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@@ -17,16 +17,18 @@ This dataset consists of a `pandas` table and attached `images.zip` file with th
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  * seed (`numpy` seed used to generate random vectors)
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  * path (path to the generated image obtained after unzipping `images.zip`)
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- * vector (generated "random" vector used to create StyleGAN3 images)
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  * text (caption of each image, generated using BLIP model: `Salesforce/blip-image-captioning-base`)
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- ## Usage (WIP)
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- To use the dataset, download images and the csv file, convert the ... TODO
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  ```python
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  images = load_dataset("balgot/stylegan3-annotated", data_files=["*.zip"])
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  dataset = load_dataset("balgot/stylegan3-annotated", data_files=["*.csv"])
 
 
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  ```
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  * seed (`numpy` seed used to generate random vectors)
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  * path (path to the generated image obtained after unzipping `images.zip`)
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+ * vector (generated numpy "random" vector used to create StyleGAN3 images)
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  * text (caption of each image, generated using BLIP model: `Salesforce/blip-image-captioning-base`)
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+ ## Usage
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+ In order not to load the images into the memory, we will load the images separately.
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  ```python
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  images = load_dataset("balgot/stylegan3-annotated", data_files=["*.zip"])
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  dataset = load_dataset("balgot/stylegan3-annotated", data_files=["*.csv"])
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+
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+ # TODO: convert "vector" column to numpy/torch
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  ```
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