Upload civitai_info.py

civitai_info.py

@@ -0,0 +1,453 @@
+import gradio as gr
+from huggingface_hub import HfApi, hf_hub_url
+import os
+from pathlib import Path
+import gc
+import requests
+from requests.adapters import HTTPAdapter
+from urllib3.util import Retry
+from utils import (get_token, set_token, is_repo_exists, get_user_agent, get_download_file,
+                   list_uniq, list_sub, duplicate_hf_repo, HF_SUBFOLDER_NAME, get_state, set_state)
+import re
+from PIL import Image
+import json
+import pandas as pd
+import tempfile
+import hashlib
+from typing import Union
+
+TEMP_DIR = tempfile.mkdtemp()
+
+
+def parse_urls(s):
+    url_pattern = "https?://[\\w/:%#\\$&\\?\\(\\)~\\.=\\+\\-]+"
+    try:
+        urls = re.findall(url_pattern, s)
+        return list(urls)
+    except Exception:
+        return []
+
+
+def parse_repos(s):
+    repo_pattern = r'[^\w_\-\.]?([\w_\-\.]+/[\w_\-\.]+)[^\w_\-\.]?'
+    try:
+        s = re.sub("https?://[\\w/:%#\\$&\\?\\(\\)~\\.=\\+\\-]+", "", s)
+        repos = re.findall(repo_pattern, s)
+        return list(repos)
+    except Exception:
+        return []
+
+
+def to_urls(l: list[str]):
+    return "\n".join(l)
+
+
+def uniq_urls(s):
+    return to_urls(list_uniq(parse_urls(s) + parse_repos(s)))
+
+
+def upload_safetensors_to_repo(filename, repo_id, repo_type, is_private, progress=gr.Progress(track_tqdm=True)):
+    output_filename = Path(filename).name
+    hf_token = get_token()
+    api = HfApi(token=hf_token)
+    try:
+        if not is_repo_exists(repo_id, repo_type): api.create_repo(repo_id=repo_id, repo_type=repo_type, token=hf_token, private=is_private)
+        progress(0, desc=f"Start uploading... {filename} to {repo_id}")
+        api.upload_file(path_or_fileobj=filename, path_in_repo=output_filename, repo_type=repo_type, revision="main", token=hf_token, repo_id=repo_id)
+        progress(1, desc="Uploaded.")
+        url = hf_hub_url(repo_id=repo_id, repo_type=repo_type, filename=output_filename)
+    except Exception as e:
+        print(f"Error: Failed to upload to {repo_id}. {e}")
+        gr.Warning(f"Error: Failed to upload to {repo_id}. {e}")
+        return None
+    finally:
+        if Path(filename).exists(): Path(filename).unlink()
+    return url
+
+
+def is_same_file(filename: str, cmp_sha256: str, cmp_size: int):
+    if cmp_sha256:
+        sha256_hash = hashlib.sha256()
+        with open(filename, "rb") as f:
+            for byte_block in iter(lambda: f.read(4096), b""):
+                sha256_hash.update(byte_block)
+        sha256 = sha256_hash.hexdigest()
+    else: sha256 = ""
+    size = os.path.getsize(filename)
+    if size == cmp_size and sha256 == cmp_sha256: return True
+    else: return False
+
+
+def get_safe_filename(filename, repo_id, repo_type):
+    hf_token = get_token()
+    api = HfApi(token=hf_token)
+    new_filename = filename
+    try:
+        i = 1
+        while api.file_exists(repo_id=repo_id, filename=Path(new_filename).name, repo_type=repo_type, token=hf_token):
+            infos = api.get_paths_info(repo_id=repo_id, paths=[Path(new_filename).name], repo_type=repo_type, token=hf_token)
+            if infos and len(infos) == 1:
+                repo_fs = infos[0].size
+                repo_sha256 = infos[0].lfs.sha256 if infos[0].lfs is not None else ""
+                if is_same_file(filename, repo_sha256, repo_fs): break
+            new_filename = str(Path(Path(filename).parent, f"{Path(filename).stem}_{i}{Path(filename).suffix}"))
+            i += 1
+        if filename != new_filename:
+            print(f"{Path(filename).name} is already exists but file content is different. renaming to {Path(new_filename).name}.")
+            Path(filename).rename(new_filename)
+    except Exception as e:
+        print(f"Error occured when renaming {filename}. {e}")
+    finally:
+        return new_filename
+
+
+def download_file(dl_url, civitai_key, progress=gr.Progress(track_tqdm=True)):
+    download_dir = TEMP_DIR
+    progress(0, desc=f"Start downloading... {dl_url}")
+    output_filename = get_download_file(download_dir, dl_url, civitai_key)
+    return output_filename
+
+
+def save_civitai_info(dl_url, filename, civitai_key="", progress=gr.Progress(track_tqdm=True)):
+    json_str, html_str, image_path = get_civitai_json(dl_url, True, filename, civitai_key)
+    if not json_str: return  "", "", ""
+    json_path = str(Path(TEMP_DIR, Path(filename).stem + ".json"))
+    html_path = str(Path(TEMP_DIR, Path(filename).stem + ".html"))
+    try:
+        with open(json_path, 'w') as f:
+            json.dump(json_str, f, indent=2)
+        with open(html_path, mode='w', encoding="utf-8") as f:
+            f.write(html_str)
+        return json_path, html_path, image_path
+    except Exception as e:
+        print(f"Error: Failed to save info file {json_path}, {html_path} {e}")
+        return "", "", ""
+
+
+def upload_info_to_repo(dl_url, filename, repo_id, repo_type, is_private, civitai_key="", progress=gr.Progress(track_tqdm=True)):
+    def upload_file(api, filename, repo_id, repo_type, hf_token):
+        if not Path(filename).exists(): return
+        api.upload_file(path_or_fileobj=filename, path_in_repo=Path(filename).name, repo_type=repo_type, revision="main", token=hf_token, repo_id=repo_id)
+        Path(filename).unlink()
+
+    hf_token = get_token()
+    api = HfApi(token=hf_token)
+    try:
+        if not is_repo_exists(repo_id, repo_type): api.create_repo(repo_id=repo_id, repo_type=repo_type, token=hf_token, private=is_private)
+        progress(0, desc=f"Downloading info... {filename}")
+        json_path, html_path, image_path = save_civitai_info(dl_url, filename, civitai_key)
+        progress(0, desc=f"Start uploading info... {filename} to {repo_id}")
+        if not json_path: return
+        else: upload_file(api, json_path, repo_id, repo_type, hf_token)
+        if html_path: upload_file(api, html_path, repo_id, repo_type, hf_token)
+        if image_path: upload_file(api, image_path, repo_id, repo_type, hf_token)
+        progress(1, desc="Info uploaded.")
+        return
+    except Exception as e:
+        print(f"Error: Failed to upload info to {repo_id}. {e}")
+        gr.Warning(f"Error: Failed to upload info to {repo_id}. {e}")
+        return
+
+
+def download_civitai(dl_url, civitai_key, hf_token, urls, 
+                     newrepo_id, repo_type="model", is_private=True, is_info=False, is_rename=True, progress=gr.Progress(track_tqdm=True)):
+    if hf_token: set_token(hf_token)
+    else: set_token(os.environ.get("HF_TOKEN")) # default huggingface write token
+    if not civitai_key: civitai_key = os.environ.get("CIVITAI_API_KEY") # default Civitai API key
+    if not newrepo_id: newrepo_id = os.environ.get("HF_REPO") # default repo to upload
+    if not get_token() or not civitai_key: raise gr.Error("HF write token and Civitai API key is required.")
+    if not urls: urls = []
+    dl_urls = parse_urls(dl_url)
+    remain_urls = dl_urls.copy()
+    try:
+        md = f'### Your repo: [{newrepo_id}]({"https://huggingface.co/datasets/" if repo_type == "dataset" else "https://huggingface.co/"}{newrepo_id})\n'
+        for u in dl_urls:
+            file = download_file(u, civitai_key)
+            if not Path(file).exists() or not Path(file).is_file(): continue
+            if is_rename: file = get_safe_filename(file, newrepo_id, repo_type)
+            url = upload_safetensors_to_repo(file, newrepo_id, repo_type, is_private)
+            if url:
+                if is_info: upload_info_to_repo(u, file, newrepo_id, repo_type, is_private, civitai_key)
+                urls.append(url)
+                remain_urls.remove(u)
+                md += f"- Uploaded [{str(u)}]({str(u)})\n"
+        dp_repos = parse_repos(dl_url)
+        for r in dp_repos:
+            url = duplicate_hf_repo(r, newrepo_id, "model", repo_type, is_private, HF_SUBFOLDER_NAME[1])
+            if url: urls.append(url)
+        return gr.update(value=urls, choices=urls), gr.update(value=md), gr.update(value="\n".join(remain_urls), visible=False)
+    except Exception as e:
+        gr.Info(f"Error occured: {e}")
+        return gr.update(value=urls, choices=urls), gr.update(value=md), gr.update(value="\n".join(remain_urls), visible=True)
+    finally:
+        gc.collect()
+
+
+CIVITAI_TYPE = ["Checkpoint", "TextualInversion", "Hypernetwork", "AestheticGradient", "LORA", "LoCon", "DoRA",
+                "Controlnet", "Upscaler", "MotionModule", "VAE", "Poses", "Wildcards", "Workflows", "Other"]
+CIVITAI_FILETYPE = ["Model", "VAE", "Config", "Training Data"]
+CIVITAI_BASEMODEL = ["Pony", "Illustrious", "SDXL 1.0", "SD 1.5", "Flux.1 D", "Flux.1 S", "SD 3.5", "Other"]
+#CIVITAI_SORT = ["Highest Rated", "Most Downloaded", "Newest"]
+CIVITAI_SORT = ["Highest Rated", "Most Downloaded", "Most Liked", "Most Discussed", "Most Collected", "Most Buzz", "Newest"]
+CIVITAI_PERIOD = ["AllTime", "Year", "Month", "Week", "Day"]
+
+
+def search_on_civitai(query: str, types: list[str], allow_model: list[str] = [], limit: int = 100,
+                      sort: str = "Highest Rated", period: str = "AllTime", tag: str = "", user: str = "", page: int = 1,
+                      filetype: list[str] = [], api_key: str = "", progress=gr.Progress(track_tqdm=True)):
+    user_agent = get_user_agent()
+    headers = {'User-Agent': user_agent, 'content-type': 'application/json'}
+    if api_key: headers['Authorization'] = f'Bearer {{{api_key}}}'
+    base_url = 'https://civitai.com/api/v1/models'
+    params = {'sort': sort, 'period': period, 'limit': int(limit), 'nsfw': 'true'}
+    if len(types) != 0: params["types"] = types
+    if query: params["query"] = query
+    if tag: params["tag"] = tag
+    if user: params["username"] = user
+    if page != 0: params["page"] = int(page)
+    session = requests.Session()
+    retries = Retry(total=5, backoff_factor=1, status_forcelist=[500, 502, 503, 504])
+    session.mount("https://", HTTPAdapter(max_retries=retries))
+    rs = []
+    try:
+        if page == 0:
+            progress(0, desc="Searching page 1...")
+            print("Searching page 1...")
+            r = session.get(base_url, params=params | {'page': 1}, headers=headers, stream=True, timeout=(7.0, 30))
+            rs.append(r)
+            if r.ok:
+                json = r.json()
+                next_url = json['metadata']['nextPage'] if 'metadata' in json and 'nextPage' in json['metadata'] else None
+                i = 2
+                while(next_url is not None):
+                    progress(0, desc=f"Searching page {i}...")
+                    print(f"Searching page {i}...")
+                    r = session.get(next_url, headers=headers, stream=True, timeout=(7.0, 30))
+                    rs.append(r)
+                    if r.ok:
+                        json = r.json()
+                        next_url = json['metadata']['nextPage'] if 'metadata' in json and 'nextPage' in json['metadata'] else None
+                    else: next_url = None
+                    i += 1
+        else:
+            progress(0, desc="Searching page 1...")
+            print("Searching page 1...")
+            r = session.get(base_url, params=params, headers=headers, stream=True, timeout=(7.0, 30))
+            rs.append(r)
+    except requests.exceptions.ConnectTimeout:
+        print("Request timed out.")
+    except Exception as e:
+        print(e)
+    items = []
+    for r in rs:
+        if not r.ok: continue
+        json = r.json()
+        if 'items' not in json: continue
+        for j in json['items']:
+            for model in j['modelVersions']:
+                item = {}
+                if len(allow_model) != 0 and model['baseModel'] not in set(allow_model): continue
+                item['name'] = j['name']
+                item['creator'] = j['creator']['username'] if 'creator' in j.keys() and 'username' in j['creator'].keys() else ""
+                item['tags'] = j['tags'] if 'tags' in j.keys() else []
+                item['model_name'] = model['name'] if 'name' in model.keys() else ""
+                item['base_model'] = model['baseModel'] if 'baseModel' in model.keys() else ""
+                item['description'] = model['description'] if 'description' in model.keys() else ""
+                item['md'] = ""
+                if 'images' in model.keys() and len(model["images"]) != 0:
+                    item['img_url'] = model["images"][0]["url"]
+                    item['md'] += f'<img src="{model["images"][0]["url"]}#float" alt="thumbnail" width="150" height="240"><br>'
+                else: item['img_url'] = "/home/user/app/null.png"
+                item['md'] += f'''Model URL: [https://civitai.com/models/{j["id"]}](https://civitai.com/models/{j["id"]})<br>Model Name: {item["name"]}<br>
+                    Creator: {item["creator"]}<br>Tags: {", ".join(item["tags"])}<br>Base Model: {item["base_model"]}<br>Description: {item["description"]}'''
+                if 'files' in model.keys():
+                    for f in model['files']:
+                        i = item.copy()
+                        i['dl_url'] = f['downloadUrl']
+                        if len(filetype) != 0 and f['type'] not in set(filetype): continue
+                        items.append(i)
+                else:
+                    item['dl_url'] = model['downloadUrl']
+                    items.append(item)
+    return items if len(items) > 0 else None
+
+
+def search_civitai(query, types, base_model=[], sort=CIVITAI_SORT[0], period=CIVITAI_PERIOD[0], tag="", user="", limit=100, page=1,
+                   filetype=[], api_key="", gallery=[], state={}, progress=gr.Progress(track_tqdm=True)):
+    civitai_last_results = {}
+    set_state(state, "civitai_last_choices", [("", "")])
+    set_state(state, "civitai_last_gallery", [])
+    set_state(state, "civitai_last_results", civitai_last_results)
+    results_info = "No item found."
+    items = search_on_civitai(query, types, base_model, int(limit), sort, period, tag, user, int(page), filetype, api_key)
+    if not items: return gr.update(choices=[("", "")], value=[], visible=True),\
+          gr.update(value="", visible=False), gr.update(), gr.update(), gr.update(), gr.update(), results_info, state
+    choices = []
+    gallery = []
+    for item in items:
+        base_model_name = "Pony🐴" if item['base_model'] == "Pony" else item['base_model']
+        name = f"{item['name']} (for {base_model_name} / By: {item['creator']})"
+        value = item['dl_url']
+        choices.append((name, value))
+        gallery.append((item['img_url'], name))
+        civitai_last_results[value] = item
+    if len(choices) >= 1: results_info = f"{int(len(choices))} items found."
+    else: choices = [("", "")]
+    md = ""
+    set_state(state, "civitai_last_choices", choices)
+    set_state(state, "civitai_last_gallery", gallery)
+    set_state(state, "civitai_last_results", civitai_last_results)
+    return gr.update(choices=choices, value=[], visible=True), gr.update(value=md, visible=True),\
+          gr.update(), gr.update(), gr.update(value=gallery), gr.update(choices=choices, value=[]), results_info, state
+
+
+def get_civitai_json(dl_url: str, is_html: bool=False, image_baseurl: str="", api_key=""):
+    if not image_baseurl: image_baseurl = dl_url
+    default = ("", "", "") if is_html else ""
+    if "https://civitai.com/api/download/models/" not in dl_url: return default
+    user_agent = get_user_agent()
+    headers = {'User-Agent': user_agent, 'content-type': 'application/json'}
+    if api_key: headers['Authorization'] = f'Bearer {{{api_key}}}'
+    base_url = 'https://civitai.com/api/v1/model-versions/'
+    params = {}
+    session = requests.Session()
+    retries = Retry(total=5, backoff_factor=1, status_forcelist=[500, 502, 503, 504])
+    session.mount("https://", HTTPAdapter(max_retries=retries))
+    model_id = re.sub('https://civitai.com/api/download/models/(\\d+)(?:.+)?', '\\1', dl_url)
+    url = base_url + model_id
+    #url = base_url + str(dl_url.split("/")[-1])
+    try:
+        r = session.get(url, params=params, headers=headers, stream=True, timeout=(5.0, 15))
+        if not r.ok: return default
+        json = dict(r.json()).copy()
+        html = ""
+        image = ""
+        if "modelId" in json.keys():
+            url = f"https://civitai.com/models/{json['modelId']}"
+            r = session.get(url, params=params, headers=headers, stream=True, timeout=(5.0, 15))
+            if not r.ok: return json, html, image
+            html = r.text
+        if 'images' in json.keys() and len(json["images"]) != 0:
+            url = json["images"][0]["url"]
+            r = session.get(url, params=params, headers=headers, stream=True, timeout=(5.0, 15))
+            if not r.ok: return json, html, image
+            image_temp = str(Path(TEMP_DIR, "image" + Path(url.split("/")[-1]).suffix))
+            image = str(Path(TEMP_DIR, Path(image_baseurl.split("/")[-1]).stem + ".png"))
+            with open(image_temp, 'wb') as f:
+                f.write(r.content)
+            Image.open(image_temp).convert('RGBA').save(image)
+        return json, html, image
+    except Exception as e:
+        print(e)
+        return default
+
+
+def get_civitai_tag():
+    default = [""]
+    user_agent = get_user_agent()
+    headers = {'User-Agent': user_agent, 'content-type': 'application/json'}
+    base_url = 'https://civitai.com/api/v1/tags'
+    params = {'limit': 200}
+    session = requests.Session()
+    retries = Retry(total=5, backoff_factor=1, status_forcelist=[500, 502, 503, 504])
+    session.mount("https://", HTTPAdapter(max_retries=retries))
+    url = base_url
+    try:
+        r = session.get(url, params=params, headers=headers, stream=True, timeout=(7.0, 15))
+        if not r.ok: return default
+        j = dict(r.json()).copy()
+        if "items" not in j.keys(): return default
+        items = []
+        for item in j["items"]:
+            items.append([str(item.get("name", "")), int(item.get("modelCount", 0))])
+        df = pd.DataFrame(items)
+        df.sort_values(1, ascending=False)
+        tags = df.values.tolist()
+        tags = [""] + [l[0] for l in tags]
+        return tags
+    except Exception as e:
+        print(e)
+        return default
+
+
+def select_civitai_item(results: list[str], state: dict):
+    json = {}
+    if "http" not in "".join(results) or len(results) == 0: return gr.update(value="", visible=True), gr.update(value=json, visible=False), state
+    result = get_state(state, "civitai_last_results")
+    last_selects = get_state(state, "civitai_last_selects")
+    selects = list_sub(results, last_selects if last_selects else [])
+    md = result.get(selects[-1]).get('md', "") if result and isinstance(result, dict) and len(selects) > 0 else ""
+    set_state(state, "civitai_last_selects", results)
+    return gr.update(value=md, visible=True), gr.update(value=json, visible=False), state
+
+
+def add_civitai_item(results: list[str], dl_url: str):
+    if "http" not in "".join(results): return gr.update(value=dl_url)
+    new_url = dl_url if dl_url else ""
+    for result in results:
+        if "http" not in result: continue
+        new_url += f"\n{result}" if new_url else f"{result}"
+    new_url = uniq_urls(new_url)
+    return gr.update(value=new_url)
+
+
+def select_civitai_all_item(button_name: str, state: dict):
+    if button_name not in ["Select All", "Deselect All"]: return gr.update(value=button_name), gr.Update(visible=True)
+    civitai_last_choices = get_state(state, "civitai_last_choices")
+    selected = [t[1] for t in civitai_last_choices if t[1] != ""] if button_name == "Select All" else []
+    new_button_name = "Select All" if button_name == "Deselect All" else "Deselect All"
+    return gr.update(value=new_button_name), gr.update(value=selected, choices=civitai_last_choices)
+
+
+def update_civitai_selection(evt: gr.SelectData, value: list[str], state: dict):
+    try:
+        civitai_last_choices = get_state(state, "civitai_last_choices")
+        selected_index = evt.index
+        selected = list_uniq([v for v in value if v != ""] + [civitai_last_choices[selected_index][1]])
+        return gr.update(value=selected)
+    except Exception:
+        return gr.update()
+
+
+def update_civitai_checkbox(selected: list[str]):
+    return gr.update(value=selected)
+
+
+def from_civitai_checkbox(selected: list[str]):
+    return gr.update(value=selected)
+
+
+
+def get_civitai_info(civitai_key: str, hf_token: str, urls: Union[list, None], repo_id: str, repo_type: str, dl_url: str, progress=gr.Progress(track_tqdm=True)):
+    if hf_token: set_token(hf_token)
+    else: set_token(os.environ.get("HF_TOKEN")) # default huggingface write token
+    if not civitai_key: civitai_key = os.environ.get("CIVITAI_API_KEY") # default Civitai API key
+    if not repo_id: repo_id = os.environ.get("HF_REPO") # default repo to upload
+    if not repo_type: repo_type = os.environ.get("HF_TYPE") # default repo type to upload
+    if not get_token(): raise gr.Error("HF write token is required.")
+    if not urls: urls = []
+    dl_urls = parse_urls(dl_url)
+    remain_urls = dl_urls.copy()
+    try:
+        md = f'### Your repo: [{newrepo_id}]({"https://huggingface.co/datasets/" if repo_type == "dataset" else "https://huggingface.co/"}{newrepo_id})\n'
+        for u in dl_urls:
+            file = download_file(u, civitai_key)
+            if not Path(file).exists() or not Path(file).is_file(): continue
+            if is_rename: file = get_safe_filename(file, newrepo_id, repo_type)
+            url = upload_safetensors_to_repo(file, newrepo_id, repo_type, is_private)
+            if url:
+                if is_info: upload_info_to_repo(u, file, newrepo_id, repo_type, is_private, civitai_key)
+                urls.append(url)
+                remain_urls.remove(u)
+                md += f"- Uploaded [{str(u)}]({str(u)})\n"
+        dp_repos = parse_repos(dl_url)
+        for r in dp_repos:
+            url = duplicate_hf_repo(r, newrepo_id, "model", repo_type, is_private, HF_SUBFOLDER_NAME[1])
+            if url: urls.append(url)
+        return gr.update(value=urls, choices=urls), gr.update(value=md), gr.update(value="\n".join(remain_urls), visible=False)
+    except Exception as e:
+        gr.Info(f"Error occured: {e}")
+        return gr.update(value=urls, choices=urls), gr.update(value=md), gr.update(value="\n".join(remain_urls), visible=True)
+    finally:
+        gc.collect()
+