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DAOS Middleware Update
DAOS User Group – SC 2020
Mohamad Chaarawi
DUG’20 2
Notices and Disclaimers
Intel technologies’ features and benefits depend on system configuration and may require enabled hardware, software or service activation. Performance varies depending on
system configuration.
No product or component can be absolutely secure.
Tests document performance of components on a particular test, in specific systems. Differences in hardware, software, or configuration will affect actual performance. For more
complete information about performance and benchmark results, visit http://www.intel.com/benchmarks .
Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors. Performance tests, such as SYSmark and
MobileMark, are measured using specific computer systems, components, software, operations and functions. Any change to any of those factors may cause the results to vary.
You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases, including the performance of that product when
combined with other products. For more complete information visit http://www.intel.com/benchmarks .
Intel Advanced Vector Extensions (Intel AVX) provides higher throughput to certain processor operations. Due to varying processor power characteristics, utilizing AVX
instructions may cause a) some parts to operate at less than the rated frequency and b) some parts with Intel® Turbo Boost Technology 2.0 to not achieve any or maximum turbo
frequencies. Performance varies depending on hardware, software, and system configuration and you can learn more at http://www.intel.com/go/turbo.
Intel's compilers may or may not optimize to the same degree for non-Intel microprocessors for optimizations that are not unique to Intel microprocessors. These optimizations
include SSE2, SSE3, and SSSE3 instruction sets and other optimizations. Intel does not guarantee the availability, functionality, or effectiveness of any optimization on
microprocessors not manufactured by Intel. Microprocessor-dependent optimizations in this product are intended for use with Intel microprocessors. Certain optimizations not
specific to Intel microarchitecture are reserved for Intel microprocessors. Please refer to the applicable product User and Reference Guides for more information regarding the
specific instruction sets covered by this notice.
Cost reduction scenarios described are intended as examples of how a given Intel-based product, in the specified circumstances and configurations, may affect future costs and
provide cost savings. Circumstances will vary. Intel does not guarantee any costs or cost reduction.
Intel does not control or audit third-party benchmark data or the web sites referenced in this document. You should visit the referenced web site and confirm whether referenced
data are accurate.
© Intel Corporation. Intel, the Intel logo, and other Intel marks are trademarks of Intel Corporation or its subsidiaries. Other names and brands may be claimed as the property of
others.
DUG’20 3
Application Interface
Dataset
Mover
Capacity Tier DAOS Storage Tier
POSIX I/O
HPC Workflow
HDF5 MPI-IO Python
Native
API
Legacy
Apache
Spark
Apache
Hadoop
HDFS Connector
DUG’20 4
POSIX Software Stack
Application / Framework
DAOS library (libdaos)
DAOS File System (libdfs)
Interception Library
dfuse
Single process address space
DAOS Storage Engine
RPC RDMA
End-to-end user space
No system calls
§ User space DFS library with an API like
POSIX.
• Requires application changes (new API)
§ DFUSE plugin to support POSIX API
• No application changes
• Limited performance
• Can enable caching over single node for
better metadata performance, mmap
support, read ahead optimization.
§ DFUSE + IL
• No application changes, runtime
LD_PRELOAD
• Good raw data I/O performance
DUG’20 5
DFS Flavors for Consistency
§ Provide two modes that offer different levels of consistency for
users:
1. Relaxed mode for well-behaved applications prioritizing performance over
concurrency control.
2. A more Balanced mode for applications that require stricter consistency at
the cost of performance (default mode).
§ Benchmark both modes using mdtest and use the more consistent
mode when performance becomes close.
DUG’20 6
MPI-IO Driver for DAOS
The DAOS MPI-IO driver is implemented within
the I/O library in MPICH (ROMIO).
• Added as an ADIO driver
• Portable to Open-MPI, Intel MPI, etc.
• https://github.com/pmodels/mpich
MPI Files use the same DFS mapping to the DAOS
Object Model
• MPI Files can be accessed through the DFS API
• MPI Files can be accessed through regular
POSIX with a dfuse mount over the container.
Application works seamlessly by just specifying the use of the driver by appending “daos:” to the path.
MPI-IO ROMIO driver (https://github.com/pmodels/mpich/tree/master/src/mpi/romio/adio/ad_daos)
POSIX / MPI-IO File
DAOS Byte Array Object
Special DAOS Object:
Ø 1 Level Key
Ø 1 Byte records
Ø Configurable Chunk Size
DUG’20 7The information on this page is subject to the use and disclosure restrictions provided on the second page to this document.
HDF5 VOL Architecture
§ Three main components:
• HDF5 Library
• DAOS VOL Connector
• (External) HDF5 Test Suite
HDF5 API
VOL Layer
VFD Layer
Native VOL
DAOS
VOL
SEC2
MPIO
File System DAOS
HDF5 Tools Test Suite
New Component
…
…
DAOS APIPOSIX API
Core HDF5
Library
External
Test
Suite
External
VOL
Connector
Enhanced Component
Native Component
h5repack
DUG’20 8
§ No longer requires separate version of HDF5:
• Compatible with main develop branch of HDF5
• Compatible with 1.12.x release series of HDF5 with VOL support
§ Currently supported features:
• New H5M MAP API to expose K/V interface to HDF5 users
• Variable length datatypes are now also supported
• Tools support (h5dump, h5ls, h5repack, etc.)
§ Coming soon:
• Independent metadata writes (= independent object creation)
• Asynchronous metadata and raw data operations
• Real application evaluation + HDF5 middleware (NetCDF4, PIO)
§ Available from: https://github.com/HDFGroup/vol-daos
• See user’s guide for more detailed list of supported features
HDF5 DAOS VOL Connector – Current Status
DUG’20 9
9
Unified Namespace
DAOS Object Store:
§ Addresses pools, containers with uuids; objects with 128-bit IDs.
§ Applications/Users are used to access files / directories in a traditional namespace
Unified Namespace allows users to create links between a file/dir in a system
namespace to DAOS pools & containers:
§ daos container create --path=/mnt/project1/userA/NS1 --pool=uuid --
type=POSIX/HDF5/etc.
§ Path created above becomes a special file or directory (depending on container type) with
an extended attribute with the pool and container information.
§ Accessing that path from DAOS aware middleware will make the link on the fly with the
DAOS UNS library.
/mnt/prod
users libs projects
Buzz mkl.so hdf5.so Apollo Gemini
.shrc moon.mpg Simul.out
UUIDs
Result.dn
UUIDs
Simul.h5
UUIDs
HDF5 Container
DAOS POSIX Container
DAOS MPI-IO Container
HDF5 Container
datadata
datadatadataset
group
datadata
datadata
dataset
group
datadata
datadatadataset
group
group
POSIX Container
datadata
datadata
file
dir
data
datadatadata
file
dir
datadata
datadata
file
dir
root
MPI-IO Container
file
file
file
DUG’20 10
MariaDB Engine
§ MySQL server enables backend engines to be written as plugins. Some
example engines:
• InnoDB: default engine
• Can write a backend to InnoDB using DFS API – simplest approach for support
• MyISAM
§ DAOS engine:
• new engine for native MySQL mapping to DAOS
• leverage in-storage computing:
• Engine condition pushdown optimization to avoid iterating over all DB rows to construct the result of the
query
• New DAOS API for filtering to be added
• Still in development
11

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DUG'20: 09 - DAOS Middleware Update

  • 1. DAOS Middleware Update DAOS User Group – SC 2020 Mohamad Chaarawi
  • 2. DUG’20 2 Notices and Disclaimers Intel technologies’ features and benefits depend on system configuration and may require enabled hardware, software or service activation. Performance varies depending on system configuration. No product or component can be absolutely secure. Tests document performance of components on a particular test, in specific systems. Differences in hardware, software, or configuration will affect actual performance. For more complete information about performance and benchmark results, visit http://www.intel.com/benchmarks . Software and workloads used in performance tests may have been optimized for performance only on Intel microprocessors. Performance tests, such as SYSmark and MobileMark, are measured using specific computer systems, components, software, operations and functions. Any change to any of those factors may cause the results to vary. You should consult other information and performance tests to assist you in fully evaluating your contemplated purchases, including the performance of that product when combined with other products. For more complete information visit http://www.intel.com/benchmarks . Intel Advanced Vector Extensions (Intel AVX) provides higher throughput to certain processor operations. Due to varying processor power characteristics, utilizing AVX instructions may cause a) some parts to operate at less than the rated frequency and b) some parts with Intel® Turbo Boost Technology 2.0 to not achieve any or maximum turbo frequencies. Performance varies depending on hardware, software, and system configuration and you can learn more at http://www.intel.com/go/turbo. Intel's compilers may or may not optimize to the same degree for non-Intel microprocessors for optimizations that are not unique to Intel microprocessors. These optimizations include SSE2, SSE3, and SSSE3 instruction sets and other optimizations. Intel does not guarantee the availability, functionality, or effectiveness of any optimization on microprocessors not manufactured by Intel. Microprocessor-dependent optimizations in this product are intended for use with Intel microprocessors. Certain optimizations not specific to Intel microarchitecture are reserved for Intel microprocessors. Please refer to the applicable product User and Reference Guides for more information regarding the specific instruction sets covered by this notice. Cost reduction scenarios described are intended as examples of how a given Intel-based product, in the specified circumstances and configurations, may affect future costs and provide cost savings. Circumstances will vary. Intel does not guarantee any costs or cost reduction. Intel does not control or audit third-party benchmark data or the web sites referenced in this document. You should visit the referenced web site and confirm whether referenced data are accurate. © Intel Corporation. Intel, the Intel logo, and other Intel marks are trademarks of Intel Corporation or its subsidiaries. Other names and brands may be claimed as the property of others.
  • 3. DUG’20 3 Application Interface Dataset Mover Capacity Tier DAOS Storage Tier POSIX I/O HPC Workflow HDF5 MPI-IO Python Native API Legacy Apache Spark Apache Hadoop HDFS Connector
  • 4. DUG’20 4 POSIX Software Stack Application / Framework DAOS library (libdaos) DAOS File System (libdfs) Interception Library dfuse Single process address space DAOS Storage Engine RPC RDMA End-to-end user space No system calls § User space DFS library with an API like POSIX. • Requires application changes (new API) § DFUSE plugin to support POSIX API • No application changes • Limited performance • Can enable caching over single node for better metadata performance, mmap support, read ahead optimization. § DFUSE + IL • No application changes, runtime LD_PRELOAD • Good raw data I/O performance
  • 5. DUG’20 5 DFS Flavors for Consistency § Provide two modes that offer different levels of consistency for users: 1. Relaxed mode for well-behaved applications prioritizing performance over concurrency control. 2. A more Balanced mode for applications that require stricter consistency at the cost of performance (default mode). § Benchmark both modes using mdtest and use the more consistent mode when performance becomes close.
  • 6. DUG’20 6 MPI-IO Driver for DAOS The DAOS MPI-IO driver is implemented within the I/O library in MPICH (ROMIO). • Added as an ADIO driver • Portable to Open-MPI, Intel MPI, etc. • https://github.com/pmodels/mpich MPI Files use the same DFS mapping to the DAOS Object Model • MPI Files can be accessed through the DFS API • MPI Files can be accessed through regular POSIX with a dfuse mount over the container. Application works seamlessly by just specifying the use of the driver by appending “daos:” to the path. MPI-IO ROMIO driver (https://github.com/pmodels/mpich/tree/master/src/mpi/romio/adio/ad_daos) POSIX / MPI-IO File DAOS Byte Array Object Special DAOS Object: Ø 1 Level Key Ø 1 Byte records Ø Configurable Chunk Size
  • 7. DUG’20 7The information on this page is subject to the use and disclosure restrictions provided on the second page to this document. HDF5 VOL Architecture § Three main components: • HDF5 Library • DAOS VOL Connector • (External) HDF5 Test Suite HDF5 API VOL Layer VFD Layer Native VOL DAOS VOL SEC2 MPIO File System DAOS HDF5 Tools Test Suite New Component … … DAOS APIPOSIX API Core HDF5 Library External Test Suite External VOL Connector Enhanced Component Native Component h5repack
  • 8. DUG’20 8 § No longer requires separate version of HDF5: • Compatible with main develop branch of HDF5 • Compatible with 1.12.x release series of HDF5 with VOL support § Currently supported features: • New H5M MAP API to expose K/V interface to HDF5 users • Variable length datatypes are now also supported • Tools support (h5dump, h5ls, h5repack, etc.) § Coming soon: • Independent metadata writes (= independent object creation) • Asynchronous metadata and raw data operations • Real application evaluation + HDF5 middleware (NetCDF4, PIO) § Available from: https://github.com/HDFGroup/vol-daos • See user’s guide for more detailed list of supported features HDF5 DAOS VOL Connector – Current Status
  • 9. DUG’20 9 9 Unified Namespace DAOS Object Store: § Addresses pools, containers with uuids; objects with 128-bit IDs. § Applications/Users are used to access files / directories in a traditional namespace Unified Namespace allows users to create links between a file/dir in a system namespace to DAOS pools & containers: § daos container create --path=/mnt/project1/userA/NS1 --pool=uuid -- type=POSIX/HDF5/etc. § Path created above becomes a special file or directory (depending on container type) with an extended attribute with the pool and container information. § Accessing that path from DAOS aware middleware will make the link on the fly with the DAOS UNS library. /mnt/prod users libs projects Buzz mkl.so hdf5.so Apollo Gemini .shrc moon.mpg Simul.out UUIDs Result.dn UUIDs Simul.h5 UUIDs HDF5 Container DAOS POSIX Container DAOS MPI-IO Container HDF5 Container datadata datadatadataset group datadata datadata dataset group datadata datadatadataset group group POSIX Container datadata datadata file dir data datadatadata file dir datadata datadata file dir root MPI-IO Container file file file
  • 10. DUG’20 10 MariaDB Engine § MySQL server enables backend engines to be written as plugins. Some example engines: • InnoDB: default engine • Can write a backend to InnoDB using DFS API – simplest approach for support • MyISAM § DAOS engine: • new engine for native MySQL mapping to DAOS • leverage in-storage computing: • Engine condition pushdown optimization to avoid iterating over all DB rows to construct the result of the query • New DAOS API for filtering to be added • Still in development
  • 11. 11