promptbench
seatunnel
| promptbench | seatunnel | |
|---|---|---|
| 4 | 31 | |
| 2,103 | 7,409 | |
| 9.0% | 3.4% | |
| 9.2 | 9.8 | |
| 12 days ago | 7 days ago | |
| Python | Java | |
| MIT License | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
promptbench
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Show HN: Times faster LLM evaluation with Bayesian optimization
Fair question.
Evaluate refers to the phase after training to check if the training is good.
Usually the flow goes training -> evaluation -> deployment (what you called inference). This project is aimed for evaluation. Evaluation can be slow (might even be slower than training if you're finetuning on a small domain specific subset)!
So there are [quite](https://github.com/microsoft/promptbench) [a](https://github.com/confident-ai/deepeval) [few](https://github.com/openai/evals) [frameworks](https://github.com/EleutherAI/lm-evaluation-harness) working on evaluation, however, all of them are quite slow, because LLM are slow if you don't have infinite money. [This](https://github.com/open-compass/opencompass) one tries to speed up by parallelizing on multiple computers, but none of them takes advantage of the fact that many evaluation queries might be similar and all try to evaluate on all given queries. And that's where this project might come in handy.
- FLaNK Weekly 31 December 2023
- FLaNK 25 December 2023
- Promptbench: A Unified Library for Evaluating and Understanding LLMs
seatunnel
- SeaTunnel – super high-performance, distributed data integration tool
- Apache SeaTunnel: Next-generation high-performance, distributed integration tool
- FLaNK Weekly 31 December 2023
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Five Apache projects you probably didn't know about
Apache SeaTunnel is a data integration platform that offers the three pillars of data pipelines: sources, transforms, and sinks. It offers an abstract API over three possible engines: the Zeta engine from SeaTunnel or a wrapper around Apache Spark or Apache Flink. Be careful, as each engine comes with its own set of features.
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SymmetricDS: Open-Source, cross platform database replication software
looks that way. there is an other project that does similar things Apache SeaTunnel: https://seatunnel.apache.org/
- Breakthrough in the book search field! Use Apache SeaTunnel to improve the efficiency of book title similarity search
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Questions Regarding design DW
https://seatunnel.apache.org/ Might be an overkill though...
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SeaTunnel Zeta engine, the first choice for massive data synchronization, is officially released!
See the specific Change log: https://github.com/apache/incubator-seatunnel/releases/tag/2.3.0
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The Ultimate Beginner’s Guide to Open Source Contribution
Apache SeaTunnel (Incubating) SeaTunnel is a very easy-to-use ultra-high-performance distributed data integration platform that supports real-time synchronization of massive data. It can synchronize tens of billions of data stably and efficiently every day, and has been used in the production of nearly 100 companies. Official website https://seatunnel.apache.org/ GitHub projects https://github.com/apache/incubator-seatunnel
- Major Release! SeaTunnel 2.3.0-beta supports the self-innovate SeaTunnel Engine and more connectors!
What are some alternatives?
awesome-gpt-prompt-engineering - A curated list of awesome resources, tools, and other shiny things for GPT prompt engineering.
airbyte - The leading data integration platform for ETL / ELT data pipelines from APIs, databases & files to data warehouses, data lakes & data lakehouses. Both self-hosted and Cloud-hosted.
osgameclones - Open Source Clones of Popular Games
kestra - Infinitely scalable, event-driven, language-agnostic orchestration and scheduling platform to manage millions of workflows declaratively in code.
opencompass - OpenCompass is an LLM evaluation platform, supporting a wide range of models (Llama3, Mistral, InternLM2,GPT-4,LLaMa2, Qwen,GLM, Claude, etc) over 100+ datasets.
Leetcode - Solutions to LeetCode problems; updated daily. Subscribe to my YouTube channel for more.
JavaOnRaspberryPi - Sources and scripts for the book "Getting started with Java on the Raspberry Pi"
hudi - Upserts, Deletes And Incremental Processing on Big Data.
Zolver - Automatic jigsaw puzzle solver
com.openai.unity - A Non-Official OpenAI Rest Client for Unity (UPM)
FLiPStackWeekly - FLaNK AI Weekly covering Apache NiFi, Apache Flink, Apache Kafka, Apache Spark, Apache Iceberg, Apache Ozone, Apache Pulsar, and more...
Apache Hive - Apache Hive