Package Health Score

61 / 100

security
No known security issues
popularity
Small
maintenance
Inactive
community
Active

Popularity

Small

GitHub Stars: 1.4K
Forks: 102
Contributors: 20

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package multimodal-maestro, we found that it has been starred 1,400 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Nov 29, 2023
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

Apache-2.0

Security Policy

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Maintenance

Inactive

Commit Frequency

Open Issues: 7
Open PR: 8
Last Release: 1 year ago
Last Commit: 1 month ago

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

An important project maintenance signal to consider for multimodal-maestro 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.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Active

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

With more than 10 contributors for the multimodal-maestro 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 multimodal-maestro is missing a Code of Conduct.

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Package

Python Versions Compatibility: >=3.8,<3.12.0

Age: 1 year
Latest Release: 1 year ago
Dependencies: 3 Direct
Versions: 5
Maintainers: 0
Wheels: OS Independent

Readme

multimodal-maestro

👋 hello

Multimodal-Maestro gives you more control over large multimodal models to get the outputs you want. With more effective prompting tactics, you can get multimodal models to do tasks you didn't know (or think!) were possible. Curious how it works? Try our HF space!

🚧 The project is still under construction and the API is prone to change.

💻 install

Pip install the supervision package in a 3.11>=Python>=3.8 environment.

pip install multimodal-maestro

🚀 examples

GPT-4 Vision

Find dog.

&gt;&gt;&gt; The dog is prominently featured in the center of the image with the label [9].

👉 read more

load image
```
import cv2

image = cv2.imread("...")
```

create and refine marks

import multimodalmaestro as mm

generator = mm.SegmentAnythingMarkGenerator(device='cuda')
marks = generator.generate(image=image)
marks = mm.refine_marks(marks=marks)

visualize marks

mark_visualizer = mm.MarkVisualizer()
marked_image = mark_visualizer.visualize(image=image, marks=marks)

image-vs-marked-image

prompt

prompt = "Find dog."

response = mm.prompt_image(api_key=api_key, image=marked_image, prompt=prompt)

&gt;&gt;&gt; "The dog is prominently featured in the center of the image with the label [9]."

extract related marks

masks = mm.extract_relevant_masks(text=response, detections=refined_marks)

&gt;&gt;&gt; {'6': array([
...     [False, False, False, ..., False, False, False],
...     [False, False, False, ..., False, False, False],
...     [False, False, False, ..., False, False, False],
...     ...,
...     [ True,  True,  True, ..., False, False, False],
...     [ True,  True,  True, ..., False, False, False],
...     [ True,  True,  True, ..., False, False, False]])
... }

multimodal-maestro

🚧 roadmap

[ ] Documentation page.
[ ] Segment Anything guided marks generation.
[ ] Non-Max Suppression marks refinement.
[ ] LLaVA demo.

💜 acknowledgement

Set-of-Mark Prompting Unleashes Extraordinary Visual Grounding in GPT-4V by Jianwei Yang, Hao Zhang, Feng Li, Xueyan Zou, Chunyuan Li, Jianfeng Gao.

🦸 contribution

We would love your help in making this repository even better! If you noticed any bug, or if you have any suggestions for improvement, feel free to open an issue or submit a pull request.

multimodal-maestro dependencies

requests supervision transformers

FAQs

What is multimodal-maestro?

Visual Prompting for Large Multimodal Models (LMMs). Visit Snyk Advisor to see a full health score report for multimodal-maestro, including popularity, security, maintenance & community analysis.

Is multimodal-maestro popular?

The python package multimodal-maestro receives a total of 62 weekly downloads. As such, multimodal-maestro popularity was classified as small. Visit the popularity section on Snyk Advisor to see the full health analysis.

Is multimodal-maestro well maintained?

We found indications that multimodal-maestro is an Inactive project. See the full package health analysis to learn more about the package maintenance status.

Is multimodal-maestro safe to use?

The python package multimodal-maestro was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 19 December-2024, at 21:52 (UTC).

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multimodal-maestro

Visual Prompting for Large Multimodal Models (LMMs) For more information about how to use this package see README

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Package Health Score

Popularity

Direct Usage Popularity

Security

Security and license risk for latest version

Maintenance

Commit Frequency

Community

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Package

Readme

multimodal-maestro

👋 hello

💻 install

🚀 examples

GPT-4 Vision

🚧 roadmap

💜 acknowledgement

🦸 contribution

multimodal-maestro dependencies

FAQs

What is multimodal-maestro?

Is multimodal-maestro popular?

Is multimodal-maestro well maintained?

Is multimodal-maestro 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

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

Readme

multimodal-maestro

👋 hello

💻 install

🚀 examples

GPT-4 Vision

🚧 roadmap

💜 acknowledgement

🦸 contribution

multimodal-maestro dependencies

FAQs

What is multimodal-maestro?

Is multimodal-maestro popular?

Is multimodal-maestro well maintained?

Is multimodal-maestro 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