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Volcano tensorflow example
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| $ cat tf-mnist.yaml | |
| apiVersion: batch.volcano.sh/v1alpha1 | |
| kind: Job | |
| metadata: | |
| name: tensorflow-dist-mnist | |
| spec: | |
| minAvailable: 3 | |
| schedulerName: volcano | |
| plugins: | |
| env: [] | |
| svc: [] | |
| policies: | |
| - event: PodEvicted | |
| action: RestartJob | |
| queue: default | |
| tasks: | |
| - replicas: 1 | |
| name: ps | |
| template: | |
| spec: | |
| containers: | |
| - command: | |
| - sh | |
| - -c | |
| - | | |
| PS_HOST=`cat /etc/volcano/ps.host | sed 's/$/&:2222/g' | sed 's/^/"/;s/$/"/' | tr "\n" ","`; | |
| WORKER_HOST=`cat /etc/volcano/worker.host | sed 's/$/&:2222/g' | sed 's/^/"/;s/$/"/' | tr "\n" ","`; | |
| export TF_CONFIG={\"cluster\":{\"ps\":[${PS_HOST}],\"worker\":[${WORKER_HOST}]},\"task\":{\"type\":\"ps\",\"index\":${VK_TASK_INDEX}},\"environment\":\"cloud\"}; | |
| python /var/tf_dist_mnist/dist_mnist.py | |
| image: volcanosh/dist-mnist-tf-example:0.0.1 | |
| name: tensorflow | |
| ports: | |
| - containerPort: 2222 | |
| name: tfjob-port | |
| resources: {} | |
| restartPolicy: Never | |
| - replicas: 2 | |
| name: worker | |
| policies: | |
| - event: TaskCompleted | |
| action: CompleteJob | |
| template: | |
| spec: | |
| containers: | |
| - command: | |
| - sh | |
| - -c | |
| - | | |
| PS_HOST=`cat /etc/volcano/ps.host | sed 's/$/&:2222/g' | sed 's/^/"/;s/$/"/' | tr "\n" ","`; | |
| WORKER_HOST=`cat /etc/volcano/worker.host | sed 's/$/&:2222/g' | sed 's/^/"/;s/$/"/' | tr "\n" ","`; | |
| export TF_CONFIG={\"cluster\":{\"ps\":[${PS_HOST}],\"worker\":[${WORKER_HOST}]},\"task\":{\"type\":\"worker\",\"index\":${VK_TASK_INDEX}},\"environment\":\"cloud\"}; | |
| python /var/tf_dist_mnist/dist_mnist.py | |
| image: volcanosh/dist-mnist-tf-example:0.0.1 | |
| name: tensorflow | |
| ports: | |
| - containerPort: 2222 | |
| name: tfjob-port | |
| resources: {} | |
| restartPolicy: Never | |
| $ k apply -f tf-mnist.yaml | |
| job.batch.volcano.sh/tensorflow-dist-mnist created | |
| $ k get po -o wide | |
| NAME READY STATUS RESTARTS AGE IP NODE NOMINATED NODE READINESS GATES | |
| tensorflow-dist-mnist-ps-0 1/1 Running 0 45s 10.244.0.10 volcano-control-plane <none> <none> | |
| tensorflow-dist-mnist-worker-0 1/1 Running 0 45s 10.244.0.9 volcano-control-plane <none> <none> | |
| tensorflow-dist-mnist-worker-1 1/1 Running 0 45s 10.244.0.8 volcano-control-plane <none> <none> | |
| k logs tensorflow-dist-mnist-ps-0 | |
| WARNING:tensorflow:From /var/tf_dist_mnist/dist_mnist.py:110: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use alternatives such as official/mnist/dataset.py from tensorflow/models. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:260: maybe_download (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please write your own downloading logic. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:252: _internal_retry.<locals>.wrap.<locals>.wrapped_fn (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use urllib or similar directly. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:262: extract_images (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use tf.data to implement this functionality. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:267: extract_labels (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use tf.data to implement this functionality. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:110: dense_to_one_hot (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use tf.one_hot on tensors. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:290: DataSet.__init__ (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use alternatives such as official/mnist/dataset.py from tensorflow/models. | |
| 2023-04-09 17:36:11.617845: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA | |
| 2023-04-09 17:36:11.619549: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize GrpcChannelCache for job ps -> {0 -> localhost:2222} | |
| 2023-04-09 17:36:11.619574: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize GrpcChannelCache for job worker -> {0 -> tensorflow-dist-mnist-worker-0.tensorflow-dist-mnist:2222, 1 -> tensorflow-dist-mnist-worker-1.tensorflow-dist-mnist:2222} | |
| 2023-04-09 17:36:11.620517: I tensorflow/core/distributed_runtime/rpc/grpc_server_lib.cc:332] Started server with target: grpc://localhost:2222 | |
| $ k logs tensorflow-dist-mnist-worker-0 | |
| WARNING:tensorflow:From /var/tf_dist_mnist/dist_mnist.py:110: read_data_sets (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use alternatives such as official/mnist/dataset.py from tensorflow/models. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:260: maybe_download (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please write your own downloading logic. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:252: _internal_retry.<locals>.wrap.<locals>.wrapped_fn (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use urllib or similar directly. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:262: extract_images (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use tf.data to implement this functionality. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:267: extract_labels (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use tf.data to implement this functionality. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:110: dense_to_one_hot (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use tf.one_hot on tensors. | |
| WARNING:tensorflow:From /opt/conda/lib/python3.5/site-packages/tensorflow/contrib/learn/python/learn/datasets/mnist.py:290: DataSet.__init__ (from tensorflow.contrib.learn.python.learn.datasets.mnist) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please use alternatives such as official/mnist/dataset.py from tensorflow/models. | |
| 2023-04-09 17:36:13.619649: I tensorflow/core/platform/cpu_feature_guard.cc:140] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 FMA | |
| 2023-04-09 17:36:13.621893: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize GrpcChannelCache for job ps -> {0 -> tensorflow-dist-mnist-ps-0.tensorflow-dist-mnist:2222} | |
| 2023-04-09 17:36:13.621915: I tensorflow/core/distributed_runtime/rpc/grpc_channel.cc:215] Initialize GrpcChannelCache for job worker -> {0 -> localhost:2222, 1 -> tensorflow-dist-mnist-worker-1.tensorflow-dist-mnist:2222} | |
| 2023-04-09 17:36:13.622786: I tensorflow/core/distributed_runtime/rpc/grpc_server_lib.cc:332] Started server with target: grpc://localhost:2222 | |
| WARNING:tensorflow:From /var/tf_dist_mnist/dist_mnist.py:239: Supervisor.__init__ (from tensorflow.python.training.supervisor) is deprecated and will be removed in a future version. | |
| Instructions for updating: | |
| Please switch to tf.train.MonitoredTrainingSession | |
| 2023-04-09 17:36:13.952512: I tensorflow/core/distributed_runtime/master_session.cc:1136] Start master session 61de5c38d9ac3f7e with config: device_filters: "/job:ps" device_filters: "/job:worker/task:0" allow_soft_placement: true | |
| Successfully downloaded train-images-idx3-ubyte.gz 9912422 bytes. | |
| Extracting /tmp/mnist-data/train-images-idx3-ubyte.gz | |
| Successfully downloaded train-labels-idx1-ubyte.gz 28881 bytes. | |
| Extracting /tmp/mnist-data/train-labels-idx1-ubyte.gz | |
| Successfully downloaded t10k-images-idx3-ubyte.gz 1648877 bytes. | |
| Extracting /tmp/mnist-data/t10k-images-idx3-ubyte.gz | |
| Successfully downloaded t10k-labels-idx1-ubyte.gz 4542 bytes. | |
| Extracting /tmp/mnist-data/t10k-labels-idx1-ubyte.gz | |
| job name = worker | |
| task index = 0 | |
| Worker 0: Initializing session... | |
| Worker 0: Session initialization complete. | |
| Training begins @ 1681061774.142746 | |
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| Training ends @ 1681061841.152470 | |
| Training elapsed time: 67.009724 s | |
| After 20000 training step(s), validation cross entropy = 1684.84 |
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