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Top 23 Hadoop Open-Source Projects
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data-science-ipython-notebooks
Data science Python notebooks: Deep learning (TensorFlow, Theano, Caffe, Keras), scikit-learn, Kaggle, big data (Spark, Hadoop MapReduce, HDFS), matplotlib, pandas, NumPy, SciPy, Python essentials, AWS, and various command lines.
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luigi
Luigi is a Python module that helps you build complex pipelines of batch jobs. It handles dependency resolution, workflow management, visualization etc. It also comes with Hadoop support built in.
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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APIJSON
🏆 零代码、全功能、强安全 ORM 库 🚀 后端接口和文档零代码,前端(客户端) 定制返回 JSON 的数据和结构。 🏆 A JSON Transmission Protocol and an ORM Library 🚀 provides APIs and Docs without writing any code.
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Deeplearning4j
Suite of tools for deploying and training deep learning models using the JVM. Highlights include model import for keras, tensorflow, and onnx/pytorch, a modular and tiny c++ library for running math code and a java based math library on top of the core c++ library. Also includes samediff: a pytorch/tensorflow like library for running deep learning using automatic differentiation.
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SaaSHub
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Trino
Official repository of Trino, the distributed SQL query engine for big data, formerly known as PrestoSQL (https://trino.io)
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school-of-sre
At LinkedIn, we are using this curriculum for onboarding our entry-level talents into the SRE role.
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H2O
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
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Alluxio (formerly Tachyon)
Alluxio, data orchestration for analytics and machine learning in the cloud
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kyuubi
Apache Kyuubi is a distributed and multi-tenant gateway to provide serverless SQL on data warehouses and lakehouses.
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MooseFS
MooseFS – Open Source, Petabyte, Fault-Tolerant, Highly Performing, Scalable Network Distributed File System (Software-Defined Storage)
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nagios-plugins
450+ AWS, Hadoop, Cloud, Kafka, Docker, Elasticsearch, RabbitMQ, Redis, HBase, Solr, Cassandra, ZooKeeper, HDFS, Yarn, Hive, Presto, Drill, Impala, Consul, Spark, Jenkins, Travis CI, Git, MySQL, Linux, DNS, Whois, SSL Certs, Yum Security Updates, Kubernetes, Cloudera etc...
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kylo
Kylo is a data lake management software platform and framework for enabling scalable enterprise-class data lakes on big data technologies such as Teradata, Apache Spark and/or Hadoop. Kylo is licensed under Apache 2.0. Contributed by Teradata Inc.
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SaaSHub
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Project mention: Ask HN: What is the correct way to deal with pipelines? | news.ycombinator.com | 2023-09-21I agree there are many options in this space. Two others to consider:
- https://airflow.apache.org/
- https://github.com/spotify/luigi
There are also many Kubernetes based options out there. For the specific use case you specified, you might even consider a plain old Makefile and incrond if you expect these all to run on a single host and be triggered by a new file showing up in a directory…
We have some of this functionality in Presto (https://github.com/prestodb/presto), but it takes fair bit of work to implement it for all the different backends.
Project mention: Variant in Apache Doris 2.1.0: a new data type 8 times faster than JSON for semi-structured data analysis | dev.to | 2024-03-27As an open-source real-time data warehouse, Apache Doris provides semi-structured data processing capabilities, and the newly-released version 2.1.0 makes a stride in this direction. Before V2.1, Apache Doris stores semi-structured data as JSON files. However, during query execution, the real-time parsing of JSON data leads to high CPU and I/O consumption in addition to high query latency, especially when the dataset is huge and complicated. Moreover, the lack of a pre-defined schema means there is no handle for query optimization.
Project mention: Trino: Fast distributed SQL query engine for big data analytics | news.ycombinator.com | 2024-03-19
Project mention: School of SRE: Curriculum for onboarding non-traditional hires and new grads | /r/hypeurls | 2023-09-11
I would use H20 if I were you. You can try out LLMs with a nice GUI. Unless you have some familiarity with the tools needed to run these projects, it can be frustrating. https://h2o.ai/
Project mention: Data diffs: Algorithms for explaining what changed in a dataset (2022) | news.ycombinator.com | 2023-07-26> Make diff work on more than just SQLite.
Another way of doing this that I've been wanting to do for a while is to implement the DIFF operator in Apache Calcite[0]. Using Calcite, DIFF could be implemented as rewrite rules to generate the appropriate SQL to be directly executed against the database or the DIFF operator can be implemented outside of the database (which the original paper shows is more efficient).
[0] https://calcite.apache.org/
Project mention: Git Query Language (GQL) Aggregation Functions, Groups, Alias | /r/ProgrammingLanguages | 2023-06-30Also are you familiar with apache drill . The idea is to put an SQL interpreter in front of any kind of database just like you are doing for git here.
Project mention: Unable to write dataframe to files using PySpark on Pycharm | /r/apachespark | 2023-12-11Hi guys, I am unable to write the dataframe to files in Pyspark 3.5, I am using python3.11.6 along with jdk11.0.21 also for the winutils file I am using this file winutils/hadoop-3.3.5/bin at master · cdarlint/winutils · GitHub. I've also added the code below, any help would be appreciated.
Project mention: GitHub – GSA/code-gov: An informative repo for all Code.gov repos | news.ycombinator.com | 2023-09-09https://github.com/simonw/datasette-lite :
> You can use this tool to open any SQLite database file that is hosted online and served with a `access-control-allow-origin: ` CORS header. Files served by GitHub Pages automatically include this header, as do database files that have been published online using `datasette publish`.*
> [...] You can paste in the "raw" URL to a file, but Datasette Lite also has a shortcut: if you paste in the URL to a page on GitHub or a Gist it will automatically convert it to the "raw" URL for you
> To load a Parquet file, pass a URL to `?parquet=`
> [...] https://lite.datasette.io/?parquet=https://github.com/Terada...*
There are various *-to-sqlite utilities that load data into a SQLite database for use with e.g. datasette. E.g. Pandas with `dtype_backend='arrow'` saves to Parquet.
datasette plugins are written in Python and/or JS w/ pluggy:
Project mention: Ask HN: Is there any good open-source alternative to MinIO? | news.ycombinator.com | 2023-09-21
Hadoop related posts
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Unable to write dataframe to files using PySpark on Pycharm
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Log Analysis: Elasticsearch VS Apache Doris
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Ask HN: Is there any good open-source alternative to MinIO?
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Ask HN: What are some SQL transpilers?
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Getting thousands of files of output back from a container
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A note from our sponsor - SaaSHub
www.saashub.com | 4 May 2024
Index
What are some of the best open-source Hadoop projects? This list will help you:
Project | Stars | |
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1 | data-science-ipython-notebooks | 26,490 |
2 | luigi | 17,327 |
3 | APIJSON | 16,659 |
4 | Presto | 15,603 |
5 | Apache Hadoop | 14,342 |
6 | Deeplearning4j | 13,427 |
7 | doris | 11,363 |
8 | Trino | 9,576 |
9 | school-of-sre | 7,644 |
10 | H2O | 6,737 |
11 | Alluxio (formerly Tachyon) | 6,654 |
12 | Apache Hive | 5,335 |
13 | Apache Ignite | 4,693 |
14 | Apache Calcite | 4,368 |
15 | Apache Nutch | 2,812 |
16 | docker-hadoop | 2,118 |
17 | kyuubi | 1,941 |
18 | Apache Drill | 1,895 |
19 | winutils | 1,773 |
20 | MooseFS | 1,587 |
21 | nagios-plugins | 1,119 |
22 | kylo | 1,091 |
23 | ozone | 762 |
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