From f69796c373efe3fbd0f89319840cf362c6178cb1 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Wed, 30 Apr 2025 18:32:08 -0600 Subject: [PATCH 01/69] first draft --- src/posts/gpu-pipeline/index.md | 212 ++++++++++++++++++++++++++++++++ 1 file changed, 212 insertions(+) create mode 100644 src/posts/gpu-pipeline/index.md diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md new file mode 100644 index 00000000..523cc3ce --- /dev/null +++ b/src/posts/gpu-pipeline/index.md @@ -0,0 +1,212 @@ +## Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) + +## Introduction + +In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to transfer massive datasets from disk to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. + +To tackle this issue, a team from the [National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in a GPU hackathon to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native workflows using tools such as Zarr, kvikIO, and DALI. + +In this post, we share our hackathon experience, the integration strategies we explored, and the performance gains we achieved to highlight how modern tools can transform data-intensive workflows. + +## Problem +Machine learning pipelines typically involve: +* Reading data from disk or object storage. +* Transforming / preprocessing data (often CPU-bound). +* Feeding the data into GPUs for training or inference. + +Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large dataset. + +In this hackathon, we tried looking at different ways of reducing this bottleneck. + +### Data & Code Overview +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) training on ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. + + +-- TODO : Add an example image. + + +The basic data loader is implemented in `zarr_ML_optimization/train_unet.py` and the model is defined in `zarr_ML_optimization/model.py`. The training pipeline is designed to be flexible and can be easily adapted to different datasets and models. + +More details on the model and training pipeline can be found in the [README](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/zarr_ML_optimization/README.md) file in the `zarr_ML_optimization` folder. + +### Performance Bottlenecks + +First, we needed to identify the performance bottlenecks in our pipeline. We used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify the areas that needed optimization. + +Here are some screenshots of the profiling results: +- ![image](https://hackmd.io/_uploads/H1N1TTtAyl.png) +- ![image](https://hackmd.io/_uploads/SyYA3pt0ye.png) + +The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. The time spent on data loading was significantly higher than the time spent on model training. + + +This was also confirmed by a few other flags we added in our script to measure the time spent on data loading and model training. The results are shown below: + + + +In the above plot, + +- Real Data: Throughput of the data loading using the ERA-5 dataset. +- No Training (i.e. data loading throughput): Throughput of the data loading without any training (to measure the time spent on data loading vs. training). +- Synthetic Data (i.e. Training throughput): Throughput of the data loading using synthetic data (to remove the data loading bottleneck). + + +The results show that the data loading step is the main bottleneck in our pipeline, with much lower throughput compared to the training step. + + +## Hackathon: Putting this altogether + +We implemented a workflow that reads ERA-5 climate data from Zarr stores using the Xarray-kvikIO integration. +The data is then fed into a PyTorch DataLoader to train a U-Net model with a ResNet backbone for predicting next timestpes. +For scaling up to multiple GPUs, we utilized Distributed Data Parallel (DDP). + +Our initial profiling showed that data loading is a major bottleneck in this workflow. + +During the hackathon, we tested the following strategies: + +1. Optimized Chunking: A blurb about this.... +2. GPU native data loading with Zarr V3 and kvikIO +3. Using `nvcomp` for decompression on GPUs +4. NVIDIA DALI: We explored integrating NVIDIA's Data Loading Library (DALI) into Xarray to facilitate efficient data loading and preprocessing directly on the GPU. DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. + + +### Step 1: Optimized chunking :card_file_box: + +The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. +We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3. +The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: + +```python +import xarray as xr + +ds: xr.Dataset = xr.open_mfdataset("ERA5.zarr") +# Rechunk the data +ds = ds.chunk({"time": 1, "level": 1, "latitude": 640, "longitude": 1280}) +# Save to Zarr v3 +ds.to_zarr("rechunked_ERA5.zarr", zarr_version=3) +``` + +For more optimal performance, consider: + +1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. :wink: +2. Concatenating several data variables together **if** a single chunk size is too small (<1MB), at the expense of reducing readability of the Zarr store. Having too many small chunks can be detrimental to read speeds. A compressed chunk should be >1MB, <10MB (??TODO verify) for optimal reads. + - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python? + + +The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. + +TODO: ADD plot here. + +### Step 2: Reading with zarr-python v3 + kvikIO :open_book: + +The advent of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) bought many improvements, including the ability to [read from Zarr stores to CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). + + +Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! + +To benefit from these new features, we recommend installing: + +- [`zarr>=3.0.3`](https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.3) +- [`xarray>=2025.03.00`](https://github.com/pydata/xarray/releases/tag/v2025.03.0) +- [`kvikio>=25.04.00`](https://github.com/rapidsai/kvikio/releases/tag/v25.04.00) + +Reading to GPU can be enabled by using the [`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html) setting like so: + +```python +import cupy as cp +import xarray as xr +import zarr + +airt = xr.tutorial.open_dataset("air_temperature", engine="netcdf4") +airt.to_zarr(store="/tmp/air-temp.zarr", mode="w", zarr_format=3, consolidated=False) + +with zarr.config.enable_gpu(): + ds = xr.open_dataset("/tmp/air-temp.zarr", engine="zarr", consolidated=False) + assert isinstance(ds.air.data, cp.ndarray) +``` + +Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before it goes to GPU memory. +If you prefer to bypass CPU memory, and have GPU Direct Storage (GDS) enabled, you can use the `kvikio` driver like so: + +```python +import kvikio.zarr + +with zarr.config.enable_gpu(): + store = kvikio.zarr.GDSStore(root="/tmp/air-temp.zarr") + ds = xr.open_dataset(filename_or_obj=store, engine="zarr") + assert isinstance(ds.air.data, cp.ndarray) +``` + +This will read the data directly from the Zarr store to GPU memory, bypassing CPU memory altogether. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory. + +[ TODO: add a figure showing this -- technically decompression is still done on CPU. ] + + +(TODO ongoing work) Eventually with this [cupy-xarray Pull Request merged](https://github.com/xarray-contrib/cupy-xarray/pull/70) (based on earlier work at https://xarray.dev/blog/xarray-kvikio), this can be simplified to: + + +```python +import cupy_xarray + +ds = xr.open_dataset(filename_or_obj="/tmp/air-temp.zarr", engine="kvikio") +assert isinstance(ds.air.data, cp.ndarray) +``` + +How do these two methods, zarr (CPU) and kvikio (GPU), compare? + +(TODO put in benchmark numbers here). + +For kvikio performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. + + +### Step 3: GPU-based decompression with nvCOMP :rocket: + +For a fully GPU-native workflow, we can let the GPU do all of the work! +This includes reading the compressed data, decompression (using nvCOMP), any augmentation steps, to the ML model training. + +![image](https://hackmd.io/_uploads/rJtz66YCyl.png) + +Sending compressed instead of uncompressed data to the GPU means less data transfer overall, reducing I/O latency from storage to device. +To unlock this, we would need zarr-python to support GPU-based decompression codecs, with one for Zstandard (Zstd) currently being implemented at https://github.com/zarr-developers/zarr-python/pull/2863. + +![image](https://hackmd.io/_uploads/H1kJkk9Akx.png) + +Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled. + +Keep an eye on this space! + +### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI :twisted_rightwards_arrows: + +Ideally, we want to minimize pauses where the device (GPU) is waiting for the host (CPU) or vice versa. This is one of the reasons we went with [NVIDIA DALI](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) that enables overlapping CPU and GPU computation. + +Our full codebase is available at https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus for reference. +To start, there is a [zarr_DALI](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) folder with short, contained examples of a DALI pipeline loading from Zarr. + +Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. + +![image](https://hackmd.io/_uploads/H1YVp6tR1l.png) + +(TODO insert better nsight profiling figure than above showing overlapping CPU and GPU compute) + + +## Going Forward +This work is still ongoing, and we are continuing to explore ways to optimize data loading and processing for large-scale geospatial AI/ML workflows. We started this work during a 3-day hackathon, and we are excited to continue this work in the future. During the hackathon, we were able to make significant progress in optimizing data loading and processing for large-scale geospatial AI/ML workflows. + +We are continuing to explore the following areas: +- GPU Direct Storage (GDS) for optimal performance +- NVIDIA DALI +- Work out how to use GDS when reading from cloud object store instead of on-prem disk. +- etc + + +## Lessons Learned + +- Chunking matters! It really does. +- Consider using GPU Direct Storage (GDS) for optimal performance, but be aware of the setup and configuration required. +- GPU Direct Storage (GDS) can be an improvement for data-intensive workflows, but requires some setup and configuration. +- NVIDIA DALI is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. +- GPU-based decompression is a promising area for future work, but requires further development and testing. + + +## Acknowledgements +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. \ No newline at end of file From 32a8e326a0e14b4b714e39083f5efeb27f347b25 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Wed, 30 Apr 2025 18:37:48 -0600 Subject: [PATCH 02/69] adding headers --- src/posts/gpu-pipeline/index.md | 23 ++++++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 523cc3ce..f259bda2 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -1,4 +1,25 @@ -## Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) +--- +title: 'Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!)' +date: '2025-05-01' + +authors: + - name: Negin Sobhani + github: negin513 + - name: Wei Ji Leong + github: weiji14 + - name: Max Jones + github: maxjones + - name: Akshay Subranian + github: akshaysubr + - name: Thomas Augspurger + github: tomaugspurger + - name: Katelyn Fitzgerald + github: kafitzgerald + +summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xarray and Zarr.' +--- + +# Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) ## Introduction From d2f7e0d0488a07bbb290b2deaaac42b40d5a852b Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Wed, 30 Apr 2025 22:49:17 -0600 Subject: [PATCH 03/69] adding baseline image --- src/posts/gpu-pipeline/baseline.png | Bin 0 -> 168214 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 src/posts/gpu-pipeline/baseline.png diff --git a/src/posts/gpu-pipeline/baseline.png b/src/posts/gpu-pipeline/baseline.png new file mode 100644 index 0000000000000000000000000000000000000000..978963994b29b98d42ae2de8f44fe72a42537b43 GIT binary patch literal 168214 zcmZsC1zeQD);9tIN`t~K-JsG)!_wW|;L_dQ9kNJCiF9|kgp>$~l=K2F-6hS^@vZmX 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zw;c#~sKsQmu%Xh@QX|I7HbaV>GlAJkBSSvhkGaBL0~Twa*;!ft@%Q(4znK#Ib9vde zrM~{NySsbSx+d$SO<8bAh`YE06lG~?i9EKkh`m=)qSY}oY?_45X|36iUGDa+nLXkV zgnu=LUM2r~eb_skx;h6#ZtKKv^|!!?Ado3;}boBvR_h%Ax>OpLIz zv-`EQv{2sv5ap|iyTq=azduWgx8d3TkE_KARY`$ep$(&(%wtDeRvYW9AEw$`dw+_ydx-z3oISghpDG;^g#PfoVUkDba0 z{WVN~ZmAn5#~Av7g+J;oU<@#i2U%HI__89CDu3SDw7umbVU?*wuJd%d4qkg|+TidZ z`IaA;nL&3_Exy4uvl=<~$mmWTVSN+Z2J0QE|NY-=3&J*nGW&lHRy_6C0Jx7jLQA Date: Wed, 30 Apr 2025 22:56:54 -0600 Subject: [PATCH 04/69] update blog post --- src/posts/gpu-pipeline/index.md | 18 +++++++----------- 1 file changed, 7 insertions(+), 11 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index f259bda2..1dfa3cf1 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -63,29 +63,25 @@ The profiling results clearly showed that the data loading step was the main bot This was also confirmed by a few other flags we added in our script to measure the time spent on data loading and model training. The results are shown below: +[baseline plot](baseline.png) +In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: -In the above plot, - -- Real Data: Throughput of the data loading using the ERA-5 dataset. +- Real Data: Baseline throughput of the end-to-end pipeline using real data. - No Training (i.e. data loading throughput): Throughput of the data loading without any training (to measure the time spent on data loading vs. training). - Synthetic Data (i.e. Training throughput): Throughput of the data loading using synthetic data (to remove the data loading bottleneck). -The results show that the data loading step is the main bottleneck in our pipeline, with much lower throughput compared to the training step. - +The results show that the data loading step is the main bottleneck in our pipeline, with **much** lower throughput compared to the training step. ## Hackathon: Putting this altogether -We implemented a workflow that reads ERA-5 climate data from Zarr stores using the Xarray-kvikIO integration. -The data is then fed into a PyTorch DataLoader to train a U-Net model with a ResNet backbone for predicting next timestpes. -For scaling up to multiple GPUs, we utilized Distributed Data Parallel (DDP). - Our initial profiling showed that data loading is a major bottleneck in this workflow. -During the hackathon, we tested the following strategies: +During the hackathon, we tested the following strategies to improve the data loading performance: -1. Optimized Chunking: A blurb about this.... +1. Optimized Chunking & Compression + - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. 2. GPU native data loading with Zarr V3 and kvikIO 3. Using `nvcomp` for decompression on GPUs 4. NVIDIA DALI: We explored integrating NVIDIA's Data Loading Library (DALI) into Xarray to facilitate efficient data loading and preprocessing directly on the GPU. DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. 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+++++++++++++++------------------ 1 file changed, 21 insertions(+), 27 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 1dfa3cf1..43a36521 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -15,7 +15,7 @@ authors: github: tomaugspurger - name: Katelyn Fitzgerald github: kafitzgerald - + summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xarray and Zarr.' --- @@ -30,21 +30,22 @@ To tackle this issue, a team from the [National Center for Atmospheric Research In this post, we share our hackathon experience, the integration strategies we explored, and the performance gains we achieved to highlight how modern tools can transform data-intensive workflows. ## Problem + Machine learning pipelines typically involve: -* Reading data from disk or object storage. -* Transforming / preprocessing data (often CPU-bound). -* Feeding the data into GPUs for training or inference. -Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large dataset. +- Reading data from disk or object storage. +- Transforming / preprocessing data (often CPU-bound). +- Feeding the data into GPUs for training or inference. -In this hackathon, we tried looking at different ways of reducing this bottleneck. +Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large dataset. -### Data & Code Overview -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) training on ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. +In this hackathon, we tried looking at different ways of reducing this bottleneck. +### Data & Code Overview --- TODO : Add an example image. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) training on ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. +-- TODO : Add an example image. The basic data loader is implemented in `zarr_ML_optimization/train_unet.py` and the model is defined in `zarr_ML_optimization/model.py`. The training pipeline is designed to be flexible and can be easily adapted to different datasets and models. @@ -55,11 +56,11 @@ More details on the model and training pipeline can be found in the [README](htt First, we needed to identify the performance bottlenecks in our pipeline. We used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify the areas that needed optimization. Here are some screenshots of the profiling results: + - ![image](https://hackmd.io/_uploads/H1N1TTtAyl.png) - ![image](https://hackmd.io/_uploads/SyYA3pt0ye.png) -The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. The time spent on data loading was significantly higher than the time spent on model training. - +The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. The time spent on data loading was significantly higher than the time spent on model training. This was also confirmed by a few other flags we added in our script to measure the time spent on data loading and model training. The results are shown below: @@ -71,12 +72,11 @@ In the plot above, we show the throughput of the data loading and training steps - No Training (i.e. data loading throughput): Throughput of the data loading without any training (to measure the time spent on data loading vs. training). - Synthetic Data (i.e. Training throughput): Throughput of the data loading using synthetic data (to remove the data loading bottleneck). - The results show that the data loading step is the main bottleneck in our pipeline, with **much** lower throughput compared to the training step. ## Hackathon: Putting this altogether -Our initial profiling showed that data loading is a major bottleneck in this workflow. +Our initial profiling showed that data loading is a major bottleneck in this workflow. During the hackathon, we tested the following strategies to improve the data loading performance: @@ -86,7 +86,6 @@ During the hackathon, we tested the following strategies to improve the data loa 3. Using `nvcomp` for decompression on GPUs 4. NVIDIA DALI: We explored integrating NVIDIA's Data Loading Library (DALI) into Xarray to facilitate efficient data loading and preprocessing directly on the GPU. DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. - ### Step 1: Optimized chunking :card_file_box: The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. @@ -109,16 +108,14 @@ For more optimal performance, consider: 2. Concatenating several data variables together **if** a single chunk size is too small (<1MB), at the expense of reducing readability of the Zarr store. Having too many small chunks can be detrimental to read speeds. A compressed chunk should be >1MB, <10MB (??TODO verify) for optimal reads. - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python? - The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. -TODO: ADD plot here. +TODO: ADD plot here. ### Step 2: Reading with zarr-python v3 + kvikIO :open_book: The advent of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) bought many improvements, including the ability to [read from Zarr stores to CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). - Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! To benefit from these new features, we recommend installing: @@ -154,14 +151,12 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -This will read the data directly from the Zarr store to GPU memory, bypassing CPU memory altogether. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory. +This will read the data directly from the Zarr store to GPU memory, bypassing CPU memory altogether. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory. [ TODO: add a figure showing this -- technically decompression is still done on CPU. ] - (TODO ongoing work) Eventually with this [cupy-xarray Pull Request merged](https://github.com/xarray-contrib/cupy-xarray/pull/70) (based on earlier work at https://xarray.dev/blog/xarray-kvikio), this can be simplified to: - ```python import cupy_xarray @@ -175,7 +170,6 @@ How do these two methods, zarr (CPU) and kvikio (GPU), compare? For kvikio performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. - ### Step 3: GPU-based decompression with nvCOMP :rocket: For a fully GPU-native workflow, we can let the GPU do all of the work! @@ -205,17 +199,17 @@ Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hac (TODO insert better nsight profiling figure than above showing overlapping CPU and GPU compute) - ## Going Forward -This work is still ongoing, and we are continuing to explore ways to optimize data loading and processing for large-scale geospatial AI/ML workflows. We started this work during a 3-day hackathon, and we are excited to continue this work in the future. During the hackathon, we were able to make significant progress in optimizing data loading and processing for large-scale geospatial AI/ML workflows. + +This work is still ongoing, and we are continuing to explore ways to optimize data loading and processing for large-scale geospatial AI/ML workflows. We started this work during a 3-day hackathon, and we are excited to continue this work in the future. During the hackathon, we were able to make significant progress in optimizing data loading and processing for large-scale geospatial AI/ML workflows. We are continuing to explore the following areas: + - GPU Direct Storage (GDS) for optimal performance - NVIDIA DALI -- Work out how to use GDS when reading from cloud object store instead of on-prem disk. +- Work out how to use GDS when reading from cloud object store instead of on-prem disk. - etc - ## Lessons Learned - Chunking matters! It really does. @@ -224,6 +218,6 @@ We are continuing to explore the following areas: - NVIDIA DALI is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. - GPU-based decompression is a promising area for future work, but requires further development and testing. - ## Acknowledgements -This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. \ No newline at end of file + +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. From b52e1e7d3a6f13770e0f3b60c78e3fdb36d9e1f3 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Tue, 6 May 2025 12:48:02 -0600 Subject: [PATCH 07/69] Apply suggestions from code review Co-authored-by: Tom Augspurger --- src/posts/gpu-pipeline/index.md | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 43a36521..8ead0fcf 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -23,9 +23,9 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa ## Introduction -In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to transfer massive datasets from disk to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. +In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to preprocess and transfer massive datasets from storage to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. -To tackle this issue, a team from the [National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in a GPU hackathon to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native workflows using tools such as Zarr, kvikIO, and DALI. +To tackle this issue, a team from the [National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in a GPU hackathon to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native workflows using tools such as [Zarr](https://zarr.readthedocs.io/), [KvikIO](https://docs.rapids.ai/api/kvikio/stable/), and [DALI](https://developer.nvidia.com/dali). In this post, we share our hackathon experience, the integration strategies we explored, and the performance gains we achieved to highlight how modern tools can transform data-intensive workflows. @@ -37,13 +37,13 @@ Machine learning pipelines typically involve: - Transforming / preprocessing data (often CPU-bound). - Feeding the data into GPUs for training or inference. -Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large dataset. +Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets. In this hackathon, we tried looking at different ways of reducing this bottleneck. ### Data & Code Overview -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) training on ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. -- TODO : Add an example image. @@ -64,7 +64,7 @@ The profiling results clearly showed that the data loading step was the main bot This was also confirmed by a few other flags we added in our script to measure the time spent on data loading and model training. The results are shown below: -[baseline plot](baseline.png) +![baseline plot](baseline.png) In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: @@ -82,7 +82,7 @@ During the hackathon, we tested the following strategies to improve the data loa 1. Optimized Chunking & Compression - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. -2. GPU native data loading with Zarr V3 and kvikIO +2. GPU native data loading with Zarr V3 and KvikIO 3. Using `nvcomp` for decompression on GPUs 4. NVIDIA DALI: We explored integrating NVIDIA's Data Loading Library (DALI) into Xarray to facilitate efficient data loading and preprocessing directly on the GPU. DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. 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zkG2-Iw>FnF=QV#u-VS^^150`NS!Tvq`RvWN)TGQkEz`U=OSv!ZVRy4*Os6IkjKSR{ zj}6U4vu0x5B_oGDrl>A?0&I=f1XQ)KZIf^E*nh0wmrOM7lxpHek>#34E^U9W$2EQi zF;q)=OJVe9|L@+o9jV7OXsf%#H7+Uo<)^P(Jg13!mkr{J+PA-$v{-?q{(s)0w}1ZE ZUFr!FarrlM|I)sGyyS7Q`iG!D{tu!e7K#7> literal 0 HcmV?d00001 From 5d168bea37c84043118805b72cb29f049718271e Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 13:54:15 -0600 Subject: [PATCH 10/69] update --- src/posts/gpu-pipeline/index.md | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 8ead0fcf..2cbc71a0 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -57,12 +57,13 @@ First, we needed to identify the performance bottlenecks in our pipeline. We use Here are some screenshots of the profiling results: -- ![image](https://hackmd.io/_uploads/H1N1TTtAyl.png) -- ![image](https://hackmd.io/_uploads/SyYA3pt0ye.png) +- ![profiling_screenshot1](posts/gpu-pipline/profiling_screenshot1.png) +- ![profiling_screenshot2](posts/gpu-pipline/profiling_screenshot2.png) -The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. The time spent on data loading was significantly higher than the time spent on model training. +The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). -This was also confirmed by a few other flags we added in our script to measure the time spent on data loading and model training. The results are shown below: + +This was also confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below: ![baseline plot](baseline.png) From 8c292d3cfaeaefbac1c73623cb3bf7c6b6d92b11 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 14:31:30 -0600 Subject: [PATCH 11/69] screenshot 1 added --- .../gpu-pipline/profiling_screenshot1.png | Bin 401582 -> 371517 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/public/posts/gpu-pipline/profiling_screenshot1.png b/public/posts/gpu-pipline/profiling_screenshot1.png index ba38c5ef61c651208d77368c0b4405a588ee8a8c..d0a494d9e2ac60876dc0a66ab618f0c8cbf0d34b 100644 GIT binary patch literal 371517 zcmeFZhgVZU*DtK1fYL>!LAgef zz4snSCdb>G!qS~eZB}{gV5)?Nwo5Sh+)RnHx(H6M{i(hxxUine?Cw15kJtYv>Fz5 z)Zk0W`Ki~?weI`$zz5~{l|1!j;4+~am#&4g(?Y6|{+Tyq*$?jilr>NLN%R|*K`Q9k zsfN#2rPGTjsLg>f=hEN#$zqc9=AORs&P80+Xv)A(fm4dO-}guF7??PJntT|;x#k<2 z-5nBhLYS&F$d4@pm&bgML3R7+84bjw_O!eYFRFGNo*HfxS2$}l;Hc~eH`B|Jl7wQ; zqy7Eq-j{sp-@>Q-Iahf!OF0z~cE@$i#7Ru%ZL?Hlec(fWHu`6r#O2xM6HTvet^JKG za5kGx8hxa<1tmzo2viQgP7@+C&K(ydzrF~PTp 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zkG2-Iw>FnF=QV#u-VS^^150`NS!Tvq`RvWN)TGQkEz`U=OSv!ZVRy4*Os6IkjKSR{ zj}6U4vu0x5B_oGDrl>A?0&I=f1XQ)KZIf^E*nh0wmrOM7lxpHek>#34E^U9W$2EQi zF;q)=OJVe9|L@+o9jV7OXsf%#H7+Uo<)^P(Jg13!mkr{J+PA-$v{-?q{(s)0w}1ZE ZUFr!FarrlM|I)sGyyS7Q`iG!D{tu!e7K#7> From e9195c8b40e2deece7b30c7c723985d3ecd9371b Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 14:34:45 -0600 Subject: [PATCH 12/69] moving baseline png --- .../posts/gpu-pipline}/baseline.png | Bin 1 file changed, 0 insertions(+), 0 deletions(-) rename {src/posts/gpu-pipeline => public/posts/gpu-pipline}/baseline.png (100%) diff --git a/src/posts/gpu-pipeline/baseline.png b/public/posts/gpu-pipline/baseline.png similarity index 100% rename from src/posts/gpu-pipeline/baseline.png rename to public/posts/gpu-pipline/baseline.png From 304acb08543b92bb5377799d00659229117c26fb Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 14:36:23 -0600 Subject: [PATCH 13/69] adding pngs for the plots --- src/posts/gpu-pipeline/index.md | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 2cbc71a0..e4f1747d 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -21,6 +21,8 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa # Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) +## TLDR + ## Introduction In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to preprocess and transfer massive datasets from storage to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. @@ -57,15 +59,15 @@ First, we needed to identify the performance bottlenecks in our pipeline. We use Here are some screenshots of the profiling results: -- ![profiling_screenshot1](posts/gpu-pipline/profiling_screenshot1.png) -- ![profiling_screenshot2](posts/gpu-pipline/profiling_screenshot2.png) +![baseline single GPU profiling screenshot -- Issue 1](/posts/gpu-pipline/profiling_screenshot1.png) +![baseline single GPU profiling screenshot -- Issue 2](/posts/gpu-pipline/profiling_screenshot2.png) The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). This was also confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below: -![baseline plot](baseline.png) +![baseline plot](/posts/gpu-pipline/baseline.png) In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: @@ -106,7 +108,8 @@ ds.to_zarr("rechunked_ERA5.zarr", zarr_version=3) For more optimal performance, consider: 1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. :wink: -2. Concatenating several data variables together **if** a single chunk size is too small (<1MB), at the expense of reducing readability of the Zarr store. Having too many small chunks can be detrimental to read speeds. A compressed chunk should be >1MB, <10MB (??TODO verify) for optimal reads. +2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. +Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<10MB` (??TODO verify) for optimal reads. - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python? The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. From eccf86cd9691d75ed7071c851bdd8222cac559e5 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 14:49:14 -0600 Subject: [PATCH 14/69] updates --- src/posts/gpu-pipeline/index.md | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index e4f1747d..9479d199 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -21,7 +21,7 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa # Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) -## TLDR +## TL;DR ## Introduction @@ -62,12 +62,21 @@ Here are some screenshots of the profiling results: ![baseline single GPU profiling screenshot -- Issue 1](/posts/gpu-pipline/profiling_screenshot1.png) ![baseline single GPU profiling screenshot -- Issue 2](/posts/gpu-pipline/profiling_screenshot2.png) + +

+ + The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). This was also confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below: -![baseline plot](/posts/gpu-pipline/baseline.png) +
+ baseline plot +
In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: @@ -109,8 +118,8 @@ For more optimal performance, consider: 1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. :wink: 2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. -Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<10MB` (??TODO verify) for optimal reads. - - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python? +Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` (??TODO verify) for optimal reads. + - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. From dbd7f46ed6bee751328a4edfc1d6722504a3a0c7 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Mon, 12 May 2025 20:49:28 +0000 Subject: [PATCH 15/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 25 +++++++++++++++++-------- 1 file changed, 17 insertions(+), 8 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 9479d199..dcca1830 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -62,20 +62,29 @@ Here are some screenshots of the profiling results: ![baseline single GPU profiling screenshot -- Issue 1](/posts/gpu-pipline/profiling_screenshot1.png) ![baseline single GPU profiling screenshot -- Issue 2](/posts/gpu-pipline/profiling_screenshot2.png) -
- Issue 1 - Issue 2 + Issue 1 + Issue 2
- The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). - This was also confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below:
- baseline plot + baseline plot
In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: @@ -118,8 +127,8 @@ For more optimal performance, consider: 1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. :wink: 2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. -Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` (??TODO verify) for optimal reads. - - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. + Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` (??TODO verify) for optimal reads. + - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. From 77fd3837ce2661b1fb47ead459b3892ba98b021f Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 16:58:24 -0600 Subject: [PATCH 16/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Deepak Cherian --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index dcca1830..227bb482 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -39,7 +39,7 @@ Machine learning pipelines typically involve: - Transforming / preprocessing data (often CPU-bound). - Feeding the data into GPUs for training or inference. -Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets. +Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets (profiles discussed below). In this hackathon, we tried looking at different ways of reducing this bottleneck. From 972b85b66b157c175864af1a074eeb1a1d79b917 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 16:32:10 -0600 Subject: [PATCH 17/69] some updates --- src/posts/gpu-pipeline/index.md | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 227bb482..9863b893 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -107,7 +107,7 @@ During the hackathon, we tested the following strategies to improve the data loa 3. Using `nvcomp` for decompression on GPUs 4. NVIDIA DALI: We explored integrating NVIDIA's Data Loading Library (DALI) into Xarray to facilitate efficient data loading and preprocessing directly on the GPU. DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. -### Step 1: Optimized chunking :card_file_box: +### Step 1: Optimized chunking The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3. @@ -134,11 +134,11 @@ The plot below shows the read performance of the original dataset vs. the rechun TODO: ADD plot here. -### Step 2: Reading with zarr-python v3 + kvikIO :open_book: +### Step 2: Reading with zarr-python v3 + kvikIO 📖 The advent of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) bought many improvements, including the ability to [read from Zarr stores to CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). -Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! +Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! To benefit from these new features, we recommend installing: @@ -161,7 +161,8 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before it goes to GPU memory. +Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before it goes to GPU memory. + If you prefer to bypass CPU memory, and have GPU Direct Storage (GDS) enabled, you can use the `kvikio` driver like so: ```python @@ -173,11 +174,11 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -This will read the data directly from the Zarr store to GPU memory, bypassing CPU memory altogether. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory. +This will read the data directly from the Zarr store to GPU memory, bypassing CPU memory. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory, but requires GPU Direct Storage (GDS) to be enabled on your system. For now decompression is still done on CPU, but this is a step towards a fully GPU-native workflow. In the figure below, we show the flowchart of the data loading process with GDS enabled , but please note that the decompression step is still done on CPU. -[ TODO: add a figure showing this -- technically decompression is still done on CPU. ] +![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) -(TODO ongoing work) Eventually with this [cupy-xarray Pull Request merged](https://github.com/xarray-contrib/cupy-xarray/pull/70) (based on earlier work at https://xarray.dev/blog/xarray-kvikio), this can be simplified to: +Eventually with this [cupy-xarray Pull Request merged](https://github.com/xarray-contrib/cupy-xarray/pull/70) (based on earlier work at https://xarray.dev/blog/xarray-kvikio), this can be simplified to: ```python import cupy_xarray @@ -192,7 +193,7 @@ How do these two methods, zarr (CPU) and kvikio (GPU), compare? For kvikio performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. -### Step 3: GPU-based decompression with nvCOMP :rocket: +### Step 3: GPU-based decompression with nvCOMP 🚀 For a fully GPU-native workflow, we can let the GPU do all of the work! This includes reading the compressed data, decompression (using nvCOMP), any augmentation steps, to the ML model training. From 7f79ed0bcdd87b9d4022c8f2d048b84bc5d2e256 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 16:56:18 -0600 Subject: [PATCH 18/69] revision --- src/posts/gpu-pipeline/index.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 9863b893..dddcc688 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -187,11 +187,11 @@ ds = xr.open_dataset(filename_or_obj="/tmp/air-temp.zarr", engine="kvikio") assert isinstance(ds.air.data, cp.ndarray) ``` -How do these two methods, zarr (CPU) and kvikio (GPU), compare? +How do these two methods, Zarr (CPU) and kvikio (GPU), compare? (TODO put in benchmark numbers here). -For kvikio performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. +**Note**: For kvikio performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. ### Step 3: GPU-based decompression with nvCOMP 🚀 From 1d4626fdeaeab86502d27c928dcdffcd5dbb1b12 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 16:56:40 -0600 Subject: [PATCH 19/69] adding flowchart --- public/posts/gpu-pipline/flowchart_2.png | Bin 0 -> 47514 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 public/posts/gpu-pipline/flowchart_2.png diff --git a/public/posts/gpu-pipline/flowchart_2.png b/public/posts/gpu-pipline/flowchart_2.png new file mode 100644 index 0000000000000000000000000000000000000000..15982109e74e91a0eca877a43bf6f783753c8013 GIT binary patch literal 47514 zcmeFZWmr^Q`#uafDqsLZs>Co1of0BFl0%0`hoE#xcPSwtDIiFPG$Ne>B1(vKry$+Z zA@HujTW_D||NH!YdOQvehuM3tz1Fp^TIY3M1Su&NZvoylMV2HGexF?IHOynQ_21VNsf0~ZWlutFd zPq4-rimmgURx^Q2>Q-nE<#+M2ZF(Yc@6;Txd!@OiBb?Z{TIFUv{7>$4CS}KHy>FTG 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[PATCH 21/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index dddcc688..14e507b7 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -138,7 +138,7 @@ TODO: ADD plot here. The advent of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) bought many improvements, including the ability to [read from Zarr stores to CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). -Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! +Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! To benefit from these new features, we recommend installing: @@ -161,7 +161,7 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before it goes to GPU memory. +Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before it goes to GPU memory. If you prefer to bypass CPU memory, and have GPU Direct Storage (GDS) enabled, you can use the `kvikio` driver like so: From 587586c2fa8248dc037688bfd61715584888b392 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 18:34:39 -0600 Subject: [PATCH 22/69] quick updates --- src/posts/gpu-pipeline/index.md | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 14e507b7..32f86564 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -125,7 +125,7 @@ ds.to_zarr("rechunked_ERA5.zarr", zarr_version=3) For more optimal performance, consider: -1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. :wink: +1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. 😉 2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` (??TODO verify) for optimal reads. - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. @@ -195,10 +195,9 @@ How do these two methods, Zarr (CPU) and kvikio (GPU), compare? ### Step 3: GPU-based decompression with nvCOMP 🚀 -For a fully GPU-native workflow, we can let the GPU do all of the work! -This includes reading the compressed data, decompression (using nvCOMP), any augmentation steps, to the ML model training. +For a fully GPU-native workflow, we can let the GPU do all of the work, including decompression. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides GPU-accelerated compression and decompression algorithms for various data formats, including Zstandard (Zstd). This means that all steps of data loading including reading, decompressing, and transforming data can be done on the GPU, significantly reducing the time spent on data loading (see figure below). -![image](https://hackmd.io/_uploads/rJtz66YCyl.png) +![GPU native decompression](/posts/gpu-pipline/flowchart_3.png) Sending compressed instead of uncompressed data to the GPU means less data transfer overall, reducing I/O latency from storage to device. To unlock this, we would need zarr-python to support GPU-based decompression codecs, with one for Zstandard (Zstd) currently being implemented at https://github.com/zarr-developers/zarr-python/pull/2863. @@ -209,11 +208,12 @@ Figure above shows benchmark comparing CPU vs GPU-based decompression, with or w Keep an eye on this space! -### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI :twisted_rightwards_arrows: +### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI 🔀 -Ideally, we want to minimize pauses where the device (GPU) is waiting for the host (CPU) or vice versa. This is one of the reasons we went with [NVIDIA DALI](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) that enables overlapping CPU and GPU computation. +Ideally, we want to minimize pauses where the device (GPU) is waiting for the host (CPU) or vice versa (see profiling screenshots above!). This is one of the reasons we went with [NVIDIA DALI](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) that enables overlapping CPU and GPU computation. Our full codebase is available at https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus for reference. + To start, there is a [zarr_DALI](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) folder with short, contained examples of a DALI pipeline loading from Zarr. Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. @@ -243,4 +243,4 @@ We are continuing to explore the following areas: ## Acknowledgements -This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. 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-200,11 +200,11 @@ For a fully GPU-native workflow, we can let the GPU do all of the work, includin ![GPU native decompression](/posts/gpu-pipline/flowchart_3.png) Sending compressed instead of uncompressed data to the GPU means less data transfer overall, reducing I/O latency from storage to device. -To unlock this, we would need zarr-python to support GPU-based decompression codecs, with one for Zstandard (Zstd) currently being implemented at https://github.com/zarr-developers/zarr-python/pull/2863. +To unlock this, we would need zarr-python to support GPU-based decompression codecs, with one for Zstandard (Zstd) currently being implemented in [this PR](https://github.com/zarr-developers/zarr-python/pull/2863). -![image](https://hackmd.io/_uploads/H1kJkk9Akx.png) +![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) -Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled. +Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). Keep an eye on this space! From c11ce340d0042b4967905078378cc5c4f2202290 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 20:22:01 -0600 Subject: [PATCH 25/69] updates --- src/posts/gpu-pipeline/index.md | 58 +++++++++++++++++++-------------- 1 file changed, 33 insertions(+), 25 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 2ca1cfee..b688dbfc 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -43,9 +43,9 @@ Although GPU compute is incredibly fast, the CPU can become a bottleneck when de In this hackathon, we tried looking at different ways of reducing this bottleneck. -### Data & Code Overview +### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. -- TODO : Add an example image. @@ -55,7 +55,8 @@ More details on the model and training pipeline can be found in the [README](htt ### Performance Bottlenecks -First, we needed to identify the performance bottlenecks in our pipeline. We used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify the areas that needed optimization. +First, we needed to identify the performance bottlenecks in our pipeline. We used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify the areas that needed optimization. The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). + Here are some screenshots of the profiling results: @@ -75,9 +76,8 @@ Here are some screenshots of the profiling results: /> -The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). -This was also confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below: +This was further confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below:
1MB`, `<100MB` (??TODO verify) for optimal reads. + Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` for optimal reads. - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. +3. Align chunks with access pattern of your model. The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. @@ -204,25 +207,29 @@ To unlock this, we would need zarr-python to support GPU-based decompression cod ![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) -Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). +Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). + +These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device. This is especially useful for large datasets, as it allows for faster data loading and processing. + +Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. 😎 -Keep an eye on this space! +💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce latency and free up CPU resources for other tasks. ### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI 🔀 -Ideally, we want to minimize pauses where the device (GPU) is waiting for the host (CPU) or vice versa (see profiling screenshots above!). This is one of the reasons we went with [NVIDIA DALI](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) that enables overlapping CPU and GPU computation. +Ideally, we want to minimize idle time on both the CPU and GPU by overlapping their workloads. In traditional PyTorch DataLoaders, data loading and preprocessing often happen sequentially before GPU training can begin—this creates stalls where the GPU sits idle waiting for input (as seen in our baseline profiling screenshots above). -Our full codebase is available at https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus for reference. +To address this inefficiency, we adopted [NVIDIA DALI (Data Loading Library)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html), which provides a flexible, GPU-accelerated data pipeline with built-in support for asynchronous execution across CPU and GPU stages. DALI helps reduce CPU pressure, enables concurrent preprocessing, and increases training throughput by pipelining operations. -To start, there is a [zarr_DALI](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) folder with short, contained examples of a DALI pipeline loading from Zarr. +To start, we started with a minimal example in [zarr_DALI folder](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to create a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store, transfer them directly to GPU memory using CuPy-backed arrays. -Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. +Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. ![image](https://hackmd.io/_uploads/H1YVp6tR1l.png) (TODO insert better nsight profiling figure than above showing overlapping CPU and GPU compute) -## Going Forward +## Going Forward 🔮 This work is still ongoing, and we are continuing to explore ways to optimize data loading and processing for large-scale geospatial AI/ML workflows. We started this work during a 3-day hackathon, and we are excited to continue this work in the future. During the hackathon, we were able to make significant progress in optimizing data loading and processing for large-scale geospatial AI/ML workflows. @@ -230,17 +237,18 @@ We are continuing to explore the following areas: - GPU Direct Storage (GDS) for optimal performance - NVIDIA DALI +- Support for sharded Zarr with GPU-friendly access patterns. - Work out how to use GDS when reading from cloud object store instead of on-prem disk. -- etc +- GPU-based decompression with nvCOMP -## Lessons Learned +## Lessons Learned 💡 -- Chunking matters! It really does. -- Consider using GPU Direct Storage (GDS) for optimal performance, but be aware of the setup and configuration required. -- GPU Direct Storage (GDS) can be an improvement for data-intensive workflows, but requires some setup and configuration. -- NVIDIA DALI is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. -- GPU-based decompression is a promising area for future work, but requires further development and testing. +- **Chunking matters!** It really does and can make a huge difference in performance. +- **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. +- Compression trade-offs: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. +- **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. +- **GPU-native decompression** is a promising area for future work, but requires further development and testing. -## Acknowledgements +## Acknowledgements 🙌 This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. \ No newline at end of file From 5361a898e5d564fa4941ba836299d83c2a08d93b Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 20:38:46 -0600 Subject: [PATCH 26/69] more revisions --- src/posts/gpu-pipeline/index.md | 25 ++++++++----------------- 1 file changed, 8 insertions(+), 17 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index b688dbfc..2df1f357 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -60,32 +60,23 @@ First, we needed to identify the performance bottlenecks in our pipeline. We use Here are some screenshots of the profiling results: -![baseline single GPU profiling screenshot -- Issue 1](/posts/gpu-pipline/profiling_screenshot1.png) -![baseline single GPU profiling screenshot -- Issue 2](/posts/gpu-pipline/profiling_screenshot2.png)
Issue 1 Issue 2
+This was further confirmed by additional tests comparing data loading and training throughput, as illustrated in the figure below: +baseline plot -This was further confirmed by a few other tests to measure the time spent on data loading and model training. The results are shown below: - -
- baseline plot -
In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: @@ -101,13 +92,13 @@ Our initial profiling showed that data loading is a major bottleneck in this wor During the hackathon, we tested the following strategies to improve the data loading performance: -1. Optimized Chunking & Compression +1. **Optimized Chunking & Compression** - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. -2. GPU native data loading with Zarr V3 and KvikIO. +2. **GPU native data loading with Zarr V3 and KvikIO** - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized KvikIO to bypass CPU memory, enabling direct data transfer from storage to GPU. -3. Using `nvcomp` for decompression on GPUs. +3. **Using `nvcomp` for decompression on GPUs** - We explored using NVIDIA's nvCOMP library for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. -4. NVIDIA DALI: We explored integrating NVIDIA's Data Loading Library (DALI) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. +4. **NVIDIA DALI**: We explored integrating NVIDIA's Data Loading Library (DALI) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. ### Step 1: Optimized chunking From d13963ca26538ff1d8807803e3442c1c8e258924 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 22:19:12 -0600 Subject: [PATCH 27/69] adding index.md --- src/posts/gpu-pipeline/index.md | 13 +++++++++++-- 1 file changed, 11 insertions(+), 2 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 2df1f357..31274536 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -23,11 +23,12 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa ## TL;DR + ## Introduction In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to preprocess and transfer massive datasets from storage to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. -To tackle this issue, a team from the [National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in a GPU hackathon to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native workflows using tools such as [Zarr](https://zarr.readthedocs.io/), [KvikIO](https://docs.rapids.ai/api/kvikio/stable/), and [DALI](https://developer.nvidia.com/dali). +To tackle this issue, a team from the [National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in the [OpenHackathon](https://www.openhackathons.org/s/) to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native workflows using tools such as [Zarr](https://zarr.readthedocs.io/), [KvikIO](https://docs.rapids.ai/api/kvikio/stable/), and [DALI](https://developer.nvidia.com/dali). In this post, we share our hackathon experience, the integration strategies we explored, and the performance gains we achieved to highlight how modern tools can transform data-intensive workflows. @@ -242,4 +243,12 @@ We are continuing to explore the following areas: ## Acknowledgements 🙌 -This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. \ No newline at end of file +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NCAR for providing access to NCAR’s Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). + + +
+ NSF NCAR Logo + Development Seed Logo + NVIDIA Logo + Open Hackathons Logo +
From bfa138d38c0c0d4e8c45c2c74ac396e834f736e0 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 13 May 2025 04:19:25 +0000 Subject: [PATCH 28/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 61 +++++++++++++++++++++++---------- 1 file changed, 43 insertions(+), 18 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 31274536..355de74f 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -23,7 +23,6 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa ## TL;DR - ## Introduction In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to preprocess and transfer massive datasets from storage to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. @@ -46,7 +45,7 @@ In this hackathon, we tried looking at different ways of reducing this bottlenec ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. -- TODO : Add an example image. @@ -58,10 +57,8 @@ More details on the model and training pipeline can be found in the [README](htt First, we needed to identify the performance bottlenecks in our pipeline. We used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify the areas that needed optimization. The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). - Here are some screenshots of the profiling results: -
This was further confirmed by additional tests comparing data loading and training throughput, as illustrated in the figure below: -baseline plot +baseline plot In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: @@ -96,7 +97,7 @@ During the hackathon, we tested the following strategies to improve the data loa 1. **Optimized Chunking & Compression** - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. 2. **GPU native data loading with Zarr V3 and KvikIO** - - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized KvikIO to bypass CPU memory, enabling direct data transfer from storage to GPU. + - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized KvikIO to bypass CPU memory, enabling direct data transfer from storage to GPU. 3. **Using `nvcomp` for decompression on GPUs** - We explored using NVIDIA's nvCOMP library for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. 4. **NVIDIA DALI**: We explored integrating NVIDIA's Data Loading Library (DALI) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. @@ -123,7 +124,7 @@ For more optimal performance, consider: 2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` for optimal reads. - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. -3. Align chunks with access pattern of your model. +3. Align chunks with access pattern of your model. The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. @@ -199,7 +200,7 @@ To unlock this, we would need zarr-python to support GPU-based decompression cod ![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) -Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). +Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device. This is especially useful for large datasets, as it allows for faster data loading and processing. @@ -213,9 +214,9 @@ Ideally, we want to minimize idle time on both the CPU and GPU by overlapping th To address this inefficiency, we adopted [NVIDIA DALI (Data Loading Library)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html), which provides a flexible, GPU-accelerated data pipeline with built-in support for asynchronous execution across CPU and GPU stages. DALI helps reduce CPU pressure, enables concurrent preprocessing, and increases training throughput by pipelining operations. -To start, we started with a minimal example in [zarr_DALI folder](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to create a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store, transfer them directly to GPU memory using CuPy-backed arrays. +To start, we started with a minimal example in [zarr_DALI folder](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to create a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store, transfer them directly to GPU memory using CuPy-backed arrays. -Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. +Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. ![image](https://hackmd.io/_uploads/H1YVp6tR1l.png) @@ -235,20 +236,44 @@ We are continuing to explore the following areas: ## Lessons Learned 💡 -- **Chunking matters!** It really does and can make a huge difference in performance. +- **Chunking matters!** It really does and can make a huge difference in performance. - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. - Compression trade-offs: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. - **GPU-native decompression** is a promising area for future work, but requires further development and testing. -## Acknowledgements 🙌 +## Acknowledgements 🙌 This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NCAR for providing access to NCAR’s Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). - -
- NSF NCAR Logo - Development Seed Logo - NVIDIA Logo - Open Hackathons Logo +
+ NSF NCAR Logo + Development Seed Logo + NVIDIA Logo + Open Hackathons Logo
From f3d61910d877bad4ea7fd4f26eb8294ecdc4c22b Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 22:31:01 -0600 Subject: [PATCH 29/69] merge conflict --- src/posts/gpu-pipeline/index.md | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 355de74f..b1e697ac 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -21,7 +21,11 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa # Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) -## TL;DR +## TL;DR + +Earth science AI/ML workflows are often bottlenecked by slow data loading, leaving GPUs underutilized while CPUs struggle to feed large climate datasets like ERA5. In this blog post, we discuss how to build a GPU-native pipeline using Zarr v3, CuPy, KvikIO, and NVIDIA DALI to accelerate data throughput. We walk through profiling results, chunking strategies, direct-to-GPU data reads, and GPU-accelerated preprocessing, all aimed at maximizing GPU usage and minimizing I/O overhead. + +The result: faster training, higher throughput, and a scalable path forward for geoscience ML workflows. 🌍🤖🚀 ## Introduction @@ -240,6 +244,7 @@ We are continuing to explore the following areas: - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. - Compression trade-offs: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. +- CuPy-Xarray integration is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). - **GPU-native decompression** is a promising area for future work, but requires further development and testing. ## Acknowledgements 🙌 From 1a033057d4cec73b3a4431dfe402c300a58a1e21 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 13 May 2025 04:31:52 +0000 Subject: [PATCH 30/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index b1e697ac..3985ac9a 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -21,9 +21,9 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa # Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) -## TL;DR +## TL;DR -Earth science AI/ML workflows are often bottlenecked by slow data loading, leaving GPUs underutilized while CPUs struggle to feed large climate datasets like ERA5. In this blog post, we discuss how to build a GPU-native pipeline using Zarr v3, CuPy, KvikIO, and NVIDIA DALI to accelerate data throughput. We walk through profiling results, chunking strategies, direct-to-GPU data reads, and GPU-accelerated preprocessing, all aimed at maximizing GPU usage and minimizing I/O overhead. +Earth science AI/ML workflows are often bottlenecked by slow data loading, leaving GPUs underutilized while CPUs struggle to feed large climate datasets like ERA5. In this blog post, we discuss how to build a GPU-native pipeline using Zarr v3, CuPy, KvikIO, and NVIDIA DALI to accelerate data throughput. We walk through profiling results, chunking strategies, direct-to-GPU data reads, and GPU-accelerated preprocessing, all aimed at maximizing GPU usage and minimizing I/O overhead. The result: faster training, higher throughput, and a scalable path forward for geoscience ML workflows. 🌍🤖🚀 @@ -244,7 +244,7 @@ We are continuing to explore the following areas: - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. - Compression trade-offs: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. -- CuPy-Xarray integration is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). +- CuPy-Xarray integration is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). - **GPU-native decompression** is a promising area for future work, but requires further development and testing. ## Acknowledgements 🙌 From 6970e2984847fd1325699b7a6c915e8f991a298b Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 22:35:30 -0600 Subject: [PATCH 31/69] adding links --- src/posts/gpu-pipeline/index.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 3985ac9a..3551a178 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -101,10 +101,10 @@ During the hackathon, we tested the following strategies to improve the data loa 1. **Optimized Chunking & Compression** - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. 2. **GPU native data loading with Zarr V3 and KvikIO** - - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized KvikIO to bypass CPU memory, enabling direct data transfer from storage to GPU. + - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized [KvikIO](https://docs.rapids.ai/api/kvikio/stable/) to bypass CPU memory, enabling direct data transfer from storage to GPU. 3. **Using `nvcomp` for decompression on GPUs** - - We explored using NVIDIA's nvCOMP library for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. -4. **NVIDIA DALI**: We explored integrating NVIDIA's Data Loading Library (DALI) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. + - We explored using [NVIDIA's nvCOMP library](https://developer.nvidia.com/nvcomp) for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. +4. **NVIDIA DALI**: We explored integrating [NVIDIA's Data Loading Library (DALI)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. ### Step 1: Optimized chunking From 88faa93b9038a618609f41e85651ef68a1f1b6b9 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 22:40:46 -0600 Subject: [PATCH 32/69] add link to the repo and remove todo --- src/posts/gpu-pipeline/index.md | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 3551a178..ab171fb5 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -49,9 +49,7 @@ In this hackathon, we tried looking at different ways of reducing this bottlenec ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. - --- TODO : Add an example image. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. [This repository](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus) contains all our work, including the data loading pipeline, model implementation, and training scripts for the hackathon. The basic data loader is implemented in `zarr_ML_optimization/train_unet.py` and the model is defined in `zarr_ML_optimization/model.py`. The training pipeline is designed to be flexible and can be easily adapted to different datasets and models. From e903e6a83ce54c1ae8acc2a786d4cceb203786ff Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Tue, 13 May 2025 04:41:32 +0000 Subject: [PATCH 33/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index ab171fb5..948ac79d 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -49,7 +49,7 @@ In this hackathon, we tried looking at different ways of reducing this bottlenec ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. [This repository](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus) contains all our work, including the data loading pipeline, model implementation, and training scripts for the hackathon. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. [This repository](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus) contains all our work, including the data loading pipeline, model implementation, and training scripts for the hackathon. The basic data loader is implemented in `zarr_ML_optimization/train_unet.py` and the model is defined in `zarr_ML_optimization/model.py`. The training pipeline is designed to be flexible and can be easily adapted to different datasets and models. From 88ad95acfa227868802a402052ab3b0f6e23a6e3 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 12 May 2025 22:42:26 -0600 Subject: [PATCH 34/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Deepak Cherian --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 948ac79d..94e54219 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -8,7 +8,7 @@ authors: - name: Wei Ji Leong github: weiji14 - name: Max Jones - github: maxjones + github: maxrjones - name: Akshay Subranian github: akshaysubr - name: Thomas Augspurger From ac66f7c5fd7f59ec37639ca3a5f6fc2412a01cf0 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Fri, 23 May 2025 01:12:10 -0600 Subject: [PATCH 35/69] adding DALI dataloader screenshot --- .../gpu-pipline/profiling_screenshot_dali.png | Bin 0 -> 123780 bytes 1 file changed, 0 insertions(+), 0 deletions(-) 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our hackathon experience, the integration strategies we e ## Problem -Machine learning pipelines typically involve: +ML pipelines for large scientific datasets typically include steps: -- Reading data from disk or object storage. -- Transforming / preprocessing data (often CPU-bound). -- Feeding the data into GPUs for training or inference. +- Reading raw data from disk or object storage (often CPU-bound) +- Transforming / preprocessing data (often CPU-bound) +- Model Training/Inference (often GPU-bound) -Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets (profiles discussed below). +Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets. In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU. + +In this hackathon, we explored several strategies to reduce the data loading bottleneck and build a GPU-native pipeline to maximize GPU utilization. -In this hackathon, we tried looking at different ways of reducing this bottleneck. ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet backend) model on the ERA-5 Dataset to predict next time steps. The U-Net model is implemented in PyTorch and the training pipeline is built using PyTorch DataLoader. The model can be trained on a single GPU or multiple GPUs using Distributed Data Parallel (DDP) for parallelization. [This repository](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus) contains all our work, including the data loading pipeline, model implementation, and training scripts for the hackathon. +For this hackathon, we developed a benchmark of training a U-NET (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). -The basic data loader is implemented in `zarr_ML_optimization/train_unet.py` and the model is defined in `zarr_ML_optimization/model.py`. The training pipeline is designed to be flexible and can be easily adapted to different datasets and models. -More details on the model and training pipeline can be found in the [README](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/zarr_ML_optimization/README.md) file in the `zarr_ML_optimization` folder. +### Initial Performance Bottlenecks -### Performance Bottlenecks +First, we used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify performance bottlenecks. -First, we needed to identify the performance bottlenecks in our pipeline. We used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify the areas that needed optimization. The profiling results clearly showed that the data loading step was the main bottleneck in our pipeline. Additionally, we noticed the alternating CPU and GPU compute steps (i.e. data loading and model training) were not overlapping, which meant that the GPU was often idle while waiting for the CPU to load data (fist screenshot above). +The initial profiling results clearly showed that the data loading step was the main bottleneck in our pipeline, with minimal overlap between CPU and GPU compute steps, which meant that the GPU was often idle while waiting for the CPU to load data. Here are some screenshots of the profiling results: @@ -74,7 +74,8 @@ Here are some screenshots of the profiling results: />
-This was further confirmed by additional tests comparing data loading and training throughput, as illustrated in the figure below: + +We further quantified this bottleneck by comparing data loading and training throughput, as shown in the figure below: -In the plot above, we show the throughput of the data loading and training steps in our pipeline. The three bars represent: +In the plot above, the three bars represent: -- Real Data: Baseline throughput of the end-to-end pipeline using real data. +- Baseline: Baseline throughput of the end-to-end pipeline using real data. - No Training (i.e. data loading throughput): Throughput of the data loading without any training (to measure the time spent on data loading vs. training). - Synthetic Data (i.e. Training throughput): Throughput of the data loading using synthetic data (to remove the data loading bottleneck). @@ -92,22 +93,20 @@ The results show that the data loading step is the main bottleneck in our pipeli ## Hackathon: Strategies Explored! -Our initial profiling showed that data loading is a major bottleneck in this workflow. - During the hackathon, we tested the following strategies to improve the data loading performance: 1. **Optimized Chunking & Compression** - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. -2. **GPU native data loading with Zarr V3 and KvikIO** +2. **GPU native data loading with Zarr v3 and KvikIO** - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized [KvikIO](https://docs.rapids.ai/api/kvikio/stable/) to bypass CPU memory, enabling direct data transfer from storage to GPU. 3. **Using `nvcomp` for decompression on GPUs** - We explored using [NVIDIA's nvCOMP library](https://developer.nvidia.com/nvcomp) for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. 4. **NVIDIA DALI**: We explored integrating [NVIDIA's Data Loading Library (DALI)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. -### Step 1: Optimized chunking +### Step 1: Optimized chunking The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. -We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3. +We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr V3. The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: ```python @@ -125,16 +124,15 @@ For more optimal performance, consider: 1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. 😉 2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` for optimal reads. - - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in zarr-python. -3. Align chunks with access pattern of your model. + - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in Zarr-python. +3. Align chunks with model access pattern. -The plot below shows the read performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed zarr v3 dataset. +The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr v3 dataset. -TODO: ADD plot here. -### Step 2: Reading with zarr-python v3 + kvikIO 📖 +### Step 2: Reading with Zarr-Python v3 + kvikIO 📖 -The advent of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) bought many improvements, including the ability to [read from Zarr stores to CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). +[Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) introduces new capabilities, including the ability to [read from Zarr stores into CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! @@ -159,9 +157,9 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before it goes to GPU memory. +Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before being transferred to GPU memory. -If you prefer to bypass CPU memory, and have GPU Direct Storage (GDS) enabled, you can use the `kvikio` driver like so: +If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), you can use the `kvikio` to read data directly into GPU memory, bypassing CPU memory. ```python import kvikio.zarr @@ -172,7 +170,9 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -This will read the data directly from the Zarr store to GPU memory, bypassing CPU memory. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory, but requires GPU Direct Storage (GDS) to be enabled on your system. For now decompression is still done on CPU, but this is a step towards a fully GPU-native workflow. In the figure below, we show the flowchart of the data loading process with GDS enabled , but please note that the decompression step is still done on CPU. +This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory, but requires GPU Direct Storage (GDS) to be enabled on your system. + +While decompression still occurs on the CPU, this marks an important step toward enabling fully GPU-native workflows. In the figure below, we show the flowchart of the data loading process with GDS enabled. ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) @@ -193,22 +193,22 @@ How do these two methods, Zarr (CPU) and kvikio (GPU), compare? ### Step 3: GPU-based decompression with nvCOMP 🚀 -For a fully GPU-native workflow, we can let the GPU do all of the work, including decompression. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides GPU-accelerated compression and decompression algorithms for various data formats, including Zstandard (Zstd). This means that all steps of data loading including reading, decompressing, and transforming data can be done on the GPU, significantly reducing the time spent on data loading (see figure below). +For a fully GPU-native workflow, we can let the GPU do all of the work, including decompression. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides GPU-accelerated compression and decompression algorithms for various data formats, including Zstandard (Zstd). This means that all steps of data loading including reading, decompressing, and transforming data can be done on the GPU, significantly reducing the time spent on data loading. ![GPU native decompression](/posts/gpu-pipline/flowchart_3.png) Sending compressed instead of uncompressed data to the GPU means less data transfer overall, reducing I/O latency from storage to device. To unlock this, we would need zarr-python to support GPU-based decompression codecs, with one for Zstandard (Zstd) currently being implemented in [this PR](https://github.com/zarr-developers/zarr-python/pull/2863). -![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) - Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). +![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) + These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device. This is especially useful for large datasets, as it allows for faster data loading and processing. Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. 😎 -💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce latency and free up CPU resources for other tasks. +> 💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce latency and free up CPU resources for other tasks. ### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI 🔀 @@ -216,13 +216,66 @@ Ideally, we want to minimize idle time on both the CPU and GPU by overlapping th To address this inefficiency, we adopted [NVIDIA DALI (Data Loading Library)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html), which provides a flexible, GPU-accelerated data pipeline with built-in support for asynchronous execution across CPU and GPU stages. DALI helps reduce CPU pressure, enables concurrent preprocessing, and increases training throughput by pipelining operations. -To start, we started with a minimal example in [zarr_DALI folder](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to create a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store, transfer them directly to GPU memory using CuPy-backed arrays. +We began with a minimal example in [zarr_DALI directory](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to build a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store and transfer them directly to GPU memory using CuPy arrays. + +In short, to use DALI with Zarr for data loading, you need to: -Next, look at the [zarr_ML_optimization](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) folder that contains an end-to-end example on how this DALI pipeline can be integrated into a Pytorch Dataloader and full training workflow. +I. Define an external input iterator to read data from data source (e.g., Zarr store) and yield batches of data: + +``` +class ExternalInputIterator: + def __init__(self, zarr_path="data/example.zarr", batch_size=16): + store = zarr.open(zarr_path, mode="r") + self.images = store["images"] + self.labels = store["labels"] + self.batch_size = batch_size + self.indices = list(range(len(self.images))) + + def __iter__(self): + self.i = 0 + return self + + def __next__(self): + batch, labels = [], [] + for _ in range(self.batch_size): + idx = self.indices[self.i % len(self.images)] + batch.append(self.images[idx]) + labels.append(self.labels[idx]) + self.i += 1 + return batch, labels +``` -![image](https://hackmd.io/_uploads/H1YVp6tR1l.png) +II. Define a DALI pipeline with `ExternalSource` operator to read data from the iterator. +``` +eii = ExternalInputIterator() +pipe = dali.pipeline.Pipeline(batch_size=16, num_threads=4, device_id=0) + +with pipe: + images, labels = fn.external_source( + source=eii, + num_outputs=2, + device="gpu", # use GPU memory + batch_size=16, + ) +``` + +III. Build and run the pipeline: +``` +pipe.build() +output = pipe.run() +images_gpu, labels_gpu = output +``` + +Next, checkout the [end-to-end example](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) directory, where we show how to integrate the DALI pipeline into a PyTorch DataLoader and training loop. This example demonstrates how to use DALI to load data from Zarr stores, preprocess it on the GPU, and feed it into a PyTorch model for training. + +Profiling results from the DALI pipeline demonstrate effective overlap between CPU and GPU workloads, significantly reducing GPU idle time (blue) and increasing overall training throughput: + +baseline plot -(TODO insert better nsight profiling figure than above showing overlapping CPU and GPU compute) ## Going Forward 🔮 @@ -232,18 +285,19 @@ We are continuing to explore the following areas: - GPU Direct Storage (GDS) for optimal performance - NVIDIA DALI -- Support for sharded Zarr with GPU-friendly access patterns. -- Work out how to use GDS when reading from cloud object store instead of on-prem disk. +- Support for sharded Zarr with GPU-friendly access patterns +- Work out how to use GDS when reading from cloud object store instead of on-prem disk - GPU-based decompression with nvCOMP ## Lessons Learned 💡 - **Chunking matters!** It really does and can make a huge difference in performance. +- ** Zarr v3 enables GPU-native workflows**: Zarr v3 currently supports reading data into device (GPU) memory as the final stage of the codec pipeline (by using `zarr.config.enable_gpu()`), but this is not yet fully GPU-native. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer step. - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. -- Compression trade-offs: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. +- **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. -- CuPy-Xarray integration is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). -- **GPU-native decompression** is a promising area for future work, but requires further development and testing. +- **CuPy-Xarray integration** is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). +- **GPU-native decompression** is a promising area for future work, but full support (e.g. GPU-side Zstd decompression) requires further development and testing. ## Acknowledgements 🙌 From 65076ba60f5b27888a6a3c479ed2a8c0efea34b7 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Fri, 23 May 2025 04:38:47 -0600 Subject: [PATCH 37/69] minor improvements --- src/posts/gpu-pipeline/index.md | 22 +++++++++++----------- 1 file changed, 11 insertions(+), 11 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index fb884056..72a2589a 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -97,16 +97,16 @@ During the hackathon, we tested the following strategies to improve the data loa 1. **Optimized Chunking & Compression** - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. -2. **GPU native data loading with Zarr v3 and KvikIO** +2. **GPU-native data loading with Zarr v3 and KvikIO** - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized [KvikIO](https://docs.rapids.ai/api/kvikio/stable/) to bypass CPU memory, enabling direct data transfer from storage to GPU. 3. **Using `nvcomp` for decompression on GPUs** - We explored using [NVIDIA's nvCOMP library](https://developer.nvidia.com/nvcomp) for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. 4. **NVIDIA DALI**: We explored integrating [NVIDIA's Data Loading Library (DALI)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. -### Step 1: Optimized chunking +### Step 1: Optimized chunking & Compression The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. -We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr V3. +We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3. The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: ```python @@ -289,15 +289,15 @@ We are continuing to explore the following areas: - Work out how to use GDS when reading from cloud object store instead of on-prem disk - GPU-based decompression with nvCOMP -## Lessons Learned 💡 +> ## Lessons Learned 💡 -- **Chunking matters!** It really does and can make a huge difference in performance. -- ** Zarr v3 enables GPU-native workflows**: Zarr v3 currently supports reading data into device (GPU) memory as the final stage of the codec pipeline (by using `zarr.config.enable_gpu()`), but this is not yet fully GPU-native. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer step. -- **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. -- **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. -- **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. -- **CuPy-Xarray integration** is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). -- **GPU-native decompression** is a promising area for future work, but full support (e.g. GPU-side Zstd decompression) requires further development and testing. +> - **Chunking matters!** It really does and can make a huge difference in performance. +> - **Zarr v3 enables GPU-native workflows**: Zarr v3 introduces experimental support for reading data directly into GPU memory via `zarr.config.enable_gpu()`. However, this is currently limited to the final stage of the codec pipeline, with decompression still handled by the CPU. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer. +> - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. +> - **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. +> - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. +> - **CuPy-Xarray integration** is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). +> - **GPU-native decompression** is a promising area for future work, but full support (e.g. GPU-side Zstd decompression) requires further development and testing. ## Acknowledgements 🙌 From 4083cd0016398c5ad3f0229f99373f61eac82e5f Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Fri, 23 May 2025 10:39:05 +0000 Subject: [PATCH 38/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 23 ++++++++++------------- 1 file changed, 10 insertions(+), 13 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 72a2589a..8405970f 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -43,21 +43,19 @@ ML pipelines for large scientific datasets typically include steps: - Transforming / preprocessing data (often CPU-bound) - Model Training/Inference (often GPU-bound) -Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets. In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU. +Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets. In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU. In this hackathon, we explored several strategies to reduce the data loading bottleneck and build a GPU-native pipeline to maximize GPU utilization. - ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). - +For this hackathon, we developed a benchmark of training a U-NET (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). ### Initial Performance Bottlenecks -First, we used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify performance bottlenecks. +First, we used NVIDIA's [Nsight Systems](https://developer.nvidia.com/nsight-systems) to profile our code and identify performance bottlenecks. -The initial profiling results clearly showed that the data loading step was the main bottleneck in our pipeline, with minimal overlap between CPU and GPU compute steps, which meant that the GPU was often idle while waiting for the CPU to load data. +The initial profiling results clearly showed that the data loading step was the main bottleneck in our pipeline, with minimal overlap between CPU and GPU compute steps, which meant that the GPU was often idle while waiting for the CPU to load data. Here are some screenshots of the profiling results: @@ -74,7 +72,6 @@ Here are some screenshots of the profiling results: />
- We further quantified this bottleneck by comparing data loading and training throughput, as shown in the figure below: - ## Going Forward 🔮 This work is still ongoing, and we are continuing to explore ways to optimize data loading and processing for large-scale geospatial AI/ML workflows. We started this work during a 3-day hackathon, and we are excited to continue this work in the future. During the hackathon, we were able to make significant progress in optimizing data loading and processing for large-scale geospatial AI/ML workflows. From bafb34fe436c80ec7ffc461a681296bbc34331bd Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Fri, 23 May 2025 13:12:52 -0600 Subject: [PATCH 39/69] updates --- src/posts/gpu-pipeline/index.md | 2 ++ src/posts/gpu-pipeline/performance_plot.png | Bin 0 -> 55011 bytes src/posts/gpu-pipeline/rechunking.png | Bin 0 -> 45284 bytes 3 files changed, 2 insertions(+) create mode 100644 src/posts/gpu-pipeline/performance_plot.png create mode 100644 src/posts/gpu-pipeline/rechunking.png diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 8405970f..69d0114b 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -126,6 +126,8 @@ For more optimal performance, consider: The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr v3 dataset. +![Rechunking performance](/posts/gpu-pipline/performance_plot.png) + ### Step 2: Reading with Zarr-Python v3 + kvikIO 📖 [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) introduces new capabilities, including the ability to [read from Zarr stores into CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). diff --git a/src/posts/gpu-pipeline/performance_plot.png b/src/posts/gpu-pipeline/performance_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..530f6d320ed4db90dc754d84c7b136f9562f78de GIT binary patch literal 55011 zcmeFaWn9(k)-{aX9c+~nP!JVVRCk-7~UMtCnwF&cML1ih5E~fq`LR z7z4xnlS>!lCnY+^>+m08i{oc46peK(tS^{dVK{xk!sME<#WlT)Y*tsy%=L_o_<8s5 zVGdX$AoPlA@1@h0lSn(J=28Jp*s^k$R zo8azx+uT2gXJ`A{EH}G5Hm-ML_dVmY!*!42M!nP>+a0CHC4=rAu93N~u-M>%T_WV3n&;#^_GLKW)rH#u{JJ_UqqRMCMMddF_Q~gxW2%Sq8~iWn z?8GDBi*4c0*Y$JXGDz~>lbic?>6ZVk?_N^vdh?t3-C)b3_~g&Y@A*G&tgvW)AkcYp4drXHW{!hjM|n)i{sPAS z{(c_S`w;-1W-P&+IF}|cLx7vs$}Wy)ksiDlI=*JcZatnqK|{|G22!_ zlkk$ZXD1$P<;vqVTX$o}_PSLJ?3KqEHKQ1{Y_`XC4QVyv4;w2i-PBZ6{1g-v4qo}R 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HcmV?d00001 From 2df1e726ebf8d8ff4d04a89c4e3a1f374e1503d6 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Fri, 23 May 2025 14:55:44 -0600 Subject: [PATCH 40/69] updates --- .../posts/gpu-pipline}/performance_plot.png | Bin src/posts/gpu-pipeline/index.md | 32 +++--------------- 2 files changed, 5 insertions(+), 27 deletions(-) rename {src/posts/gpu-pipeline => public/posts/gpu-pipline}/performance_plot.png (100%) diff --git a/src/posts/gpu-pipeline/performance_plot.png b/public/posts/gpu-pipline/performance_plot.png similarity index 100% rename from src/posts/gpu-pipeline/performance_plot.png rename to public/posts/gpu-pipline/performance_plot.png diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 69d0114b..b17b2800 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -92,15 +92,7 @@ The results show that the data loading step is the main bottleneck in our pipeli During the hackathon, we tested the following strategies to improve the data loading performance: -1. **Optimized Chunking & Compression** - - We explored different chunking and compression strategies to optimize the data loading performance. We found that using Zarr v3 with optimized chunking and compression significantly improved the data loading performance. -2. **GPU-native data loading with Zarr v3 and KvikIO** - - Leveraging Zarr v3's support for reading data directly into GPU memory using CuPy arrays, we utilized [KvikIO](https://docs.rapids.ai/api/kvikio/stable/) to bypass CPU memory, enabling direct data transfer from storage to GPU. -3. **Using `nvcomp` for decompression on GPUs** - - We explored using [NVIDIA's nvCOMP library](https://developer.nvidia.com/nvcomp) for GPU-accelerated decompression of Zarr data. This allowed us to offload the decompression step to the GPU, reducing the time spent on data loading. -4. **NVIDIA DALI**: We explored integrating [NVIDIA's Data Loading Library (DALI)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html) into our pipeline to facilitate efficient data loading and preprocessing directly on the GPU. NVIDIA DALI provides highly optimized building blocks and an execution engine for data processing, accelerating deep learning applications. - -### Step 1: Optimized chunking & Compression +### Step 1: Optimized Chunking & Compression The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3. @@ -126,7 +118,7 @@ For more optimal performance, consider: The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr v3 dataset. -![Rechunking performance](/posts/gpu-pipline/performance_plot.png) +![Rechunking performance](/posts/gpu-pipeline/performance_plot.png) ### Step 2: Reading with Zarr-Python v3 + kvikIO 📖 @@ -168,26 +160,13 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory, but requires GPU Direct Storage (GDS) to be enabled on your system. +This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory, but it relies on [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) to be enabled on your system. -While decompression still occurs on the CPU, this marks an important step toward enabling fully GPU-native workflows. In the figure below, we show the flowchart of the data loading process with GDS enabled. +While decompression still occurs on the CPU, this marks an important step toward enabling fully GPU-native workflows. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) -Eventually with this [cupy-xarray Pull Request merged](https://github.com/xarray-contrib/cupy-xarray/pull/70) (based on earlier work at https://xarray.dev/blog/xarray-kvikio), this can be simplified to: - -```python -import cupy_xarray - -ds = xr.open_dataset(filename_or_obj="/tmp/air-temp.zarr", engine="kvikio") -assert isinstance(ds.air.data, cp.ndarray) -``` - -How do these two methods, Zarr (CPU) and kvikio (GPU), compare? - -(TODO put in benchmark numbers here). - -**Note**: For kvikio performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. +**Note**: For KvikIO performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. ### Step 3: GPU-based decompression with nvCOMP 🚀 @@ -273,7 +252,6 @@ Profiling results from the DALI pipeline demonstrate effective overlap between C baseline plot ## Going Forward 🔮 From 77898aa945dabc525b4875ba0cc9bd0615c2c325 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Fri, 23 May 2025 16:29:39 -0600 Subject: [PATCH 41/69] updates and comments --- src/posts/gpu-pipeline/index.md | 41 ++++++++++++++++++++------------- 1 file changed, 25 insertions(+), 16 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index b17b2800..2b995e6f 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -120,19 +120,21 @@ The plot below shows the performance of the original dataset vs. the rechunked d ![Rechunking performance](/posts/gpu-pipeline/performance_plot.png) -### Step 2: Reading with Zarr-Python v3 + kvikIO 📖 +### Step 2: Direct to GPU Reading with Zarr-Python V3 (+ KvikIO) 📖 -[Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) introduces new capabilities, including the ability to [read from Zarr stores into CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). +[Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) introduces new capabilities, including the ability to [read from Zarr stores into CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). 🎉 -Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! +Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! To benefit from these new features, we recommend installing: - - [`zarr>=3.0.3`](https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.3) - [`xarray>=2025.03.00`](https://github.com/pydata/xarray/releases/tag/v2025.03.0) - [`kvikio>=25.04.00`](https://github.com/rapidsai/kvikio/releases/tag/v25.04.00) -Reading to GPU can be enabled by using the [`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html) setting like so: + +**Option 1: GPU-backed arrays via `zarr-python` (Zarr->CPU->GPU)** + +The example below shows how to read a Zarr store into GPU memory by using[`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html): ```python import cupy as cp @@ -149,8 +151,9 @@ with zarr.config.enable_gpu(): Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before being transferred to GPU memory. -If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), you can use the `kvikio` to read data directly into GPU memory, bypassing CPU memory. - +II. **Option 2: Direct-to-GPU via KvikIO (Zarr -> GPU)** +If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), KvikIO enables the GPU to read data directly into GPU memory, bypassing CPU memory. +Here is a minimal example of how to do this: ```python import kvikio.zarr @@ -160,32 +163,38 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency. This is especially useful for large datasets, as it reduces the amount of data that needs to be transferred between CPU and GPU memory, but it relies on [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) to be enabled on your system. +This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency, especially for large datasets. +However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature to be enabled and correctly configured on your system. -While decompression still occurs on the CPU, this marks an important step toward enabling fully GPU-native workflows. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): +**Note**: Even with GDS, the decompression step is still occurs on the CPU (see next section for GPU solutions!). This means that the data is still being decompressed on the CPU before being transferred to the GPU. However, this is still a significant improvement over the previous method, as it reduces the amount of data that needs to be transferred over the PCIe bus. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) -**Note**: For KvikIO performance improvements, you need GPU Direct Storage (GDS) enabled on your system. This is a feature that allows the GPU to access data directly from storage, bypassing the CPU and reducing latency. GDS is supported on NVIDIA GPUs with the [GPUDirect Storage](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature. ### Step 3: GPU-based decompression with nvCOMP 🚀 -For a fully GPU-native workflow, we can let the GPU do all of the work, including decompression. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides GPU-accelerated compression and decompression algorithms for various data formats, including Zstandard (Zstd). This means that all steps of data loading including reading, decompressing, and transforming data can be done on the GPU, significantly reducing the time spent on data loading. +For a fully GPU-native pipline, the decompression step should also be done on the GPU. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides fast, GPU-native implementations of popular compression algorithms like Zstandard (Zstd) + +With nvCOMP, all steps of data loading including reading, decompressing, and transforming data can be done on the GPU, significantly reducing the time spent on data loading. Here is a flowchart of the data loading process with GDS and GPU-based decompression enabled: ![GPU native decompression](/posts/gpu-pipline/flowchart_3.png) -Sending compressed instead of uncompressed data to the GPU means less data transfer overall, reducing I/O latency from storage to device. +**Sending compressed instead of uncompressed data to the GPU means less data transfer overall, reducing I/O latency from storage to device.** + To unlock this, we would need zarr-python to support GPU-based decompression codecs, with one for Zstandard (Zstd) currently being implemented in [this PR](https://github.com/zarr-developers/zarr-python/pull/2863). -Figure above shows benchmark comparing CPU vs GPU-based decompression, with or without GDS enabled using [the data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). +We tested the performance of GPU-based decompression using nvCOMP with Zarr v3 and KvikIO, and compared it to CPU-based decompression using [this data reading benchmark here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/benchmark/era5_zarr_benchmark.py). + +Here are the results: ![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) -These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device. This is especially useful for large datasets, as it allows for faster data loading and processing. +> These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device (less data transfer over PCIe/NVLink). This is especially useful for large datasets, as it allows for faster data loading and processing. + +Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. -Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. 😎 +> 💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce I/O latency and free up CPU resources for other tasks. -> 💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce latency and free up CPU resources for other tasks. ### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI 🔀 From 98a96aaec81e5a8d4b5c2d390e4b70077c5a1f92 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Fri, 23 May 2025 20:07:10 -0600 Subject: [PATCH 42/69] updates after meeting --- src/posts/gpu-pipeline/index.md | 27 +++++++++++++-------------- 1 file changed, 13 insertions(+), 14 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 2b995e6f..187b25a6 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -120,11 +120,11 @@ The plot below shows the performance of the original dataset vs. the rechunked d ![Rechunking performance](/posts/gpu-pipeline/performance_plot.png) -### Step 2: Direct to GPU Reading with Zarr-Python V3 (+ KvikIO) 📖 +### Step 2: Direct to GPU Data Reading with Zarr v3 (+ KvikIO) 📖 -[Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) introduces new capabilities, including the ability to [read from Zarr stores into CuPy arrays (i.e. GPU memory)](https://github.com/zarr-developers/zarr-python/issues/2574). 🎉 +One of the exciting features of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)]((https://github.com/zarr-developers/zarr-python/issues/2574)). 🎉 -Specifically, you can use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! +Specifically, you can either use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! To benefit from these new features, we recommend installing: - [`zarr>=3.0.3`](https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.3) @@ -134,7 +134,7 @@ To benefit from these new features, we recommend installing: **Option 1: GPU-backed arrays via `zarr-python` (Zarr->CPU->GPU)** -The example below shows how to read a Zarr store into GPU memory by using[`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html): +The example below shows how to read a Zarr store into CuPy arrays by using[`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html): ```python import cupy as cp @@ -149,7 +149,7 @@ with zarr.config.enable_gpu(): assert isinstance(ds.air.data, cp.ndarray) ``` -Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before being transferred to GPU memory. +⚠️ Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before being transferred to GPU memory. II. **Option 2: Direct-to-GPU via KvikIO (Zarr -> GPU)** If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), KvikIO enables the GPU to read data directly into GPU memory, bypassing CPU memory. @@ -195,14 +195,13 @@ Keep an eye on this space, as we are working on integrating this into the Zarr e > 💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce I/O latency and free up CPU resources for other tasks. - ### Step 4: Overlapping CPU and GPU compute with NVIDIA DALI 🔀 Ideally, we want to minimize idle time on both the CPU and GPU by overlapping their workloads. In traditional PyTorch DataLoaders, data loading and preprocessing often happen sequentially before GPU training can begin—this creates stalls where the GPU sits idle waiting for input (as seen in our baseline profiling screenshots above). To address this inefficiency, we adopted [NVIDIA DALI (Data Loading Library)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html), which provides a flexible, GPU-accelerated data pipeline with built-in support for asynchronous execution across CPU and GPU stages. DALI helps reduce CPU pressure, enables concurrent preprocessing, and increases training throughput by pipelining operations. -We began with a minimal example in [zarr_DALI directory](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to build a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store and transfer them directly to GPU memory using CuPy arrays. +First, we began with a minimal example in [zarr_DALI directory](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to build a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store and transfer them directly to GPU memory using CuPy arrays. In short, to use DALI with Zarr for data loading, you need to: @@ -212,10 +211,11 @@ I. Define an external input iterator to read data from data source (e.g., Zarr s class ExternalInputIterator: def __init__(self, zarr_path="data/example.zarr", batch_size=16): store = zarr.open(zarr_path, mode="r") - self.images = store["images"] - self.labels = store["labels"] + self.data_array = store[variable_name] + self.labels = store[label_variable_name] self.batch_size = batch_size self.indices = list(range(len(self.images))) + self.num_samples = len(self.data_array) def __iter__(self): self.i = 0 @@ -225,13 +225,13 @@ class ExternalInputIterator: batch, labels = [], [] for _ in range(self.batch_size): idx = self.indices[self.i % len(self.images)] - batch.append(self.images[idx]) + batch.append(self.data_array[idx]) labels.append(self.labels[idx]) self.i += 1 return batch, labels ``` -II. Define a DALI pipeline with `ExternalSource` operator to read data from the iterator. +II. Define a DALI pipeline: Use `ExternalSource` operator to read data from the iterator. ``` eii = ExternalInputIterator() @@ -271,16 +271,15 @@ We are continuing to explore the following areas: - GPU Direct Storage (GDS) for optimal performance - NVIDIA DALI -- Support for sharded Zarr with GPU-friendly access patterns +- Support for sharded Zarr with GPU-friendly access patterns [already merged in Zarr v3](). - Work out how to use GDS when reading from cloud object store instead of on-prem disk - GPU-based decompression with nvCOMP > ## Lessons Learned 💡 - > - **Chunking matters!** It really does and can make a huge difference in performance. > - **Zarr v3 enables GPU-native workflows**: Zarr v3 introduces experimental support for reading data directly into GPU memory via `zarr.config.enable_gpu()`. However, this is currently limited to the final stage of the codec pipeline, with decompression still handled by the CPU. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer. -> - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. > - **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. +> - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. > - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. > - **CuPy-Xarray integration** is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). > - **GPU-native decompression** is a promising area for future work, but full support (e.g. GPU-side Zstd decompression) requires further development and testing. From d0b48561e9dde5f2bee2fb42e3a2db6819f3c3fe Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Sat, 24 May 2025 02:07:26 +0000 Subject: [PATCH 43/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 187b25a6..fd49abb4 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -122,19 +122,19 @@ The plot below shows the performance of the original dataset vs. the rechunked d ### Step 2: Direct to GPU Data Reading with Zarr v3 (+ KvikIO) 📖 -One of the exciting features of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)]((https://github.com/zarr-developers/zarr-python/issues/2574)). 🎉 +One of the exciting features of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)](<(https://github.com/zarr-developers/zarr-python/issues/2574)>). 🎉 -Specifically, you can either use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! +Specifically, you can either use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! To benefit from these new features, we recommend installing: + - [`zarr>=3.0.3`](https://github.com/zarr-developers/zarr-python/releases/tag/v3.0.3) - [`xarray>=2025.03.00`](https://github.com/pydata/xarray/releases/tag/v2025.03.0) - [`kvikio>=25.04.00`](https://github.com/rapidsai/kvikio/releases/tag/v25.04.00) - **Option 1: GPU-backed arrays via `zarr-python` (Zarr->CPU->GPU)** -The example below shows how to read a Zarr store into CuPy arrays by using[`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html): +The example below shows how to read a Zarr store into CuPy arrays by using[`zarr.config.enable_gpu()`](https://zarr.readthedocs.io/en/v3.0.6/user-guide/gpu.html): ```python import cupy as cp @@ -154,6 +154,7 @@ with zarr.config.enable_gpu(): II. **Option 2: Direct-to-GPU via KvikIO (Zarr -> GPU)** If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), KvikIO enables the GPU to read data directly into GPU memory, bypassing CPU memory. Here is a minimal example of how to do this: + ```python import kvikio.zarr @@ -170,7 +171,6 @@ However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.c ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) - ### Step 3: GPU-based decompression with nvCOMP 🚀 For a fully GPU-native pipline, the decompression step should also be done on the GPU. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides fast, GPU-native implementations of popular compression algorithms like Zstandard (Zstd) @@ -191,7 +191,7 @@ Here are the results: > These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device (less data transfer over PCIe/NVLink). This is especially useful for large datasets, as it allows for faster data loading and processing. -Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. +Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. > 💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce I/O latency and free up CPU resources for other tasks. @@ -271,11 +271,12 @@ We are continuing to explore the following areas: - GPU Direct Storage (GDS) for optimal performance - NVIDIA DALI -- Support for sharded Zarr with GPU-friendly access patterns [already merged in Zarr v3](). +- Support for sharded Zarr with GPU-friendly access patterns [already merged in Zarr v3](). - Work out how to use GDS when reading from cloud object store instead of on-prem disk - GPU-based decompression with nvCOMP > ## Lessons Learned 💡 +> > - **Chunking matters!** It really does and can make a huge difference in performance. > - **Zarr v3 enables GPU-native workflows**: Zarr v3 introduces experimental support for reading data directly into GPU memory via `zarr.config.enable_gpu()`. However, this is currently limited to the final stage of the codec pipeline, with decompression still handled by the CPU. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer. > - **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. From 4d8124d88d2f4ab68961de1fc36f1e3414002f09 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Mon, 9 Jun 2025 19:58:20 -0600 Subject: [PATCH 44/69] updates & clean ups of the the blog post --- src/posts/gpu-pipeline/index.md | 25 ++++++++++++------------- 1 file changed, 12 insertions(+), 13 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index fd49abb4..83a72fb8 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -9,7 +9,7 @@ authors: github: weiji14 - name: Max Jones github: maxrjones - - name: Akshay Subranian + - name: Akshay Subramaniam github: akshaysubr - name: Thomas Augspurger github: tomaugspurger @@ -22,8 +22,9 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa # Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) ## TL;DR - -Earth science AI/ML workflows are often bottlenecked by slow data loading, leaving GPUs underutilized while CPUs struggle to feed large climate datasets like ERA5. In this blog post, we discuss how to build a GPU-native pipeline using Zarr v3, CuPy, KvikIO, and NVIDIA DALI to accelerate data throughput. We walk through profiling results, chunking strategies, direct-to-GPU data reads, and GPU-accelerated preprocessing, all aimed at maximizing GPU usage and minimizing I/O overhead. +This is a long blog post, but if you want the TL;DR, here it is: +Earth science AI/ML workflows are often bottlenecked by slow data loading, leaving GPUs underutilized while CPUs struggle to feed large climate datasets like ERA5. In this blog post, we discuss how to build a GPU-native pipeline using Zarr v3, CuPy, KvikIO, and NVIDIA DALI to accelerate data throughput. +We walk through profiling results, chunking strategies, direct-to-GPU data reads, and GPU-accelerated preprocessing, all aimed at maximizing GPU usage and minimizing I/O overhead. The result: faster training, higher throughput, and a scalable path forward for geoscience ML workflows. 🌍🤖🚀 @@ -39,17 +40,17 @@ In this post, we share our hackathon experience, the integration strategies we e ML pipelines for large scientific datasets typically include steps: -- Reading raw data from disk or object storage (often CPU-bound) +- Reading raw data from disk or object storage (IO-bound) - Transforming / preprocessing data (often CPU-bound) - Model Training/Inference (often GPU-bound) -Although GPU compute is incredibly fast, the CPU can become a bottleneck when dealing with large datasets. In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU. +Although GPU compute is incredibly fast, the I/O & CPU can become a bottleneck when dealing with large datasets. **In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU.** In this hackathon, we explored several strategies to reduce the data loading bottleneck and build a GPU-native pipeline to maximize GPU utilization. ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). +For this hackathon, we developed a benchmark of training a U-NET (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full benchmark repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). ### Initial Performance Bottlenecks @@ -110,12 +111,10 @@ ds.to_zarr("rechunked_ERA5.zarr", zarr_version=3) For more optimal performance, consider: -1. Storing the data without compression (if not transferring over a network), as decompressing data can slow down read speeds. But see also GPU decompression with nvCOMP below. 😉 -2. Concatenating several data variables together **if** a single chunk size is too small (`<1MB`), at the expense of reducing readability of the Zarr store. - Having too many small chunks can be detrimental to read speeds. A compressed chunk should be `>1MB`, `<100MB` for optimal reads. - - Alternatively, wait for [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) to be supported for GPU buffers in Zarr-python. -3. Align chunks with model access pattern. - +1. **Decompression**: If you're not transferring over a network (e.g. reading from local disk ), consider storing the data without compression, since decompresion can slow down read speeds. But see also GPU decompression with nvCOMP below. 😉 +2. **Align chunks with model access patterns:** Proper chunk alignment reduces the number of read operations, avoids unnecessary data loading, and improves GPU utilization. +3. **Avoid Excessively Small or Large Chunks:** Having too many small chunks can degrade read speeds by increasing metadata overhead and I/O operations. As a general rule of thumb, a compressed chunk should be `>1MB`, `<100MB` for optimal reads. Consider concatenating several data variables together **if** a single chunk size is too small (`<1MB`), even at the expense of reducing readability of the Zarr store. + - Alternatively, [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) support for GPU buffers has been recently added to Zarr. Consider using `zarr-python >= 3.0.8` if you want to fully benfit from sharded storage with GPU compatibility. The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr v3 dataset. ![Rechunking performance](/posts/gpu-pipeline/performance_plot.png) @@ -207,7 +206,7 @@ In short, to use DALI with Zarr for data loading, you need to: I. 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zw;c#~sKsQmu%Xh@QX|I7HbaV>GlAJkBSSvhkGaBL0~Twa*;!ft@%Q(4znK#Ib9vde zrM~{NySsbSx+d$SO<8bAh`YE06lG~?i9EKkh`m=)qSY}oY?_45X|36iUGDa+nLXkV zgnu=LUM2r~eb_skx;h6#ZtKKv^|!!?Ado3;}boBvR_h%Ax>OpLIz zv-`EQv{2sv5ap|iyTq=azduWgx8d3TkE_KARY`$ep$(&(%wtDeRvYW9AEw$`dw+_ydx-z3oISghpDG;^g#PfoVUkDba0 z{WVN~ZmAn5#~Av7g+J;oU<@#i2U%HI__89CDu3SDw7umbVU?*wuJd%d4qkg|+TidZ z`IaA;nL&3_Exy4uvl=<~$mmWTVSN+Z2J0QE|NY-=3&J*nGW&lHRy_6C0Jx7jLQA Date: Thu, 12 Jun 2025 01:39:03 -0600 Subject: [PATCH 46/69] merge conflict --- src/posts/gpu-pipeline/index.md | 22 ++++++++++++---------- 1 file changed, 12 insertions(+), 10 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 83a72fb8..c83546bb 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -60,16 +60,16 @@ The initial profiling results clearly showed that the data loading step was the Here are some screenshots of the profiling results: -

+
Issue 1 Issue 2
@@ -78,25 +78,26 @@ We further quantified this bottleneck by comparing data loading and training thr baseline plot In the plot above, the three bars represent: -- Baseline: Baseline throughput of the end-to-end pipeline using real data. +- Training (Real Data): Baseline throughput of the end-to-end pipeline reading real data from disk. - No Training (i.e. data loading throughput): Throughput of the data loading without any training (to measure the time spent on data loading vs. training). - Synthetic Data (i.e. Training throughput): Throughput of the data loading using synthetic data (to remove the data loading bottleneck). -The results show that the data loading step is the main bottleneck in our pipeline, with **much** lower throughput compared to the training step. +The results show that the data loading step is the main bottleneck in our pipeline, with **much** lower throughput compared to the training step. + ## Hackathon: Strategies Explored! -During the hackathon, we tested the following strategies to improve the data loading performance: +During the hackathon, we tested the following strategies to improve the data loading performance. In the end, we were able to achieve a ** ### Step 1: Optimized Chunking & Compression The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. -We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3. +We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3 format. The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: ```python @@ -115,13 +116,14 @@ For more optimal performance, consider: 2. **Align chunks with model access patterns:** Proper chunk alignment reduces the number of read operations, avoids unnecessary data loading, and improves GPU utilization. 3. **Avoid Excessively Small or Large Chunks:** Having too many small chunks can degrade read speeds by increasing metadata overhead and I/O operations. As a general rule of thumb, a compressed chunk should be `>1MB`, `<100MB` for optimal reads. Consider concatenating several data variables together **if** a single chunk size is too small (`<1MB`), even at the expense of reducing readability of the Zarr store. - Alternatively, [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) support for GPU buffers has been recently added to Zarr. Consider using `zarr-python >= 3.0.8` if you want to fully benfit from sharded storage with GPU compatibility. -The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr v3 dataset. +The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr format 3 dataset. ![Rechunking performance](/posts/gpu-pipeline/performance_plot.png) + ### Step 2: Direct to GPU Data Reading with Zarr v3 (+ KvikIO) 📖 -One of the exciting features of [Zarr v3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)](<(https://github.com/zarr-developers/zarr-python/issues/2574)>). 🎉 +One of the exciting features of [Zarr Python 3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)]((https://github.com/zarr-developers/zarr-python/issues/2574)). 🎉 Specifically, you can either use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! From 7e31db27e47dbb1ec7dce44403240f1aba9dd272 Mon Sep 17 00:00:00 2001 From: "pre-commit-ci[bot]" <66853113+pre-commit-ci[bot]@users.noreply.github.com> Date: Thu, 12 Jun 2025 07:40:18 +0000 Subject: [PATCH 47/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 30 ++++++++++++++++++------------ 1 file changed, 18 insertions(+), 12 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index c83546bb..1496fd4d 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -9,7 +9,7 @@ authors: github: weiji14 - name: Max Jones github: maxrjones - - name: Akshay Subramaniam + - name: Akshay Subramaniam github: akshaysubr - name: Thomas Augspurger github: tomaugspurger @@ -22,7 +22,8 @@ summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xa # Accelerating AI/ML Workflows in Earth Sciences with GPU-Native Xarray and Zarr (and more!) ## TL;DR -This is a long blog post, but if you want the TL;DR, here it is: + +This is a long blog post, but if you want the TL;DR, here it is: Earth science AI/ML workflows are often bottlenecked by slow data loading, leaving GPUs underutilized while CPUs struggle to feed large climate datasets like ERA5. In this blog post, we discuss how to build a GPU-native pipeline using Zarr v3, CuPy, KvikIO, and NVIDIA DALI to accelerate data throughput. We walk through profiling results, chunking strategies, direct-to-GPU data reads, and GPU-accelerated preprocessing, all aimed at maximizing GPU usage and minimizing I/O overhead. @@ -60,7 +61,14 @@ The initial profiling results clearly showed that the data loading step was the Here are some screenshots of the profiling results: -
+
Issue 1 In the plot above, the three bars represent: -- Training (Real Data): Baseline throughput of the end-to-end pipeline reading real data from disk. +- Training (Real Data): Baseline throughput of the end-to-end pipeline reading real data from disk. - No Training (i.e. data loading throughput): Throughput of the data loading without any training (to measure the time spent on data loading vs. training). - Synthetic Data (i.e. Training throughput): Throughput of the data loading using synthetic data (to remove the data loading bottleneck). -The results show that the data loading step is the main bottleneck in our pipeline, with **much** lower throughput compared to the training step. - +The results show that the data loading step is the main bottleneck in our pipeline, with **much** lower throughput compared to the training step. ## Hackathon: Strategies Explored! -During the hackathon, we tested the following strategies to improve the data loading performance. In the end, we were able to achieve a ** +During the hackathon, we tested the following strategies to improve the data loading performance. In the end, we were able to achieve a \*\* ### Step 1: Optimized Chunking & Compression The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. -We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3 format. +We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3 format. The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: ```python @@ -116,14 +123,13 @@ For more optimal performance, consider: 2. **Align chunks with model access patterns:** Proper chunk alignment reduces the number of read operations, avoids unnecessary data loading, and improves GPU utilization. 3. **Avoid Excessively Small or Large Chunks:** Having too many small chunks can degrade read speeds by increasing metadata overhead and I/O operations. As a general rule of thumb, a compressed chunk should be `>1MB`, `<100MB` for optimal reads. Consider concatenating several data variables together **if** a single chunk size is too small (`<1MB`), even at the expense of reducing readability of the Zarr store. - Alternatively, [sharding](https://zarr.readthedocs.io/en/stable/user-guide/performance.html#sharding) support for GPU buffers has been recently added to Zarr. Consider using `zarr-python >= 3.0.8` if you want to fully benfit from sharded storage with GPU compatibility. -The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr format 3 dataset. + The plot below shows the performance of the original dataset vs. the rechunked dataset (to optimal chunk size) vs. uncompressed Zarr format 3 dataset. ![Rechunking performance](/posts/gpu-pipeline/performance_plot.png) - ### Step 2: Direct to GPU Data Reading with Zarr v3 (+ KvikIO) 📖 -One of the exciting features of [Zarr Python 3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)]((https://github.com/zarr-developers/zarr-python/issues/2574)). 🎉 +One of the exciting features of [Zarr Python 3](https://zarr.dev/blog/zarr-python-3-release/) is the ability to [read data directly into CuPy arrays (i.e. GPU memory)](<(https://github.com/zarr-developers/zarr-python/issues/2574)>). 🎉 Specifically, you can either use the [`zarr-python`](https://github.com/zarr-developers/zarr-python) driver to read data from zarr->CPU->GPU, or the [`kvikio`](https://github.com/rapidsai/kvikio) driver to read data from zarr->GPU directly! From 9135c675c8e14adc4d7f438c26dfe8e3349b4aeb Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 01:47:48 -0600 Subject: [PATCH 48/69] comment addressed --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 1496fd4d..203418eb 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -104,7 +104,7 @@ During the hackathon, we tested the following strategies to improve the data loa ### Step 1: Optimized Chunking & Compression The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. -We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr v3 format. +We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr format 3. The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: ```python From a7ddc665f797f8c55346994b234e41ff15c226b9 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 01:48:45 -0600 Subject: [PATCH 49/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Max Jones <14077947+maxrjones@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 203418eb..d2fb7956 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -285,7 +285,7 @@ We are continuing to explore the following areas: > ## Lessons Learned 💡 > > - **Chunking matters!** It really does and can make a huge difference in performance. -> - **Zarr v3 enables GPU-native workflows**: Zarr v3 introduces experimental support for reading data directly into GPU memory via `zarr.config.enable_gpu()`. However, this is currently limited to the final stage of the codec pipeline, with decompression still handled by the CPU. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer. +> - **Zarr Python 3 enables GPU-native workflows**: Zarr Python 3 introduces experimental support for reading data directly into GPU memory via `zarr.config.enable_gpu()`. However, this is currently limited to the final stage of the codec pipeline, with decompression still handled by the CPU. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer. > - **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. > - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. > - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. 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z5}77{Q;05COPBi^-$*ZSZ-Mq7V6UUW6+fqC{}{JGY&4H8)4G?y7U+FONxkG}F};>c zs}sD?<@JmHHJr2B{@G>o9dgps$ko674Z}c6a%UHf#Af%_sZGrSgWUCT0zlKj8`btU zj0^AG|5bRQx-N!_$`~4l#2xqVTYbLo3THf8v01#@<*61ip?sB6*I-KRm+a+_kPe!h zd-914&H))y=6@NnGh4^zKVGg8(fW0)?QeFS)yJbb5>ENFPIl~;%aUAOqYNI0PbfN^ zsOHpgP1ThBw?CjP8P#Y`R?o_lPf2A}2Yy2?08;I%%DE}cPu>yNI_4Es64_J{dR zW(1s;1N_{KOzPmg5Ez{M6aKzs(EFOX`|Kktf(`rd@W&UYLxSZ|wmZ4mo0Yc(ScJ5m zxUo%aRm=ylJUIX?^ZW9~7GZPWuRFrQx!H;DcUIj1o&Y`|Sn`pEu&x&8Lu!D`d-`FO zfa7dU!z(nV0H8b32D{lWgpUZt0;AOuCtCLVh!8j?F Date: Thu, 12 Jun 2025 03:32:38 -0600 Subject: [PATCH 51/69] max's comments --- src/posts/gpu-pipeline/index.md | 23 +++++++++++++---------- 1 file changed, 13 insertions(+), 10 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index d2fb7956..be1d728f 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -159,9 +159,9 @@ with zarr.config.enable_gpu(): ⚠️ Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before being transferred to GPU memory. II. **Option 2: Direct-to-GPU via KvikIO (Zarr -> GPU)** -If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), KvikIO enables the GPU to read data directly into GPU memory, bypassing CPU memory. -Here is a minimal example of how to do this: +If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), you can use `kvikio` to read data directly into GPU memory, bypassing CPU memory. +Here is a minimal example of how to do this: ```python import kvikio.zarr @@ -175,7 +175,6 @@ This will read the data directly from the Zarr store to GPU memory, significantl However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature to be enabled and correctly configured on your system. **Note**: Even with GDS, the decompression step is still occurs on the CPU (see next section for GPU solutions!). This means that the data is still being decompressed on the CPU before being transferred to the GPU. However, this is still a significant improvement over the previous method, as it reduces the amount of data that needs to be transferred over the PCIe bus. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): - ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) ### Step 3: GPU-based decompression with nvCOMP 🚀 @@ -194,7 +193,11 @@ We tested the performance of GPU-based decompression using nvCOMP with Zarr v3 a Here are the results: -![GPU native decompression](/posts/gpu-pipline/zstd_benchmark.png) +nvcomp Zstd performance benchmark > These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device (less data transfer over PCIe/NVLink). This is especially useful for large datasets, as it allows for faster data loading and processing. @@ -261,9 +264,9 @@ output = pipe.run() images_gpu, labels_gpu = output ``` -Next, checkout the [end-to-end example](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) directory, where we show how to integrate the DALI pipeline into a PyTorch DataLoader and training loop. This example demonstrates how to use DALI to load data from Zarr stores, preprocess it on the GPU, and feed it into a PyTorch model for training. +Next, checkout the [end-to-end example](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_ML_optimization) directory, where we showed how to use DALI to load data from Zarr stores, preprocess it on the GPU, and feed it into a PyTorch model for training. -Profiling results from the DALI pipeline demonstrate effective overlap between CPU and GPU workloads, significantly reducing GPU idle time (blue) and increasing overall training throughput: +Profiling results show that the DALI pipeline enables efficient overlap of CPU and GPU operations, significantly reducing GPU idle time and boosting overall training throughput. - **Chunking matters!** It really does and can make a huge difference in performance. > - **Zarr Python 3 enables GPU-native workflows**: Zarr Python 3 introduces experimental support for reading data directly into GPU memory via `zarr.config.enable_gpu()`. However, this is currently limited to the final stage of the codec pipeline, with decompression still handled by the CPU. We are working on enabling GPU-native decompression using `nvComp` to eliminate the host-device transfer. > - **Compression trade-offs**: Using compression can reduce the amount of data transferred, but can also increase the time spent on decompression. We found that using Zarr v3 with GPU-based decompression can significantly improve performance. -> - **GPU Direct Storage (GDS)** can be an improvement for data-intensive workflows, but requires some setup and configuration. +> - **GPU-native decompression** is a promising area for future work, but full support (e.g. GPU-side Zstd decompression) requires further development and testing. > - **NVIDIA DALI** is a powerful tool for optimizing data loading, but requires some effort to integrate into existing workflows. > - **CuPy-Xarray integration** is still a work in progress, but can be very useful for GPU-native workflows. Please see this PR for more details: [xarray-contrib/cupy-xarray#70](https://github.com/xarray-contrib/cupy-xarray/pull/70). -> - **GPU-native decompression** is a promising area for future work, but full support (e.g. GPU-side Zstd decompression) requires further development and testing. +> - **NVIDIA Nsight** provides a [powerful tool](https://developer.nvidia.com/nsight-systems) for identifying bottlenecks. ## Acknowledgements 🙌 -This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NCAR for providing access to NCAR’s Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NCAR for providing access to NCAR’s Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). A huge thank you to Deepak Cherian []

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--- src/posts/gpu-pipeline/index.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index be1d728f..c169659c 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -159,9 +159,10 @@ with zarr.config.enable_gpu(): ⚠️ Note that using `engine="zarr"` like above would still result in data being loaded into CPU memory before being transferred to GPU memory. II. **Option 2: Direct-to-GPU via KvikIO (Zarr -> GPU)** -If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), you can use `kvikio` to read data directly into GPU memory, bypassing CPU memory. +If your system supports [GPU Direct Storage (GDS)](https://developer.nvidia.com/blog/gpudirect-storage/), you can use `kvikio` to read data directly into GPU memory, bypassing CPU memory. Here is a minimal example of how to do this: + ```python import kvikio.zarr From 50773a9f93674134f8906f4b1232ff1a24417779 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:33:43 -0600 Subject: [PATCH 54/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index c169659c..8236a8b7 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -282,7 +282,7 @@ We are continuing to explore the following areas: - GPU Direct Storage (GDS) for optimal performance - Better NVIDIA DALI integration for distributed training -- Support for sharded Zarr with GPU-friendly access patterns [already merged in Zarr v3](). +- Support for sharded Zarr with GPU-friendly access patterns already [merged](https://github.com/zarr-developers/zarr-python/pull/2978) in Zarr v3.0.8. - Work out how to use GDS when reading from cloud object store instead of on-prem disk - GPU-based decompression with nvCOMP From 6f666a99df56c2e0f161927cb53c72eead592d99 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:36:27 -0600 Subject: [PATCH 55/69] update to blogpost --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 8236a8b7..3e57e294 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -45,7 +45,7 @@ ML pipelines for large scientific datasets typically include steps: - Transforming / preprocessing data (often CPU-bound) - Model Training/Inference (often GPU-bound) -Although GPU compute is incredibly fast, the I/O & CPU can become a bottleneck when dealing with large datasets. **In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU.** +Although GPU compute is incredibly fast, I/O & CPU can become a bottleneck when dealing with large datasets. **In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU.** In this hackathon, we explored several strategies to reduce the data loading bottleneck and build a GPU-native pipeline to maximize GPU utilization. From 8be9c118baa5f6fcea9c256967bf79a673c79d38 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:37:04 -0600 Subject: [PATCH 56/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 3e57e294..dcd8d6ea 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -175,7 +175,7 @@ with zarr.config.enable_gpu(): This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency, especially for large datasets. However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature to be enabled and correctly configured on your system. -**Note**: Even with GDS, the decompression step is still occurs on the CPU (see next section for GPU solutions!). This means that the data is still being decompressed on the CPU before being transferred to the GPU. However, this is still a significant improvement over the previous method, as it reduces the amount of data that needs to be transferred over the PCIe bus. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): +**Note**: Even with GDS, the decompression step will still occur on the CPU (see next section for GPU solutions!). This means that the data is still being decompressed on the CPU before being transferred to the GPU. However, this is still a significant improvement over the previous method, as it reduces the amount of data that needs to be transferred over the PCIe bus. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) ### Step 3: GPU-based decompression with nvCOMP 🚀 From c017e155b8055ced2def17ba45771bc703208ec2 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:37:34 -0600 Subject: [PATCH 57/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index dcd8d6ea..79061cde 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -182,7 +182,7 @@ However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.c For a fully GPU-native pipline, the decompression step should also be done on the GPU. This is where [NVIDIA's nvCOMP](https://developer.nvidia.com/nvcomp) library comes in. nvCOMP provides fast, GPU-native implementations of popular compression algorithms like Zstandard (Zstd) -With nvCOMP, all steps of data loading including reading, decompressing, and transforming data can be done on the GPU, significantly reducing the time spent on data loading. Here is a flowchart of the data loading process with GDS and GPU-based decompression enabled: +With nvCOMP, all steps of data loading including reading from disk, decompression, and transforming data can be done on the GPU, significantly reducing the time spent on data loading. Here is a flowchart of the data loading process with GDS and GPU-based decompression enabled: ![GPU native decompression](/posts/gpu-pipline/flowchart_3.png) From 508af65404854cf00afa9df3de35904a2affc6ab Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:37:59 -0600 Subject: [PATCH 58/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Wei Ji <23487320+weiji14@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 79061cde..9ac644de 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -202,7 +202,7 @@ Here are the results: > These results show that GPU-based decompression can significantly reduce the time spent on data loading and cut I/O latency from storage to device (less data transfer over PCIe/NVLink). This is especially useful for large datasets, as it allows for faster data loading and processing. -Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompressing, and transforming data, can be done on the GPU. +Keep an eye on this space, as we are working on integrating this into the Zarr ecosystem to enable GPU-based decompression for Zarr stores. This will allow for a fully GPU-native workflow, where all steps of data loading, including reading, decompression, and transforming data, can be done on the GPU. > 💡 Takeaway: Even without full GDS support, GPU-based decompression can dramatically reduce I/O latency and free up CPU resources for other tasks. From 43e066a1ea36418824f8b083e827caf8d7de00e3 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:38:19 -0600 Subject: [PATCH 59/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 9ac644de..e8883e08 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -13,7 +13,7 @@ authors: github: akshaysubr - name: Thomas Augspurger github: tomaugspurger - - name: Katelyn Fitzgerald + - name: Katelyn FitzGerald github: kafitzgerald summary: 'How to accelerate AI/ML workflows in Earth Sciences with GPU-native Xarray and Zarr.' From c842b44cc66d8018c7e141d22c23db5bec6b9c66 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:40:52 -0600 Subject: [PATCH 60/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index e8883e08..3e7f5c0b 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -39,7 +39,7 @@ In this post, we share our hackathon experience, the integration strategies we e ## Problem -ML pipelines for large scientific datasets typically include steps: +ML pipelines for large scientific datasets typically include the following steps: - Reading raw data from disk or object storage (IO-bound) - Transforming / preprocessing data (often CPU-bound) From a51f27633c99177edaa677111ddc756f73b9b39d Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:41:22 -0600 Subject: [PATCH 61/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 3e7f5c0b..a4216dc1 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -43,7 +43,7 @@ ML pipelines for large scientific datasets typically include the following steps - Reading raw data from disk or object storage (IO-bound) - Transforming / preprocessing data (often CPU-bound) -- Model Training/Inference (often GPU-bound) +- Model training / inference (often GPU-bound) Although GPU compute is incredibly fast, I/O & CPU can become a bottleneck when dealing with large datasets. **In an ideal scenario, we want to saturate the GPU with data as quickly as possible to minimize idle time on both the CPU and GPU.** From bc3cbed3c775e9bebb451b9fe22233b22318b1b8 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:44:24 -0600 Subject: [PATCH 62/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index a4216dc1..86b16a8a 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -103,7 +103,7 @@ During the hackathon, we tested the following strategies to improve the data loa ### Step 1: Optimized Chunking & Compression -The ERA-5 dataset we were using had a sub-optimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 timesteps of data was being read even if we only needed 2 consecutive timesteps at a time. +The copy of the ERA5 dataset we were using initially had a suboptimal chunking scheme of `{'time': 10, 'channel': C, 'height': H, 'width': W}`, which meant that a minimum of 10 time steps of data was being read even if we only needed 2 consecutive time steps. We decided to rechunk the data to align with our access pattern of 1-timestep at a time, while reformating to Zarr format 3. The full script is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/blob/main/rechunk/era5_rechunking.ipynb), with the main code looking like so: From 993f7723d156ba2084f580d4f7cfc1eedd30ed0e Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:45:24 -0600 Subject: [PATCH 63/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 86b16a8a..b57bf3d6 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -173,7 +173,7 @@ with zarr.config.enable_gpu(): ``` This will read the data directly from the Zarr store to GPU memory, significantly reducing I/O latency, especially for large datasets. -However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature to be enabled and correctly configured on your system. +However, it relies on the [NVIDIA GPUDirect Storage (GDS)](https://docs.nvidia.com/datacenter/pgp/gds/index.html) feature being enabled and correctly configured on your system. **Note**: Even with GDS, the decompression step will still occur on the CPU (see next section for GPU solutions!). This means that the data is still being decompressed on the CPU before being transferred to the GPU. However, this is still a significant improvement over the previous method, as it reduces the amount of data that needs to be transferred over the PCIe bus. In the figure below, we show the flowchart of the data loading process with GDS enabled (i.e. using `kvikio`): ![Flowchart-technically decompression is still done on CPUs](/posts/gpu-pipline/flowchart_2.png) From a5c387e6c1d6fb414374296e06ebe3aaaab7dec9 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:45:37 -0600 Subject: [PATCH 64/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Katelyn FitzGerald <7872563+kafitzgerald@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index b57bf3d6..16855721 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -212,7 +212,7 @@ Ideally, we want to minimize idle time on both the CPU and GPU by overlapping th To address this inefficiency, we adopted [NVIDIA DALI (Data Loading Library)](https://docs.nvidia.com/deeplearning/dali/user-guide/docs/index.html), which provides a flexible, GPU-accelerated data pipeline with built-in support for asynchronous execution across CPU and GPU stages. DALI helps reduce CPU pressure, enables concurrent preprocessing, and increases training throughput by pipelining operations. -First, we began with a minimal example in [zarr_DALI directory](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to build a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store and transfer them directly to GPU memory using CuPy arrays. +First, we began with a minimal example in the [zarr_DALI directory](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus/tree/main/zarr_DALI) with short, contained examples of a DALI pipeline loading directly from Zarr stores. This example shows how to build a custom DALI `pipeline` that uses an `ExternalSource` operator to load batched image data from a Zarr store and transfer them directly to GPU memory using CuPy arrays. In short, to use DALI with Zarr for data loading, you need to: From 6359e46957dab7419376e77eb58176cb3a5380bb Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:43:36 -0600 Subject: [PATCH 65/69] updates --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 16855721..20786fd5 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -33,7 +33,7 @@ The result: faster training, higher throughput, and a scalable path forward for In large-scale geospatial AI and machine learning workflows, data loading is often the main bottleneck. Traditional pipelines rely on CPUs to preprocess and transfer massive datasets from storage to GPU memory, consuming resources and limiting scalability and effective use of GPU resources. -To tackle this issue, a team from the [National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in the [OpenHackathon](https://www.openhackathons.org/s/) to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native workflows using tools such as [Zarr](https://zarr.readthedocs.io/), [KvikIO](https://docs.rapids.ai/api/kvikio/stable/), and [DALI](https://developer.nvidia.com/dali). +To tackle this issue, a team from the [NSF National Center for Atmospheric Research (NSF-NCAR)](https://ncar.ucar.edu) and [Development Seed](https://developmentseed.org) with mentors from [NVIDIA](https://www.nvidia.com) participated in an [OpenHackathon](https://www.openhackathons.org/s/) to demonstrate how AI/ML workflows in Earth system sciences can benefit from GPU-native technologies using tools such as [Zarr](https://zarr.readthedocs.io/), [KvikIO](https://docs.rapids.ai/api/kvikio/stable/), and [DALI](https://developer.nvidia.com/dali). In this post, we share our hackathon experience, the integration strategies we explored, and the performance gains we achieved to highlight how modern tools can transform data-intensive workflows. From 435569118c710027890f71eca1c2709167a67a64 Mon Sep 17 00:00:00 2001 From: Negin Sobhani Date: Thu, 12 Jun 2025 03:51:19 -0600 Subject: [PATCH 66/69] address comments --- src/posts/gpu-pipeline/index.md | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 20786fd5..4566a81b 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -51,7 +51,7 @@ In this hackathon, we explored several strategies to reduce the data loading bot ### Data & Code Overview 📊 -For this hackathon, we developed a benchmark of training a U-NET (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full benchmark repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). +For this hackathon, we developed a benchmark of training a U-Net (with ResNet encoder) model on the ERA-5 Dataset to predict next time steps. The training pipeline used a standard PyTorch DataLoader and supported both single-GPU and multi-GPU training via Distributed Data Parallel (DDP). The full benchmark repo is available [here](https://github.com/pangeo-data/ncar-hackathon-xarray-on-gpus). ### Initial Performance Bottlenecks @@ -283,7 +283,7 @@ We are continuing to explore the following areas: - GPU Direct Storage (GDS) for optimal performance - Better NVIDIA DALI integration for distributed training - Support for sharded Zarr with GPU-friendly access patterns already [merged](https://github.com/zarr-developers/zarr-python/pull/2978) in Zarr v3.0.8. -- Work out how to use GDS when reading from cloud object store instead of on-prem disk +- Explore GDS for reading from cloud object storage instead of on-prem disk storage - GPU-based decompression with nvCOMP > ## Lessons Learned 💡 @@ -298,7 +298,7 @@ We are continuing to explore the following areas: ## Acknowledgements 🙌 -This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NCAR for providing access to NCAR’s Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). A huge thank you to Deepak Cherian [] +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NSF NCAR for providing access to Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). A huge thank you to Deepak Cherian []
    Date: Thu, 12 Jun 2025 04:00:07 -0600 Subject: [PATCH 67/69] update thank you messages --- src/posts/gpu-pipeline/index.md | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index 4566a81b..ca4c4f0f 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -298,7 +298,9 @@ We are continuing to explore the following areas: ## Acknowledgements 🙌 -This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NSF NCAR for providing access to Derecho supercomputer which we used for this project. Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). A huge thank you to Deepak Cherian [] +This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NSF NCAR for providing access to Derecho supercomputer which we used for this project. A huge thank-you to our mentors from NVIDIA mentors, [Akshay Subramaniam](https://github.com/akshaysubr) and [Tom Augspurger](https://github.com/tomaugspurger), for their guidance and support throughout the hackathon. + +Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). And a special thanks to [Deepak Cherian](https://github.com/dcherian) for providing guidance on Xarrary integration for reading from Zarr to GPU memory.
    Date: Thu, 12 Jun 2025 10:01:08 +0000 Subject: [PATCH 68/69] [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index ca4c4f0f..b25c5687 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -300,7 +300,7 @@ We are continuing to explore the following areas: This work was developed during the [NCAR/NOAA Open Hackathon](https://www.openhackathons.org/s/siteevent/a0CUP00000rwYYZ2A2/se000355) in Golden, Colorado from 18-27 February 2025. We would like to thank the OpenACC Hackathon for the opportunity to participate and learn from this experience. Special thanks to NSF NCAR for providing access to Derecho supercomputer which we used for this project. A huge thank-you to our mentors from NVIDIA mentors, [Akshay Subramaniam](https://github.com/akshaysubr) and [Tom Augspurger](https://github.com/tomaugspurger), for their guidance and support throughout the hackathon. -Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). And a special thanks to [Deepak Cherian](https://github.com/dcherian) for providing guidance on Xarrary integration for reading from Zarr to GPU memory. +Thanks also to the open-source communities behind [Xarray](https://github.com/pydata/xarray), [Zarr](https://github.com/zarr-developers/zarr-python), [CuPy](https://github.com/cupy/cupy), [KvikIO](https://github.com/rapidsai/kvikio), and [DALI](https://github.com/NVIDIA/DALI). And a special thanks to [Deepak Cherian](https://github.com/dcherian) for providing guidance on Xarrary integration for reading from Zarr to GPU memory.
    Date: Thu, 12 Jun 2025 04:03:53 -0600 Subject: [PATCH 69/69] Update src/posts/gpu-pipeline/index.md Co-authored-by: Max Jones <14077947+maxrjones@users.noreply.github.com> --- src/posts/gpu-pipeline/index.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/src/posts/gpu-pipeline/index.md b/src/posts/gpu-pipeline/index.md index b25c5687..5468ffed 100644 --- a/src/posts/gpu-pipeline/index.md +++ b/src/posts/gpu-pipeline/index.md @@ -81,7 +81,7 @@ Here are some screenshots of the profiling results: />
    -We further quantified this bottleneck by comparing data loading and training throughput, as shown in the figure below: +We further quantified this bottleneck by comparing data loading and training throughput, as shown in the figure below (higher bars/more throughput is better):