Update app.py

app.py

@@ -1,541 +1,26 @@
-import os, gdown, gc, subprocess
-import numpy as np
 import gradio as gr
-from diffusers import FlaxStableDiffusionPipeline, StableDiffusionPipeline
-import torch
-from safetensors.torch import save_file, load_file
-from huggingface_hub import model_info, create_repo, create_branch, upload_folder
-from huggingface_hub.utils import RepositoryNotFoundError, RevisionNotFoundError
+from deepface import DeepFace
 
-def download_ckpt(ckpt_url):
-    if "drive.google.com" in ckpt_url:
-        gdown.download(url=ckpt_url, output="model.ckpt", quiet=False, fuzzy=True)
-    else:
-        os.system(f"wget '{ckpt_url}' -O model.ckpt")
-    return "download ckpt done!"
-
-def download_vae(vae_url):
-    if "drive.google.com" in vae_url:
-        gdown.download(url=vae_url, output="vae.ckpt", quiet=False, fuzzy=True)
-    else:
-        os.system(f"wget '{vae_url}' -O vae.ckpt")
-    return "download vae done!"
-
-def to_pt():
-    os.system("wget -q https://raw.githubusercontent.com/huggingface/diffusers/v0.13.1/scripts/convert_original_stable_diffusion_to_diffusers.py")
-    os.system(f"python3 convert_original_stable_diffusion_to_diffusers.py --checkpoint_path model.ckpt --dump_path pt")
-    return "convert to pt done!"
-
-def from_safetensors_to_pt():
-    os.system("wget -v https://raw.githubusercontent.com/huggingface/diffusers/v0.13.1/scripts/convert_original_stable_diffusion_to_diffusers.py")
-    print(subprocess.run(['ls', '-ltr'], stdout=subprocess.PIPE).stdout.decode('utf-8'))
-    os.system("mkdir -p ./pt")
-    os.system(f"python3 convert_original_stable_diffusion_to_diffusers.py --from_safetensors --checkpoint_path model.safetensors --dump_path ./pt")
-    print(subprocess.run(['ls', '-ltr'], stdout=subprocess.PIPE).stdout.decode('utf-8'))
-    return "convert to pt done!"
-
-def from_ckpt_to_safetensors():
-    os.system("wget -q https://raw.githubusercontent.com/huggingface/diffusers/v0.13.1/scripts/convert_original_stable_diffusion_to_diffusers.py")
-    os.system(f"python3 convert_original_stable_diffusion_to_diffusers.py --checkpoint_path model.ckpt --to_safetensors --dump_path safetensors")
-    return "convert to safetensors done!"
-
-def from_safetensors_to_safetensors():
-    os.system("wget -q https://raw.githubusercontent.com/huggingface/diffusers/v0.13.1/scripts/convert_original_stable_diffusion_to_diffusers.py")
-    os.system(f"python3 convert_original_stable_diffusion_to_diffusers.py --from_safetensors --checkpoint_path model.safetensors --to_safetensors --dump_path safetensors")
-    return "convert to safetensors done!"
-
-def from_safetensors_to_emaonly(safetensors_emaonly_name):
-    os.system("mkdir safetensors")
-    tensors = load_file("model.safetensors")
-    filtered_only_ema = {k: v for k, v in tensors.items() if not k.startswith("model.")}
-    save_file(filtered_only_ema, f"safetensors/{safetensors_emaonly_name}-emaonly.safetensors")
-    return "convert to safetensors emaonly done!"
-
-def swap_ckpt_vae(ckpt_name):
-    os.system("mkdir ckpt")
-    model = torch.load("model.ckpt", map_location="cpu")
-    if "state_dict" in model:
-      sd = model["state_dict"]
-    else:
-      sd = model
-    full_model = False
-    vae_model = torch.load("vae.ckpt", map_location="cpu")
-    vae_sd = vae_model['state_dict']
-    for vae_key in vae_sd:
-      if vae_key.startswith("first_stage_model."):
-        full_model = True
-        break
-    for vae_key in vae_sd:
-      sd_key = vae_key
-      if full_model:
-        if not sd_key.startswith("first_stage_model."):
-          continue
-      else:
-        if sd_key not in sd:
-          sd_key = "first_stage_model." + sd_key
-      if sd_key not in sd:
-        continue
-      sd[sd_key] = vae_sd[vae_key]
-    torch.save(model, f"ckpt/{ckpt_name}-vae-swapped.ckpt")
-    del model
-    del vae_model
-    del sd
-    del vae_sd
-    gc.collect()
-    return "swap ckpt vae done!"
-
-def push_pt(model_to, token, branch):
-    try:
-        create_repo(model_to, private=True, token=token)
-    except:
-        print("repo already exists, overwriting...")
-
-    upload_folder(folder_path="pt", path_in_repo="", revision=branch, repo_id=model_to, commit_message=f"pt - camenduru/converter", token=token)
-    return "push pt done!"
-    
-def delete_pt():
-    os.system(f"rm -rf pt")
-    return "delete pt done!"
-    
-def clone_pt(model_url):
-    os.system("git lfs install")
-    os.system(f"git clone https://huggingface.co/{model_url} pt")
-    return "clone pt done!"
-    
-def pt_to_flax():
-    pipe, params = FlaxStableDiffusionPipeline.from_pretrained("pt", from_pt=True)
-    pipe.save_pretrained("flax", params=params)
-    return "convert to flax done!"
-
-def push_flax(model_to, token, branch):
-    try:
-        repo_exists = True
-        r_info = model_info(model_to, token=token)
-    except RepositoryNotFoundError:
-        repo_exists = False
-    finally:
-        if repo_exists:
-            print(r_info)
-        else:
-            create_repo(model_to, private=True, token=token)
-    try:
-        branch_exists = True
-        b_info = model_info(model_to, revision=branch, token=token)
-    except RevisionNotFoundError:
-        branch_exists = False
-    finally:
-        if branch_exists:
-            print(b_info)
-        else:
-            create_branch(model_to, branch=branch, token=token)
-    upload_folder(folder_path="flax", path_in_repo="", revision=branch, repo_id=model_to, commit_message=f"flax - camenduru/converter", token=token)
-    return "push flax done!"
-
-def delete_flax():
-    os.system(f"rm -rf flax")
-    return "delete flax done!"
-    
-def flax_to_pt():
-    pipe = StableDiffusionPipeline.from_pretrained("flax", from_flax=True, safety_checker=None)
-    pipe.save_pretrained("pt")
-    return "convert to pt done!"
-    
-def clone_flax(model_url):
-    os.system("git lfs install")
-    os.system(f"git clone https://huggingface.co/{model_url} flax")
-    return "clone flax done!"
-    
-def to_ckpt(ckpt_name):
-    os.system("wget -q https://raw.githubusercontent.com/huggingface/diffusers/v0.13.1/scripts/convert_diffusers_to_original_stable_diffusion.py")
-    os.system("mkdir ckpt")
-    os.system(f"python3 convert_diffusers_to_original_stable_diffusion.py --model_path pt --checkpoint_path ckpt/{ckpt_name}.ckpt")
-    return "convert to ckpt done!"
-
-def push_ckpt(model_to, token, branch):
-    try:
-        repo_exists = True
-        r_info = model_info(model_to, token=token)
-    except RepositoryNotFoundError:
-        repo_exists = False
-    finally:
-        if repo_exists:
-            print(r_info)
-        else:
-            create_repo(model_to, private=True, token=token)
-    try:
-        branch_exists = True
-        b_info = model_info(model_to, revision=branch, token=token)
-    except RevisionNotFoundError:
-        branch_exists = False
-    finally:
-        if branch_exists:
-            print(b_info)
-        else:
-            create_branch(model_to, branch=branch, token=token)    
-    upload_folder(folder_path="ckpt", path_in_repo="", revision=branch, repo_id=model_to, commit_message=f"ckpt - camenduru/converter", token=token)
-    return "push ckpt done!"
-    
-def delete_ckpt():
-    os.system(f"rm -rf ckpt")
-    return "delete ckpt done!"
-
-def to_safetensors(safetensors_name):
-    os.system("mkdir safetensors")
-    weights = torch.load("model.ckpt", map_location="cpu")
-    if "state_dict" in weights:
-        weights = weights["state_dict"]
-    save_file(weights, f"safetensors/{safetensors_name}.safetensors")
-    return "convert to safetensors done!"
-
-def push_safetensors(model_to, token, branch):
-    try:
-        repo_exists = True
-        r_info = model_info(model_to, token=token)
-    except RepositoryNotFoundError:
-        repo_exists = False
-    finally:
-        if repo_exists:
-            print(r_info)
-        else:
-            create_repo(model_to, private=True, token=token)
+def calculate_similarity(image1, image2):
+    # Analyze the two images for facial similarity
     try:
-        branch_exists = True
-        b_info = model_info(model_to, revision=branch, token=token)
-    except RevisionNotFoundError:
-        branch_exists = False
-    finally:
-        if branch_exists:
-            print(b_info)
-        else:
-            create_branch(model_to, branch=branch, token=token)
-    upload_folder(folder_path="safetensors", path_in_repo="", revision=branch, repo_id=model_to, commit_message=f"safetensors - camenduru/converter", token=token)
-    return "push safetensors done!"
-
-def delete_safetensors():
-    os.system(f"rm -rf safetensors")
-    return "delete safetensors done!"
-
-def download_safetensors(safetensors_url):
-    if "drive.google.com" in safetensors_url:
-        gdown.download(url=ckpt_url, output="model.safetensors", quiet=False, fuzzy=True)
-    else:
-        os.system(f"wget '{safetensors_url}' -O model.safetensors")
-        print(subprocess.run(['ls', '-ltr'], stdout=subprocess.PIPE).stdout.decode('utf-8'))
-    return "download safetensors done!"
-
-def from_safetensors_to_ckpt(ckpt_name):
-    weights = load_file("model.safetensors", device="cpu")
-    os.system("mkdir ckpt")
-    torch.save(weights, f"ckpt/{ckpt_name}.ckpt")
-    return "convert to ckpt done!"
-
-def delete_all():
-    delete_pt()
-    delete_flax()
-    delete_ckpt()
-    delete_safetensors()
-    return "delete all done!"
-    
-block = gr.Blocks()
-
-with block:
-    gr.Markdown(
-    """
-    ## 🚨 Please first click delete all button 🚨 Thanks to 🤗 ❤ Now with CPU Upgrade! 🎉 <a class="duplicate-button" style="display:inline-block" target="_blank" href="https://huggingface.co/spaces/camenduru/converter?duplicate=true"><img style="margin: 0" src="https://img.shields.io/badge/-Duplicate%20Space-blue?labelColor=white&style=flat&logo=data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAABAAAAAQCAYAAAAf8/9hAAAAAXNSR0IArs4c6QAAAP5JREFUOE+lk7FqAkEURY+ltunEgFXS2sZGIbXfEPdLlnxJyDdYB62sbbUKpLbVNhyYFzbrrA74YJlh9r079973psed0cvUD4A+4HoCjsA85X0Dfn/RBLBgBDxnQPfAEJgBY+A9gALA4tcbamSzS4xq4FOQAJgCDwV2CPKV8tZAJcAjMMkUe1vX+U+SMhfAJEHasQIWmXNN3abzDwHUrgcRGmYcgKe0bxrblHEB4E/pndMazNpSZGcsZdBlYJcEL9Afo75molJyM2FxmPgmgPqlWNLGfwZGG6UiyEvLzHYDmoPkDDiNm9JR9uboiONcBXrpY1qmgs21x1QwyZcpvxt9NS09PlsPAAAAAElFTkSuQmCC&logoWidth=14" alt="Duplicate Space"></a>&nbsp;&nbsp;<a style="display:inline-block" href="https://github.com/camenduru/converter-colab" target="_blank"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab" style="margin-bottom: 0px; margin-top: 0px;"></a>&nbsp;&nbsp;<a style="display:inline-block" href="https://patreon.com/camenduru"><img style="margin: 0" alt="Become A Patreon" src="https://badgen.net/badge/become/a%20patron/F96854"></a>&nbsp;&nbsp;<a style="display:inline-block" href="https://ko-fi.com/camenduru" target="_blank"><img style="margin: 0" alt="Buy a Coffee" src="https://badgen.net/badge/buy/a%20coffee/green?icon=kofi"></a>
-    🐣 Please follow me for new updates <a href="https://twitter.com/camenduru">https://twitter.com/camenduru</a>
-    """)
-    with gr.Row().style(equal_height=True):
-        btn_delete_all = gr.Button("Delete ALL")
-        out_all = gr.Textbox(show_label=False)
-        btn_delete_all.click(delete_all, outputs=out_all)
-    gr.Markdown(
-    """
-    ### ckpt to diffusers pytorch
-    ckpt_url = <small>https://huggingface.co/prompthero/openjourney/resolve/main/mdjrny-v4.ckpt or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5616?type=Model&format=PickleTensor"</small><br />
-    pt_model_to = camenduru/openjourney <br />
-    branch = main <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_ckpt_url = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_url")
-                text_pt_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="pt_model_to")
-                text_pt_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="pt_branch")
-                text_pt_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_pt = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_ckpt = gr.Button("Download CKPT")
-                btn_to_pt = gr.Button("Convert to Diffusers PT")
-                btn_push_pt = gr.Button("Push Diffusers PT to 🤗")
-                btn_delete_pt = gr.Button("Delete Diffusers PT")
-        btn_download_ckpt.click(download_ckpt, inputs=[text_ckpt_url], outputs=out_pt)
-        btn_to_pt.click(to_pt, outputs=out_pt)
-        btn_push_pt.click(push_pt, inputs=[text_pt_model_to, text_pt_token, text_pt_branch], outputs=out_pt)
-        btn_delete_pt.click(delete_pt, outputs=out_pt)
-    gr.Markdown(
-    """
-    ### ckpt to diffusers safetensors
-    ckpt_url = <small>https://huggingface.co/prompthero/openjourney/resolve/main/mdjrny-v4.ckpt or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5616?type=Model&format=PickleTensor"</small><br />
-    safetensors_pt_model_to = camenduru/openjourney <br />
-    branch = main <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_ckpt_to_safetensors_url = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_url")
-                text_ckpt_to_safetensors_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_pt_model_to")
-                text_ckpt_to_safetensors_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="safetensors_branch")
-                text_ckpt_to_safetensors_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_ckpt_to_safetensors = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_ckpt_to_safetensors = gr.Button("Download CKPT")
-                btn_ckpt_to_safetensors = gr.Button("Convert to Diffusers Safetensors")
-                btn_push_ckpt_to_safetensors = gr.Button("Push Diffusers Safetensors to 🤗")
-                btn_delete_ckpt_to_safetensors = gr.Button("Delete Diffusers Safetensors")
-        btn_download_ckpt_to_safetensors.click(download_ckpt, inputs=[text_ckpt_to_safetensors_url], outputs=out_ckpt_to_safetensors)
-        btn_ckpt_to_safetensors.click(from_ckpt_to_safetensors, outputs=out_ckpt_to_safetensors)
-        btn_push_ckpt_to_safetensors.click(push_safetensors, inputs=[text_ckpt_to_safetensors_model_to, text_ckpt_to_safetensors_token, text_ckpt_to_safetensors_branch], outputs=out_ckpt_to_safetensors)
-        btn_delete_ckpt_to_safetensors.click(delete_safetensors, outputs=out_ckpt_to_safetensors)
-    gr.Markdown(
-    """
-    ### safetensors to diffusers pytorch
-    safetensors_url = <small>https://huggingface.co/prompthero/openjourney/resolve/main/mdjrny-v4.safetensors or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5616?type=Model&format=SafeTensor"</small><br />
-    pt_model_to = camenduru/openjourney <br />
-    branch = main <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_safetensors_to_pt_url = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_url")
-                text_safetensors_to_pt_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="pt_model_to")
-                text_safetensors_to_pt_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="pt_branch")
-                text_safetensors_to_pt_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_safetensors_to_pt = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_safetensors_to_pt = gr.Button("Download Safetensors")
-                btn_safetensors_to_pt = gr.Button("Convert to Diffusers PT")
-                btn_push_safetensors_to_pt = gr.Button("Push Diffusers PT to 🤗")
-                btn_delete_safetensors_to_pt = gr.Button("Delete Diffusers PT")
-        btn_download_safetensors_to_pt.click(download_safetensors, inputs=[text_safetensors_to_pt_url], outputs=out_safetensors_to_pt)
-        btn_safetensors_to_pt.click(from_safetensors_to_pt, outputs=out_safetensors_to_pt)
-        btn_push_safetensors_to_pt.click(push_pt, inputs=[text_safetensors_to_pt_model_to, text_safetensors_to_pt_token, text_safetensors_to_pt_branch], outputs=out_safetensors_to_pt)
-        btn_delete_safetensors_to_pt.click(delete_pt, outputs=out_safetensors_to_pt)
-    gr.Markdown(
-    """
-    ### safetensors to diffusers safetensors
-    safetensors_url = <small>https://huggingface.co/prompthero/openjourney/resolve/main/mdjrny-v4.ckpt or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5616?type=Model&format=SafeTensor"</small><br />
-    safetensors_model_to = camenduru/openjourney <br />
-    branch = main <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_safetensors_to_safetensors_url = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_url")
-                text_safetensors_to_safetensors_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_model_to")
-                text_safetensors_to_safetensors_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="pt_branch")
-                text_safetensors_to_safetensors_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_safetensors_to_safetensors = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_safetensors_to_safetensors = gr.Button("Download Safetensors")
-                btn_safetensors_to_safetensors = gr.Button("Convert to Diffusers Safetensors")
-                btn_push_safetensors_to_safetensors = gr.Button("Push Diffusers Safetensors to 🤗")
-                btn_delete_safetensors_to_safetensors = gr.Button("Delete Diffusers Safetensors")
-        btn_download_safetensors_to_safetensors.click(download_safetensors, inputs=[text_safetensors_to_safetensors_url], outputs=out_safetensors_to_safetensors)
-        btn_safetensors_to_safetensors.click(from_safetensors_to_safetensors, outputs=out_safetensors_to_safetensors)
-        btn_push_safetensors_to_safetensors.click(push_safetensors, inputs=[text_safetensors_to_safetensors_model_to, text_safetensors_to_safetensors_token, text_safetensors_to_safetensors_branch], outputs=out_safetensors_to_safetensors)
-        btn_delete_safetensors_to_safetensors.click(delete_safetensors, outputs=out_safetensors_to_safetensors)
-    gr.Markdown(
-    """
-    ### diffusers pytorch to diffusers flax <br />
-    pt_model_from = dreamlike-art/dreamlike-diffusion-1.0 <br />
-    flax_model_to = camenduru/dreamlike-diffusion-1.0 <br />
-    branch = flax <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write <br />
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_pt_model_from = gr.Textbox(show_label=False, max_lines=1, placeholder="pt_model_from")
-                text_flax_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="flax_model_to")
-                text_flax_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="flax_branch")
-                text_flax_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_flax = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_clone_pt = gr.Button("Clone Diffusers PT from 🤗")
-                btn_to_flax = gr.Button("Convert to Diffusers Flax")
-                btn_push_flax = gr.Button("Push Diffusers Flax to 🤗")
-                btn_delete_flax = gr.Button("Delete Diffusers Flax")
-        btn_clone_pt.click(clone_pt, inputs=[text_pt_model_from], outputs=out_flax)
-        btn_to_flax.click(pt_to_flax, outputs=out_flax)
-        btn_push_flax.click(push_flax, inputs=[text_flax_model_to, text_flax_token, text_flax_branch], outputs=out_flax)
-        btn_delete_flax.click(delete_flax, outputs=out_flax)
-    gr.Markdown(
-    """
-    ### diffusers flax to diffusers pytorch <br />
-    flax_model_from = flax/mo-di-diffusion <br />
-    pt_model_to =  camenduru/mo-di-diffusion <br />
-    branch = pt <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write <br />
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_flax_model_from = gr.Textbox(show_label=False, max_lines=1, placeholder="flax_model_from")
-                text_pt_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="pt_model_to")
-                text_pt_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="pt_branch")
-                text_pt_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_pt = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_clone_flax = gr.Button("Clone Diffusers Flax from 🤗")
-                btn_to_pt = gr.Button("Convert to Diffusers PT")
-                btn_push_pt = gr.Button("Push Diffusers PT to 🤗")
-                btn_delete_pt = gr.Button("Delete Diffusers PT")
-        btn_clone_flax.click(clone_flax, inputs=[text_flax_model_from], outputs=out_pt)
-        btn_to_pt.click(flax_to_pt, outputs=out_pt)
-        btn_push_pt.click(push_pt, inputs=[text_pt_model_to, text_pt_token, text_pt_branch], outputs=out_pt)
-        btn_delete_pt.click(delete_pt, outputs=out_pt)
-    gr.Markdown(
-    """
-    ### diffusers pytorch to ckpt
-    pt_model_from = prompthero/openjourney <br />
-    ckpt_name = openjourney <br />
-    ckpt_model_to = camenduru/openjourney <br />
-    branch = ckpt <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_pt_model_from = gr.Textbox(show_label=False, max_lines=1, placeholder="pt_model_from")
-                text_ckpt_name = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_name")
-                text_ckpt_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_model_to")
-                text_ckpt_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="ckpt_branch")
-                text_ckpt_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_ckpt = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_clone_pt = gr.Button("Clone Diffusers PT from 🤗")
-                btn_to_ckpt = gr.Button("Convert to CKPT")
-                btn_push_ckpt = gr.Button("Push CKPT to 🤗")
-                btn_delete_ckpt = gr.Button("Delete CKPT")
-        btn_clone_pt.click(clone_pt, inputs=[text_pt_model_from], outputs=out_ckpt, api_name="difpytorch2ckptclone")
-        btn_to_ckpt.click(to_ckpt, inputs=[text_ckpt_name], outputs=out_ckpt, api_name="difpytorch2ckptconvert")
-        btn_push_ckpt.click(push_ckpt, inputs=[text_ckpt_model_to, text_ckpt_token, text_ckpt_branch], outputs=out_ckpt, api_name="difpytorch2ckptpush")
-        btn_delete_ckpt.click(delete_ckpt, outputs=out_ckpt, api_name="difpytorch2ckptdelete")
-    gr.Markdown(
-    """
-    ### ckpt to safetensors <br />
-    ckpt_url = <small>https://huggingface.co/prompthero/openjourney/resolve/main/mdjrny-v4.ckpt or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5616?type=Model&format=PickleTensor"</small><br />
-    safetensors_name = openjourney <br />
-    safetensors_model_to = camenduru/openjourney <br />
-    branch = safetensors <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write <br />
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_ckpt_url = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_url")
-                text_safetensors_name = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_name")
-                text_safetensors_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_model_to")
-                text_safetensors_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="safetensors_branch")
-                text_safetensors_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_safetensors = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_ckpt = gr.Button("Download CKPT")
-                btn_to_safetensors = gr.Button("Convert to Safetensors")
-                btn_push_safetensors = gr.Button("Push Safetensors to 🤗")
-                btn_delete_safetensors = gr.Button("Delete Safetensors")
-        btn_download_ckpt.click(download_ckpt, inputs=[text_ckpt_url], outputs=out_safetensors, api_name="difpytorch2safetensorsclone")
-        btn_to_safetensors.click(to_safetensors, inputs=[text_safetensors_name], outputs=out_safetensors, api_name="difpytorch2safetensorsconvert")
-        btn_push_safetensors.click(push_safetensors, inputs=[text_safetensors_model_to, text_safetensors_token, text_safetensors_branch], outputs=out_safetensors, api_name="difpytorch2safetensorspush")
-        btn_delete_safetensors.click(delete_safetensors, outputs=out_safetensors, api_name="difpytorch2safetensorsdelete")
-    gr.Markdown(
-    """
-    ### safetensors to ckpt <br />
-    safetensors_url = <small>https://huggingface.co/prompthero/openjourney/resolve/main/mdjrny-v4.safetensors or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5616?type=Model&format=SafeTensor"</small><br />
-    ckpt_name = openjourney <br />
-    ckpt_model_to = camenduru/openjourney <br />
-    branch = ckpt <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write <br />
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_safetensors_url = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_url")
-                text_safetensors_to_ckpt_name = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_name")
-                text_safetensors_to_ckpt_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_model_to")
-                text_safetensors_to_ckpt_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="ckpt_branch")
-                text_safetensors_to_ckpt_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_safetensors_to_ckpt = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_safetensors = gr.Button("Download Safetensors")
-                btn_safetensors_to_ckpt = gr.Button("Convert to CKPT")
-                btn_push_safetensors_to_ckpt = gr.Button("Push CKPT to 🤗")
-                btn_delete_safetensors_ckpt = gr.Button("Delete CKPT")
-        btn_download_safetensors.click(download_safetensors, inputs=[text_safetensors_url], outputs=out_safetensors_to_ckpt)
-        btn_safetensors_to_ckpt.click(from_safetensors_to_ckpt, inputs=[text_safetensors_to_ckpt_name], outputs=out_safetensors_to_ckpt)
-        btn_push_safetensors_to_ckpt.click(push_ckpt, inputs=[text_safetensors_to_ckpt_model_to, text_safetensors_to_ckpt_token, text_safetensors_to_ckpt_branch], outputs=out_safetensors_to_ckpt)
-        btn_delete_safetensors_ckpt.click(delete_ckpt, outputs=out_safetensors_to_ckpt)
-    gr.Markdown(
-    """
-    ### safetensors to safetensors emaonly <br />
-    safetensors_url = <small>https://huggingface.co/ckpt/anything-v3.0/resolve/main/Anything-V3.0.safetensors or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/4298?type=Model&format=SafeTensor"</small><br />
-    emaonly_name = Anything-V3.0 <br />
-    emaonly_model_to = camenduru/Anything-V3.0 <br />
-    branch = safetensors <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write <br />
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_safetensors_url = gr.Textbox(show_label=False, max_lines=1, placeholder="safetensors_url")
-                text_safetensors_to_emaonly_name = gr.Textbox(show_label=False, max_lines=1, placeholder="emaonly_name")
-                text_safetensors_to_emaonly_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="emaonly_model_to")
-                text_safetensors_to_emaonly_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="emaonly_branch")
-                text_safetensors_to_emaonly_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_safetensors_to_emaonly = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_safetensors = gr.Button("Download Safetensors")
-                btn_safetensors_to_emaonly = gr.Button("Convert to EMA Safetensors")
-                btn_push_safetensors_to_emaonly = gr.Button("Push EMA Safetensors to 🤗")
-                btn_delete_safetensors_emaonly = gr.Button("Delete EMA Safetensors")
-        btn_download_safetensors.click(download_safetensors, inputs=[text_safetensors_url], outputs=out_safetensors_to_emaonly)
-        btn_safetensors_to_emaonly.click(from_safetensors_to_emaonly, inputs=[text_safetensors_to_emaonly_name], outputs=out_safetensors_to_emaonly)
-        btn_push_safetensors_to_emaonly.click(push_safetensors, inputs=[text_safetensors_to_emaonly_model_to, text_safetensors_to_emaonly_token, text_safetensors_to_emaonly_branch], outputs=out_safetensors_to_emaonly)
-        btn_delete_safetensors_emaonly.click(delete_safetensors, outputs=out_safetensors_to_emaonly)
-    gr.Markdown(
-    """
-    ### swap ckpt vae <br />
-    ckpt_url = <small>https://huggingface.co/ckpt/anything-v3.0/resolve/main/Anything-V3.0-pruned.ckpt or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/75?type=Model&format=PickleTensor"</small><br />
-    vae_url = <small>https://huggingface.co/ckpt/anything-v3.0/resolve/main/Anything-V3.0.vae.pt or https://drive.google.com/file/d/file-id/view?usp=share_link or "https://civitai.com/api/download/models/5809?type=VAE&format=Other"</small><br />
-    swaped_ckpt_name = Anything-V3.0 <br />
-    swaped_ckpt_model_to = camenduru/Anything-V3.0 <br />
-    swaped_ckpt_branch = ckpt <br />
-    token = get from [https://huggingface.co/settings/tokens](https://huggingface.co/settings/tokens) new token role=write <br />
-    """)
-    with gr.Group():
-        with gr.Box():
-            with gr.Row().style(equal_height=True):
-                text_ckpt_url = gr.Textbox(show_label=False, max_lines=1, placeholder="ckpt_url")
-                text_vae_url = gr.Textbox(show_label=False, max_lines=1, placeholder="vae_url")
-                text_swap_ckpt_name = gr.Textbox(show_label=False, max_lines=1, placeholder="swaped_ckpt_name")
-                text_swap_ckpt_model_to = gr.Textbox(show_label=False, max_lines=1, placeholder="swaped_ckpt_model_to")
-                text_swap_ckpt_branch = gr.Textbox(show_label=False, value="main", max_lines=1, placeholder="swaped_ckpt_branch")
-                text_swap_ckpt_token = gr.Textbox(show_label=False, max_lines=1, placeholder="🤗 token")
-                out_swap_ckpt = gr.Textbox(show_label=False)
-            with gr.Row().style(equal_height=True):
-                btn_download_ckpt = gr.Button("Download CKPT")
-                btn_download_vae = gr.Button("Download VAE")
-                btn_to_swap_ckpt = gr.Button("Swap CKPT VAE")
-                btn_push_swap_ckpt = gr.Button("Push CKPT to 🤗")
-                btn_delete_swap_ckpt = gr.Button("Delete CKPT")
-        btn_download_ckpt.click(download_ckpt, inputs=[text_ckpt_url], outputs=out_swap_ckpt)
-        btn_download_vae.click(download_vae, inputs=[text_vae_url], outputs=out_swap_ckpt)
-        btn_to_swap_ckpt.click(swap_ckpt_vae, inputs=[text_swap_ckpt_name], outputs=out_swap_ckpt)
-        btn_push_swap_ckpt.click(push_ckpt, inputs=[text_swap_ckpt_model_to, text_swap_ckpt_token, text_swap_ckpt_branch], outputs=out_swap_ckpt)
-        btn_delete_swap_ckpt.click(delete_ckpt, outputs=out_swap_ckpt)
-
-block.launch()
+        result = DeepFace.verify(image1, image2, enforce_detection=False)
+        similarity_percentage = result['distance'] * 100  # Higher distance means less similarity
+        return 100 - similarity_percentage  # Convert distance to similarity percentage
+    except Exception as e:
+        return str(e)
+
+# Create a Gradio interface
+iface = gr.Interface(
+    fn=calculate_similarity,
+    inputs=[
+        gr.inputs.Image(type="filepath", label="Image 1"),
+        gr.inputs.Image(type="filepath", label="Image 2")
+    ],
+    outputs=gr.outputs.Textbox(label="Similarity Percentage"),
+    title="Face Similarity Checker",
+    description="Upload two images of faces to check their similarity."
+)
+
+# Launch the interface
+iface.launch()