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CPU Upgrade
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from datasets import load_dataset
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from collections import Counter, defaultdict
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from random import sample, shuffle
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import datasets
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from pandas import DataFrame
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from huggingface_hub import list_datasets
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import os
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import gradio as gr
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import secrets
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from traitlets import default
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parti_prompt_results = []
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ORG = "diffusers-parti-prompts"
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SUBMISSIONS = {
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"sd-v1-5": None,
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"sd-v2-1": None,
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"if-v1-0": None,
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"karlo": None,
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}
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LINKS = {
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"sd-v1-5": "https://huggingface.co/runwayml/stable-diffusion-v1-5",
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"sd-v2-1": "https://huggingface.co/stabilityai/stable-diffusion-2-1",
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"if-v1-0": "https://huggingface.co/DeepFloyd/IF-I-XL-v1.0",
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"karlo": "https://huggingface.co/kakaobrain/karlo-v1-alpha",
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}
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MODEL_KEYS = "-".join(SUBMISSIONS.keys())
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SUBMISSION_ORG = f"results-{MODEL_KEYS}"
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submission_names = list(SUBMISSIONS.keys())
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parti_prompt_categories = load_dataset(os.path.join(ORG, "sd-v1-5"))["train"]["Category"]
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parti_prompt_challenge = load_dataset(os.path.join(ORG, "sd-v1-5"))["train"]["Challenge"]
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def load_submissions():
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all_datasets = list_datasets(author=SUBMISSION_ORG)
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relevant_ids = [d.id for d in all_datasets]
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ids = defaultdict(list)
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challenges = defaultdict(list)
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categories = defaultdict(list)
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for _id in relevant_ids[:2]:
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ds = load_dataset(_id)["train"]
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for result, image_id in zip(ds["result"], ds["id"]):
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ids[result].append(image_id)
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challenges[parti_prompt_challenge[image_id]].append(result)
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categories[parti_prompt_categories[image_id]].append(result)
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main_dict = {k: len(v) for k, v in ids.item()}
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challenges = {k: Counter(v) for k, v in challenges.item()}
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categories = {k: Counter(v) for k, v in categories.item()}
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return main_dict, challenges, categories
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def get_dataframe_all():
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main, challanges, categories= load_submissions()
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import ipdb; ipdb.set_trace()
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TITLE = "# Community Parti Prompts - Who is your open-source genAI model?"
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DESCRIPTION = """
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*This is an interactive game in which you click through pre-generated images from SD-v1-5, SD-v2.1, Karlo, and IF
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using [Parti Prompts](https://huggingface.co/datasets/nateraw/parti-prompts) prompts.* \n
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*You choices will go into the public community [genAI leaderboard](TODO).*
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"""
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EXPLANATION = """\n\n
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## How it works 📖 \n\n
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1. Click on 'Start'
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2. A prompt and 4 different images are displayed
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3. Select your favorite image
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4. After 10 rounds your favorite diffusion model is displayed
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"""
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GALLERY_COLUMN_NUM = len(SUBMISSIONS)
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with gr.Blocks() as demo:
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with gr.Column(visible=True) as intro_view:
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gr.Markdown(TITLE)
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gr.Markdown(DESCRIPTION)
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gr.Markdown(EXPLANATION)
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headers = list(SUBMISSIONS.keys())
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datatype = "str"
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dataframes = get_dataframe_all()
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import ipdb; ipdb.set_trace()
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main_dataframe = gr.Dataframe(
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headers=headers,
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datatype=datatype,
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row_count=1,
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col_count=(len(SUBMISSIONS)),
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interactive=False,
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)
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demo.launch()
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