Package Health Score

67 / 100

security
Security review needed
popularity
Influential project
maintenance
Sustainable
community
Sustainable

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Popularity

Influential project

GitHub Stars: 4.89K
Forks: 527
Contributors: 20

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package thop, we found that it has been starred 4,888 times.

Security

Security review needed

Security and license risk for latest version

Release Date: Sep 7, 2022
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

MIT

Security Policy

We found a way for you to contribute to the project! Looks like thop is missing a security policy.

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Maintenance

Sustainable

Commit Frequency

No Recent Commits

Open Issues: 70
Open PR: 13
Last Release: 2 years ago
Last Commit: 2 years ago

Further analysis of the maintenance status of thop based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Sustainable.

An important project maintenance signal to consider for thop is that it hasn't seen any new versions released to PyPI in the past 12 months, and could be considered as a discontinued project, or that which receives low attention from its maintainers.

In the past month we didn't find any pull request activity or change in issues status has been detected for the GitHub repository.

Community

Sustainable

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 20
Funding: No

With more than 10 contributors for the thop repository, this is possibly a sign for a growing and inviting community.

We found a way for you to contribute to the project! Looks like thop is missing a Code of Conduct.

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Package

Python Versions Compatibility: ==3.*

Age: 6 years
Latest Release: 2 years ago
Dependencies: 1 Direct / 8 Total
Versions: 49
Maintainers: 1
Wheels: OS Independent

Not sure how to use thop?

To help you get started, we've collected the most common ways that thop is being used within popular public projects.

TAMU-VITA / FasterSeg / search / operations.py View on Github

    @staticmethod
    def _flops(h, w, C_in, C_out, kernel_size=3, stride=1, dilation=1, groups=1):
        assert stride in [1, 2]
        layer = BasicResidual_downup_2x(C_in, C_out, kernel_size, stride, dilation, groups, slimmable=False)
        flops, params = profile(layer, inputs=(torch.randn(1, C_in, h, w),))
        return flops

View more ways to use thop

THOP: PyTorch-OpCounter

How to install

pip install thop (now continously intergrated on Github actions)

pip install --upgrade git+https://github.com/Lyken17/pytorch-OpCounter.git

How to use

Basic usage

from torchvision.models import resnet50
from thop import profile
model = resnet50()
input = torch.randn(1, 3, 224, 224)
macs, params = profile(model, inputs=(input, ))

Define the rule for 3rd party module.

class YourModule(nn.Module):
    # your definition
def count_your_model(model, x, y):
    # your rule here

input = torch.randn(1, 3, 224, 224)
macs, params = profile(model, inputs=(input, ), 
                        custom_ops={YourModule: count_your_model})

Improve the output readability

Call thop.clever_format to give a better format of the output.
```
from thop import clever_format
macs, params = clever_format([macs, params], "%.3f")
```

Results of Recent Models

The implementation are adapted from torchvision. Following results can be obtained using benchmark/evaluate_famous_models.py.

Model	Params(M)	MACs(G)
alexnet	61.10	0.77
vgg11	132.86	7.74
vgg11_bn	132.87	7.77
vgg13	133.05	11.44
vgg13_bn	133.05	11.49
vgg16	138.36	15.61
vgg16_bn	138.37	15.66
vgg19	143.67	19.77
vgg19_bn	143.68	19.83
resnet18	11.69	1.82
resnet34	21.80	3.68
resnet50	25.56	4.14
resnet101	44.55	7.87
resnet152	60.19	11.61
wide_resnet101_2	126.89	22.84
wide_resnet50_2	68.88	11.46

Model	Params(M)	MACs(G)
resnext50_32x4d	25.03	4.29
resnext101_32x8d	88.79	16.54
densenet121	7.98	2.90
densenet161	28.68	7.85
densenet169	14.15	3.44
densenet201	20.01	4.39
squeezenet1_0	1.25	0.82
squeezenet1_1	1.24	0.35
mnasnet0_5	2.22	0.14
mnasnet0_75	3.17	0.24
mnasnet1_0	4.38	0.34
mnasnet1_3	6.28	0.53
mobilenet_v2	3.50	0.33
shufflenet_v2_x0_5	1.37	0.05
shufflenet_v2_x1_0	2.28	0.15
shufflenet_v2_x1_5	3.50	0.31
shufflenet_v2_x2_0	7.39	0.60
inception_v3	27.16	5.75

thop dependencies

torch

FAQs

What is thop?

A tool to count the FLOPs of PyTorch model. Visit Snyk Advisor to see a full health score report for thop, including popularity, security, maintenance & community analysis.

Is thop popular?

The python package thop receives a total of 523,944 weekly downloads. As such, thop popularity was classified as an influential project. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is thop well maintained?

We found indications that thop maintenance is sustainable demonstrating some project activity. We saw a total of 20 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is thop safe to use?

While scanning the latest version of thop, we found that a security review is needed. A total of 0 vulnerabilities or license issues were detected. See the full security scan results.

Last updated on 21 November-2024, at 06:06 (UTC).

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thop

A tool to count the FLOPs of PyTorch model. For more information about how to use this package see README

Ensure you're using the healthiest python packages

Package Health Score

Explore Similar Packages

Popularity

Direct Usage Popularity

Security

Security and license risk for latest version

Maintenance

Commit Frequency

Community

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

Package

Not sure how to use thop?

THOP: PyTorch-OpCounter

How to install

How to use

Results of Recent Models

thop dependencies

FAQs

What is thop?

Is thop popular?

Is thop well maintained?

Is thop safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Fix identified vulnerabilities

Monitor for new issues

Package Health Score

Explore Similar Packages

Direct Usage Popularity

Security and license risk for latest version

Commit Frequency

Embed Package Health Score Badge

Keep your project healthy

Check your requirements.txt

Snyk Vulnerability Scanner

Not sure how to use thop?

THOP: PyTorch-OpCounter

How to install

How to use

Results of Recent Models

thop dependencies

FAQs

What is thop?

Is thop popular?

Is thop well maintained?

Is thop safe to use?

Build a secure application checklist

Select a recommended open source package

Scan your app for vulnerabilities

Source Code

Open Source

Container

Config

Fix identified vulnerabilities

Monitor for new issues