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© 2021 The MathWorks, Inc.
MATLAB Modernization on HDF5 1.10
Support for SWMR and VDS
and Cloud Data Access
Ellen Johnson
Senior Software Engineer, MathWorks
ESIP Summer 2021/HDF Workshop
July 23, 2021
2
Agenda
 Scientific data overview
 HDF5 interface
 What we’ve been doing
 What’s new in 21b
 Demo
 Performance and compatibility
 What’s in the future
 Wrap-up and Q&A
21b topics covered are available now to MATLAB users in
R2021b prerelease
Full R2021b release planned for September
3
Scientific Data in MATLAB
Scientific data formats
 HDF5, HDF4, HDF-EOS2
 NetCDF (with OPeNDAP)
 FITS, CDF, BIL, BIP, BSQ
Image file formats
 TIFF, JPEG, PNG, JPEG2000, HDR,
and more
Vector data file formats
 ESRI Shapefiles, KML, GPS
and more
Raster data file formats
 GeoTIFF, NITF, USGS and SDTS DEM,
NIMA DTED, and more
Web Map Service (WMS)
4
Working with HDF5 in MATLAB
MATLAB has two HDF5 interfaces
 High-level (HL) : Ease-of-use, less control
 Low-level (LL) : Wraps HDF5 C library, more control
Interface Function
High-level h5create, h5read,
h5write, h5disp, etc.
Low-level H5F.open
H5F.start_swmr_write
H5D.read
H5G.create
H5P.select_hyperslab
H5P.set_layout
H5P.set_virtual
H5S.create_simple
H5T.refresh
and over 300 more
5
What We’ve Been Up To
 Upgraded to HDF5 1.8.12
 Support for reading datasets with Dynamically Loaded Filters
 attempted upgrade to 1.10.2…performance regressions
 Support for HDF5 remote data access
 Wrote in-house Virtual File Driver
– S3 and Azure: Read/Write
– Hadoop: Read-only
– Enabled for all HL and LL functions
 Support for MAT-file v7.3 remote save/load
 more work on upgrading to 1.10.7…still regressions, but devised a solution
6
What’s New in R2021b
 MATLAB customer-facing HDF5 interface now uses HDF5 1.10.7
 New functions in low-level interface for:
– Single-Writer/Multiple-Reader
– Virtual Dataset
– Fine Tuning the Metadata Cache
– Partial Edge Chunk
 Modified existing functions for 1.10.7
 Shipping binaries for both 1.10.7 and 1.8.12 (Interim solution)
– 1.10.7 for MATLAB HDF5 interface
– 1.8.12 for MAT-file v.7.3 to avoid 1.10 regressions
– Consulting with THG and MathWorks teams on solution
 Goal: Ship one version and stay current with HDF5 releases
7
Functional Details in R2021b
 New functions added to LL interface
– Added ~30 new functions across the 16 APIs
– Provides fine-grained control of SWMR, VDS, Partial Edge Chunk, Metadata Cache
 Modified existing functions to work with 1.10.7
– H5F.open (for SWMR)
– H5P.set_layout (for VDS)
– H5R.dereference (for 1.10 signature)
– H5P.set_libver_bounds (for new high/low values)
 h5read, h5disp, h5info can access Virtual Datasets
whether stored locally or cloud
– S3, Azure, Hadoop
8
New Functions Mapped to HDF5 Features
HDF5 Feature MATLAB Function
SWMR H5F.start_swmr_write
H5O.disable_mdc_flushes
H5O.enable_mdc_flushes
H5O.are_mdc_flushes_disabled
VDS H5P.set_virtual H5P.get_virtual_dsetname H5P.set_virtual_view
H5P.get_virtual_count H5P.get_virtual_filename H5P.get_virtual_view
H5P.get_virtual_vspace H5P.set_virtual_printf_gap H5S.is_regular_hyperslab
H5P.get_virtual_srcspace H5P.gset_virtual_printf_gap H5S.get_regular_hyperslab
Fine Tuning the MDC H5F.get_metadata_read_retry_info H5D.flush H5O.flush
H5P.get_metadata_read_attempts H5D.refresh H5O.refresh
H5P.set_metadata_read_attempts H5G.flush H5T.flush
H5F.get_intent H5G.refresh H5T.refresh
Partial Edge Chunk H5P.get_chunk_opts
H5P.set_chunk_opts
9
Demo: Using SWMR with VDS in MATLAB with parpool
Mix of local and remote data access
10
Performance
Performance benchmarks with 1.10.7 vs 1.8.12
Improvements
– h5write, h5create, many low-level functions: minimal/moderate improvements
Regressions
– h5info: Substantial regressions with highly-nested groups with small datasets
– Working with THG to determine if same issue as MAT-file v7.3
Future performance work
– Optimize our HDF5 codebase (have identified target areas)
– Adding more workflow-based performance tests
11
Compatibility
Linux-only: Filter plugins with calls to core HDF5 library need to be rebuilt
with our shipping symbol-versioned HDF5 1.10.7 binary
– To avoid issues due to symbol collisions
– Option 1: Rebuild plugin with /matlab/bin/glnxa64/libhdf5.so.103.3.0
– Option 2: Build 1.10.7 using our GNU export map, then rebuild plugin with this binary.
– Will provide instructions in documentation and File Exchange
Interim solution until we ship one version again
H5P.set_libver_bounds
– low/high = latest/latest will create incompatible files with earlier MATLAB versions
12
Future Work Under Consideration
Highest priority
 Ship one HDF5 version (Linux plugin workaround no longer required)
 Support for writing datasets using Dynamically Loaded Filters
 Better experience for working with filter plugins
 Upgrade to HDF5 1.14 when available, evaluate new features to support
Watch-and-wait
 High-level support for creating VDS, controlling SWMR settings
 Support for other 1.10 features (Page Buffering, File Space Management)
 Looking for community feedback
13
Wrap-up and Q&A
 MATLAB now current with latest HDF5 version on 1.10 branch
 New SWMR and VDS capabilities
 Linux Filter Plugin compatibility
Please try out our new functions in R2021b prerelease
We love hearing feedback – it helps us improve our products!
Reach out to us with any questions or wish-lists!
- ellenj@mathworks.com
14
© 2021 The MathWorks, Inc.
Acknowledgements
Thank You!
 GEBCO Gridded Bathymetry Data: https://www.gebco.net/data_and_products/gridded_bathymetry_data/
GEBCO Compilation Group (2020) GEBCO 2020 Grid (doi:10.5285/a29c5465-b138-234d-e053-6c86abc040b9)​
 The HDF Group: www.hdfgroup.com
 HDF5 VDS RFC: https://portal.hdfgroup.org/display/HDF5/RFC+HDF5+Virtual+Dataset

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MATLAB Modernization on HDF5 1.10

  • 1. 1 © 2021 The MathWorks, Inc. MATLAB Modernization on HDF5 1.10 Support for SWMR and VDS and Cloud Data Access Ellen Johnson Senior Software Engineer, MathWorks ESIP Summer 2021/HDF Workshop July 23, 2021
  • 2. 2 Agenda  Scientific data overview  HDF5 interface  What we’ve been doing  What’s new in 21b  Demo  Performance and compatibility  What’s in the future  Wrap-up and Q&A 21b topics covered are available now to MATLAB users in R2021b prerelease Full R2021b release planned for September
  • 3. 3 Scientific Data in MATLAB Scientific data formats  HDF5, HDF4, HDF-EOS2  NetCDF (with OPeNDAP)  FITS, CDF, BIL, BIP, BSQ Image file formats  TIFF, JPEG, PNG, JPEG2000, HDR, and more Vector data file formats  ESRI Shapefiles, KML, GPS and more Raster data file formats  GeoTIFF, NITF, USGS and SDTS DEM, NIMA DTED, and more Web Map Service (WMS)
  • 4. 4 Working with HDF5 in MATLAB MATLAB has two HDF5 interfaces  High-level (HL) : Ease-of-use, less control  Low-level (LL) : Wraps HDF5 C library, more control Interface Function High-level h5create, h5read, h5write, h5disp, etc. Low-level H5F.open H5F.start_swmr_write H5D.read H5G.create H5P.select_hyperslab H5P.set_layout H5P.set_virtual H5S.create_simple H5T.refresh and over 300 more
  • 5. 5 What We’ve Been Up To  Upgraded to HDF5 1.8.12  Support for reading datasets with Dynamically Loaded Filters  attempted upgrade to 1.10.2…performance regressions  Support for HDF5 remote data access  Wrote in-house Virtual File Driver – S3 and Azure: Read/Write – Hadoop: Read-only – Enabled for all HL and LL functions  Support for MAT-file v7.3 remote save/load  more work on upgrading to 1.10.7…still regressions, but devised a solution
  • 6. 6 What’s New in R2021b  MATLAB customer-facing HDF5 interface now uses HDF5 1.10.7  New functions in low-level interface for: – Single-Writer/Multiple-Reader – Virtual Dataset – Fine Tuning the Metadata Cache – Partial Edge Chunk  Modified existing functions for 1.10.7  Shipping binaries for both 1.10.7 and 1.8.12 (Interim solution) – 1.10.7 for MATLAB HDF5 interface – 1.8.12 for MAT-file v.7.3 to avoid 1.10 regressions – Consulting with THG and MathWorks teams on solution  Goal: Ship one version and stay current with HDF5 releases
  • 7. 7 Functional Details in R2021b  New functions added to LL interface – Added ~30 new functions across the 16 APIs – Provides fine-grained control of SWMR, VDS, Partial Edge Chunk, Metadata Cache  Modified existing functions to work with 1.10.7 – H5F.open (for SWMR) – H5P.set_layout (for VDS) – H5R.dereference (for 1.10 signature) – H5P.set_libver_bounds (for new high/low values)  h5read, h5disp, h5info can access Virtual Datasets whether stored locally or cloud – S3, Azure, Hadoop
  • 8. 8 New Functions Mapped to HDF5 Features HDF5 Feature MATLAB Function SWMR H5F.start_swmr_write H5O.disable_mdc_flushes H5O.enable_mdc_flushes H5O.are_mdc_flushes_disabled VDS H5P.set_virtual H5P.get_virtual_dsetname H5P.set_virtual_view H5P.get_virtual_count H5P.get_virtual_filename H5P.get_virtual_view H5P.get_virtual_vspace H5P.set_virtual_printf_gap H5S.is_regular_hyperslab H5P.get_virtual_srcspace H5P.gset_virtual_printf_gap H5S.get_regular_hyperslab Fine Tuning the MDC H5F.get_metadata_read_retry_info H5D.flush H5O.flush H5P.get_metadata_read_attempts H5D.refresh H5O.refresh H5P.set_metadata_read_attempts H5G.flush H5T.flush H5F.get_intent H5G.refresh H5T.refresh Partial Edge Chunk H5P.get_chunk_opts H5P.set_chunk_opts
  • 9. 9 Demo: Using SWMR with VDS in MATLAB with parpool Mix of local and remote data access
  • 10. 10 Performance Performance benchmarks with 1.10.7 vs 1.8.12 Improvements – h5write, h5create, many low-level functions: minimal/moderate improvements Regressions – h5info: Substantial regressions with highly-nested groups with small datasets – Working with THG to determine if same issue as MAT-file v7.3 Future performance work – Optimize our HDF5 codebase (have identified target areas) – Adding more workflow-based performance tests
  • 11. 11 Compatibility Linux-only: Filter plugins with calls to core HDF5 library need to be rebuilt with our shipping symbol-versioned HDF5 1.10.7 binary – To avoid issues due to symbol collisions – Option 1: Rebuild plugin with /matlab/bin/glnxa64/libhdf5.so.103.3.0 – Option 2: Build 1.10.7 using our GNU export map, then rebuild plugin with this binary. – Will provide instructions in documentation and File Exchange Interim solution until we ship one version again H5P.set_libver_bounds – low/high = latest/latest will create incompatible files with earlier MATLAB versions
  • 12. 12 Future Work Under Consideration Highest priority  Ship one HDF5 version (Linux plugin workaround no longer required)  Support for writing datasets using Dynamically Loaded Filters  Better experience for working with filter plugins  Upgrade to HDF5 1.14 when available, evaluate new features to support Watch-and-wait  High-level support for creating VDS, controlling SWMR settings  Support for other 1.10 features (Page Buffering, File Space Management)  Looking for community feedback
  • 13. 13 Wrap-up and Q&A  MATLAB now current with latest HDF5 version on 1.10 branch  New SWMR and VDS capabilities  Linux Filter Plugin compatibility Please try out our new functions in R2021b prerelease We love hearing feedback – it helps us improve our products! Reach out to us with any questions or wish-lists! - ellenj@mathworks.com
  • 14. 14 © 2021 The MathWorks, Inc. Acknowledgements Thank You!  GEBCO Gridded Bathymetry Data: https://www.gebco.net/data_and_products/gridded_bathymetry_data/ GEBCO Compilation Group (2020) GEBCO 2020 Grid (doi:10.5285/a29c5465-b138-234d-e053-6c86abc040b9)​  The HDF Group: www.hdfgroup.com  HDF5 VDS RFC: https://portal.hdfgroup.org/display/HDF5/RFC+HDF5+Virtual+Dataset

Editor's Notes

  • #5: h5disp maps to h5dump try, catch don’t have to recompile your code to play with the lower level interfaces Run code as you type it