AutoPanoptic | NeurIPS2020 paper | Network Attached Storage library

by Jacobew Python Version: Current License: No License

X-Ray Key Features Code Snippets Community Discussions(2)Vulnerabilities Install Support

kandi X-RAY | AutoPanoptic Summary

AutoPanoptic is a Python library typically used in Storage, Network Attached Storage applications. AutoPanoptic has no bugs, it has no vulnerabilities and it has low support. However AutoPanoptic build file is not available. You can download it from GitHub.

Implementation of NeurIPS2020 paper: Auto-Panoptic: Multi-Component Architecture Search for Panoptic Segmentation

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Quality

Security

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Support

AutoPanoptic has a low active ecosystem.

It has 17 star(s) with 1 fork(s). There are 2 watchers for this library.

It had no major release in the last 6 months.

There are 0 open issues and 1 have been closed. On average issues are closed in 12 days. There are no pull requests.

It has a neutral sentiment in the developer community.

The latest version of AutoPanoptic is current.

Quality

AutoPanoptic has no bugs reported.

Security

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

License

AutoPanoptic does not have a standard license declared.

Check the repository for any license declaration and review the terms closely.

Without a license, all rights are reserved, and you cannot use the library in your applications.

Reuse

AutoPanoptic releases are not available. You will need to build from source code and install.

AutoPanoptic 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.

Top functions reviewed by kandi - BETA

kandi has reviewed AutoPanoptic and discovered the below as its top functions. This is intended to give you an instant insight into AutoPanoptic implemented functionality, and help decide if they suit your requirements.

Convert city scatters
Generate a dict of instances from each image
Convert a polygon to a box
Convert xyxy box to xy coordinates
Train the model
Make data loader
Evaluate a model
Compute accuracy
Returns the next dataloader
Adjust model momentum
Compute a single core
Forward computation
Process single image data
Extract a semantic segmentation
Make a data loader
Combine predefined prediction results
Evaluate masks
Combine images into a panoptic format
Compute the features for a single feature map
Compute the quantization metrics
Generate a fair test model
Run a test
Generate a fair test
Convert COCO detection to COCO format
Match predictions with given predictions
Extract the semantic tags for a single core
Given a list of image files and a list of instance ids return a dict of dicts
Convert COCO detection to PNG format
Convert images to images

Get all kandi verified functions for this library.

AutoPanoptic Key Features

No Key Features are available at this moment for AutoPanoptic.

AutoPanoptic Examples and Code Snippets

No Code Snippets are available at this moment for AutoPanoptic.

Community Discussions

Trending Discussions on Network Attached Storage

How can I read/write data from/to network attached storage with kedro?

About NAS and SAN(protocols, architecture, etc..)

QUESTION

How can I read/write data from/to network attached storage with kedro?

Asked 2020-May-14 at 09:24

In the API docs about kedro.io and kedro.contrib.io I could not find info about how to read/write data from/to network attached storage such as e.g. FritzBox NAS.

...

ANSWER

Answered 2020-May-14 at 09:24

So I'm a little rusty on network attached storage, but:

If you can mount your network attached storage onto your OS and access it like a regular folder, then it's just a matter of providing the right filepath when writing the config for a given catalog entry. See for example: Using Python, how can I access a shared folder on windows network?
Otherwise, if accessing the network attached storage requires anything special, you might want to create a custom dataset that uses a Python library for interfacing with your network attached storage. Something like pysmb comes to mind.

The custom dataset could borrow heavily from the logic in existing kedro.io or kedro.extras.datasets datasets, but you replace the filepath/fsspec handling code with pysmb instead.

Source https://stackoverflow.com/questions/61791713

QUESTION

About NAS and SAN(protocols, architecture, etc..)

Asked 2020-Apr-07 at 09:44

I am currently kind of having trouble to understand between NAS and SAN.

As far as I figured out, NAS and SAN are kind of defined as below.

NAS(Network attached storage)
- Usually used as file storage and use Ethernet Infrastructure to communicate
- As file storage, support protocols like NFS, CIFS, SMB, HTTP(S)

SAN(Storage Area Network)
- Network Protocol to communicate with block storage for data access.
- Configured with separated network system
- Commonly based on Fibre Channel(FC) technology.
- Could use iSCSI(in small and medium sized business) or FCoE for less expensive alternative to FC

So, below is my questions.
1. Is File Storage and Block Storage are the solutions? I researched and found that NAS is File Storage Solution and SAN Storage is Block Storage Solution.
- In that case, are their base infrastructure(storage device) same? Only different with protocols, network devices, may be storage os something that controls underline device and way of usage?

2. I found there are NAS Solutions that support iSCSI. But I found that iSCSI is SCSI Protocol that use TCP/IP Network system and SCSI is for block level storage communication protocols.
- And Now I am confused. NAS is a file storage solution and how could that support iSCSI Protocol?

3. Are AWS root disk and EBS storage SAN Storage?
- I read that SAN Storage configuration could be expensive so iSCSI or FCoE are less expensive way to configure.
- With what technology AWS storage Infrastructure is configured??

I am kind of newly studying of these storage part computer science and got some questions.
Is there anyone can explain those questions clearly?
Thank you.

...

ANSWER

Answered 2020-Apr-07 at 09:44

It depends on what you call a "Solution". The basic infrastructure is the same it's a some kind of a "storage server" (storage system) with physical disk(s), but it very much dependent of technologies, vendors and various options. Typically, a storage system provides access to its physical disks with different protocols of 2 main groups: block-level protocols like SCSI or rarely ATA on one hand, or file-level protocols like NFS, CIFS, etc on the other. It doesn't mean, a storage system can't work in both, block and file modes.

Storage network - SAN can be build over FC, FCoE, converged infrastructure, pure TCP/IP for iSCSI, Infiniband or any other infrastructure. Typically, when people say "SAN" they mean Block storage devices and FC protocol, but it doesn't mean, that a file storage - NAS can't be connected with SAN and vice verse.

Source https://stackoverflow.com/questions/60768967

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

Vulnerabilities

No vulnerabilities reported

Install AutoPanoptic

Check INSTALL.md for installation instructions.

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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