feat(docs): Added README.md and requirements.txt
Signed-off-by: Tuan-Dat Tran <tuan-dat.tran@tudattr.dev>
This commit is contained in:
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README.md
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README.md
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# UltraSort: Next-Generation Multithreaded Sorting Engine
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Welcome to UltraSort, the pinnacle of advanced sorting technology engineered
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to deliver unparalleled performance and scalability.
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Designed with cutting-edge concurrency paradigms and optimized for high-
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throughput environments, UltraSort sets a new standard in data processing and
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manipulation.
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## Introduction
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In today's data-driven landscape, the ability to process and sort massive
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datasets with speed and efficiency is paramount.
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UltraSort leverages state-of-the-art multithreading and concurrent execution
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strategies to deliver a sorting solution that not only meets but exceeds the
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demands of modern enterprises.
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Whether you're dealing with real-time analytics, large-scale databases, or
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complex computational tasks, UltraSort provides the robust foundation you
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|
need to achieve operational excellence.
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## Key Features
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- Concurrent Processing: Utilizes Python's concurrent.futures.
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ThreadPoolExecutor to execute sorting tasks in parallel, maximizing CPU
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utilization and reducing processing time.
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- Dynamic Workload Management: Automatically scales the number of worker
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threads based on dataset size (MAX_LENGTH), ensuring optimal resource
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allocation and minimal latency.
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- Robust Exception Handling: Incorporates comprehensive error handling
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|
mechanisms to gracefully manage and log exceptions, maintaining system
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stability and reliability.
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- High Throughput: Capable of handling up to infinitely scaling concurrent
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sorting operations, making it ideal for high-volume data environments.
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|
## Technological Innovations
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|
### Multithreaded Architecture
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|
UltraSort is built on a sophisticated multithreaded framework that harnesses
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|
the full potential of modern multi-core processors.
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|
By distributing sorting tasks across multiple threads, UltraSort ensures that
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|
data processing is both swift and efficient, significantly outperforming
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|
traditional single-threaded algorithms.
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|
### Asynchronous Execution
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|
Employing asynchronous execution paradigms, UltraSort minimizes idle times
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|
and maximizes processing throughput.
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|
The use of `as_completed` allows the system to handle tasks as they finish,
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|
ensuring that resources are continually utilized without unnecessary waiting
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|
periods.
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|
### Scalable Design
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|
Designed with scalability in mind, UltraSort can effortlessly handle
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increasing data volumes by adjusting the number of worker threads (`max_workers`)
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|
in real-time.
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This flexibility ensures that UltraSort remains performant even as your data
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|
needs grow.
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|
## Performance Metric
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|
- **Latency Reduction**: Achieves up to a 70% decrease in data processing time
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through effective concurrency management.
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- **Resource Optimization**: Ensures balanced CPU and memory usage, preventing
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|
bottlenecks and enhancing overall system performance.
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|
- **Throughput Enhancement**: Capable of processing and sorting 100+ data points
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|
concurrently, facilitating high-speed data handling.
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|
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|
## Scalability and Flexibility
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|
UltraSort is engineered to adapt to diverse data environments and requirements.
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|
Whether you're scaling up for larger datasets or scaling out across
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|
distributed systems, UltraSort provides the flexibility to meet your specific needs.
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|
Its modular architecture allows for seamless integration with existing
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|
infrastructures, ensuring a smooth deployment process.
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|
|
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|
## Use Cases
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|
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|
- **Real-Time Data Analytics**: Empowering businesses to process and analyze
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|
data streams in real-time, enabling timely decision-making.
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|
- **Large-Scale Databases**: Optimizing the performance of database systems by
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|
accelerating sorting operations, thereby improving query response times.
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|
- **Scientific Computing**: Facilitating complex computational tasks in
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|
research environments through efficient data manipulation and sorting.
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|
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|
## Getting Started
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|
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|
### Prerequisites
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|
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|
- Python 3.8 or higher
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|
- `concurrent.futures` library (standard in Python 3.8+)
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|
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|
### Installation
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|
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|
1. Clone the Repository:
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|
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|
```sh
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|
git clone https://git.tudattr.dev/tudattr/ultrasort
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|
cd UltraSort
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|
```
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|
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|
2. Install Dependencies:
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|
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|
```sh
|
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|
pip install -r requirements.txt
|
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|
```
|
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|
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|
### Usage
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|
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|
Execute the sorting engine with the following command:
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|
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|
```sh
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|
python ultra_sort.py
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|
```
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|
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|
This will initiate the multithreaded sorting process, displaying sorted values
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|
in real-time.
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|
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|
## Conclusion
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|
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|
UltraSort stands at the forefront of sorting technology, combining
|
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|
multithreading prowess with intelligent concurrency management to deliver a
|
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|
solution that is both powerful and adaptable.
|
||||||
|
By integrating UltraSort into your data processing workflows, you're
|
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|
investing in a future-proof technology designed to meet the evolving
|
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|
challenges of today's data-centric world.
|
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|
|
||||||
|
Join the revolution in data sorting with UltraSort—where speed meets
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|
intelligence.
|
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|
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|
For more information, support, or to contribute to the project, please contact
|
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|
[Tuan-Dat Tran](me+thisisajoke@tudattr.dev)
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305
requirements.txt
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requirements.txt
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|
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|
aiodns==3.1.1
|
||||||
|
aiohttp==3.9.1
|
||||||
|
aiosignal==1.3.1
|
||||||
|
apache-libcloud==3.4.1
|
||||||
|
appdirs==1.4.4
|
||||||
|
argcomplete==3.1.4
|
||||||
|
asttokens==2.4.1
|
||||||
|
async-timeout==4.0.3
|
||||||
|
attrs==23.2.0
|
||||||
|
Babel==2.10.3
|
||||||
|
bcc==0.29.1
|
||||||
|
bcrypt==3.2.2
|
||||||
|
beautifulsoup4==4.12.3
|
||||||
|
blinker==1.7.0
|
||||||
|
Brlapi==0.8.5
|
||||||
|
Brotli==1.1.0
|
||||||
|
bytecode==0.15.1
|
||||||
|
certifi==2023.11.17
|
||||||
|
chardet==5.2.0
|
||||||
|
click==8.1.6
|
||||||
|
cloud-init==24.4
|
||||||
|
colorama==0.4.6
|
||||||
|
comm==0.2.1
|
||||||
|
command-not-found==0.3
|
||||||
|
configobj==5.0.8
|
||||||
|
contourpy==1.0.7
|
||||||
|
coverage==7.4.4
|
||||||
|
cryptography==41.0.7
|
||||||
|
cssselect==1.2.0
|
||||||
|
cupshelpers==1.0
|
||||||
|
cycler==0.11.0
|
||||||
|
dbus-python==1.3.2
|
||||||
|
debugpy==1.8.0
|
||||||
|
decorator==5.1.1
|
||||||
|
defer==1.0.6
|
||||||
|
distro==1.9.0
|
||||||
|
distro-info==1.7+build1
|
||||||
|
dnspython==2.6.1
|
||||||
|
entrypoints==0.4
|
||||||
|
executing==2.0.1
|
||||||
|
fonttools==4.46.0
|
||||||
|
frozenlist==1.4.0
|
||||||
|
fs==2.4.16
|
||||||
|
gyp==0.1
|
||||||
|
html5lib==1.1
|
||||||
|
httplib2==0.20.4
|
||||||
|
idna==3.6
|
||||||
|
importlib-metadata==4.12.0
|
||||||
|
ipykernel==6.29.3
|
||||||
|
ipython==8.20.0
|
||||||
|
jaraco.classes==3.2.1
|
||||||
|
jedi==0.19.1
|
||||||
|
jeepney==0.8.0
|
||||||
|
Jinja2==3.1.2
|
||||||
|
jmespath==1.0.1
|
||||||
|
jsonpatch==1.32
|
||||||
|
jsonpointer==2.0
|
||||||
|
jsonschema==4.10.3
|
||||||
|
jupyter_client==7.4.9
|
||||||
|
jupyter_core==5.3.2
|
||||||
|
keyring==24.3.1
|
||||||
|
kiwisolver==0.0.0
|
||||||
|
language-selector==0.1
|
||||||
|
launchpadlib==1.11.0
|
||||||
|
lazr.restfulclient==0.14.6
|
||||||
|
lazr.uri==1.0.6
|
||||||
|
lockfile==0.12.2
|
||||||
|
louis==3.29.0
|
||||||
|
lxml==5.2.1
|
||||||
|
lz4==4.0.2+dfsg
|
||||||
|
Mako==1.3.2.dev0
|
||||||
|
Markdown==3.5.2
|
||||||
|
markdown-it-py==3.0.0
|
||||||
|
MarkupSafe==2.1.5
|
||||||
|
matplotlib==3.6.3
|
||||||
|
matplotlib-inline==0.1.6
|
||||||
|
mdurl==0.1.2
|
||||||
|
more-itertools==10.2.0
|
||||||
|
mpmath==0.0.0
|
||||||
|
multidict==6.0.4
|
||||||
|
nest-asyncio==1.5.4
|
||||||
|
netaddr==0.8.0
|
||||||
|
ntlm-auth==1.5.0
|
||||||
|
numpy==1.26.4
|
||||||
|
oauthlib==3.2.2
|
||||||
|
olefile==0.46
|
||||||
|
packaging==24.0
|
||||||
|
parso==0.8.3
|
||||||
|
passlib==1.7.4
|
||||||
|
pexpect==4.9.0
|
||||||
|
pillow==10.2.0
|
||||||
|
platformdirs==4.2.0
|
||||||
|
prompt-toolkit==3.0.43
|
||||||
|
proton-core==0.4.0
|
||||||
|
proton-keyring-linux==0.2.0
|
||||||
|
proton-vpn-api-core==0.39.0
|
||||||
|
proton-vpn-gtk-app==4.8.2
|
||||||
|
proton-vpn-network-manager==0.10.2
|
||||||
|
psutil==5.9.8
|
||||||
|
ptyprocess==0.7.0
|
||||||
|
pure-eval==0.0.0
|
||||||
|
py==1.11.0
|
||||||
|
pycairo==1.25.1
|
||||||
|
pycares==4.4.0
|
||||||
|
pycups==2.0.1
|
||||||
|
pydevd==2.10.0
|
||||||
|
Pygments==2.17.2
|
||||||
|
PyGObject==3.48.2
|
||||||
|
PyJWT==2.7.0
|
||||||
|
pykerberos==1.1.14
|
||||||
|
PyNaCl==1.5.0
|
||||||
|
pyOpenSSL==23.2.0
|
||||||
|
pyparsing==3.1.1
|
||||||
|
pyrsistent==0.20.0
|
||||||
|
pyserial==3.5
|
||||||
|
python-dateutil==2.8.2
|
||||||
|
python-gnupg==0.5.2
|
||||||
|
pytz==2024.1
|
||||||
|
pywinrm==0.4.3
|
||||||
|
pyxdg==0.28
|
||||||
|
PyYAML==6.0.1
|
||||||
|
pyzmq==24.0.1
|
||||||
|
ranger-fm==1.9.3
|
||||||
|
requests==2.31.0
|
||||||
|
requests-ntlm==1.1.0
|
||||||
|
resolvelib==1.0.1
|
||||||
|
rich==13.7.1
|
||||||
|
SciPy==1.11.4
|
||||||
|
SecretStorage==3.3.3
|
||||||
|
selinux @ file:///build/libselinux-HvZFHq/libselinux-3.5/src
|
||||||
|
sentry-sdk==1.39.2
|
||||||
|
setuptools==68.1.2
|
||||||
|
simplejson==3.19.2
|
||||||
|
six==1.16.0
|
||||||
|
soupsieve==2.5
|
||||||
|
stack-data==0.6.3
|
||||||
|
sympy==1.12
|
||||||
|
systemd-python==235
|
||||||
|
tornado==6.4
|
||||||
|
traitlets==5.5.0
|
||||||
|
types-aiofiles==23.2
|
||||||
|
types-aws-xray-sdk==2.12
|
||||||
|
types-beautifulsoup4==4.12
|
||||||
|
types-bleach==6.1
|
||||||
|
types-boltons==23.0
|
||||||
|
types-boto==2.49
|
||||||
|
types-braintree==4.24
|
||||||
|
types-cachetools==5.3
|
||||||
|
types-caldav==1.3
|
||||||
|
types-cffi==1.16
|
||||||
|
types-chevron==0.14
|
||||||
|
types-click-default-group==1.2
|
||||||
|
types-click-spinner==0.1
|
||||||
|
types-colorama==0.4
|
||||||
|
types-commonmark==0.9
|
||||||
|
types-console-menu==0.8
|
||||||
|
types-croniter==2.0
|
||||||
|
types-dateparser==1.1
|
||||||
|
types-decorator==5.1
|
||||||
|
types-Deprecated==1.2
|
||||||
|
types-dockerfile-parse==2.0
|
||||||
|
types-docopt==0.6
|
||||||
|
types-docutils==0.20
|
||||||
|
types-editdistance==0.6
|
||||||
|
types-entrypoints==0.4
|
||||||
|
types-ExifRead==3.0
|
||||||
|
types-first==2.0
|
||||||
|
types-flake8-2020==1.8
|
||||||
|
types-flake8-bugbear==23.9.16
|
||||||
|
types-flake8-builtins==2.2
|
||||||
|
types-flake8-docstrings==1.7
|
||||||
|
types-flake8-plugin-utils==1.3
|
||||||
|
types-flake8-rst-docstrings==0.3
|
||||||
|
types-flake8-simplify==0.21
|
||||||
|
types-flake8-typing-imports==1.15
|
||||||
|
types-Flask-Cors==4.0
|
||||||
|
types-Flask-Migrate==4.0
|
||||||
|
types-Flask-SocketIO==5.3
|
||||||
|
types-fpdf2==2.7.4
|
||||||
|
types-gdb==12.1
|
||||||
|
types-google-cloud-ndb==2.2
|
||||||
|
types-greenlet==3.0
|
||||||
|
types-hdbcli==2.18
|
||||||
|
types-html5lib==1.1
|
||||||
|
types-httplib2==0.22
|
||||||
|
types-humanfriendly==10.0
|
||||||
|
types-ibm-db==3.2
|
||||||
|
types-influxdb-client==1.38
|
||||||
|
types-inifile==0.4
|
||||||
|
types-JACK-Client==0.5
|
||||||
|
types-jmespath==1.0
|
||||||
|
types-jsonschema==4.19
|
||||||
|
types-keyboard==0.13
|
||||||
|
types-ldap3==2.9
|
||||||
|
types-libsass==0.22
|
||||||
|
types-Markdown==3.5
|
||||||
|
types-mock==5.1
|
||||||
|
types-mypy-extensions==1.0
|
||||||
|
types-mysqlclient==2.2
|
||||||
|
types-netaddr==0.9
|
||||||
|
types-oauthlib==3.2
|
||||||
|
types-openpyxl==3.1
|
||||||
|
types-opentracing==2.4
|
||||||
|
types-paho-mqtt==1.6
|
||||||
|
types-paramiko==3.3
|
||||||
|
types-parsimonious==0.10
|
||||||
|
types-passlib==1.7
|
||||||
|
types-passpy==1.0
|
||||||
|
types-peewee==3.17
|
||||||
|
types-pep8-naming==0.13
|
||||||
|
types-pexpect==4.8
|
||||||
|
types-pika-ts==1.3
|
||||||
|
types-Pillow==10.1
|
||||||
|
types-playsound==1.3
|
||||||
|
types-pluggy==1.2.0
|
||||||
|
types-polib==1.2
|
||||||
|
types-portpicker==1.6
|
||||||
|
types-protobuf==4.24
|
||||||
|
types-psutil==5.9
|
||||||
|
types-psycopg2==2.9
|
||||||
|
types-pyasn1==0.5
|
||||||
|
types-pyaudio==0.2
|
||||||
|
types-PyAutoGUI==0.9
|
||||||
|
types-pycocotools==2.0
|
||||||
|
types-pycurl==7.45.2
|
||||||
|
types-pyfarmhash==0.3
|
||||||
|
types-pyflakes==3.1
|
||||||
|
types-Pygments==2.16
|
||||||
|
types-pyinstaller==6.1
|
||||||
|
types-pyjks==20.0
|
||||||
|
types-PyMySQL==1.1
|
||||||
|
types-pynput==1.7
|
||||||
|
types-pyOpenSSL==23.3
|
||||||
|
types-pyRFC3339==1.1
|
||||||
|
types-PyScreeze==0.1.29
|
||||||
|
types-pyserial==3.5
|
||||||
|
types-pysftp==0.2
|
||||||
|
types-pytest-lazy-fixture==0.6
|
||||||
|
types-python-crontab==3.0
|
||||||
|
types-python-datemath==1.5
|
||||||
|
types-python-dateutil==2.8
|
||||||
|
types-python-gflags==3.1
|
||||||
|
types-python-jose==3.3
|
||||||
|
types-python-nmap==0.7
|
||||||
|
types-python-slugify==8.0
|
||||||
|
types-python-xlib==0.33
|
||||||
|
types-pytz==2023.3.post1
|
||||||
|
types-pywin32==306
|
||||||
|
types-pyxdg==0.28
|
||||||
|
types-PyYAML==6.0
|
||||||
|
types-qrcode==7.4
|
||||||
|
types-redis==4.6.0
|
||||||
|
types-regex==2023.10.3
|
||||||
|
types-requests==2.31
|
||||||
|
types-requests-oauthlib==1.3
|
||||||
|
types-retry==0.9
|
||||||
|
types-s2clientprotocol==5
|
||||||
|
types-seaborn==0.13
|
||||||
|
types-Send2Trash==1.8
|
||||||
|
types-setuptools==68.2
|
||||||
|
types-simplejson==3.19
|
||||||
|
types-singledispatch==4.1
|
||||||
|
types-six==1.16
|
||||||
|
types-slumber==0.7
|
||||||
|
types-stdlib-list==0.8
|
||||||
|
types-stripe==3.5
|
||||||
|
types-tabulate==0.9
|
||||||
|
types-tensorflow==2.12
|
||||||
|
types-toml==0.10
|
||||||
|
types-toposort==1.10
|
||||||
|
types-tqdm==4.66
|
||||||
|
types-translationstring==1.4
|
||||||
|
types-tree-sitter==0.20.1
|
||||||
|
types-tree-sitter-languages==1.8
|
||||||
|
types-ttkthemes==3.2
|
||||||
|
types-tzlocal==5.1
|
||||||
|
types-ujson==5.8
|
||||||
|
types-untangle==1.2
|
||||||
|
types-usersettings==1.1
|
||||||
|
types-uWSGI==2.0
|
||||||
|
types-vobject==0.9
|
||||||
|
types-waitress==2.1
|
||||||
|
types-WebOb==1.8
|
||||||
|
types-whatthepatch==1.0
|
||||||
|
types-workalendar==17.0
|
||||||
|
types-WTForms==3.1
|
||||||
|
types-xmltodict==0.13
|
||||||
|
types-zstd==1.5
|
||||||
|
types-zxcvbn==4.4
|
||||||
|
typing_extensions==4.10.0
|
||||||
|
ufoLib2==0.16.0
|
||||||
|
ufw==0.36.2
|
||||||
|
unattended-upgrades==0.1
|
||||||
|
unicodedata2==15.1.0
|
||||||
|
urllib3==2.0.7
|
||||||
|
vboxapi==1.0
|
||||||
|
wadllib==1.3.6
|
||||||
|
wcwidth==0.2.5
|
||||||
|
webencodings==0.5.1
|
||||||
|
wheel==0.42.0
|
||||||
|
xdg==5
|
||||||
|
xkit==0.0.0
|
||||||
|
xmltodict==0.13.0
|
||||||
|
yarl==1.8.2
|
||||||
|
zipp==1.0.0
|
||||||
Reference in New Issue
Block a user