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e3aed62
docs: remove outdated Flux tutorial and add new image generation tuto…
davidberenstein1957 May 16, 2025
4e1a27d
docs: enhance image generation tutorial with installation and device …
davidberenstein1957 May 16, 2025
53dad11
docs: update image generation tutorial with model loading and optimiz…
davidberenstein1957 May 16, 2025
663789f
docs: update image generation tutorial with execution count adjustmen…
davidberenstein1957 May 16, 2025
da9da6b
docs: update section EvaluationAgent
davidberenstein1957 May 16, 2025
c6e8e70
docs: extend image generation tutorial
nifleisch May 21, 2025
b79b0c2
fix: fix height of algorithm diagram
nifleisch May 26, 2025
2a7e362
fix: adjust tutorial to Evaluation Agent update and keep cell outputs
nifleisch May 28, 2025
427b717
docs: restructure image generation tutorial for clarity and detail
davidberenstein1957 Jun 6, 2025
4982fe0
docs: update image generation tutorial with model and metric enhancem…
davidberenstein1957 Jun 6, 2025
0cc0e8d
docs: update model references in image generation tutorial
davidberenstein1957 Jun 6, 2025
4ef3a72
docs: refine explanation in image generation tutorial
davidberenstein1957 Jun 6, 2025
7a14da6
docs: streamline evaluation metrics in image generation tutorial
davidberenstein1957 Jun 6, 2025
94302a3
docs: update image generation tutorial title and structure
davidberenstein1957 Jun 6, 2025
be8309f
docs: update evaluation metrics in image generation tutorial
davidberenstein1957 Jun 17, 2025
f818096
fix: correct typographical error in image generation tutorial
davidberenstein1957 Jun 24, 2025
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177 changes: 0 additions & 177 deletions docs/tutorials/flux_small.ipynb

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442 changes: 442 additions & 0 deletions docs/tutorials/image_generation.ipynb

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12 changes: 6 additions & 6 deletions docs/tutorials/index.rst
Original file line number Diff line number Diff line change
Expand Up @@ -7,6 +7,12 @@ This tutorial will guide you through the process of using |pruna| to optimize yo

.. grid:: 1 2 2 2

.. grid-item-card:: Compress and Evaluate Image Generation Models
:text-align: center
:link: ./image_generation.ipynb

Compress with a ``hq_diffusers`` ``quantizer`` and a ``deepcache`` ``cacher``, and evaluate with ``throughput``, ``total time``, ``clip_score``.

.. grid-item-card:: Transcribe 2 hour of audio in 2 minutes with Whisper
:text-align: center
:link: ./asr_tutorial.ipynb
Expand All @@ -31,12 +37,6 @@ This tutorial will guide you through the process of using |pruna| to optimize yo

``Evaluate`` image generation quality with ``CMMD`` and ``EvaluationAgent``.

.. grid-item-card:: Run your Flux model with half the memory
:text-align: center
:link: ./flux_small.ipynb

Speed up your image generation model with ``torch_compile`` ``compilation`` and ``hqq_diffusers`` ``quantization``.

.. grid-item-card:: Making your LLMs 4x smaller
:text-align: center
:link: ./llms.ipynb
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