Image & Video Generation

Flux Dev

Get up to x4.5 the speed.

Flux Schnell

Speed up to x3.2 the speed.

SDXL

Reach up to x2.6 the speed.

Stable Diffusion Video

Reduce time by up to 6x.

Flux Dev

Get up to x4.5 speed.

Flux Schnell

Speed up to x3.2 speed.

SDXL

Reach up to x2.6 speed.

Stable Diffusion Video

Reduce time by up to 6x.

Flux Dev

Get up to x4.5 the speed.

Flux Schnell

Speed up to x3.2 the speed.

SDXL

Reach up to x2.6 speed.

Stable Diffusion Video

Reduce time by up to 6x.

Smash Image Gen Models Like Stable Diffusion

Smash Image Gen Models Like Stable Diffusion

Compress any image generation model to make it 3x faster.

Tackling the Resource Challenges

Tackling the Resource Challenges

Image and video generation models, like Flux, are incredibly powerful but computationally expensive. These models demand significant resources for inference, limiting their scalability.

This is where Pruna AI comes into play.

By reusing intermediate results and fine-tuning models, Pruna AI reduces computational load, speeds up inference, and memory usage.

Caching and Compilation
The Preferred Smashing Methods

Caching and Compilation
The Preferred Smashing Methods

For image and video generation use cases, caching and compilation are the
preferred methods for optimizing performance.

Caching

Caching

Caching

Caching is particularly beneficial in image and video editing and streaming pipelines. Reusing intermediate computations allows for faster processing of similar frames and scenes.

Caching is particularly beneficial in image and video editing and streaming pipelines. Reusing intermediate computations allows for faster processing of similar frames and scenes.

Compilation

Compilation

Compilation

Compilation shines in tasks like image generation and video rendering, where hardware-optimized model execution boosts both performance and efficiency

Compilation shines in tasks like image generation and video rendering, where hardware-optimized model execution boosts both performance and efficiency

Optimizing Every Image
& Video Generation Models

Optimizing Every Image
& Video Generation Models

Pruna AI Optimizing Image &
Video generation models

By using Pruna AI, you gain access to the most advanced optimization engine, capable of smashing any AI model with the latest compression methods for unmatched performance.

SDXL

Flux Schnell

Flux Dev

SDXL

Flux Schnell

Flux Dev

SDXL

Flux Schnell

Flux Dev

Why Do You Need Efficient AI Models?

Why Do You Need Efficient AI Models?

AI models are getting bigger, demanding more GPUs, slowing performance, and driving up costs and emissions. ML practitioners are left burdened with solving these inefficiencies.

Direct
Cost

Critical
Use cases

Key
Example

💰

Money

Budget
constraints

One H100 costs
=
-$30K per year

️⏱️

Time

User experience
Real-time reaction

User attention < 8s
vs
HD image gen > 10s

📟

Memory

Edge portability
Data privacy

Flux = 33G

vs
Smartphone = 8GB

⚡️

Energy / CO2

Edge portability
ESG consideration

1 HD generated image

=
1 smartphone battery

Direct
Cost

Critical
Use cases

Key
Example

💰

Money

Budget
constraints

One H100 costs
=
-$30K per year

️⏱️

Time

User experience
Real-time reaction

User attention < 8s
vs
HD image gen > 10s

📟

Memory

Edge portability
Data privacy

Flux = 33G

vs
Smartphone = 8GB

⚡️

Energy / CO2

Edge portability
ESG consideration

1 HD generated image

=
1 smartphone battery

Direct
Cost

Critical
Use cases

Key
Example

💰

Money

Budget
constraints

One H100 costs
=
-$30K per year

️⏱️

Time

User experience
Real-time reaction

User attention < 8s
vs
HD image gen > 10s

📟

Memory

Edge portability
Data privacy

Flux = 33G

vs
Smartphone = 8GB

⚡️

Energy / CO2

Edge portability
ESG consideration

1 HD generated image

=
1 smartphone battery

Speed Up Your Models With Pruna AI.

Inefficient models drive up costs, slow down your productivity and increase carbon emissions. Make your AI more accessible and sustainable with Pruna AI.

pip install pruna[gpu]==0.1.3 --extra-index-url https://prunaai.pythonanywhere.com/

Copied

Speed Up Your Models With Pruna AI.

Inefficient models drive up costs, slow down your productivity and increase carbon emissions. Make your AI more accessible and sustainable with Pruna AI.

pip install pruna[gpu]==0.1.3 --extra-index-url https://prunaai.pythonanywhere.com/

Copied

Speed Up Your Models With Pruna AI

Inefficient models drive up costs, slow down your productivity and increase carbon emissions. Make your AI more accessible and sustainable with Pruna AI.

pip install pruna[gpu]==0.1.3 --extra-index-url https://prunaai.pythonanywhere.com/

Copied

© 2024 Pruna AI - Built with Pretzels & Croissants 🥨 🥐

© 2024 Pruna AI - Built with Pretzels & Croissants

© 2024 Pruna AI - Built with Pretzels & Croissants 🥨 🥐