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Introduce Multi-Storage Client (MSC) as an optional dependency (#754)
* Introduce Multi-Storage Client (MSC) as an optional dependency * Address comments
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# Training from Object Storage using Multi-Storage Client | ||
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## What is Multi-Storage Client (MSC)? | ||
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[Multi-Storage Client](https://github.com/NVIDIA/multi-storage-client) is a Python | ||
library that provides a unified interface for accessing various object stores and | ||
file systems. It makes it easy for ML workloads to use object stores by providing | ||
a familiar file-like interface without sacrificing performance. The library adds | ||
new functionality, such as caching, client-side observability, and leverages the native | ||
SDKs specific to each object store for optimal performance. | ||
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## Getting Started | ||
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### Installation | ||
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```bash | ||
pip install -r requirements.txt | ||
``` | ||
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Or install different extra dependencies based on your object storage backend: | ||
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```bash | ||
# POSIX file systems. | ||
pip install multi-storage-client | ||
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# NVIDIA AIStore. | ||
pip install "multi-storage-client[aistore]" | ||
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# Azure Blob Storage. | ||
pip install "multi-storage-client[azure-storage-blob]" | ||
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# AWS S3 and S3-compatible object stores. | ||
pip install "multi-storage-client[boto3]" | ||
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# Google Cloud Storage (GCS). | ||
pip install "multi-storage-client[google-cloud-storage]" | ||
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# Oracle Cloud Infrastructure (OCI) Object Storage. | ||
pip install "multi-storage-client[oci]" | ||
``` | ||
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### Configuration File | ||
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The MSC configuration file defines profiles which include storage provider configurations. | ||
An example MSC configuration file can be found at [msc_config.yaml](./msc_config.yaml). | ||
In this example, we're pointing to the [CMIP6 archive on AWS](https://registry.opendata.aws/cmip6/). | ||
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## Usage Example | ||
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MSC supports fsspec and integrates with frameworks such as Zarr and Xarray via | ||
the fsspec interface. The following example demonstrates how to use Zarr to | ||
access the CMIP6 dataset stored in AWS S3: | ||
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```bash | ||
export MSC_CONFIG=./msc_config.yaml | ||
python | ||
>>> import zarr | ||
>>> zarr_group = zarr.open("msc://cmip6-pds/CMIP6/ScenarioMIP/NOAA-GFDL/GFDL-ESM4/ssp119/r1i1p1f1/day/tas/gr1/v20180701") | ||
>>> zarr_group.tree() | ||
/ | ||
├── bnds (2,) float64 | ||
├── height () float64 | ||
├── lat (180,) float64 | ||
├── lat_bnds (180, 2) float64 | ||
├── lon (288,) float64 | ||
├── lon_bnds (288, 2) float64 | ||
├── tas (31390, 180, 288) float32 | ||
├── time (31390,) int64 | ||
└── time_bnds (31390, 2) float64 | ||
``` | ||
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## Update Existing Code Path with MSC | ||
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For other Modulus’s examples, where Zarr is commonly used in training workflows, | ||
migrating to MSC is a straightforward process involving only configuration changes. | ||
For example, in the [Corrdiff](../generative/corrdiff/) training example, data | ||
currently accessed from the file system can be updated to MSC by modifying the | ||
input path from `/code/2023-01-24-cwb-4years.zarr` to `msc://cwb-diffusions/2023-01-24-cwb-4years.zarr`, | ||
assuming the data stored in local has been moved to a S3 bucket `cwb-diffusions`, | ||
and MSC has a profile `cwb-diffusions` pointing to this S3 bucket. | ||
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### Current code path (Training from File System) | ||
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```bash | ||
input_path = "/code/2023-01-24-cwb-4years.zarr" | ||
zarr.open_consolidated(input_path) | ||
``` | ||
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### Updated code path (Training from Object Store using MSC) | ||
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```bash | ||
input_path = "msc://cwb-diffusions/2023-01-24-cwb-4years.zarr" | ||
zarr.open_consolidated(input_path) | ||
``` | ||
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## Additional Information | ||
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- [Multi-Storage Client Documentation](https://nvidia.github.io/multi-storage-client/) |
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# SPDX-FileCopyrightText: Copyright (c) 2023 - 2024 NVIDIA CORPORATION & AFFILIATES. | ||
# SPDX-FileCopyrightText: All rights reserved. | ||
# SPDX-License-Identifier: Apache-2.0 | ||
# | ||
# 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. | ||
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# This is an example MSC configuration file for accessing the CMIP6 archive on AWS: | ||
# https://registry.opendata.aws/cmip6/ | ||
profiles: | ||
cmip6-pds: | ||
storage_provider: | ||
type: s3 | ||
options: | ||
region_name: us-west-2 | ||
base_path: cmip6-pds | ||
signature_version: UNSIGNED | ||
cache: | ||
location: /tmp/.cache | ||
size_mb: 5000 |
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multi-storage-client[boto3] |
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