zonos-longform

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ginipick commited on 6 days ago

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Update app.py

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-# Install dependencies in application code, as we don't have access to a GPU at build time
-# Thanks to https://huggingface.co/Steveeeeeeen for their code to handle this!
-import os
-import shlex
-import subprocess
-subprocess.run(shlex.split("pip install flash-attn  --no-build-isolation"), env=os.environ | {"FLASH_ATTENTION_SKIP_CUDA_BUILD": "TRUE"}, check=True)
-subprocess.run(shlex.split("pip install https://github.com/state-spaces/mamba/releases/download/v2.2.4/mamba_ssm-2.2.4+cu12torch2.4cxx11abiFALSE-cp310-cp310-linux_x86_64.whl"), check=True)
-subprocess.run(shlex.split("pip install https://github.com/Dao-AILab/causal-conv1d/releases/download/v1.5.0.post8/causal_conv1d-1.5.0.post8+cu12torch2.4cxx11abiFALSE-cp310-cp310-linux_x86_64.whl"), check=True)
-import spaces
-import gradio as gr
-import numpy as np
-from typing import Tuple, Dict, Any, Optional
-from taproot import Task
-# Configuration
-is_hf_spaces = os.getenv("SYSTEM", "") == "spaces"
-max_characters = 2000
-header_markdown = """
-# Zonos v0.1
-State of the art text-to-speech model [[model]](https://huggingface.co/collections/Zyphra/zonos-v01-67ac661c85e1898670823b4f). [[blog]](https://www.zyphra.com/post/beta-release-of-zonos-v0-1), [[Zyphra Audio (hosted service)]](https://maia.zyphra.com/sign-in?redirect_url=https%3A%2F%2Fmaia.zyphra.com%2Faudio)
-## Unleashed
-Use this space to generate long-form speech up to around ~2 minutes in length. To generate an unlimited length, clone this space and run it locally.
-### Tips
-- If you are generating more than one chunk of audio, you should supply speaker conditioning. Otherwise, each chunk will have a slightly different voice.
-- When providing prefix audio, include the text of the prefix audio in your speech text to ensure a smooth transition.
-- The cleaner the speaker audio, the better the speaker conditioning will be - however, speaker audio is only sampled at 16kHz, so you do not need to provide high-bitrate speaker audio. Unlike this, however, prefix audio should be high-quality, as it is sampled at the full 44.1kHz.
-- The appropriate range of Speaking Rate and Pitch STD are highly dependent on the speaker audio. Start with the defaults and adjust as needed.
-- Emotion sliders do not completely function intuitively, and require some experimentation to get the desired effect.
-""".strip()
-# Create pipelines, downloading required files as necessary
-hybrid_task = Task.get("speech-synthesis", model="zonos-hybrid", available_only=False)
-hybrid_task.download_required_files(text_callback=print)
-hybrid_pipe = hybrid_task()
-hybrid_pipe.load()
-transformer_task = Task.get(
-    "speech-synthesis", model="zonos-transformer", available_only=False
-)
-transformer_task.download_required_files(text_callback=print)
-transformer_pipe = transformer_task()
-if is_hf_spaces:
-    # Must load all models on GPU when using ZERO
-    transformer_pipe.load()
-# Global state
-pipelines = {
-    "Zonos Transformer v0.1": transformer_pipe,
-    "Zonos Hybrid v0.1": hybrid_pipe,
 }
-pipeline_names = list(pipelines.keys())
-supported_language_codes = hybrid_pipe.supported_languages  # Same for both pipes
-# Model toggle
-def update_ui(pipeline_choice: str) -> Tuple[Dict[str, Any], ...]:
-    """
-    Dynamically show/hide UI elements based on the model's conditioners.
-    """
-    if not is_hf_spaces:
-        # When not using ZERO, we can onload/offload pipes
-        for pipeline_name, pipeline in pipelines.items():
-            if pipeline_name == pipeline_choice:
-                pipeline.load()
-            else:
-                pipeline.unload()
-    pipe = pipelines[pipeline_choice]
-    cond_names = [c.name for c in pipe.pretrained.model.prefix_conditioner.conditioners]
-    vqscore_update = gr.update(visible=("vqscore_8" in cond_names))
-    emotion_update = gr.update(visible=("emotion" in cond_names))
-    fmax_update = gr.update(visible=("fmax" in cond_names))
-    pitch_update = gr.update(visible=("pitch_std" in cond_names))
-    speaking_rate_update = gr.update(visible=("speaking_rate" in cond_names))
-    dnsmos_update = gr.update(visible=("dnsmos_ovrl" in cond_names))
-    speaker_noised_update = gr.update(visible=("speaker_noised" in cond_names))
-    return (
-        vqscore_update,
-        emotion_update,
-        fmax_update,
-        pitch_update,
-        speaking_rate_update,
-        dnsmos_update,
-        speaker_noised_update,
-    )
-# Invocation method
-@spaces.GPU(duration=180)
-def generate_audio(
-    pipeline_choice: str,
-    text: str,
-    language: str,
-    speaker_audio: Optional[str],
-    prefix_audio: Optional[str],
-    e1: float,
-    e2: float,
-    e3: float,
-    e4: float,
-    e5: float,
-    e6: float,
-    e7: float,
-    e8: float,
-    vq_single: float,
-    fmax: float,
-    pitch_std: float,
-    speaking_rate: float,
-    dnsmos_ovrl: float,
-    speaker_noised: bool,
-    cfg_scale: float,
-    min_p: float,
-    seed: int,
-    max_chunk_length: int,
-    cross_fade_duration: float,
-    punctuation_pause_duration: float,
-    target_rms: float,
-    randomize_seed: bool,
-    skip_dnsmos: bool,
-    skip_vqscore: bool,
-    skip_fmax: bool,
-    skip_pitch: bool,
-    skip_speaking_rate: bool,
-    skip_emotion: bool,
-    skip_speaker: bool,
-    progress=gr.Progress(),
-) -> Tuple[Tuple[int, np.ndarray[Any, Any]], int]:
-    """
-    Generates audio based on the provided UI parameters.
-    """
-    selected_pipeline = pipelines[pipeline_choice]
-    if randomize_seed:
-        seed = np.random.randint(0, 2**32)
-    def on_progress(step: int, total: int) -> None:
-        progress((step, total))
-    selected_pipeline.on_progress(on_progress)
-    try:
-        wav_out = selected_pipeline(
-            text=text,
-            language=language,
-            reference_audio=speaker_audio,
-            prefix_audio=prefix_audio,
-            seed=seed,
-            max_chunk_length=max_chunk_length,
-            cross_fade_duration=cross_fade_duration,
-            punctuation_pause_duration=punctuation_pause_duration,
-            target_rms=target_rms,
-            cfg_scale=cfg_scale,
-            min_p=min_p,
-            fmax=fmax,
-            pitch_std=pitch_std,
-            emotion_happiness=e1,
-            emotion_sadness=e2,
-            emotion_disgust=e3,
-            emotion_fear=e4,
-            emotion_surprise=e5,
-            emotion_anger=e6,
-            emotion_other=e7,
-            emotion_neutral=e8,
-            speaking_rate=speaking_rate,
-            vq_score=vq_single,
-            speaker_noised=speaker_noised,
-            dnsmos=dnsmos_ovrl,
-            skip_speaker=skip_speaker,
-            skip_dnsmos=skip_dnsmos,
-            skip_vq_score=skip_vqscore,
-            skip_fmax=skip_fmax,
-            skip_pitch=skip_pitch,
-            skip_speaking_rate=skip_speaking_rate,
-            skip_emotion=skip_emotion,
-            output_format="float",
-        )
-        return (44100, wav_out.squeeze().numpy()), seed
-    finally:
-        selected_pipeline.off_progress()
-# Interface
-if __name__ == "__main__":
-    with gr.Blocks() as demo:
-        with gr.Row():
-            with gr.Column(scale=3):
-                gr.Markdown(header_markdown)
-            gr.Image(
-                value="https://raw.githubusercontent.com/Zyphra/Zonos/refs/heads/main/assets/ZonosHeader.png",
-                container=False,
-                interactive=False,
-                show_label=False,
-                show_share_button=False,
-                show_fullscreen_button=False,
-                show_download_button=False,
-            )
-        with gr.Row(equal_height=True):
-            pipeline_choice = gr.Dropdown(
-                choices=pipeline_names,
-                value=pipeline_names[0],
-                label="Zonos Model Variant",
-            )
-            language = gr.Dropdown(
-                choices=supported_language_codes,
-                value="en-us",
-                label="Language",
-            )
-        with gr.Row():
-            if not is_hf_spaces:
-                limit_text = "Unlimited"
-            else:
-                limit_text = f"Up to {max_characters}"
-            text = gr.Textbox(
-                label=f"Speech Text ({limit_text} Characters)",
-                value="Zonos is a state-of-the-art text-to-speech model that generates expressive and natural-sounding audio with robust customization options.",
-                lines=4,
-                max_lines=20,
-                max_length=max_characters if is_hf_spaces else None,
-            )
-        with gr.Row():
-            generate_button = gr.Button("Generate Audio")
-        with gr.Row():
-            output_audio = gr.Audio(label="Generated Audio", type="numpy", autoplay=True)
-        with gr.Row():
-            gr.Markdown("## Long-Form Parameters")
-        with gr.Column(variant="panel"):
-            with gr.Row(equal_height=True):
-                max_chunk_length = gr.Slider(
-                    1, 300, 150, 1, label="Max Chunk Length (Characters)",
-                    info="The maximum number of characters to generate in a single chunk. Zonos itself has a much higher limit than this, but consistency breaks down as you go past ~200 characters or so."
-                )
-                target_rms = gr.Slider(
-                    0.0, 1.0, 0.10, 0.01, label="Target RMS",
-                    info="The target RMS (root-mean-square) amplitude for the generated audio. Each chunk will have its loudness normalized to this value to ensure consistent volume levels."
-                )
-            with gr.Row(equal_height=True):
-                punctuation_pause_duration = gr.Slider(
-                    0, 1, 0.10, 0.01, label="Punctuation Pause Duration (Seconds)",
-                    info="Pause duration to add after a chunk that ends with punctuation. Full-stop punctuation (periods) will have the entire length, while shorter pauses will use half of this duration."
-                )
-                cross_fade_duration = gr.Slider(
-                    0, 1, 0.15, 0.01, label="Chunk Cross-Fade Duration (Seconds)",
-                    info="The duration of the cross-fade between chunks. This helps to smooth out transitions between chunks. In general, this should be set to a value greater than the pause duration."
-                )
-        with gr.Row():
-            gr.Markdown("## Generation Parameters")
-        with gr.Row(variant="panel", equal_height=True):
-            with gr.Column():
-                prefix_audio = gr.Audio(
-                    label="Optional Prefix Audio (continue from this audio)",
-                    type="filepath",
-                )
-            with gr.Column(scale=3):
-                cfg_scale_slider = gr.Slider(1.0, 5.0, 2.0, 0.1, label="CFG Scale")
-                min_p_slider = gr.Slider(0.0, 1.0, 0.15, 0.01, label="Min P")
-                seed_number = gr.Number(label="Seed", value=6475309, precision=0)
-                randomize_seed_toggle = gr.Checkbox(label="Randomize Seed", value=True)
-        with gr.Row():
-            gr.Markdown(
-                "## Conditioning Parameters\nAll of these types of conditioning are optional and can be disabled."
-            )
-        with gr.Row(variant="panel", equal_height=True) as speaker_row:
-            with gr.Column():
-                speaker_uncond = gr.Checkbox(label="Skip Speaker")
-                speaker_noised_checkbox = gr.Checkbox(label="Denoise Speaker", value=False)
-            speaker_audio = gr.Audio(
-                label="Optional Speaker Audio (for cloning)",
-                type="filepath",
-                scale=3,
-            )
-        with gr.Row(variant="panel", equal_height=True) as emotion_row:
-            emotion_uncond = gr.Checkbox(label="Skip Emotion")
-            with gr.Column(scale=3):
-                with gr.Row():
-                    emotion1 = gr.Slider(0.0, 1.0, 0.307, 0.001, label="Happiness")
-                    emotion2 = gr.Slider(0.0, 1.0, 0.025, 0.001, label="Sadness")
-                    emotion3 = gr.Slider(0.0, 1.0, 0.025, 0.001, label="Disgust")
-                    emotion4 = gr.Slider(0.0, 1.0, 0.025, 0.001, label="Fear")
-                with gr.Row():
-                    emotion5 = gr.Slider(0.0, 1.0, 0.025, 0.001, label="Surprise")
-                    emotion6 = gr.Slider(0.0, 1.0, 0.025, 0.001, label="Anger")
-                    emotion7 = gr.Slider(0.0, 1.0, 0.025, 0.001, label="Other")
-                    emotion8 = gr.Slider(0.0, 1.0, 0.307, 0.001, label="Neutral")
-        with gr.Row(variant="panel", equal_height=True) as dnsmos_row:
-            dnsmos_uncond = gr.Checkbox(label="Skip DNSMOS")
-            dnsmos_slider = gr.Slider(
-                1.0,
-                5.0,
-                value=4.0,
-                step=0.1,
-                label="Deep Noise Suppression Mean Opinion Score [arXiv 2010.15258]",
-                scale=3,
-            )
-        with gr.Row(variant="panel", equal_height=True) as vq_score_row:
-            vq_uncond = gr.Checkbox(label="Skip VQScore")
-            vq_single_slider = gr.Slider(
-                0.5, 0.8, 0.78, 0.01, label="VQScore [arXiv 2402.16321]", scale=3
-            )
-        with gr.Row(variant="panel", equal_height=True) as fmax_row:
-            fmax_uncond = gr.Checkbox(label="Skip Fmax")
-            fmax_slider = gr.Slider(
-                0, 22050, value=22050, step=1, label="Fmax (Hz)", scale=3
-            )
-        with gr.Row(variant="panel", equal_height=True) as pitch_row:
-            pitch_uncond = gr.Checkbox(label="Skip Pitch")
-            pitch_std_slider = gr.Slider(
-                0.0, 300.0, value=20.0, step=1, label="Pitch Standard Deviation", scale=3
-            )
-        with gr.Row(variant="panel", equal_height=True) as speaking_rate_row:
-            speaking_rate_uncond = gr.Checkbox(label="Skip Speaking Rate")
-            speaking_rate_slider = gr.Slider(
-                5.0, 30.0, value=15.0, step=0.5, label="Speaking Rate", scale=3
-            )
-        pipeline_choice.change(
-            fn=update_ui,
-            inputs=[pipeline_choice],
-            outputs=[
-                vq_score_row,
-                emotion_row,
-                fmax_row,
-                pitch_row,
-                speaking_rate_row,
-                dnsmos_row,
-                speaker_noised_checkbox,
-            ],
-        )
-        # Trigger UI update on load
-        demo.load(
-            fn=update_ui,
-            inputs=[pipeline_choice],
-            outputs=[
-                vq_score_row,
-                emotion_row,
-                fmax_row,
-                pitch_row,
-                speaking_rate_row,
-                dnsmos_row,
-                speaker_noised_checkbox,
-            ],
-        )
-        # Generate audio on button click
-        generate_button.click(
-            fn=generate_audio,
-            inputs=[
-                pipeline_choice,
-                text,
-                language,
-                speaker_audio,
-                prefix_audio,
-                emotion1,
-                emotion2,
-                emotion3,
-                emotion4,
-                emotion5,
-                emotion6,
-                emotion7,
-                emotion8,
-                vq_single_slider,
-                fmax_slider,
-                pitch_std_slider,
-                speaking_rate_slider,
-                dnsmos_slider,
-                speaker_noised_checkbox,
-                cfg_scale_slider,
-                min_p_slider,
-                seed_number,
-                max_chunk_length,
-                cross_fade_duration,
-                punctuation_pause_duration,
-                target_rms,
-                randomize_seed_toggle,
-                dnsmos_uncond,
-                vq_uncond,
-                fmax_uncond,
-                pitch_uncond,
-                speaking_rate_uncond,
-                emotion_uncond,
-                speaker_uncond,
-            ],
-            outputs=[output_audio, seed_number],
-        )
-        demo.launch()

+from flask import Flask, render_template, request, jsonify
+import os, re, json
+app = Flask(__name__)
+# ────────────────────────── 1. CONFIGURATION ──────────────────────────
+# Domains that commonly block iframes
+BLOCKED_DOMAINS = [
+    "naver.com", "daum.net", "google.com",
+    "facebook.com", "instagram.com", "kakao.com",
+    "ycombinator.com"
+]
+# ────────────────────────── 2. CURATED CATEGORIES ──────────────────────────
+CATEGORIES = {
+    "Popular": [
+        "https://huggingface.co/spaces/openfree/AGI-Screenplay",
+        "https://huggingface.co/spaces/openfree/AGI-WebNovel",
+        "https://huggingface.co/spaces/openfree/AGI-NOVEL",
+        "https://huggingface.co/spaces/fantaxy/AGI-LEADERBOARD",
+        "https://cutechicken-3d-airforce-simulator.static.hf.space",
+        "https://huggingface.co/spaces/ginipick/Private-AI",
+        "https://huggingface.co/spaces/fantaxy/ofai-flx-logo",
+        "https://huggingface.co/spaces/aiqtech/FLUX-Ghibli-Studio-LoRA",
+        "https://huggingface.co/spaces/seawolf2357/REALVISXL-V5",
+        "https://huggingface.co/spaces/fantos/flx8lora",
+        "https://huggingface.co/spaces/ginipick/Realtime-FLUX",
+        "https://huggingface.co/spaces/fantaxy/flx-pulid",
+        "https://huggingface.co/spaces/ginipick/FLUX-Prompt-Generator",
+        "https://huggingface.co/spaces/aiqtech/kofaceid",
+        "https://huggingface.co/spaces/aiqtech/flxgif",
+        "https://huggingface.co/spaces/fantos/flxfashmodel",
+        "https://huggingface.co/spaces/fantos/flxcontrol",
+        "https://huggingface.co/spaces/fantos/textcutobject",
+        "https://huggingface.co/spaces/seawolf2357/flxloraexp",
+        "https://huggingface.co/spaces/fantaxy/flxloraexp",
+        "https://huggingface.co/spaces/aiqtech/imaginpaint",
+        "https://huggingface.co/spaces/ginipick/FLUXllama",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored",
+        "https://huggingface.co/spaces/fantaxy/flx-upscale",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video",
+        "https://huggingface.co/spaces/fantos/VoiceClone",
+        "https://huggingface.co/spaces/fantaxy/Rolls-Royce",
+        "https://huggingface.co/spaces/aiqtech/FLUX-military",
+        "https://huggingface.co/spaces/fantaxy/FLUX-Animations",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video2",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-photo",
+        "https://huggingface.co/spaces/ginipick/Time-Stream",
+        "https://huggingface.co/spaces/seawolf2357/sd-prompt-gen",
+        "https://huggingface.co/spaces/openfree/MagicFace-V3",
+        "https://huggingface.co/spaces/Heartsync/adult",
+        "https://huggingface.co/spaces/Heartsync/wan2-1-fast-security",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-REAL",
+        "https://huggingface.co/spaces/seawolf2357/img2vid",
+        "https://huggingface.co/spaces/openfree/image-to-vector",
+        "https://huggingface.co/spaces/openfree/DreamO-video",
+        "https://huggingface.co/spaces/VIDraft/FramePack_rotate_landscape",
+        "https://huggingface.co/spaces/fantaxy/Sound-AI-SFX",
+        "https://huggingface.co/spaces/ginigen/VoiceClone-TTS",
+        "https://huggingface.co/spaces/Heartsync/FREE-NSFW-HUB",
+        "https://huggingface.co/spaces/Heartsync/NSFW-image",
+        "https://huggingface.co/spaces/Heartsync/NSFW-detection",
+        "https://huggingface.co/spaces/Heartsync/VEO3-RealTime",
+        "https://huggingface.co/spaces/ginigen/VEO3-Free",
+        "https://huggingface.co/spaces/ginigen/FLUX-Text-Tree-Image",
+        "https://huggingface.co/spaces/ginigen/text3d-r1",
+        "https://huggingface.co/spaces/VIDraft/stable-diffusion-3.5-large-turboX",
+    ],
+    "BEST": [
+        "https://huggingface.co/spaces/MaziyarPanahi/FACTS-Leaderboard",
+        "https://huggingface.co/spaces/ginigen/Flux-Kontext-Style",
+        "https://huggingface.co/spaces/openfree/Cycle-Navigator",
+        "https://huggingface.co/spaces/ginigen/Flux-Kontext-FaceLORA",
+        "https://huggingface.co/spaces/ginigen/Seedance-Free",
+        "https://huggingface.co/spaces/VIDraft/SOMA-AGI",
+        "https://huggingface.co/spaces/aiqtech/Heatmap-Leaderboard",
+        "https://huggingface.co/spaces/VIDraft/DNA-CASINO",
+        "https://huggingface.co/spaces/aiqtech/SOMA-Oriental",
+        "https://huggingface.co/spaces/fantaxy/YTB-TEST",
+        "https://huggingface.co/spaces/aiqtech/Contributors-Leaderboard",
+        "https://huggingface.co/spaces/ginigen/text3d-r1",
+        "https://huggingface.co/spaces/VIDraft/stable-diffusion-3.5-large-turboX",
+        "https://huggingface.co/spaces/openfree/Korean-Leaderboard",
+        "https://huggingface.co/spaces/fantos/flxcontrol",
+        "https://huggingface.co/spaces/aiqtech/FLUX-Ghibli-Studio-LoRA",
+        "https://huggingface.co/spaces/openfree/AI-Podcast",
+        "https://huggingface.co/spaces/ginigen/Workflow-Canvas",
+        "https://huggingface.co/spaces/ginigen/3D-LLAMA",
+        "https://huggingface.co/spaces/ginigen/VoiceClone-TTS",
+        "https://huggingface.co/spaces/VIDraft/ACE-Singer",
+        "https://huggingface.co/spaces/ginipick/AI-BOOK",
+        "https://huggingface.co/spaces/immunobiotech/drug-discovery",
+        "https://huggingface.co/spaces/VIDraft/Robo-Beam",
+        "https://huggingface.co/spaces/fantaxy/fantasy-novel",
+        "https://huggingface.co/spaces/immunobiotech/Gemini-MICHELIN",
+        "https://huggingface.co/spaces/openfree/Chart-GPT",
+        "https://huggingface.co/spaces/ginipick/NH-Korea",
+        "https://huggingface.co/spaces/VIDraft/Voice-Clone-Podcast",
+        "https://huggingface.co/spaces/ginipick/Private-AI",
+        "https://huggingface.co/spaces/ginigen/Flux-VIDEO",
+        "https://huggingface.co/spaces/openfree/open-GAMMA",
+        "https://huggingface.co/spaces/ginipick/PharmAI-Korea",
+        "https://huggingface.co/spaces/ginipick/Pharmacy",
+        "https://huggingface.co/spaces/ginipick/PDF-EXAM",
+        "https://huggingface.co/spaces/ginipick/IDEA-DESIGN",
+        "https://huggingface.co/spaces/openfree/DreamO-video",
+        "https://huggingface.co/spaces/ginipick/10m-marketing",
+        "https://huggingface.co/spaces/VIDraft/voice-trans",
+        "https://huggingface.co/spaces/VIDraft/NH-Prediction",
+        "https://huggingface.co/spaces/fantos/flx8lora",
+        "https://huggingface.co/spaces/ginigen/MagicFace-V3",
+        "https://huggingface.co/spaces/openfree/Live-Podcast",
+        "https://huggingface.co/spaces/seawolf2357/ocrlatex",
+        "https://huggingface.co/spaces/Heartsync/VEO3-RealTime",
+        "https://huggingface.co/spaces/ginigen/VEO3-Free",
+        "https://huggingface.co/spaces/openfree/MagicFace-V3",
+        "https://huggingface.co/spaces/aiqtech/FLUX-military",
+        "https://huggingface.co/spaces/fantaxy/flxloraexp",
+        "https://huggingface.co/spaces/Heartsync/WAN2-1-fast-T2V-FusioniX",
+        "https://huggingface.co/spaces/ginigen/FLUXllama-Multilingual",
+        "https://huggingface.co/spaces/Heartsync/wan2-1-fast-security",
+        "https://huggingface.co/spaces/fantaxy/Rolls-Royce",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-REAL",
+        "https://huggingface.co/spaces/ginipick/Realtime-FLUX",
+        "https://huggingface.co/spaces/aiqtech/imaginpaint",
+        "https://huggingface.co/spaces/aiqtech/flxgif",
+        "https://huggingface.co/spaces/fantos/flxfashmodel",
+        "https://huggingface.co/spaces/aiqtech/kofaceid",
+        "https://huggingface.co/spaces/ginipick/FLUX-Prompt-Generator",
+        "https://huggingface.co/spaces/seawolf2357/REALVISXL-V5",
+        "https://huggingface.co/spaces/fantaxy/FLUX-Animations",
+        "https://huggingface.co/spaces/fantaxy/flx-pulid",
+        "https://huggingface.co/spaces/fantaxy/ofai-flx-logo",
+        "https://huggingface.co/spaces/openfree/image-to-vector",
+        "https://huggingface.co/spaces/Heartsync/FREE-NSFW-HUB",
+        "https://huggingface.co/spaces/seawolf2357/sd-prompt-gen",
+        "https://huggingface.co/spaces/VIDraft/FramePack_rotate_landscape",
+        "https://huggingface.co/spaces/ginipick/FLUXllama",
+        "https://huggingface.co/spaces/Heartsync/NSFW-image",
+        "https://huggingface.co/spaces/seawolf2357/img2vid",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video2",
+        "https://huggingface.co/spaces/Heartsync/NSFW-detection",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video",
+        "https://huggingface.co/spaces/Heartsync/adult",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored",
+        "https://huggingface.co/spaces/fantos/VoiceClone",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-photo",
+        "https://huggingface.co/spaces/fantaxy/flx-upscale",
+        "https://huggingface.co/spaces/seawolf2357/flxloraexp",
+        "https://huggingface.co/spaces/ginipick/Time-Stream",
+        "https://huggingface.co/spaces/fantos/textcutobject",
+    ],
+    "NEW": [
+        "https://huggingface.co/spaces/ginigen/Flux-Kontext-Style",
+        "https://cutechicken-3d-airforce-simulator.static.hf.space",
+        "https://huggingface.co/spaces/ginipick/Private-AI",
+        "https://huggingface.co/spaces/VIDraft/ACE-Singer",
+        "https://huggingface.co/spaces/ginipick/AI-BOOK",
+        "https://huggingface.co/spaces/openfree/Best-AI",
+        "https://huggingface.co/spaces/aiqtech/Heatmap-Leaderboard",
+        "https://huggingface.co/spaces/VIDraft/DNA-CASINO",
+        "https://huggingface.co/spaces/openfree/AGI-Screenplay",
+        "https://huggingface.co/spaces/openfree/AGI-WebNovel",
+        "https://huggingface.co/spaces/openfree/AGI-NOVEL",
+        "https://huggingface.co/spaces/fantaxy/AGI-LEADERBOARD",
+        "https://huggingface.co/spaces/ginigen/Seedance-Free",
+        "https://huggingface.co/spaces/aiqtech/SOMA-Oriental",
+        "https://huggingface.co/spaces/ginigen/Flux-Kontext-FaceLORA",
+        "https://huggingface.co/spaces/VIDraft/SOMA-AGI",
+        "https://huggingface.co/spaces/Heartsync/VEO3-RealTime",
+        "https://huggingface.co/spaces/openfree/Open-GAMMA",
+        "https://huggingface.co/spaces/ginigen/VEO3-Free",
+        "https://huggingface.co/spaces/Heartsync/WAN2-1-fast-T2V-FusioniX",
+        "https://huggingface.co/spaces/VIDraft/voice-trans",
+        "https://huggingface.co/spaces/VIDraft/Robo-Beam",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-REAL",
+        "https://huggingface.co/spaces/fantaxy/fantasy-novel",
+        "https://huggingface.co/spaces/openfree/Chart-GPT",
+        "https://huggingface.co/spaces/Heartsync/Novel-NSFW",
+        "https://huggingface.co/spaces/ginigen/FLUX-Ghibli-LoRA2",
+        "https://huggingface.co/spaces/Heartsync/WAN-VIDEO-AUDIO",
+        "https://huggingface.co/spaces/Heartsync/wan2-1-fast-security",
+        "https://huggingface.co/spaces/ginigen/Flux-VIDEO",
+        "https://huggingface.co/spaces/aiqcamp/REMOVAL-TEXT-IMAGE",
+        "https://huggingface.co/spaces/VIDraft/Mistral-RAG-BitSix",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video2",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video",
+        "https://huggingface.co/spaces/fantaxy/YTB-TEST",
+        "https://huggingface.co/spaces/Heartsync/FREE-NSFW-HUB",
+        "https://huggingface.co/spaces/Heartsync/adult",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-photo",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored",
+        "https://huggingface.co/spaces/openfree/Live-Podcast",
+        "https://huggingface.co/spaces/openfree/AI-Podcast",
+        "https://huggingface.co/spaces/ginipick/NH-Korea",
+        "https://huggingface.co/spaces/VIDraft/NH-Prediction",
+        "https://huggingface.co/spaces/VIDraft/Voice-Clone-Podcast",
+        "https://huggingface.co/spaces/ginipick/PDF-EXAM",
+        "https://huggingface.co/spaces/openfree/Game-Gallery",
+        "https://huggingface.co/spaces/openfree/Vibe-Game",
+        "https://huggingface.co/spaces/ginipick/IDEA-DESIGN",
+        "https://huggingface.co/spaces/openfree/Cycle-Navigator",
+        "https://huggingface.co/spaces/openfree/DreamO-video",
+        "https://huggingface.co/spaces/Heartsync/NSFW-detection",
+    ],
+    "Productivity": [
+        "https://huggingface.co/spaces/aiqtech/Heatmap-Leaderboard",
+        "https://huggingface.co/spaces/VIDraft/DNA-CASINO",
+        "https://huggingface.co/spaces/openfree/Open-GAMMA",
+        "https://huggingface.co/spaces/VIDraft/Robo-Beam",
+        "https://huggingface.co/spaces/VIDraft/voice-trans",
+        "https://huggingface.co/spaces/Heartsync/FREE-NSFW-HUB",
+        "https://huggingface.co/spaces/openfree/Chart-GPT",
+        "https://huggingface.co/spaces/ginipick/AI-BOOK",
+        "https://huggingface.co/spaces/VIDraft/Voice-Clone-Podcast",
+        "https://huggingface.co/spaces/ginipick/PDF-EXAM",
+        "https://huggingface.co/spaces/ginigen/perflexity-clone",
+        "https://huggingface.co/spaces/ginipick/IDEA-DESIGN",
+        "https://huggingface.co/spaces/ginipick/10m-marketing",
+        "https://huggingface.co/spaces/openfree/Live-Podcast",
+        "https://huggingface.co/spaces/openfree/AI-Podcast",
+        "https://huggingface.co/spaces/ginipick/QR-Canvas-plus",
+        "https://huggingface.co/spaces/openfree/Badge",
+        "https://huggingface.co/spaces/VIDraft/mouse-webgen",
+        "https://huggingface.co/spaces/openfree/Vibe-Game",
+        "https://huggingface.co/spaces/VIDraft/NH-Prediction",
+        "https://huggingface.co/spaces/ginipick/NH-Korea",
+        "https://huggingface.co/spaces/openfree/Naming",
+        "https://huggingface.co/spaces/ginipick/Change-Hair",
+    ],
+    "Multimodal": [
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-photo",
+        "https://huggingface.co/spaces/fantaxy/YTB-TEST",
+        "https://huggingface.co/spaces/ginigen/Seedance-Free",
+        "https://huggingface.co/spaces/Heartsync/VEO3-RealTime",
+        "https://huggingface.co/spaces/ginigen/VEO3-Free",
+        "https://huggingface.co/spaces/ginigen/VEO3-Directors",
+        "https://huggingface.co/spaces/Heartsync/WAN2-1-fast-T2V-FusioniX",
+        "https://huggingface.co/spaces/Heartsync/adult",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video2",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-video",
+        "https://huggingface.co/spaces/Heartsync/WAN-VIDEO-AUDIO",
+        "https://huggingface.co/spaces/Heartsync/wan2-1-fast-security",
+        "https://huggingface.co/spaces/ginigen/Flux-VIDEO",
+        "https://huggingface.co/spaces/ginigen/3D-LLAMA-V1",
+        "https://huggingface.co/spaces/ginigen/Flux-VIDEO",
+        "https://huggingface.co/spaces/openfree/Multilingual-TTS",
+        "https://huggingface.co/spaces/VIDraft/ACE-Singer",
+        "https://huggingface.co/spaces/openfree/DreamO-video",
+        "https://huggingface.co/spaces/fantaxy/Sound-AI-SFX",
+        "https://huggingface.co/spaces/ginigen/SFX-Sound-magic",
+        "https://huggingface.co/spaces/ginigen/VoiceClone-TTS",
+        "https://huggingface.co/spaces/aiqcamp/ENGLISH-Speaking-Scoring",
+        "https://huggingface.co/spaces/fantaxy/Remove-Video-Background",
+    ],
+    "Professional": [
+        "https://huggingface.co/spaces/Heartsync/NSFW-novels",
+        "https://huggingface.co/spaces/aiqtech/SOMA-Oriental",
+        "https://huggingface.co/spaces/VIDraft/SOMA-AGI",
+        "https://huggingface.co/spaces/Heartsync/Novel-NSFW",
+        "https://huggingface.co/spaces/fantaxy/fantasy-novel",
+        "https://huggingface.co/spaces/VIDraft/money-radar",
+        "https://huggingface.co/spaces/immunobiotech/drug-discovery",
+        "https://huggingface.co/spaces/immunobiotech/Gemini-MICHELIN",
+        "https://huggingface.co/spaces/openfree/Cycle-Navigator",
+        "https://huggingface.co/spaces/VIDraft/Fashion-Fit",
+        "https://huggingface.co/spaces/openfree/Stock-Trading-Analysis",
+        "https://huggingface.co/spaces/ginipick/AgentX-Papers",
+        "https://huggingface.co/spaces/Heartsync/Papers-Leaderboard",
+        "https://huggingface.co/spaces/VIDraft/PapersImpact",
+        "https://huggingface.co/spaces/ginigen/multimodal-chat-mbti-korea",
+    ],
+    "Image": [
+        "https://huggingface.co/spaces/ginigen/Flux-Kontext-FaceLORA",
+        "https://huggingface.co/spaces/Heartsync/NSFW-Uncensored-REAL",
+        "https://huggingface.co/spaces/ginigen/FLUX-Ghibli-LoRA2",
+        "https://huggingface.co/spaces/aiqcamp/REMOVAL-TEXT-IMAGE",
+        "https://huggingface.co/spaces/VIDraft/BAGEL-Websearch",
+        "https://huggingface.co/spaces/ginigen/Every-Text",
+        "https://huggingface.co/spaces/ginigen/text3d-r1",
+        "https://huggingface.co/spaces/ginipick/FLUXllama",
+        "https://huggingface.co/spaces/ginigen/Workflow-Canvas",
+        "https://huggingface.co/spaces/ginigen/canvas-studio",
+        "https://huggingface.co/spaces/VIDraft/ReSize-Image-Outpainting",
+        "https://huggingface.co/spaces/Heartsync/FLUX-Vision",
+        "https://huggingface.co/spaces/fantos/textcutobject",
+        "https://huggingface.co/spaces/aiqtech/imaginpaint",
+        "https://huggingface.co/spaces/openfree/ColorRevive",
+        "https://huggingface.co/spaces/openfree/ultpixgen",
+        "https://huggingface.co/spaces/VIDraft/Polaroid-Style",
+        "https://huggingface.co/spaces/ginigen/VisualCloze",
+        "https://huggingface.co/spaces/fantaxy/ofai-flx-logo",
+        "https://huggingface.co/spaces/ginigen/interior-design",
+        "https://huggingface.co/spaces/ginigen/MagicFace-V3",
+        "https://huggingface.co/spaces/fantaxy/flx-pulid",
+        "https://huggingface.co/spaces/seawolf2357/Ghibli-Multilingual-Text-rendering",
+        "https://huggingface.co/spaces/VIDraft/Open-Meme-Studio",
+        "https://huggingface.co/spaces/VIDraft/stable-diffusion-3.5-large-turboX",
+        "https://huggingface.co/spaces/aiqtech/flxgif",
+        "https://huggingface.co/spaces/openfree/VectorFlow",
+        "https://huggingface.co/spaces/ginigen/3D-LLAMA",
+        "https://huggingface.co/spaces/ginigen/Multi-LoRAgen",
+    ],
+    "LLM / VLM": [
+        "https://huggingface.co/spaces/fantaxy/fantasy-novel",
+        "https://huggingface.co/spaces/ginigen/deepseek-r1-0528-API",
+        "https://huggingface.co/spaces/aiqcamp/Mistral-Devstral-API",
+        "https://huggingface.co/spaces/aiqcamp/deepseek-r1-0528",
+        "https://huggingface.co/spaces/aiqcamp/deepseek-r1-0528-qwen3-8b",
+        "https://huggingface.co/spaces/aiqcamp/deepseek-r1-0528",
+        "https://huggingface.co/spaces/aiqcamp/Mistral-Devstral-API",
+        "https://huggingface.co/spaces/VIDraft/Mistral-RAG-BitSix",
+        "https://huggingface.co/spaces/VIDraft/Gemma-3-R1984-4B",
+        "https://huggingface.co/spaces/VIDraft/Gemma-3-R1984-12B",
+        "https://huggingface.co/spaces/ginigen/Mistral-Perflexity",
+        "https://huggingface.co/spaces/aiqcamp/gemini-2.5-flash-preview",
+        "https://huggingface.co/spaces/openfree/qwen3-30b-a3b-research",
+        "https://huggingface.co/spaces/openfree/qwen3-235b-a22b-research",
+        "https://huggingface.co/spaces/openfree/Llama-4-Maverick-17B-Research",
+    ],
 }
+# ────────────────────────── 3. URL HELPERS ──────────────────────────
+def direct_url(hf_url):
+    m = re.match(r"https?://huggingface\.co/spaces/([^/]+)/([^/?#]+)", hf_url)
+    if not m:
+        return hf_url
+    owner, name = m.groups()
+    owner = owner.lower()
+    name = name.replace('.', '-').replace('_', '-').lower()
+    return f"https://{owner}-{name}.hf.space"
+def screenshot_url(url):
+    return f"https://image.thum.io/get/fullpage/{url}"
+def process_url_for_preview(url):
+    """Returns (preview_url, mode)"""
+    # Handle blocked domains first
+    if any(d for d in BLOCKED_DOMAINS if d in url):
+        return screenshot_url(url), "snapshot"
+    # Special case handling for problematic URLs
+    if "vibe-coding-tetris" in url or "World-of-Tank-GAME" in url or "Minesweeper-Game" in url:
+        return screenshot_url(url), "snapshot"
+    # General HF space handling
+    try:
+        if "huggingface.co/spaces" in url:
+            parts = url.rstrip("/").split("/")
+            if len(parts) >= 5:
+                owner = parts[-2]
+                name = parts[-1]
+                embed_url = f"https://huggingface.co/spaces/{owner}/{name}/embed"
+                return embed_url, "iframe"
+    except Exception:
+        return screenshot_url(url), "snapshot"
+    # Default handling
+    return url, "iframe"
+# ────────────────────────── 4. API ROUTES ──────────────────────────
+@app.route('/api/category')
+def api_category():
+    cat = request.args.get('name', '')
+    urls = CATEGORIES.get(cat, [])
+    # Add pagination for categories
+    page = int(request.args.get('page', 1))
+    per_page = int(request.args.get('per_page', 4))
+    total_pages = max(1, (len(urls) + per_page - 1) // per_page)
+    start = (page - 1) * per_page
+    end = min(start + per_page, len(urls))
+    urls_page = urls[start:end]
+    items = [
+        {
+            "title": url.split('/')[-1],
+            "owner": url.split('/')[-2] if '/spaces/' in url else '',
+            "iframe": direct_url(url),
+            "shot": screenshot_url(url),
+            "hf": url
+        } for url in urls_page
+    ]
+    return jsonify({
+        "items": items,
+        "page": page,
+        "total_pages": total_pages
+    })
+# ────────────────────────── 5. MAIN ROUTES ──────────────────────────
+@app.route('/')
+def home():
+    os.makedirs('templates', exist_ok=True)
+    with open('templates/index.html', 'w', encoding='utf-8') as fp:
+        fp.write(r'''<!DOCTYPE html>
+<html>
+<head>
+<meta charset="utf-8">
+<meta name="viewport" content="width=device-width, initial-scale=1">
+<title>Web Gallery</title>
+<style>
+@import url('https://fonts.googleapis.com/css2?family=Nunito:wght@300;600&display=swap');
+body{margin:0;font-family:Nunito,sans-serif;background:#f6f8fb;}
+.tabs{display:flex;flex-wrap:wrap;gap:8px;padding:16px;}
+.tab{padding:6px 14px;border:none;border-radius:18px;background:#e2e8f0;font-weight:600;cursor:pointer;}
+.tab.active{background:#a78bfa;color:#1a202c;}
+.tab.popular{background:#ff6b6b;color:white;}
+.tab.popular.active{background:#fa5252;color:white;}
+.tab.best{background:#4ecdc4;color:white;}
+.tab.best.active{background:#38d9a9;color:white;}
+.tab.new{background:#ffe066;color:#1a202c;}
+.tab.new.active{background:#ffd43b;color:#1a202c;}
+/* Updated grid to show 2x2 layout */
+.grid{display:grid;grid-template-columns:repeat(2,1fr);gap:20px;padding:0 16px 60px;max-width:1200px;margin:0 auto;}
+@media(max-width:800px){.grid{grid-template-columns:1fr;}}
+/* Increased card height for larger display */
+.card{background:#fff;border-radius:12px;box-shadow:0 2px 8px rgba(0,0,0,.08);overflow:hidden;height:540px;display:flex;flex-direction:column;position:relative;}
+.frame{flex:1;position:relative;overflow:hidden;}
+.frame iframe{position:absolute;width:166.667%;height:166.667%;transform:scale(.6);transform-origin:top left;border:0;}
+.frame img{width:100%;height:100%;object-fit:cover;}
+.card-label{position:absolute;top:10px;left:10px;padding:4px 8px;border-radius:4px;font-size:11px;font-weight:bold;z-index:100;text-transform:uppercase;letter-spacing:0.5px;box-shadow:0 2px 4px rgba(0,0,0,0.2);}
+.label-live{background:linear-gradient(135deg, #00c6ff, #0072ff);color:white;}
+.label-static{background:linear-gradient(135deg, #ff9a9e, #fad0c4);color:#333;}
+.foot{height:44px;background:#fafafa;display:flex;align-items:center;justify-content:center;border-top:1px solid #eee;}
+.foot a{font-size:.82rem;font-weight:700;color:#4a6dd8;text-decoration:none;}
+.pagination{display:flex;justify-content:center;margin:20px 0;gap:10px;}
+.pagination button{padding:5px 15px;border:none;border-radius:20px;background:#e2e8f0;cursor:pointer;}
+.pagination button:disabled{opacity:0.5;cursor:not-allowed;}
+</style>
+</head>
+<body>
+<header style="text-align: center; padding: 20px; background: linear-gradient(135deg, #f6f8fb, #e2e8f0); border-bottom: 1px solid #ddd;">
+  <h1 style="margin-bottom: 10px;">🌟OPEN & Free: BEST AI Playground</h1>
+  <p>
+    <a href="https://huggingface.co/OpenFreeAI" target="_blank"><img src="https://img.shields.io/static/v1?label=Community&message=OpenFree_AI&color=%23800080&labelColor=%23000080&logo=HUGGINGFACE&logoColor=%23ffa500&style=for-the-badge" alt="badge"></a>
+    <a href="https://discord.gg/openfreeai" target="_blank"><img src="https://img.shields.io/static/v1?label=Discord&message=Openfree%20AI&color=%230000ff&labelColor=%23800080&logo=discord&logoColor=white&style=for-the-badge" alt="badge"></a>
+    <a href="https://huggingface.co/spaces/openfree/Best-AI" target="_blank"><img src="https://img.shields.io/static/v1?label=OpenFree&message=BEST%20AI%20Services&color=%230000ff&labelColor=%23000080&logo=huggingface&logoColor=%23ffa500&style=for-the-badge" alt="badge"></a>
+  </p>
+</header>
+<div class="tabs" id="tabs"></div>
+<div id="content"></div>
+<script>
+// Basic configuration
+const cats = {{cats|tojson}};
+const tabs = document.getElementById('tabs');
+const content = document.getElementById('content');
+let active = "";
+let currentPage = 1;
+// Simple utility functions
+function makeRequest(url, method, data, callback) {
+  const xhr = new XMLHttpRequest();
+  xhr.open(method, url, true);
+  xhr.onreadystatechange = function() {
+    if (xhr.readyState === 4 && xhr.status === 200) {
+      callback(JSON.parse(xhr.responseText));
+    }
+  };
+  if (method === 'POST') {
+    xhr.send(data);
+  } else {
+    xhr.send();
+  }
+}
+function updateTabs() {
+  Array.from(tabs.children).forEach(b => {
+    b.classList.toggle('active', b.dataset.c === active);
+  });
+}
+// Tab handlers
+function loadCategory(cat, page) {
+  if(cat === active && currentPage === page) return;
+  active = cat;
+  currentPage = page || 1;
+  updateTabs();
+  content.innerHTML = '<p style="text-align:center;padding:40px">Loading…</p>';
+  makeRequest('/api/category?name=' + encodeURIComponent(cat) + '&page=' + currentPage + '&per_page=4', 'GET', null, function(data) {
+    let html = '<div class="grid">';
+    if(data.items.length === 0) {
+      html += '<p style="grid-column:1/-1;text-align:center;padding:40px">No items in this category.</p>';
+    } else {
+      data.items.forEach(item => {
+        html += `
+          <div class="card">
+            <div class="card-label label-live">LIVE</div>
+            <div class="frame">
+              <iframe src="${item.iframe}" loading="lazy" sandbox="allow-forms allow-modals allow-popups allow-same-origin allow-scripts allow-downloads"></iframe>
+            </div>
+            <div class="foot">
+              <a href="${item.hf}" target="_blank">${item.title}</a>
+            </div>
+          </div>
+        `;
+      });
+    }
+    html += '</div>';
+    // Add pagination
+    html += `
+      <div class="pagination">
+        <button ${currentPage <= 1 ? 'disabled' : ''} onclick="loadCategory('${cat}', ${currentPage-1})">« Previous</button>
+        <span>Page ${currentPage} of ${data.total_pages}</span>
+        <button ${currentPage >= data.total_pages ? 'disabled' : ''} onclick="loadCategory('${cat}', ${currentPage+1})">Next »</button>
+      </div>
+    `;
+    content.innerHTML = html;
+  });
+}
+// Create tabs
+// Special tabs first (Popular, BEST, NEW)
+['Popular', 'BEST', 'NEW'].forEach(specialCat => {
+  const b = document.createElement('button');
+  b.className = 'tab ' + specialCat.toLowerCase();
+  b.textContent = specialCat;
+  b.dataset.c = specialCat;
+  b.onclick = function() { loadCategory(specialCat, 1); };
+  tabs.appendChild(b);
+});
+// Regular category tabs
+cats.forEach(c => {
+  if (!['Popular', 'BEST', 'NEW'].includes(c)) {
+    const b = document.createElement('button');
+    b.className = 'tab';
+    b.textContent = c;
+    b.dataset.c = c;
+    b.onclick = function() { loadCategory(c, 1); };
+    tabs.appendChild(b);
+  }
+});
+// Start with Popular tab
+loadCategory('Popular', 1);
+</script>
+</body>
+</html>''')
+    # Return the rendered template
+    return render_template('index.html', cats=list(CATEGORIES.keys()))
+if __name__ == '__main__':
+    app.run(host='0.0.0.0', port=7860)