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chenquan

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ArkFlow and Python: Easy Real-Time AI

arkflow-rs.com
2 points·by chenquan·ano passado·1 comments

Show HN: Arkflow(stream processing engine) will soon support Python processors

github.com
2 points·by chenquan·ano passado·1 comments

ArkFlow – High-performance Rust stream processing engine

github.com
107 points·by chenquan·ano passado·59 comments

comments

chenquan
·ano passado·discuss
Today, with great excitement, we proudly introduce a revolutionary update to the ArkFlow stream processing engine: full support for Python processors! This is not just a simple feature iteration; it marks a solid step towards more intelligent, user-friendly, and powerful real-time data processing. We are keenly aware of Python's immense influence and its vast ecosystem in the fields of artificial intelligence and machine learning. Now, with ArkFlow, you can seamlessly integrate all of this into high-performance, real-time stream processing pipelines.
chenquan
·ano passado·discuss
In the recently merged PR, ArkFlow supports Python processors, which allows us to call Python scripts directly in ArkFlow. Using the Pyarrow library allows users to write data processing logic more freely. At the same time, relying on Python's powerful AI ecosystem, ArkFlow will also be able to call any Python machine learning/deep learning library (TensorFlow, PyTorch, etc.) and large models. We will have more detailed articles to introduce relevant use cases in the future.
chenquan
·ano passado·discuss
Hello, I am the founder of this project and I am very happy that a friend has shared it.

ArkFlow is positioned as a lightweight distributed stream processing engine that integrates streaming batches. With the help of datafusion's huge ecosystem and ArkFlow's scalable capabilities, we hope to build a huge data processing ecosystem to help the community simplify the threshold for data processing, because we always believe that flowing data can generate greater value.

Finally, thanks to everyone for their attention.
chenquan
·ano passado·discuss
I'm writing a lightweight high-performance stream processing engine:https://github.com/arkflow-rs/arkflow

docs:https://arkflow-rs.com/
chenquan
·ano passado·discuss
I’m grateful for your assistance.
chenquan
·ano passado·discuss
Hi, then I'm curious what do you think people care most about in data processing and database workloads?
chenquan
·ano passado·discuss
Yeah, I'm looking forward to having further conversations once I get to know tremor.
chenquan
·ano passado·discuss
Welcome to follow anytime.
chenquan
·ano passado·discuss
I don't know it exists.
chenquan
·ano passado·discuss
Hi, friend. How did you do it specifically?
chenquan
·ano passado·discuss
> Stability and safety are the least of the concerns in data processing and database workloads.

I'm curious how you came to this conclusion?
chenquan
·ano passado·discuss
Hi! Brother, I think I will seriously consider what you said and I am honored to communicate with you.
chenquan
·ano passado·discuss
Good job, this is a rich reference.
chenquan
·ano passado·discuss
Hi,brother! I'm still thinking, but it's certainly not now.
chenquan
·ano passado·discuss
Why do you have to beat a native performance-oriented streaming engine written in C or C++?

Currently, most of the mainstream stream processing engines are written in Java. Sorry, I may not add qualifiers to make you misunderstandings.

Software does not have silver bullets, so does programming languages, and each has its own strengths. I also like to use go and Java to develop software.
chenquan
·ano passado·discuss
Yes, whether it is DataFusion, Arroyo, or Bentos, these open source products have made me profit a lot.
chenquan
·ano passado·discuss
Yes, RPCN (redpanda connect)/old benthos is very cool and can solve most of the scenes. Let me tell you quietly that I am using it too.
chenquan
·ano passado·discuss
Arroyo has been designed with more comprehensive consideration.
chenquan
·ano passado·discuss
I think stability, reliability and high performance are the foundation of infrastructure.
chenquan
·ano passado·discuss
Thank you for your valuable experience, I will seriously think about what you said.