pybes3

pybes3 is a Python module that aims to make BES3 users easier to work with Python.

It is highly recommended to take a look at these Python modules before using pybes3:

awkward: A Python module that can handle ragged-like array.
uproot: A ROOT I/O Python module. pybes3 uses uproot to read BES3 ROOT files.

Visit the documentation for more information about installation, usage, and examples.

Installation

Install `pybes3` using pip

python3 -m pip install pybes3

Users on lxlogin server

"lxlogin server" means the login server of computation clusters of IHEP. If you are not using lxlogin server, you can skip this section.

Since there is a quota limitation on the user's home directory (~/), you need to create symlinks for ~/.local and ~/.cache, which contain pip packages and caches installed in "user mode":

# Check whether a `.local` directory and `.cache` already exists.
# If so, move it to somewhere else.
ls -a ~
mv ~/.local /path/to/somewhere/
mv ~/.cache /path/to/somewhere

# If no `.local` or `.cache` exists, create them
mkdir /path/to/somewhere/.local
mkdir /path/to/somewhere/.cache

# After moving or creating them, link them back to `~`
ln -s /path/to/somewhere/.local ~/.local
ln -s /path/to/somewhere/.cache ~/.cache

Using `pybes3` under `BOSS8` environment

If you are using pybes3 under BOSS8 environment, you MUST run following commands after setting up BOSS8 environment:

export PYTHONPATH=`python -m site --user-site`:$PYTHONPATH
export PATH=`python -m site --user-base`/bin:$PATH

Features

At the moment, pybes3 provides:

BES3 data reading: Read rtraw, rec, dst, and even raw files.
Identifier: Convert BOSS detector identifier number to a human-readable format.
Indexing: Each detector element in pybes3 is assigned a zero-based index, useful for array indexing and mapping detector elements.
Geometry: Retrieve and compute geometry information of detectors.
Helix operations: Parse and transform helix parameters.

Performance

pybes3 is designed to be fast and efficient. It uses C++ to accelerate some of the operations, such as helix operations, detector identifier conversion, etc.

Data reading

A simple benchmark is provided to compare the performance of pybes3 and BOSS8 in reading dst files:

For pybes3, we directly read out the Event tree:

import uproot
import pybes3

n_evt = ... # number of events to read
files = [...] # list of ROOT files to read

data_array = uproot.concatenate({f: "Event" for f in files}, entry_stop=n_evt)

For BOSS8, since when reading reconstruction data, it will load a RecMakerAlg algorithm for each event, which slows down the reading performance significantly (4~5 times slower than pure reading), we test 2 cases:

A loop on all events with default job-options (with RecMakerAlg algorithm):

#include "$ROOTIOROOT/share/jobOptions_ReadRec.txt"
#include "$OFFLINEEVENTLOOPMGRROOT/share/OfflineEventLoopMgr_Option.txt"

EventCnvSvc.digiRootInputFile = { ... }; // list of ROOT files to read
ApplicationMgr.EvtMax = ...; // number of events to read
MessageSvc.OutputLevel = 7; // suppress messages

A loop on all events without loading RecMakerAlg algorithm. This is similar to reading rtraw files and is the closest case to raw ROOT reading:

ApplicationMgr.ExtSvc += {"EvtPersistencySvc/EventPersistencySvc"};
ApplicationMgr.ExtSvc +={"RootEvtSelector/EventSelector","RootCnvSvc/EventCnvSvc"};
EventPersistencySvc.CnvServices += {"EventCnvSvc"};
#include "$OFFLINEEVENTLOOPMGRROOT/share/OfflineEventLoopMgr_Option.txt"

EventCnvSvc.digiRootInputFile = { ... }; // list of ROOT files to read
ApplicationMgr.EvtMax = ...; // number of events to read
MessageSvc.OutputLevel = 7; // suppress messages

The machine used for the benchmark is a Intel i7-12700 with Great Wall GW7000 4TB SSD. The operating system is AlmaLinuxOS9 on WSL2. The number of events is set to 1000, 5000, 10000, 50000, 100000, 500000, and 1000000.

The results are shown below:

The fitting results with a linear function is:

	Initialization time (s)	Slope (s/10k-event)
BOSS8 (with `RecMakerAlg`)	0.615	2.766
BOSS8 (no `RecMakerAlg`)	0.451	0.338
pybes3	1.135	0.326

The result shows that pybes3 is also comparable to BOSS8 when RecMakerAlg is not loaded, which means that the reading performance of pybes3 is close to the reading performance of ROOT itself. pybes3 is several times faster than BOSS8 with default settings, and slower when reading small number of events (~1000), since the module importing and initialization time is counted in the benchmark.

Since users may have to use the default settings of BOSS to read reconstruction data, pybes3 is still several times faster in this case.

Metadata

Release files for pybes3 0.5.0

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for pybes3 0.5.0
File	Size	Uploaded
pybes3-0.5.0.tar.gz	5.8 MB	Jul 8, 2026	Details

Built distributions (wheels)

Table of built distributions (wheels) for pybes3 0.5.0
File	Interpreter	ABI	Platform	Reset
pybes3-0.5.0-cp314-cp314t-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.14	CPython 3.14 free-threading	Windows x86-64	Details
pybes3-0.5.0-cp314-cp314t-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.14	CPython 3.14 free-threading	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pybes3-0.5.0-cp314-cp314t-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.14	CPython 3.14 free-threading	macOS 11.0+ ARM64	Details
pybes3-0.5.0-cp314-cp314-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.14	CPython 3.14	Windows x86-64	Details
pybes3-0.5.0-cp314-cp314-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.14	CPython 3.14	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pybes3-0.5.0-cp314-cp314-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.14	CPython 3.14	macOS 11.0+ ARM64	Details
pybes3-0.5.0-cp313-cp313-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.13	CPython 3.13	Windows x86-64	Details
pybes3-0.5.0-cp313-cp313-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.13	CPython 3.13	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pybes3-0.5.0-cp313-cp313-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.13	CPython 3.13	macOS 11.0+ ARM64	Details
pybes3-0.5.0-cp312-cp312-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.12	CPython 3.12	Windows x86-64	Details
pybes3-0.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.12	CPython 3.12	Linux glibc 2.27+ x86-64, Linux glibc 2.28+ x86-64	Details
pybes3-0.5.0-cp312-cp312-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.12	CPython 3.12	macOS 11.0+ ARM64	Details
pybes3-0.5.0-cp311-cp311-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.11	CPython 3.11	Windows x86-64	Details
pybes3-0.5.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.11	CPython 3.11	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pybes3-0.5.0-cp311-cp311-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.11	CPython 3.11	macOS 11.0+ ARM64	Details
pybes3-0.5.0-cp310-cp310-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.10	CPython 3.10	Windows x86-64	Details
pybes3-0.5.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.10	CPython 3.10	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pybes3-0.5.0-cp310-cp310-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.10	CPython 3.10	macOS 11.0+ ARM64	Details
pybes3-0.5.0-cp39-cp39-win_amd64.whl 1.1 MB Jul 8, 2026	CPython 3.9	CPython 3.9	Windows x86-64	Details
pybes3-0.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl 1.2 MB Jul 8, 2026	CPython 3.9	CPython 3.9	Linux glibc 2.28+ x86-64, Linux glibc 2.27+ x86-64	Details
pybes3-0.5.0-cp39-cp39-macosx_11_0_arm64.whl 1.1 MB Jul 8, 2026	CPython 3.9	CPython 3.9	macOS 11.0+ ARM64	Details

Total release size: 29.8 MB

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Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Provenance

Identity

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Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp312-cp312-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Identity

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Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Identity

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Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp311-cp311-win_amd64.whl

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Identity

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Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp311-cp311-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp311-cp311-macosx_11_0_arm64.whl

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Identity

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Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp310-cp310-win_amd64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp310-cp310-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp310-cp310-macosx_11_0_arm64.whl

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Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp39-cp39-win_amd64.whl

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Provenance

Identity

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Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp39-cp39-manylinux_2_27_x86_64.manylinux_2_28_x86_64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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Release files / pybes3-0.5.0-cp39-cp39-macosx_11_0_arm64.whl

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Uploaded via	`twine/6.1.0 CPython/3.13.12`

Provenance

Identity

Publishing platform: GitHub Actions
Publishing repository: github.com/mrzimu/pybes3
Publishing commit: github.com/mrzimu/pybes3/tree/b75a55c39cbd9fa6be0a3a35fb4eb558d8ab30e6

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