patito | A data modelling layer built on top of polars and pydantic | SQL Database library

 by   kolonialno Python Version: 0.6.1 License: MIT

kandi X-RAY | patito Summary

kandi X-RAY | patito Summary

patito is a Python library typically used in Database, SQL Database applications. patito has no bugs, it has no vulnerabilities, it has a Permissive License and it has low support. However patito build file is not available. You can install using 'pip install patito' or download it from GitHub, PyPI.

Patito offers a simple way to declare pydantic data models which double as schema for your polars data frames. These schema can be used for:. Simple and performant data frame validation. 🧪 Easy generation of valid mock data frames for tests. Retrieve and represent singular rows in an object-oriented manner. Provide a single source of truth for the core data models in your code base. Integration with DuckDB for running flexible SQL queries. Patito has first-class support for polars, a "blazingly fast DataFrames library written in Rust".
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            kandi-support Support

              patito has a low active ecosystem.
              It has 176 star(s) with 3 fork(s). There are 24 watchers for this library.
              There were 1 major release(s) in the last 12 months.
              There are 26 open issues and 2 have been closed. On average issues are closed in 3 days. There are 4 open pull requests and 0 closed requests.
              It has a neutral sentiment in the developer community.
              The latest version of patito is 0.6.1

            kandi-Quality Quality

              patito has no bugs reported.

            kandi-Security Security

              patito has no vulnerabilities reported, and its dependent libraries have no vulnerabilities reported.

            kandi-License License

              patito is licensed under the MIT License. This license is Permissive.
              Permissive licenses have the least restrictions, and you can use them in most projects.

            kandi-Reuse Reuse

              patito releases are available to install and integrate.
              Deployable package is available in PyPI.
              patito has no build file. You will be need to create the build yourself to build the component from source.
              Installation instructions, examples and code snippets are available.

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            patito Key Features

            No Key Features are available at this moment for patito.

            patito Examples and Code Snippets

            Patito,️ A model-aware data frame class
            Pythondot img1Lines of Code : 45dot img1License : Permissive (MIT)
            copy iconCopy
            from typing import Literal
            
            import patito as pt
            import polars as pl
            
            
            class Product(pt.Model):
                product_id: int = pt.Field(unique=True)
                # Specify a specific dtype to be used
                popularity_rank: int = pt.Field(dtype=pl.UInt16)
                # Field with  
            Patito, Representing rows as classes
            Pythondot img2Lines of Code : 34dot img2License : Permissive (MIT)
            copy iconCopy
            # models.py
            import patito as pt
            
            class Product(pt.Model):
                product_id: int = pt.Field(unique=True)
                name: str
            
                @property
                def url(self) -> str:
                    return (
                        "https://oda.com/no/products/"
                        f"{self.product_id  
            Patito, Data validation
            Pythondot img3Lines of Code : 29dot img3License : Permissive (MIT)
            copy iconCopy
            # models.py
            from typing import Literal, Optional
            
            import patito as pt
            
            
            class Product(pt.Model):
                product_id: int = pt.Field(unique=True)
                temperature_zone: Literal["dry", "cold", "frozen"]
                is_for_sale: bool
            
            import polars as pl
            
            df = pl.Da  
            Read in gutenberg text from NLTK
            Pythondot img4Lines of Code : 4dot img4License : Strong Copyleft (CC BY-SA 4.0)
            copy iconCopy
            >>> file = nltk.corpus.gutenberg.words('austen-persuasion.txt')
            >>> file[0:10]
            [u'[', u'Persuasion', u'by', u'Jane', u'Austen', u'1818', u']', u'Chapter', u'1', u'Sir']
            

            Community Discussions

            QUESTION

            psql: error: connection to server on socket "/tmp/.s.PGSQL.5432" failed: No such file or directory
            Asked 2022-Apr-04 at 15:46

            Not really sure what caused this but most likely exiting the terminal while my rails server which was connected to PostgreSQL database was closed (not a good practice I know but lesson learned!)

            I've already tried the following:

            1. Rebooting my machine (using MBA M1 2020)
            2. Restarting PostgreSQL using homebrew brew services restart postgresql
            3. Re-installing PostgreSQL using Homebrew
            4. Updating PostgreSQL using Homebrew
            5. I also tried following this link but when I run cd Library/Application\ Support/Postgres terminal tells me Postgres folder doesn't exist, so I'm kind of lost already. Although I have a feeling that deleting postmaster.pid would really fix my issue. Any help would be appreciated!
            ...

            ANSWER

            Answered 2022-Jan-13 at 15:19
            Resetting PostgreSQL

            My original answer only included the troubleshooting steps below, and a workaround. I now decided to properly fix it via brute force by removing all clusters and reinstalling, since I didn't have any data there to keep. It was something along these lines, on my Ubuntu 21.04 system:

            Source https://stackoverflow.com/questions/69754628

            QUESTION

            How to obtain MongoDB version using Golang library?
            Asked 2022-Mar-28 at 05:54

            I am using Go's MongodDB driver (https://pkg.go.dev/go.mongodb.org/mongo-driver@v1.8.0/mongo#section-documentation) and want to obtain the version of the mongoDB server deployed.

            For instance, if it would been a MySQL database, I can do something like below:

            ...

            ANSWER

            Answered 2022-Mar-26 at 08:04

            The MongoDB version can be acquired by running a command, specifically the buildInfo command.

            Using the shell, this is how you could do it:

            Source https://stackoverflow.com/questions/71616694

            QUESTION

            Issue while trying to set enum data type in MySQL database
            Asked 2022-Mar-22 at 07:40

            What am I trying to do?

            Django does not support setting enum data type in mysql database. Using below code, I tried to set enum data type.

            Error Details

            _mysql.connection.query(self, query) django.db.utils.ProgrammingError: (1064, "You have an error in your SQL syntax; check the manual that corresponds to your MariaDB server version for the right syntax to use near 'NOT NULL, created_at datetime(6) NOT NULL, user_id bigint NOT NULL)' at line 1")

            Am I missing anything?

            Enumeration class with all choices

            ...

            ANSWER

            Answered 2021-Sep-29 at 19:39

            You can print out the sql for that migration to see specifically whats wrong, but defining db_type to return "enum" is definitely not the right way to approach it.

            Source https://stackoverflow.com/questions/69365678

            QUESTION

            Unable to resolve service for type Microsoft.EntityFrameworkCore.Diagnostics.IDiagnosticsLogger
            Asked 2022-Mar-18 at 09:52

            I am having difficulties to scaffold an existing MySQL database using EF core. I have added the required dependencies as mentioned in the oracle doc:

            ...

            ANSWER

            Answered 2021-Dec-12 at 10:11

            I came across the same issue trying to scaffold an existing MySQL database. It looks like the latest version of MySql.EntityFrameworkCore (6.0.0-preview3.1) still uses the EFCore 5.0 libraries and has not been updated to EFCore 6.0.

            It also seems Microsoft.EntityFrameworkCore.Diagnostics was last implemented in EFCore 5 and removed in 6.

            When I downgraded all the packages to the 5 version level, I was able to run the scaffold command without that error.

            Source https://stackoverflow.com/questions/70224907

            QUESTION

            Should I close an RDS Proxy connection inside an AWS Lambda function?
            Asked 2022-Mar-16 at 16:03

            I'm using Lambda with RDS Proxy to be able to reuse DB connections to a MySQL database.

            Should I close the connection after executing my queries or leave it open for the RDS Proxy to handle?

            And if I should close the connection, then what's the point of using an RDS Proxy in the first place?

            Here's an example of my lambda function:

            ...

            ANSWER

            Answered 2021-Dec-11 at 18:10
            TDLR: always close database connections

            The RDS proxy sits between your application and the database & should not result in any application change other than using the proxy endpoint.

            Should I close the connection after executing my queries or leave it open for the RDS Proxy to handle?

            You should not leave database connections open regardless of if you use or don't use a database proxy.

            Connections are a limited and relatively expensive resource.

            The rule of thumb is to open connections as late as possible & close DB connections as soon as possible. Connections that are not explicitly closed might not be added or returned to the pool. Closing database connections is being a good database client.

            Keep DB resources tied up with many open connections & you'll find yourself needing more vCPUs for your DB instance which then results in a higher RDS proxy price tag.

            And if I should close the connection, then what's the point of using an RDS Proxy in the first place?

            The point is that your Amazon RDS Proxy instance maintains a pool of established connections to your RDS database instances for you - it sits between your application and your RDS database.

            The proxy is not responsible for closing local connections that you make nor should it be.

            It is responsible for helping by managing connection multiplexing/pooling & sharing automatically for applications that need it.

            An example of an application that needs it is clearly mentioned in the AWS docs:

            Many applications, including those built on modern serverless architectures, can have a large number of open connections to the database server, and may open and close database connections at a high rate, exhausting database memory and compute resources.

            To prevent any doubt, also feel free to check out an AWS-provided example that closes connections here (linked to from docs), or another one in the AWS Compute Blog here.

            Source https://stackoverflow.com/questions/70317250

            QUESTION

            PostgreSQL conditional select throwing error
            Asked 2022-Feb-13 at 22:21

            I have a PostgreSQL database hosted on Heroku which is throwing me this error that I can't wrap my head around.

            ...

            ANSWER

            Answered 2022-Feb-13 at 22:21

            AUTOINCREMENT is not a valid option for CREATE TABLE in Postgres

            You can use SERIAL or BIGSERIAL:

            Source https://stackoverflow.com/questions/71105172

            QUESTION

            How to programmatically detect auto failover on AWS mysql aurora?
            Asked 2022-Feb-04 at 12:22

            Our stack is nodejs with MySQL we're using MySQL connections pooling our MySQL database is managed on AWS aurora . in case of auto failover the master DB is changed the hostname stays the same but the connections inside the pool stays connected to the wrong DB. The only why we found in order to reset the connection is to roll our servers.

            this is a demonstration of a solution I think could solve this issue but I prefer a solution without the set interval

            ...

            ANSWER

            Answered 2022-Feb-04 at 12:22

            Instead of manually monitoring the DB health, as you have also hinted, ideally we subscribe to failover events published by AWS RDS Aurora.

            There are multiple failover events listed here for the DB cluster: Amazon RDS event categories and event messages

            You can use and test to see which one of them is the most reliable in your use case for triggering poolCluster.end() though.

            Source https://stackoverflow.com/questions/70861875

            QUESTION

            System.NotSupportedException: Character set 'utf8mb3' is not supported by .Net Framework
            Asked 2022-Jan-27 at 00:12

            I am trying to run a server with a MySQL Database, however I keep getting this huge error and I am not sure why.

            ...

            ANSWER

            Answered 2021-Aug-11 at 14:38

            Maybe a solution. Source : https://dba.stackexchange.com/questions/8239/how-to-easily-convert-utf8-tables-to-utf8mb4-in-mysql-5-5

            Change your CHARACTER SET AND COLLATE to utf8mb4.

            For each database:

            Source https://stackoverflow.com/questions/68645324

            QUESTION

            Debugging a Google Dataflow Streaming Job that does not work expected
            Asked 2022-Jan-26 at 19:14

            I am following this tutorial on migrating data from an oracle database to a Cloud SQL PostreSQL instance.

            I am using the Google Provided Streaming Template Datastream to PostgreSQL

            At a high level this is what is expected:

            1. Datastream exports in Avro format backfill and changed data into the specified Cloud Bucket location from the source Oracle database
            2. This triggers the Dataflow job to pickup the Avro files from this cloud storage location and insert into PostgreSQL instance.

            When the Avro files are uploaded into the Cloud Storage location, the job is indeed triggered but when I check the target PostgreSQL database the required data has not been populated.

            When I check the job logs and worker logs, there are no error logs. When the job is triggered these are the logs that logged:

            ...

            ANSWER

            Answered 2022-Jan-26 at 19:14

            This answer is accurate as of 19th January 2022.

            Upon manual debug of this dataflow, I found that the issue is due to the dataflow job is looking for a schema with the exact same name as the value passed for the parameter databaseName and there was no other input parameter for the job using which we could pass a schema name. Therefore for this job to work, the tables will have to be created/imported into a schema with the same name as the database.

            However, as @Iñigo González said this dataflow is currently in Beta and seems to have some bugs as I ran into another issue as soon as this was resolved which required me having to change the source code of the dataflow template job itself and build a custom docker image for it.

            Source https://stackoverflow.com/questions/70703277

            QUESTION

            move Odoo large database (1.2TB)
            Asked 2022-Jan-14 at 16:59

            I have to move a large Odoo(v13) database almost 1.2TB(DATABASE+FILESTORE), I can't use the UI for that(keeps loading for 10h+ without a result) and I dont want to only move postgresql database so I need file store too, What should I do? extract db and copy past the filestore folder? Thanks a lot.

            ...

            ANSWER

            Answered 2022-Jan-14 at 16:59

            You can move database and filestore separately. Move your Odoo PostgreSQL database with normal Postgres backup/restore cycle (not the Odoo UI backup/restore), this will copy the database to your new server. Then move your Odoo filestore to new location as filesystem level copy. This is enough to get the new environment running.

            I assume you mean moving to a new server, not just moving to a new location on same filesystem on the same server.

            Source https://stackoverflow.com/questions/70713796

            Community Discussions, Code Snippets contain sources that include Stack Exchange Network

            Vulnerabilities

            No vulnerabilities reported

            Install patito

            Patito can also integrate with DuckDB. In order to enable this integration you must explicitly specify it during installation:.

            Support

            For any new features, suggestions and bugs create an issue on GitHub. If you have any questions check and ask questions on community page Stack Overflow .
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            Install
          • PyPI

            pip install patito

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            https://github.com/kolonialno/patito.git

          • CLI

            gh repo clone kolonialno/patito

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            git@github.com:kolonialno/patito.git

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