worker_train_dataset_fn(): + return strategy.distribute_datasets_from_function(train_dataset_fn) + + @tf.function + def per_worker_eval_dataset_fn(): + return strategy.distribute_datasets_from_function(eval_dataset_fn) + + per_worker_train_dataset = coordinator.create_per_worker_dataset( + per_worker_train_dataset_fn) + per_worker_eval_dataset = coordinator.create_per_worker_dataset( + per_worker_eval_dataset_fn) global_steps = int(optimizer.iterations.numpy()) logging.info("Training starts with global_steps = %d", global_steps) @@ -173,15 +210,25 @@ def replica_fn(inputs): for epoch in range(global_steps // STEPS_PER_EPOCH, TRAIN_EPOCHS): - iterator = iter(per_worker_dataset) + per_worker_train_iterator = iter(per_worker_train_dataset) + per_worker_eval_iterator = iter(per_worker_eval_dataset) for _ in range(STEPS_PER_EPOCH): - coordinator.schedule(worker_train_fn, args=(iterator,)) + coordinator.schedule(worker_train_fn, args=(per_worker_train_iterator,)) coordinator.join() logging.info("Finished joining at epoch %d. Training accuracy: %f.", epoch, train_accuracy.result()) + + for _ in range(STEPS_PER_EPOCH): + coordinator.schedule(worker_eval_fn, args=(per_worker_eval_iterator,)) + coordinator.join() + logging.info("Finished joining at epoch %d. Evaluation accuracy: %f.", + epoch, eval_accuracy.result()) + with train_summary_writer.as_default(): - tf.summary.scalar('accuracy', train_accuracy.result(), step=epoch) + tf.summary.scalar('train_accuracy', train_accuracy.result(), step=epoch) + tf.summary.scalar('eval_accuracy', eval_accuracy.result(), step=epoch) train_accuracy.reset_states() + eval_accuracy.reset_states() checkpoint_manager.save() @@ -200,6 +247,8 @@ def evaluate_resnet_cifar(): data_dir=FLAGS.data_dir, batch_size=BATCH_SIZE, parse_record_fn=cifar_preprocessing.parse_record) + + checkpoint = tf.train.Checkpoint(model=eval_model) for latest_checkpoint in tf.train.checkpoints_iterator( From 8b552c9832adc67fa7e5111968a189335da0c179 Mon Sep 17 00:00:00 2001 From: Selcuk Gun <5055758+selcukgun@users.noreply.github.com> Date: Thu, 25 Feb 2021 06:09:56 +0000 Subject: [PATCH 3/4] Rename parameter server training subdirectory --- .../Dockerfile.resnet_cifar_ps_strategy | 0 .../README.md | 0 .../images/tf-dist-ps-tensorboard.png | Bin .../kubernetes/render_template.py | 0 .../kubernetes/template.yaml.jinja | 0 .../resnet_cifar_ps_strategy.py | 0 6 files changed, 0 insertions(+), 0 deletions(-) rename distribution_strategy/{parameter-server-training => parameter_server_training}/Dockerfile.resnet_cifar_ps_strategy (100%) rename distribution_strategy/{parameter-server-training => parameter_server_training}/README.md (100%) rename distribution_strategy/{parameter-server-training => parameter_server_training}/images/tf-dist-ps-tensorboard.png (100%) rename distribution_strategy/{parameter-server-training => parameter_server_training}/kubernetes/render_template.py (100%) rename distribution_strategy/{parameter-server-training => parameter_server_training}/kubernetes/template.yaml.jinja (100%) rename distribution_strategy/{parameter-server-training => parameter_server_training}/resnet_cifar_ps_strategy.py (100%) diff --git a/distribution_strategy/parameter-server-training/Dockerfile.resnet_cifar_ps_strategy b/distribution_strategy/parameter_server_training/Dockerfile.resnet_cifar_ps_strategy similarity index 100% rename from distribution_strategy/parameter-server-training/Dockerfile.resnet_cifar_ps_strategy rename to distribution_strategy/parameter_server_training/Dockerfile.resnet_cifar_ps_strategy diff --git a/distribution_strategy/parameter-server-training/README.md b/distribution_strategy/parameter_server_training/README.md similarity index 100% rename from distribution_strategy/parameter-server-training/README.md rename to distribution_strategy/parameter_server_training/README.md diff --git a/distribution_strategy/parameter-server-training/images/tf-dist-ps-tensorboard.png b/distribution_strategy/parameter_server_training/images/tf-dist-ps-tensorboard.png similarity index 100% rename from distribution_strategy/parameter-server-training/images/tf-dist-ps-tensorboard.png rename to distribution_strategy/parameter_server_training/images/tf-dist-ps-tensorboard.png diff --git a/distribution_strategy/parameter-server-training/kubernetes/render_template.py b/distribution_strategy/parameter_server_training/kubernetes/render_template.py similarity index 100% rename from distribution_strategy/parameter-server-training/kubernetes/render_template.py rename to distribution_strategy/parameter_server_training/kubernetes/render_template.py diff --git a/distribution_strategy/parameter-server-training/kubernetes/template.yaml.jinja b/distribution_strategy/parameter_server_training/kubernetes/template.yaml.jinja similarity index 100% rename from distribution_strategy/parameter-server-training/kubernetes/template.yaml.jinja rename to distribution_strategy/parameter_server_training/kubernetes/template.yaml.jinja diff --git a/distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py b/distribution_strategy/parameter_server_training/resnet_cifar_ps_strategy.py similarity index 100% rename from distribution_strategy/parameter-server-training/resnet_cifar_ps_strategy.py rename to distribution_strategy/parameter_server_training/resnet_cifar_ps_strategy.py From d0e4a270549ba2a15aeb4072def730ee37f3cc57 Mon Sep 17 00:00:00 2001 From: Selcuk Gun <5055758+selcukgun@users.noreply.github.com> Date: Wed, 24 Mar 2021 07:15:21 +0000 Subject: [PATCH 4/4] Reduce evaluation steps for epoch Also addressed the following: * Added inter_ops for workers * Replaced parameter_server_strategy_v2.ParameterServerStrategyV2 with tf.distribute.experimental.ParameterServerStrategy * Clarified resnet_cifar_ps_strategy.py description * Indicated that side-car evaluation job is ot needed since we are running inline-evaluation * Removed redundant spaces --- .../parameter_server_training/README.md | 12 +++--------- .../resnet_cifar_ps_strategy.py | 14 +++++++++++--- 2 files changed, 14 insertions(+), 12 deletions(-) diff --git a/distribution_strategy/parameter_server_training/README.md b/distribution_strategy/parameter_server_training/README.md index 3a4d84f0..734c46fd 100644 --- a/distribution_strategy/parameter_server_training/README.md +++ b/distribution_strategy/parameter_server_training/README.md @@ -1,21 +1,15 @@ # Parameter Server Training Using Distribution Strategies -This directory provides an example of running parameter server training with -Distribution Strategies. +This directory provides an example of running parameter server training with Distribution Strategies. -Please first read the -[documentation](https://www.tensorflow.org/tutorials/distribute/parameter_server_training) -of Distribution Strategy for parameter server training. We also assume that readers -of this page are familiar with [Google Cloud](https://cloud.google.com/) and -its [Kubernetes Engine](https://cloud.google.com/kubernetes-engine/). +Please first read the [documentation](https://www.tensorflow.org/tutorials/distribute/parameter_server_training) of Distribution Strategy for parameter server training. We also assume that readers of this page are familiar with [Google Cloud](https://cloud.google.com/) and its [Kubernetes Engine](https://cloud.google.com/kubernetes-engine/). This directory contains the following files: - kubernetes/template.yaml.jinja: jinja template used for generating Kubernetes manifests - kubernetes/render_template.py: script for rendering the jinja template - Dockerfile.resnet_cifar_ps_strategy: a docker file to build the model image -- resnet_cifar_ps_strategy.py: script for running any type of parameter server training task based on `TF_CONFIG` environment variable - +- resnet_cifar_ps_strategy.py: a ResNet example using CIFAR-10 dataset for parameter server training ## Prerequisites 1. First you need to have a Google Cloud project. Either create a new project or use an existing one. diff --git a/distribution_strategy/parameter_server_training/resnet_cifar_ps_strategy.py b/distribution_strategy/parameter_server_training/resnet_cifar_ps_strategy.py index 0063dc25..57d6f88e 100644 --- a/distribution_strategy/parameter_server_training/resnet_cifar_ps_strategy.py +++ b/distribution_strategy/parameter_server_training/resnet_cifar_ps_strategy.py @@ -18,12 +18,12 @@ """ import os from datetime import datetime +import multiprocessing from absl import app from absl import flags from absl import logging import portpicker import tensorflow as tf -from tensorflow.python.distribute import parameter_server_strategy_v2 from tensorflow_models.official.benchmark.models import cifar_preprocessing from tensorflow_models.official.benchmark.models import resnet_cifar_model from tensorflow_models.official.vision.image_classification.resnet import common as img_class_common @@ -49,6 +49,7 @@ STEPS_PER_EPOCH = 781 BATCH_SIZE = 64 EVAL_BATCH_SIZE = 8 +EVAL_STEPS_PER_EPOCH = 88 def create_in_process_cluster(num_workers, num_ps): """Creates and starts local servers and returns the cluster_spec dict.""" @@ -62,11 +63,17 @@ def create_in_process_cluster(num_workers, num_ps): cluster_spec = tf.train.ClusterSpec(cluster_dict) + # Workers need some inter_ops threads to work properly + worker_config = tf.compat.v1.ConfigProto() + if multiprocessing.cpu_count() < num_workers + 1: + worker_config.inter_op_parallelism_threads = num_workers + 1 + for i in range(num_workers): tf.distribute.Server( cluster_spec, job_name="worker", protocol="grpc", + config=worker_config, task_index=i, start=True) @@ -101,7 +108,7 @@ def train_resnet_cifar(cluster_resolver): set up distributed training """ - strategy = parameter_server_strategy_v2.ParameterServerStrategyV2( + strategy = tf.distribute.experimental.ParameterServerStrategy( cluster_resolver) coordinator = ( tf.distribute.experimental.coordinator.ClusterCoordinator(strategy)) @@ -218,7 +225,8 @@ def per_worker_eval_dataset_fn(): logging.info("Finished joining at epoch %d. Training accuracy: %f.", epoch, train_accuracy.result()) - for _ in range(STEPS_PER_EPOCH): + # Since we are running inline evaluation below, a side-car evaluator job is not necessary. + for _ in range(EVAL_STEPS_PER_EPOCH): coordinator.schedule(worker_eval_fn, args=(per_worker_eval_iterator,)) coordinator.join() logging.info("Finished joining at epoch %d. Evaluation accuracy: %f.",