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e7d19a9
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Parent(s):
b80f0b2
feat: enhance data processing in app.py to handle URL formatting and compute aggregate GenEval scores; update sorting logic for leaderboard metrics
Browse files- app.py +37 -4
- data/text_to_image.jsonl +20 -9
app.py
CHANGED
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@@ -36,10 +36,24 @@ abs_path = Path(__file__).parent / "data"
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# Load the JSONL file into a pandas DataFrame using the json library
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df = pd.read_json(abs_path / "text_to_image.jsonl", lines=True)
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df["URL"] = df.apply(
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lambda row: f'<a target="_blank" href="{row["URL"]}" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">link</a>'
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axis=1,
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)
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df = df[
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[
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"URL",
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@@ -67,7 +81,26 @@ df = df[
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]
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]
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]
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-
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with gr.Blocks("ParityError/Interstellar", fill_width=True, css=custom_css) as demo:
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gr.HTML(
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@@ -80,7 +113,7 @@ with gr.Blocks("ParityError/Interstellar", fill_width=True, css=custom_css) as d
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"""
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)
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with gr.Tabs():
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with gr.TabItem("Text-to-Image Leaderboard"):
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Leaderboard(
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value=df,
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select_columns=df.columns.tolist(),
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@@ -103,7 +136,7 @@ with gr.Blocks("ParityError/Interstellar", fill_width=True, css=custom_css) as d
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)
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gr.Markdown(
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"""
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> **💡 Note:** Each efficiency metric and quality metric captures only one dimension of model capacity. Rankings may vary when considering other metrics.
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"""
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)
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with gr.TabItem("About"):
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# Load the JSONL file into a pandas DataFrame using the json library
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df = pd.read_json(abs_path / "text_to_image.jsonl", lines=True)
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# Format URL column, handling None/empty URLs
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df["URL"] = df.apply(
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lambda row: f'<a target="_blank" href="{row["URL"]}" style="color: var(--link-text-color); text-decoration: underline;text-decoration-style: dotted;">link</a>'
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if pd.notna(row["URL"]) and row["URL"]
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else "",
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axis=1,
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)
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# Compute aggregate GenEval score if individual GenEval columns exist but "GenEval" doesn't
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if "GenEval" not in df.columns:
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# Find all GenEval-related columns (e.g., "GenEval (Single Object) (VQA)")
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geneval_cols = [col for col in df.columns if col.startswith("GenEval")]
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if geneval_cols:
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# Compute mean of all GenEval columns, ignoring NaN values
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df["GenEval"] = df[geneval_cols].mean(axis=1, skipna=True)
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# If all values are NaN, set to NaN
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df["GenEval"] = df["GenEval"].where(df[geneval_cols].notna().any(axis=1), None)
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df = df[
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[
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"URL",
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]
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]
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]
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# Sort by GenEval if it exists, otherwise try other common metrics
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sort_column = None
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if "GenEval" in df.columns:
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sort_column = "GenEval"
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elif "HPS (v2.1)" in df.columns:
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sort_column = "HPS (v2.1)"
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elif "GenAI-Bench (VQA)" in df.columns:
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sort_column = "GenAI-Bench (VQA)"
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elif len(df.columns) > 0:
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# Sort by first numeric column if available
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numeric_cols = df.select_dtypes(include=[float, int]).columns.tolist()
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if numeric_cols:
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sort_column = numeric_cols[0]
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if sort_column:
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df = df.sort_values(by=sort_column, ascending=False, na_position="last")
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else:
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# If no sort column found, just keep original order
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pass
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with gr.Blocks("ParityError/Interstellar", fill_width=True, css=custom_css) as demo:
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gr.HTML(
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"""
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)
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with gr.Tabs():
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with gr.TabItem("Text-to-Image Leaderboard [WIP]"):
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Leaderboard(
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value=df,
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select_columns=df.columns.tolist(),
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)
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gr.Markdown(
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"""
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> **💡 Note:** Each efficiency metric and quality metric captures only one dimension of model capacity. Rankings may vary when considering other metrics. This leaderboard is a work in progress and will be updated regularly. For now, some metrics are not computed on the entire benchmark.
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"""
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)
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with gr.TabItem("About"):
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data/text_to_image.jsonl
CHANGED
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@@ -1,9 +1,20 @@
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{"Platform": "Replicate", "Owner": "Pruna AI", "Device": "1xH100", "Model": "FLUX
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{"Platform": "fal.ai", "Owner": "fal.ai", "Device": "Undisclosed", "Model": "FLUX.1
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{"Platform": "
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{"Platform": "
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{"Platform": "
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{"Platform": "
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{"Platform": "
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{"Platform": "
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{"Platform": "
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{"Platform": "Replicate", "Owner": "Pruna AI", "Device": "1xH100", "Model": "FLUX Schnell", "Optimization": "speed_mode_juiced", "URL": "https://replicate.com/prunaai/flux-schnell", "PartiPromts (ARNIQA)": 0.5665, "PartiPromts (ClipScore)": 27.4594, "PartiPromts (ClipIQA)": 0.8594, "PartiPromts (Sharpness - Laplacian Variance)": 4385.7579, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "HPS (v2.1)": 0.2106, "DrawBench (ClipScore)": 27.9985, "DrawBench (Image Reward)": 1.0057, "GenAI-Bench (VQA)": 0.79, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "Median Inference Time": 0.9082, "Price per Image": 0.055}
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{"Platform": "fal.ai", "Owner": "fal.ai", "Device": "Undisclosed", "Model": "FLUX 1.1 Pro", "Optimization": "Undisclosed", "URL": "https://fal.ai/models/fal-ai/flux-pro/v1.1", "GenAI-Bench (VQA)": 0.7745, "HPS (v2.1)": 0.2093, "PartiPromts (ARNIQA)": 0.5998, "PartiPromts (ClipScore)": 26.7942, "PartiPromts (ClipIQA)": 0.9282, "PartiPromts (Sharpness - Laplacian Variance)": 14290.615, "Long Text Bench (edit_distance)": 163.5862, "Long Text Bench (text_word_accuracy)": null, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "DrawBench (ClipScore)": 27.2099, "DrawBench (Image Reward)": 0.8609, "Median Inference Time": 4.031, "Price per Image": 0.04}
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{"Platform": "fal.ai", "Owner": "fal.ai", "Device": "Undisclosed", "Model": "FLUX Dev", "Optimization": "dev", "URL": "https://fal.ai/models/fal-ai/flux/dev", "Long Text Bench (edit_distance)": 177.7438, "Long Text Bench (text_word_accuracy)": null, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "GenAI-Bench (VQA)": 0.7443, "DrawBench (ClipScore)": 27.0164, "DrawBench (Image Reward)": 0.8933, "PartiPromts (ARNIQA)": 0.6305, "PartiPromts (ClipScore)": 27.2592, "PartiPromts (ClipIQA)": 0.8593, "PartiPromts (Sharpness - Laplacian Variance)": 5212.9337, "HPS (v2.1)": 0.1932, "Median Inference Time": 1.9838, "Price per Image": 0.025}
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{"Platform": "Prodia", "Owner": "Prodia", "Device": "Undisclosed", "Model": "FLUX Dev", "Optimization": "fast", "URL": "https://app.prodia.com/models", "PartiPromts (ARNIQA)": 0.6224, "PartiPromts (ClipScore)": 26.8405, "PartiPromts (ClipIQA)": 0.9159, "PartiPromts (Sharpness - Laplacian Variance)": 5774.8605, "DrawBench (ClipScore)": 26.6909, "DrawBench (Image Reward)": 0.9675, "GenAI-Bench (VQA)": 0.7363, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "Long Text Bench (edit_distance)": 178.3375, "Long Text Bench (text_word_accuracy)": null, "HPS (v2.1)": 0.1995, "Median Inference Time": 1.9977, "Price per Image": 0.02}
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{"Platform": "Prodia", "Owner": "Prodia", "Device": "Undisclosed", "Model": "FLUX 1.1 Pro", "Optimization": "Undisclosed", "URL": "https://app.prodia.com/models", "HPS (v2.1)": 0.2075, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "DrawBench (ClipScore)": 27.6498, "DrawBench (Image Reward)": 0.9484, "GenAI-Bench (VQA)": 0.7739, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "PartiPromts (ARNIQA)": 0.6181, "PartiPromts (ClipScore)": 27.3402, "PartiPromts (ClipIQA)": 0.895, "PartiPromts (Sharpness - Laplacian Variance)": 6932.3266, "Median Inference Time": 3.285, "Price per Image": 0.04}
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{"Platform": "fal.ai", "Owner": "fal.ai", "Device": "Undisclosed", "Model": "FLUX Schnell", "Optimization": "schnell", "URL": "https://fal.ai/models/fal-ai/flux/schnell", "HPS (v2.1)": 0.206, "Long Text Bench (edit_distance)": 178.3125, "Long Text Bench (text_word_accuracy)": 0.0003, "PartiPromts (ARNIQA)": 0.6637, "PartiPromts (ClipScore)": 27.755, "PartiPromts (ClipIQA)": 0.8991, "PartiPromts (Sharpness - Laplacian Variance)": 6420.4761, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "GenAI-Bench (VQA)": 0.7919, "DrawBench (ClipScore)": 28.0585, "DrawBench (Image Reward)": 0.9376, "Median Inference Time": 0.7981, "Price per Image": 0.003}
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{"Platform": "Together AI", "Owner": "Black Forest Labs", "Device": "Undisclosed", "Model": "FLUX Dev", "Optimization": "dev", "URL": "https://www.together.ai/models/flux-1-dev", "Long Text Bench (edit_distance)": 178.0437, "Long Text Bench (text_word_accuracy)": null, "GenAI-Bench (VQA)": 0.7592, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "PartiPromts (ARNIQA)": 0.5982, "PartiPromts (ClipScore)": 27.5003, "PartiPromts (ClipIQA)": 0.8799, "PartiPromts (Sharpness - Laplacian Variance)": 5101.113, "HPS (v2.1)": 0.1973, "DrawBench (ClipScore)": 27.3007, "DrawBench (Image Reward)": 0.9612, "Median Inference Time": 3.862, "Price per Image": 0.025}
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{"Platform": "Replicate", "Owner": "Black Forest Labs", "Device": "1xH100", "Model": "FLUX 1.1 Pro", "Optimization": "Undisclosed", "URL": "https://replicate.com/black-forest-labs/flux-1.1-pro", "PartiPromts (ARNIQA)": 0.5879, "PartiPromts (ClipScore)": 27.8015, "PartiPromts (ClipIQA)": 0.8273, "PartiPromts (Sharpness - Laplacian Variance)": 6773.8274, "HPS (v2.1)": 0.2048, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "DrawBench (ClipScore)": 27.7958, "DrawBench (Image Reward)": 0.9258, "Long Text Bench (edit_distance)": 163.28, "Long Text Bench (text_word_accuracy)": null, "GenAI-Bench (VQA)": 0.7813, "Median Inference Time": 2.8571, "Price per Image": 0.04}
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{"Platform": "Black Forest Labs", "Owner": "Black Forest Labs", "Device": "1xH100", "Model": "FLUX 2 pro", "Optimization": "Undisclosed", "URL": "https://bfl.ai/models", "PartiPromts (ARNIQA)": 0.6488, "PartiPromts (ClipScore)": 28.0808, "PartiPromts (ClipIQA)": 0.9172, "PartiPromts (Sharpness - Laplacian Variance)": 9335.3041, "GenAI-Bench (VQA)": 0.9633, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "DrawBench (ClipScore)": 28.22, "DrawBench (Image Reward)": 1.0339, "Long Text Bench (edit_distance)": 159.2424, "Long Text Bench (text_word_accuracy)": null, "HPS (v2.1)": 0.1894, "Median Inference Time": 9.1787, "Price per Image": 0.1}
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{"Platform": "fal.ai", "Owner": "fal.ai", "Device": "Undisclosed", "Model": "FLUX Krea", "Optimization": "Undisclosed", "URL": "https://fal.ai/models/fal-ai/flux/krea", "DrawBench (ClipScore)": 28.1482, "DrawBench (Image Reward)": 0.9853, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "GenAI-Bench (VQA)": 0.7949, "PartiPromts (ARNIQA)": 0.615, "PartiPromts (ClipScore)": 27.7512, "PartiPromts (ClipIQA)": 0.848, "PartiPromts (Sharpness - Laplacian Variance)": 4043.6115, "HPS (v2.1)": 0.1902, "Median Inference Time": 2.0193, "Price per Image": 0.025}
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{"Platform": "Runware", "Owner": "Runware", "Device": "Undisclosed", "Model": "FLUX Dev", "Optimization": "Undisclosed", "URL": "https://runware.ai/models#", "PartiPromts (ARNIQA)": 0.638, "PartiPromts (ClipScore)": 27.3993, "PartiPromts (ClipIQA)": 0.8887, "PartiPromts (Sharpness - Laplacian Variance)": 6238.0671, "DrawBench (ClipScore)": 27.2074, "DrawBench (Image Reward)": 0.9923, "GenAI-Bench (VQA)": 0.7761, "Long Text Bench (edit_distance)": 178.3625, "Long Text Bench (text_word_accuracy)": null, "HPS (v2.1)": 0.194, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "Median Inference Time": 4.2133, "Price per Image": 0.0038}
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{"Platform": "Black Forest Labs", "Owner": "Black Forest Labs", "Device": "1xH100", "Model": "FLUX 2 beta", "Optimization": "Undisclosed", "URL": "https://bfl.ai/models", "DrawBench (ClipScore)": 28.2489, "DrawBench (Image Reward)": 1.0498, "PartiPromts (ARNIQA)": 0.5988, "PartiPromts (ClipScore)": 28.2471, "PartiPromts (ClipIQA)": 0.8992, "PartiPromts (Sharpness - Laplacian Variance)": 7910.49, "Long Text Bench (edit_distance)": 155.9429, "Long Text Bench (text_word_accuracy)": null, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "HPS (v2.1)": 0.2121, "GenAI-Bench (VQA)": 0.9673, "Median Inference Time": 15.5713, "Price per Image": 0.025}
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{"Platform": "Replicate", "Owner": "Black Forest Labs", "Device": "1xH100", "Model": "FLUX Schnell", "Optimization": "go_fast", "URL": "https://replicate.com/black-forest-labs/flux-schnell", "DrawBench (ClipScore)": 28.0363, "DrawBench (Image Reward)": 0.9009, "GenAI-Bench (VQA)": 0.7765, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "PartiPromts (ARNIQA)": 0.5714, "PartiPromts (ClipScore)": 27.9771, "PartiPromts (ClipIQA)": 0.7947, "PartiPromts (Sharpness - Laplacian Variance)": 5685.5457, "HPS (v2.1)": 0.2086, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "Median Inference Time": 0.979, "Price per Image": 0.003}
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{"Platform": "Replicate", "Owner": "Black Forest Labs", "Device": "1xH100", "Model": "FLUX Krea", "Optimization": "go_fast", "URL": "https://replicate.com/black-forest-labs/flux-krea-dev", "DrawBench (ClipScore)": 28.3217, "DrawBench (Image Reward)": 0.9533, "PartiPromts (ARNIQA)": 0.6336, "PartiPromts (ClipScore)": 27.88, "PartiPromts (ClipIQA)": 0.8167, "PartiPromts (Sharpness - Laplacian Variance)": 4121.4541, "HPS (v2.1)": 0.1967, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "GenAI-Bench (VQA)": 0.8218, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "Median Inference Time": 1.8774, "Price per Image": 0.025}
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{"Platform": "Prodia", "Owner": "Prodia", "Device": "Undisclosed", "Model": "FLUX Schnell", "Optimization": "fast", "URL": "https://app.prodia.com/models", "PartiPromts (ARNIQA)": 0.5726, "PartiPromts (ClipScore)": 27.388, "PartiPromts (ClipIQA)": 0.8827, "PartiPromts (Sharpness - Laplacian Variance)": 5464.0814, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "DrawBench (ClipScore)": 27.7805, "DrawBench (Image Reward)": 0.9845, "GenAI-Bench (VQA)": 0.7878, "HPS (v2.1)": 0.2128, "Median Inference Time": 0.7472, "Price per Image": 0.0015}
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{"Platform": "Replicate", "Owner": "Black Forest Labs", "Device": "1xH100", "Model": "FLUX Dev", "Optimization": "go_fast", "URL": "https://replicate.com/black-forest-labs/flux-dev", "PartiPromts (ARNIQA)": 0.5764, "PartiPromts (ClipScore)": 27.8144, "PartiPromts (ClipIQA)": 0.7859, "PartiPromts (Sharpness - Laplacian Variance)": 5164.9466, "Long Text Bench (edit_distance)": 177.8931, "Long Text Bench (text_word_accuracy)": null, "DrawBench (ClipScore)": 27.7887, "DrawBench (Image Reward)": 1.0318, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "HPS (v2.1)": 0.1982, "GenAI-Bench (VQA)": 0.7686, "Median Inference Time": 1.8018, "Price per Image": 0.025}
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{"Platform": "Together AI", "Owner": "Black Forest Labs", "Device": "Undisclosed", "Model": "FLUX Schnell", "Optimization": "schnell", "URL": "https://www.together.ai/models/flux-1-schnell", "PartiPromts (ARNIQA)": 0.6082, "PartiPromts (ClipScore)": 27.6475, "PartiPromts (ClipIQA)": 0.898, "PartiPromts (Sharpness - Laplacian Variance)": 6446.8138, "DrawBench (ClipScore)": 27.6897, "DrawBench (Image Reward)": 0.9301, "GenAI-Bench (VQA)": 0.7706, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "HPS (v2.1)": 0.2058, "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "Median Inference Time": 1.3602, "Price per Image": 0.003}
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{"Platform": "Runware", "Owner": "Black Forest Labs", "Device": "Undisclosed", "Model": "FLUX 1.1 Pro", "Optimization": "Undisclosed", "URL": "https://runware.ai/models#", "PartiPromts (ARNIQA)": 0.659, "PartiPromts (ClipScore)": 27.4929, "PartiPromts (ClipIQA)": 0.9074, "PartiPromts (Sharpness - Laplacian Variance)": 6874.5826, "Long Text Bench (edit_distance)": 167.1325, "Long Text Bench (text_word_accuracy)": null, "DrawBench (ClipScore)": 27.7755, "DrawBench (Image Reward)": 0.9277, "HPS (v2.1)": 0.1971, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "GenAI-Bench (VQA)": 0.7723, "Median Inference Time": 4.2135, "Price per Image": 0.04}
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{"Platform": "Runware", "Owner": "Runware", "Device": "Undisclosed", "Model": "FLUX Schnell", "Optimization": "Undisclosed", "URL": "https://runware.ai/models#", "HPS (v2.1)": 0.2026, "PartiPromts (ARNIQA)": 0.6344, "PartiPromts (ClipScore)": 27.7251, "PartiPromts (ClipIQA)": 0.8873, "PartiPromts (Sharpness - Laplacian Variance)": 7144.7132, "GenAI-Bench (VQA)": 0.769, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "DrawBench (ClipScore)": 27.9708, "DrawBench (Image Reward)": 0.9571, "Long Text Bench (edit_distance)": 178.3812, "Long Text Bench (text_word_accuracy)": 0.0005, "Median Inference Time": 1.7584, "Price per Image": 0.0013}
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{"Platform": "Together AI", "Owner": "Black Forest Labs", "Device": "Undisclosed", "Model": "FLUX Krea", "Optimization": "dev", "URL": "https://www.together.ai/models/flux-1-krea-dev", "Long Text Bench (edit_distance)": 178.5125, "Long Text Bench (text_word_accuracy)": null, "DrawBench (ClipScore)": 28.2254, "DrawBench (Image Reward)": 1.101, "GenAI-Bench (VQA)": 0.797, "PartiPromts (ARNIQA)": 0.618, "PartiPromts (ClipScore)": 27.6353, "PartiPromts (ClipIQA)": 0.8776, "PartiPromts (Sharpness - Laplacian Variance)": 5297.8361, "OneIG (Anime Alignment) (Alignment Score)": 0.5, "HPS (v2.1)": 0.1981, "Median Inference Time": 4.3831, "Price per Image": 0.025}
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