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Add opinionated PyTorch images with common tools
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6 changes: 6 additions & 0 deletions
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components/example-notebook-servers/jupyter-pytorch-full/Dockerfile.CPU
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FROM public.ecr.aws/j1r0q0g6/notebooks/notebook-servers/jupyter-pytorch:master-8dea1707 | ||
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COPY requirements.txt . | ||
RUN python3 -m pip install -r \ | ||
requirements.txt --quiet --no-cache-dir \ | ||
&& rm -f requirements.txt |
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components/example-notebook-servers/jupyter-pytorch-full/Dockerfile.CUDA
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FROM public.ecr.aws/j1r0q0g6/notebooks/notebook-servers/jupyter-pytorch-cuda:master-8dea1707 | ||
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ENV NVIDIA_VISIBLE_DEVICES all | ||
ENV NVIDIA_DRIVER_CAPABILITIES compute,utility | ||
ENV LD_LIBRARY_PATH /usr/local/nvidia/lib:/usr/local/nvidia/lib64 | ||
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COPY requirements.txt . | ||
RUN python3 -m pip install -r \ | ||
requirements.txt --quiet --no-cache-dir\ | ||
&& rm -f requirements.txt |
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components/example-notebook-servers/jupyter-pytorch-full/requirements.txt
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kfp==1.0.4 | ||
kfp-server-api==1.0.4 | ||
kfserving==0.4.1 | ||
ipywidgets==7.6.3 | ||
ipympl==0.6.3 | ||
cloudpickle==1.6.0 | ||
dill==0.3.3 | ||
bokeh==2.3.0 | ||
seaborn==0.11.1 | ||
scipy==1.6.1 | ||
scikit-learn==0.24.1 | ||
scikit-image==0.18.1 | ||
pandas==1.2.3 | ||
matplotlib==3.3.4 | ||
xgboost==1.3.3 | ||
#torchelastic==0.2.2 this currently causes a dependency conflict, should be fixed very soon | ||
fastai==2.2.7 |
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py/kubeflow/kubeflow/cd/notebook_servers/notebook_server_jupyter_pytorch_full.py
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""""Argo Workflow for building the notebook-server-jupyter-pytorch-full OCI images using Kaniko""" | ||
from kubeflow.kubeflow.cd import config, kaniko_builder | ||
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def create_workflow(name=None, namespace=None, bucket=None, **kwargs): | ||
""" | ||
Args: | ||
name: Name to give to the workflow. This can also be used to name | ||
things associated with the workflow. | ||
""" | ||
builder = kaniko_builder.Builder(name=name, namespace=namespace, bucket=bucket, **kwargs) | ||
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return builder.build(dockerfile="components/example-notebook-servers/jupyter-pytorch-full/Dockerfile.CPU", | ||
context="components/example-notebook-servers/jupyter-pytorch-full/", | ||
destination=config.NOTEBOOK_SERVER_JUPYTER_PYTORCH_FULL, | ||
second_dockerfile="components/example-notebook-servers/jupyter-pytorch-full/Dockerfile.CUDA", | ||
second_destination=config.NOTEBOOK_SERVER_JUPYTER_PYTORCH_CUDA_FULL) |
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py/kubeflow/kubeflow/cd/notebook_servers/notebook_server_jupyter_pytorch_full_runner.py
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# This file is only intended for development purposes | ||
from kubeflow.kubeflow.cd import base_runner | ||
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base_runner.main(component_name="notebook_servers.notebook_server_jupyter_pytorch_full", | ||
workflow_name="nb-j-pt-f-build") |
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py/kubeflow/kubeflow/ci/notebook_servers/notebook_server_jupyter_pytorch_full_tests.py
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""""Argo Workflow for testing notebook-server-jupyter-pytorch-full OCI images""" | ||
from kubeflow.kubeflow.ci import workflow_utils | ||
from kubeflow.testing import argo_build_util | ||
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class Builder(workflow_utils.ArgoTestBuilder): | ||
def __init__(self, name=None, namespace=None, bucket=None, | ||
test_target_name=None, **kwargs): | ||
super().__init__(name=name, namespace=namespace, bucket=bucket, | ||
test_target_name=test_target_name, **kwargs) | ||
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def build(self): | ||
"""Build the Argo workflow graph""" | ||
workflow = self.build_init_workflow(exit_dag=False) | ||
task_template = self.build_task_template() | ||
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# Test building notebook-server-jupyter-pytorch-full images using Kaniko | ||
dockerfile = ("%s/components/example-notebook-servers" | ||
"/jupyter-pytorch-full/Dockerfile.CPU") % self.src_dir | ||
context = "dir://%s/components/example-notebook-servers/jupyter-pytorch-full/" % self.src_dir | ||
destination = "notebook-server-jupyter-pytorch-full-cpu-test" | ||
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kaniko_task = self.create_kaniko_task(task_template, dockerfile, | ||
context, destination, no_push=True) | ||
argo_build_util.add_task_to_dag(workflow, | ||
workflow_utils.E2E_DAG_NAME, | ||
kaniko_task, [self.mkdir_task_name]) | ||
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dockerfile_cuda = ("%s/components/example-notebook-servers" | ||
"/jupyter-pytorch-full/Dockerfile.CUDA") % self.src_dir | ||
destination_cuda = "notebook-server-jupyter-pytorch-full-cuda-test" | ||
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kaniko_task_cuda = self.create_kaniko_task(task_template, dockerfile_cuda, | ||
context, destination_cuda, no_push=True) | ||
argo_build_util.add_task_to_dag(workflow, | ||
workflow_utils.E2E_DAG_NAME, | ||
kaniko_task_cuda, [self.mkdir_task_name]) | ||
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# Set the labels on all templates | ||
workflow = argo_build_util.set_task_template_labels(workflow) | ||
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return workflow | ||
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def create_workflow(name=None, namespace=None, bucket=None, **kwargs): | ||
""" | ||
Args: | ||
name: Name to give to the workflow. This can also be used to name | ||
things associated with the workflow. | ||
""" | ||
builder = Builder(name=name, namespace=namespace, bucket=bucket, **kwargs) | ||
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return builder.build() |
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...ubeflow/kubeflow/ci/notebook_servers/notebook_server_jupyter_pytorch_full_tests_runner.py
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# This file is only intended for development purposes | ||
from kubeflow.kubeflow.ci import base_runner | ||
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base_runner.main(component_name="notebook_servers.notebook_server_jupyter_pytorch_full_tests", | ||
workflow_name="nb-j-pt-f-tests") |
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