Initial Space

.gitattributes

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+*.safetensors filter=lfs diff=lfs merge=lfs -text
+*.faiss filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text

app.py

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+
+import gradio as gr
+from PIL import Image
+from typing import Dict, Tuple
+
+# 🔧 Your model lives here.
+# Implement load() and predict(image) in model.py.
+import model  # noqa: F401
+
+# --------- Glue code (kept intentionally tiny) ---------
+def _format_outputs(scores: Dict[str, float], neighbors: list, threshold: float):
+    # sort by score desc and apply threshold
+    filtered = {k: v for k, v in sorted(scores.items(), key=lambda kv: kv[1], reverse=True) if v >= threshold}
+    tag_string = ", ".join(filtered.keys())
+    return tag_string, filtered, "\n".join(neighbors)
+
+def infer(image: Image.Image, threshold: float):
+    if image is None:
+        return "", {}, ""
+
+    # model.predict now returns (scores_norm, neighbors, counts_raw)
+    scores, neighbors, counts = model.predict(image)
+
+    # Sort and threshold the display dict
+    sorted_scores = sorted(scores.items(), key=lambda kv: kv[1], reverse=True)
+    filtered = {k: float(v) for k, v in sorted_scores if v >= threshold}
+    tag_text = ", ".join(filtered.keys())
+
+    # Pretty-print neighbors. Each neighbor dict has:
+    # { "filename": str, "similarity": float, "distance": float, "styles": [str, ...] }
+    lines = []
+    for i, d in enumerate(neighbors, 1):
+        styles_str = ", ".join(d.get("styles", []))
+        sim = d.get("similarity", None)
+        dist = d.get("distance", None)
+        if sim is not None and dist is not None:
+            lines.append(f"{i}. {d['filename']}  sim={sim:.3f}  dist={dist:.3f}  styles=[{styles_str}]")
+        else:
+            # (just in case similarity/distance are not present)
+            lines.append(f"{i}. {d['filename']}  styles=[{styles_str}]")
+    neighbors_text = "\n".join(lines) if lines else "(neighbors unavailable)"
+
+    # Return three outputs: tag text, scores dict, and neighbors textbox text
+    return tag_text, filtered, neighbors_text
+
+
+def clear_outputs():
+    return "", {}, ""
+
+
+custom_css = '''
+#image_container-image { width: 100%; aspect-ratio: 1 / 1; max-height: 100%; }
+#image_container img { object-fit: contain !important; }
+'''
+
+with gr.Blocks(css=custom_css) as demo:
+    gr.Markdown("## Style Tagger — Skeleton (local dev first)")
+    with gr.Row():
+        with gr.Column():
+            image = gr.Image(label="Drop an image here", sources=["upload", "clipboard"], type="pil", show_label=False, elem_id="image_container")
+        with gr.Column():
+            threshold = gr.Slider(0.0, 1.0, value=0.01, step=0.01, label="Confidence threshold")
+            tag_text = gr.Textbox(label="Style tags (comma-separated)")
+            tag_scores = gr.Label(label="Scores", num_top_classes=250, show_label=False)
+            neighbors_text = gr.Textbox(label="Nearest training images", lines=8, interactive=False)
+
+    image.upload(fn=infer, inputs=[image, threshold], outputs=[tag_text, tag_scores, neighbors_text], show_progress="minimal")
+    image.clear(fn=clear_outputs, inputs=[], outputs=[tag_text, tag_scores, neighbors_text])
+    threshold.input(fn=infer, inputs=[image, threshold], outputs=[tag_text, tag_scores, neighbors_text], show_progress="hidden")
+    gr.Markdown("""
+    ---
+    ### Instructions
+    - Drop an image in the box on the left.
+    - Tags that are stylistically similar are returned, along with some statistics about them.
+    - I tried to isolate style from topic and was only partly successful.  So many reported tags might be topically rather than stylistically similar.
+    """)
+
+
+if __name__ == "__main__":
+    # Load your model once at start-up (optional; define as no-op in model.py for now)
+    try:
+        model.load()
+    except Exception as e:
+        print("Model load() raised (ok during skeleton dev):", e)
+    demo.launch()

model.py

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+"""Runtime model for the Style Tagger Space (nearest-neighbor over training set).
+
+- Embeds query image with CLIP (use_fast=True for consistency).
+- Projects with your trained StyleProjector.
+- Looks up nearest neighbors in a retrieval bundle (FAISS if available).
+- Tallies style tags from neighbors and returns {tag: score in [0,1]}.
+
+Expected files next to app.py:
+  style_projector_and_topic_table.safetensors
+  style_topic_meta.json
+  style_vocab.json
+  retrieval_bundle/
+    ├─ vectors.faiss              (optional but recommended)
+    ├─ tag_ids_concat.npy
+    ├─ tag_offsets.npy
+    └─ image_ids.npy              (optional, for debugging)
+
+Notes:
+- If FAISS index is missing but you also ship vectors.npy (optional), we fall back to NumPy top‑K.
+- If neither is present, we return a stable dummy output so UI stays responsive.
+"""
+
+from __future__ import annotations
+import os, json
+from typing import Dict, List, Optional, Tuple
+
+import numpy as np
+from PIL import Image
+
+import torch
+import torch.nn as nn
+from safetensors.torch import load_file as load_safetensors
+from transformers import CLIPModel, CLIPProcessor
+
+# Try FAISS (optional at runtime)
+try:
+    import faiss  # type: ignore
+except Exception:
+    faiss = None
+
+# -------------------
+# Globals
+# -------------------
+_DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+_PROJECTOR: Optional[nn.Module] = None
+_CLIP_MODEL: Optional[CLIPModel] = None
+_CLIP_PROCESSOR: Optional[CLIPProcessor] = None
+_VOCAB: Optional[List[str]] = None
+
+# Retrieval bundle
+_INDEX: Optional[object] = None          # faiss index if available
+_VEC_NP: Optional[np.ndarray] = None     # fallback: raw vectors (optional file vectors.npy)
+_TAGS_CONCAT: Optional[np.ndarray] = None
+_TAGS_OFFSETS: Optional[np.ndarray] = None
+_IMAGE_IDS: Optional[np.ndarray] = None  # filenames aligned to index rows
+
+_READY = False
+
+# How many neighbors to tally by default
+K_DEFAULT = int(os.getenv("STYLE_K", "30"))
+
+# -------------------
+# Model definition (matches training projector)
+# -------------------
+class StyleProjector(nn.Module):
+    def __init__(self, d_in: int, d_out: int, use_layer_norm: bool = True):
+        super().__init__()
+        blocks = [nn.Linear(d_in, 1024), nn.GELU()]
+        if use_layer_norm:
+            blocks.append(nn.LayerNorm(1024))
+        blocks += [nn.Dropout(0.0), nn.Linear(1024, d_out)]
+        self.net = nn.Sequential(*blocks)
+    def forward(self, x: torch.Tensor) -> torch.Tensor:
+        z = self.net(x)
+        return nn.functional.normalize(z, dim=-1)
+
+# -------------------
+# Helpers
+# -------------------
+
+def _embed_image(image: Image.Image) -> torch.Tensor:
+    """CLIP-embed the (optionally cropped) image and L2-normalize to unit length."""
+    # Crop 1/8 top & bottom to match preprocessing, controlled via env var
+    if os.getenv("STYLE_CROP_TB", "1") not in ("0", "false", "False"):
+        w, h = image.size
+        dy = h // 8
+        if dy > 0:
+            image = image.crop((0, dy, w, h - dy))
+    inputs = _CLIP_PROCESSOR(images=[image.convert("RGB")], return_tensors="pt").to(_DEVICE)
+    with torch.no_grad():
+        feats = _CLIP_MODEL.get_image_features(**inputs)
+        feats = feats / feats.norm(dim=-1, keepdim=True)
+    return feats  # [1, d_in]
+
+
+def _load_retrieval_bundle(bundle_dir: str) -> None:
+    global _INDEX, _VEC_NP, _TAGS_CONCAT, _TAGS_OFFSETS, _IMAGE_IDS
+    # Required tag tables
+    _TAGS_CONCAT = np.load(os.path.join(bundle_dir, "tag_ids_concat.npy"))
+    _TAGS_OFFSETS = np.load(os.path.join(bundle_dir, "tag_offsets.npy"))
+
+    # Filenames (optional but recommended for diagnostics)
+    img_ids_path = os.path.join(bundle_dir, "image_ids.npy")
+    _IMAGE_IDS = np.load(img_ids_path) if os.path.exists(img_ids_path) else None
+
+    # Preferred: FAISS index
+    index_path = os.path.join(bundle_dir, "vectors.faiss")
+    if faiss is not None and os.path.exists(index_path):
+        _INDEX = faiss.read_index(index_path)
+    else:
+        _INDEX = None
+        # Optional fallback: raw vectors file if you ship it
+        vec_path = os.path.join(bundle_dir, "vectors.npy")
+        if os.path.exists(vec_path):
+            _VEC_NP = np.load(vec_path).astype(np.float32)  # expected L2-normalized
+        else:
+            _VEC_NP = None
+
+
+# -------------------
+# Public API
+# -------------------
+
+def load():
+    """Load CLIP, projector weights, vocab, and retrieval bundle if present.
+    This function is tolerant: it will not raise if files are missing; _READY will stay False.
+    """
+    global _PROJECTOR, _CLIP_MODEL, _CLIP_PROCESSOR, _VOCAB, _READY
+    try:
+        # ---- Metadata ----
+        with open("style_topic_meta.json", "r", encoding="utf-8") as f:
+            meta = json.load(f)
+        proj_dim = int(meta["proj_dim"])  
+        use_ln = bool(meta.get("use_layer_norm", True))
+
+        # ---- CLIP (use_fast=True for consistency; requires torchvision) ----
+        model_id = os.getenv("CLIP_MODEL_ID", "openai/clip-vit-base-patch32")
+        _CLIP_MODEL = CLIPModel.from_pretrained(model_id).to(_DEVICE)
+        _CLIP_PROCESSOR = CLIPProcessor.from_pretrained(model_id, use_fast=True)
+        _CLIP_MODEL.eval()
+
+        # ---- Projector ----
+        d_in = int(_CLIP_MODEL.config.projection_dim)
+        _PROJECTOR = StyleProjector(d_in, proj_dim, use_layer_norm=use_ln).to(_DEVICE)
+        tensors = load_safetensors("style_projector_and_topic_table.safetensors")
+        with torch.no_grad():
+            _PROJECTOR.net[0].weight.copy_(tensors["projector.net.0.weight"])
+            _PROJECTOR.net[0].bias.copy_(tensors["projector.net.0.bias"])  
+            if use_ln:
+                _PROJECTOR.net[2].weight.copy_(tensors["projector.net.ln.weight"])  
+                _PROJECTOR.net[2].bias.copy_(tensors["projector.net.ln.bias"])   
+                last = _PROJECTOR.net[4]
+            else:
+                last = _PROJECTOR.net[3]
+            last.weight.copy_(tensors["projector.net.last.weight"])  
+            last.bias.copy_(tensors["projector.net.last.bias"])      
+        _PROJECTOR.eval()
+
+        # ---- Vocab ----
+        with open("style_vocab.json", "r", encoding="utf-8") as f:
+            _VOCAB = json.load(f)
+
+        # ---- Retrieval bundle (optional but recommended) ----
+        bundle_dir = os.getenv("RETRIEVAL_DIR", os.path.join(os.getcwd(), "retrieval_bundle"))
+        if os.path.isdir(bundle_dir):
+            _load_retrieval_bundle(bundle_dir)
+
+        _READY = True
+    except FileNotFoundError as e:
+        print("model.load(): missing file (skeleton mode)", e)
+        _READY = False
+
+
+def predict(image: Image.Image, k: Optional[int] = None) -> Tuple[Dict[str, float], List[Dict[str, object]], Dict[str, int]]:
+    """Return (scores_norm, neighbors_detailed, counts_raw)
+
+    - scores_norm: {style_tag: score in [0,1]}  (counts normalized by max count)
+    - neighbors_detailed: [{"filename": str, "similarity": float, "distance": float, "styles": [str, ...]}, ...]
+    - counts_raw: {style_tag: int}  (exact tallies used to rank)
+    """
+    global _READY, _INDEX, _VEC_NP, _TAGS_CONCAT, _TAGS_OFFSETS, _VOCAB, _IMAGE_IDS
+
+    if not _READY or _VOCAB is None:
+        fallback = _VOCAB[:10] if _VOCAB else ["watercolor","oil painting","pixel art","sketch","digital painting"]
+        return ({tag: 0.0 for tag in fallback}, [], {tag: 0 for tag in fallback})
+
+    # 1) Embed + project query
+    with torch.no_grad():
+        q_clip = _embed_image(image)                       # [1, d_in]
+        q_proj = _PROJECTOR(q_clip).cpu().numpy()[0]       # [d_proj], L2-normed
+
+    # 2) Nearest neighbors (and similarities)
+    K = k or K_DEFAULT
+    if _INDEX is not None and faiss is not None:
+        q = q_proj[np.newaxis, :].astype(np.float32)
+        D, I = _INDEX.search(q, K)     # D: sims, I: indices
+        nbrs = I[0]
+        sims = D[0]
+    elif _VEC_NP is not None:
+        sims_all = _VEC_NP @ q_proj    # cosine via dot, [N]
+        if K < sims_all.shape[0]:
+            idx = np.argpartition(-sims_all, K)[:K]
+            order = np.argsort(-sims_all[idx])
+            nbrs = idx[order]
+            sims = sims_all[nbrs]
+        else:
+            order = np.argsort(-sims_all)
+            nbrs = order[:K]
+            sims = sims_all[nbrs]
+    else:
+        # No retrieval table present
+        fallback = {tag: 0.0 for tag in _VOCAB[:10]}
+        return (fallback, [], {k: 0 for k in fallback})
+
+    # Build neighbor detail list with filenames, sims, distances, and neighbor styles
+    neighbors: List[Dict[str, object]] = []
+    for i, s in zip(nbrs, sims):
+        # neighbor styles from ragged arrays
+        start, end = int(_TAGS_OFFSETS[i]), int(_TAGS_OFFSETS[i + 1])
+        tag_ids_i = _TAGS_CONCAT[start:end]
+        styles_i = [_VOCAB[int(tid)] for tid in tag_ids_i] if len(tag_ids_i) > 0 else []
+        # filename (if available)
+        fname = str(_IMAGE_IDS[i]) if _IMAGE_IDS is not None else str(int(i))
+        neighbors.append({
+            "filename": fname,
+            "similarity": float(s),
+            "distance": float(1.0 - s),   # cosine distance since vectors are L2-normalized
+            "styles": styles_i,
+        })
+
+    # 3) Tally neighbor style tags → counts_raw
+    if len(nbrs) == 0:
+        fallback = {tag: 0.0 for tag in _VOCAB[:10]}
+        return (fallback, neighbors, {k: 0 for k in fallback})
+
+    # concatenate tags across neighbors and bincount
+    tag_ids_all = np.concatenate([
+        _TAGS_CONCAT[int(_TAGS_OFFSETS[i]):int(_TAGS_OFFSETS[i + 1])] for i in nbrs
+    ]) if len(nbrs) else np.array([], dtype=np.int32)
+
+    counts = np.bincount(tag_ids_all, minlength=len(_VOCAB)) if tag_ids_all.size else np.zeros(len(_VOCAB), dtype=np.int64)
+    counts_raw: Dict[str, int] = { _VOCAB[i]: int(counts[i]) for i in np.nonzero(counts)[0] }
+
+    # 4) Normalize counts → scores_norm in [0,1]
+    maxc = float(counts.max()) if counts.size else 0.0
+    if maxc <= 0:
+        return ({tag: 0.0 for tag in _VOCAB[:10]}, neighbors, counts_raw)
+    scores = counts / maxc
+    scores_norm: Dict[str, float] = { _VOCAB[i]: float(scores[i]) for i in np.nonzero(counts)[0] }
+
+    return (scores_norm, neighbors, counts_raw)
+
+

requirements.txt

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+--extra-index-url https://download.pytorch.org/whl/cpu
+
+gradio>=4.44.0
+Pillow
+safetensors
+transformers
+tqdm
+faiss-cpu
+torch==2.8.0+cpu
+torchvision==0.23.0+cpu

retrieval_bundle/image_ids.npy

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+size 2614212

retrieval_bundle/tag_ids_concat.npy

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+size 396632

retrieval_bundle/tag_offsets.npy

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+size 237776

retrieval_bundle/vectors.faiss

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+size 121673773

style_projector_and_topic_table.safetensors

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+oid sha256:8c4aff6c97beb8656800ca1c137e332ffcc92e9a399786c0fbe1e33e3916a5ba
+size 113541752

style_topic_meta.json

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+{
+  "proj_dim": 512,
+  "use_layer_norm": true,
+  "k_ndcg": [
+    5,
+    10
+  ],
+  "lambda_start": 0.0,
+  "lambda_end": 0.12597425596299047,
+  "lambda_sched": "linear"
+}

style_vocab.json

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+[
+    "zackary911",
+    "r-mk",
+    "peritian",
+    "boosterpang",
+    "jollyjack",
+    "sefeiren",
+    "meandraco",
+    "sepiruth",
+    "toby_art",
+    "ancient_art",
+    "visionaryserpent",
+    "bernielover",
+    "tom_fischbach",
+    "inumatori",
+    "yaoifairy",
+    "parody",
+    "furlana",
+    "harmarist",
+    "winte",
+    "asthexiancal",
+    "smite_(artist)",
+    "nightfaux",
+    "pen_(artwork)",
+    "burgerkiss",
+    "bahnbahn",
+    "artdecade",
+    "mizzyam",
+    "araidian",
+    "anthroanim",
+    "cat-boots",
+    "plaga",
+    "selenophile",
+    "akkusky",
+    "yosshidoragon",
+    "kitfox-crimson",
+    "makarimorph",
+    "bigdad",
+    "demicoeur",
+    "commanderthings",
+    "difetra",
+    "takataka",
+    "glacierclear",
+    "yuguni",
+    "manika_nika",
+    "oystercatcher7",
+    "desertkaiju",
+    "blazethefox",
+    "carving",
+    "icon",
+    "dumdum",
+    "booponies",
+    "kame_3",
+    "reclamon",
+    "eyeofcalamity",
+    "ratcha",
+    "dangpa",
+    "munkeesgomu",
+    "reagan700",
+    "higsby",
+    "semi_(artist)",
+    "submarine_screw",
+    "shintatokoro",
+    "bravo",
+    "bleats",
+    "teathekook",
+    "glitter_trap_boy",
+    "ichduhernz",
+    "marsminer",
+    "danji-isthmus",
+    "sunibee",
+    "chimeracocks",
+    "dekomaru",
+    "torakuta",
+    "screwingwithsfm",
+    "electricsnowfox",
+    "bakuhaku",
+    "yaroul",
+    "merunyaa",
+    "sorafoxyteils",
+    "trevor-fox",
+    "trias",
+    "zaush",
+    "thecon",
+    "j5furry",
+    "bna_v5",
+    "rainbowscreen",
+    "foot_ninja15",
+    "dark_theme",
+    "gingy_k_fox",
+    "bigshow",
+    "dr.bug",
+    "tohupo",
+    "xilrayne",
+    "stargazer",
+    "ratte",
+    "bassybefuddle",
+    "white_crest_(artist)",
+    "nimzy",
+    "reysi",
+    "senimasan",
+    "robcivecat",
+    "doneru",
+    "type",
+    "aeolus06",
+    "the_weaver",
+    "daigaijin",
+    "re-sublimity-kun",
+    "wonderslug",
+    "nexcoyotlgt",
+    "kyleroo",
+    "ceehaz",
+    "hladilnik",
+    "rainbowsprinklesart",
+    "reilukah",
+    "kyotoleopard",
+    "pridark",
+    "thesecretcave",
+    "sincastermon",
+    "maldu",
+    "frenky_hw",
+    "marik_azemus34",
+    "elzzombie",
+    "crackers",
+    "lil_scooter56",
+    "e-01",
+    "zourik",
+    "bgn",
+    "tricksta",
+    "spelunker_sal",
+    "alradeck",
+    "dreiker",
+    "kacey",
+    "syuro",
+    "flat_colors",
+    "partially_colored",
+    "aaaninja",
+    "jooshy",
+    "superix",
+    "totesfleisch8",
+    "sarek_aran_desian",
+    "zerolativity",
+    "nicnak044",
+    "mastergodai",
+    "mellonsoda",
+    "sincrescent",
+    "marker_(artwork)",
+    "pandashorts",
+    "ezukapizumu",
+    "bobert",
+    "slickerwolf",
+    "96panda",
+    "wolfblade",
+    "moodyferret",
+    "pink_theme",
+    "lostgoose",
+    "eldiman",
+    "suirano",
+    "tegerio",
+    "dalwart",
+    "sicmop",
+    "quotefox",
+    "iztli",
+    "sidnithefox",
+    "yamatokuroko965",
+    "sollyz",
+    "semiitu",
+    "rinny",
+    "twistedscarlett60",
+    "jaeh",
+    "ber00",
+    "cev",
+    "jackalope_(artist)",
+    "suelix",
+    "momiji-kun",
+    "imanika",
+    "patrikthedog",
+    "outta_sync",
+    "skecchiart",
+    "slimefur",
+    "crystal-for-ever",
+    "kabula_(artist)",
+    "reign-2004",
+    "cornchip21",
+    "gnaw",
+    "abluedeer",
+    "rick_griffin",
+    "sparrow_(artist)",
+    "viskasunya",
+    "abstract",
+    "inverted_colors",
+    "cottontail",
+    "witchofavalon",
+    "detailed",
+    "angiewolf",
+    "kenket",
+    "ripli",
+    "ukent",
+    "spinal22",
+    "mintyspirit",
+    "urusee584",
+    "cobalt_snow",
+    "chowdie",
+    "grimart",
+    "thefuckingdevil",
+    "akiric",
+    "nurinaki",
+    "sssonic2",
+    "kemokin_mania",
+    "s2-freak",
+    "kammi-lu",
+    "surreal",
+    "darkluxia",
+    "rukis",
+    "lord_magicpants",
+    "rairai-no26-chu",
+    "feretta",
+    "komenuka_inaho",
+    "caribou_(artist)",
+    "mosa",
+    "elfein",
+    "plantpenetrator",
+    "quin-nsfw",
+    "cocolog",
+    "replica_(artist)",
+    "nekocrispy",
+    "vimhomeless",
+    "fuel_(artist)",
+    "truegrave9",
+    "eliana-asato",
+    "omny87",
+    "aogami",
+    "mamabliss",
+    "oselotti",
+    "toto_draw",
+    "rossciaco",
+    "hooves-art",
+    "sketch",
+    "ziggie13",
+    "lovespell",
+    "tolerain",
+    "kadath",
+    "riendonut",
+    "sculpture",
+    "missy_(artist)",
+    "redoxx",
+    "mifa",
+    "watsup",
+    "compfive",
+    "purple_yoshi_draws",
+    "manmosu_marimo",
+    "dark-moltres",
+    "eleacat",
+    "phenyanyanya",
+    "davidsanchan",
+    "negoya",
+    "youjomodoki",
+    "dream_and_nightmare",
+    "enrique849",
+    "limebreaker",
+    "korichi",
+    "simple_background",
+    "animatics",
+    "darkgem",
+    "parasitedeath",
+    "stemingbunbun",
+    "goshaag",
+    "tinygaypirate",
+    "ldr",
+    "roy_mccloud",
+    "digital_painting_(artwork)",
+    "lambent",
+    "sirjzau",
+    "longinius",
+    "f-r95",
+    "diadorin",
+    "red_theme",
+    "green_theme",
+    "misx",
+    "kihu",
+    "ajin",
+    "dimwitdog",
+    "photolol.03",
+    "tenshigarden",
+    "dagasi",
+    "nettsuu",
+    "mot",
+    "fir3born",
+    "kilinah",
+    "chalo",
+    "nana_gel",
+    "caroo",
+    "gammainks",
+    "john_joseco",
+    "hallogreen",
+    "realistic",
+    "nirvana3",
+    "wolfkidd",
+    "watercolor_(artwork)",
+    "concept_art",
+    "sqoon",
+    "pochincoff",
+    "jedayskayvoker",
+    "drxii",
+    "dbaru",
+    "azuma_minatsu",
+    "caliluminos",
+    "hyilpi",
+    "chloe-dog",
+    "line_art",
+    "nr_ac",
+    "jakethegoat",
+    "soul-silver-dragon",
+    "nikkyvix",
+    "backlash91",
+    "halcy0n",
+    "notbad621",
+    "nauth",
+    "fleurfurr",
+    "lonbluewolf",
+    "ro",
+    "azaleesh",
+    "w4g4",
+    "gillpanda",
+    "inkyfrog",
+    "silfoe",
+    "ill_dingo",
+    "dithering",
+    "lavilovi",
+    "chochi",
+    "bacn",
+    "lichfang",
+    "alacarte",
+    "goopyarts",
+    "colored_pencil_(artwork)",
+    "funkybun",
+    "james_howard",
+    "trinity-fate62",
+    "solterv",
+    "trout_(artist)",
+    "predaguy",
+    "freckles_(artist)",
+    "mcsweezy",
+    "twang",
+    "badgerben",
+    "zeiro",
+    "lollipopcon",
+    "marthedog",
+    "anti_dev",
+    "atrolux",
+    "dramamine",
+    "theblueberrycarrots",
+    "9x9",
+    "tsampikos",
+    "mustachemutt",
+    "katahane3",
+    "komdog",
+    "dragk",
+    "inuzu",
+    "inno-sjoa",
+    "felino",
+    "kitsune_youkai",
+    "spirale",
+    "vipery-07",
+    "patto",
+    "bonk",
+    "brown_theme",
+    "wolfy-nail",
+    "crovirus",
+    "lazysnout",
+    "sprockeyart",
+    "diacordst",
+    "enigi09",
+    "seth-iova",
+    "dibujosv12",
+    "berseepon09",
+    "dankodeadzone",
+    "koul",
+    "fluff-kevlar",
+    "third-party_edit",
+    "s-nina",
+    "gyrotech",
+    "jhenightfox",
+    "photography_(artwork)",
+    "jamesfoxbr",
+    "boo3",
+    "photorealism",
+    "spazman",
+    "itsunknownanon",
+    "soft_shading",
+    "geekidog",
+    "flashw",
+    "lockworkorange",
+    "cumlord",
+    "themefinland",
+    "huskii-s",
+    "os",
+    "twinkle-sez",
+    "jumperbear",
+    "wolfeed",
+    "lotusgarden",
+    "aennor",
+    "todex",
+    "fenrir_lunaris",
+    "incase",
+    "sailoranna",
+    "seven_(artist)",
+    "toony",
+    "angstrom",
+    "stunnerpony",
+    "paeonypetals",
+    "smitty_g",
+    "roly",
+    "pace-maker",
+    "bright_colors",
+    "vdisco",
+    "soulcentinel",
+    "pache_riggs",
+    "tinydevilhorns",
+    "milkytiger1145",
+    "vorusuarts",
+    "kekitopu",
+    "marjani",
+    "quanjiang",
+    "fuf",
+    "psy101",
+    "omesore",
+    "karno",
+    "yogoat",
+    "lumineko",
+    "carniscorner",
+    "senthaurekmern",
+    "paperclip_(artist)",
+    "haychel",
+    "dracojeff",
+    "hinar_miler",
+    "kaboozle",
+    "yakovlev-vad",
+    "arh",
+    "shinigamisquirrel",
+    "gllorvillain",
+    "vu06",
+    "toradoshi",
+    "peculiart",
+    "maririn",
+    "miso_souperstar",
+    "saltyxodium",
+    "dryadex",
+    "camychan",
+    "hungothenomster",
+    "kuttoyaki",
+    "falvie",
+    "cyancapsule",
+    "jcosneverexisted",
+    "kaboozey",
+    "pizademokttero",
+    "doxy",
+    "3d_(artwork)",
+    "purple_theme",
+    "mykegreywolf",
+    "sindoll",
+    "marblesoda",
+    "marlon.cores",
+    "dipingxiangtr.d",
+    "frumples",
+    "avoid_posting",
+    "amberpendant",
+    "darkmirage",
+    "screentone",
+    "marauder6272",
+    "kittydee",
+    "droll3",
+    "theboogie",
+    "inuhoshi-to-darkpen",
+    "seamen",
+    "posexe",
+    "discordthege",
+    "nobby_(artist)",
+    "rymherdier",
+    "skully",
+    "dakkawoof",
+    "wyntersun",
+    "jrvanesbroek",
+    "pia-sama",
+    "black-kitten",
+    "honovy",
+    "claweddrip",
+    "traditional_media_(artwork)",
+    "lizardlars",
+    "digitoxici",
+    "colored_line_art",
+    "warm_colors",
+    "snoiifoxxo",
+    "iskra",
+    "latiar",
+    "ozoneserpent",
+    "yawg",
+    "ravoilie",
+    "winick-lim",
+    "arania",
+    "erunroe",
+    "tailzkim",
+    "pearlyiridescence",
+    "jerro",
+    "ventkazemaru",
+    "shikaro",
+    "chrisandcompany",
+    "scappo",
+    "gimka",
+    "zp92",
+    "dacad",
+    "metal_(artist)",
+    "littlesheep",
+    "latex_(artist)",
+    "colored_sketch",
+    "kick_(artist)",
+    "oposa",
+    "inuki",
+    "lustylamb",
+    "chibi",
+    "imperatorcaesar",
+    "lysergide",
+    "rrowdybeast",
+    "keishinkae",
+    "ritts",
+    "blitzdrachin",
+    "kakuteki11029",
+    "danaume",
+    "anaugi",
+    "lunalei",
+    "sigenoya",
+    "iggi",
+    "dhx2kartz",
+    "kitchiki",
+    "solid_color",
+    "formal_art",
+    "ayaka",
+    "kanel",
+    "thewyvernsweaver",
+    "jerseydevil",
+    "zer0rebel4",
+    "dark_colors",
+    "general-irrelevant",
+    "walter_sache",
+    "detailed_background",
+    "toshi_(artist)",
+    "shane_frost",
+    "wingedwilly",
+    "kandlin",
+    "oekaki",
+    "kosian",
+    "voidlesky",
+    "furryratchet",
+    "style_wager",
+    "pururing",
+    "ota_(artist)",
+    "cotton_(artist)",
+    "chromapan",
+    "denizen1414",
+    "inspired_by_formal_art",
+    "dedoarts",
+    "tatu_wani_(artist)",
+    "animancer",
+    "skipsy",
+    "jailbird",
+    "macop",
+    "joaoppereiraus",
+    "willitfit",
+    "sundown_(artist)",
+    "lightsource",
+    "spot_color",
+    "corrsk",
+    "restricted_palette",
+    "carrot_(artist)",
+    "kiwa_flowcat",
+    "grey_theme",
+    "ymbk",
+    "creatiffy",
+    "ankk",
+    "weskers",
+    "pdxyz",
+    "eric_schwartz",
+    "araivis-edelveys",
+    "an-tonio",
+    "zzvinniezz",
+    "teckworks",
+    "tehbuttercookie",
+    "aoizuri",
+    "orange_theme",
+    "ratatooey",
+    "renthedragon",
+    "backsash",
+    "tokifuji",
+    "harnny",
+    "kemono",
+    "hioshiru",
+    "keadonger",
+    "mytigertail",
+    "magnificent-arsehole",
+    "wittless-pilgrim",
+    "neurodyne",
+    "mleonheart",
+    "anibaruthecat",
+    "asnnonaka",
+    "sylvanedadeer",
+    "revadiehard",
+    "slugbox",
+    "quillu",
+    "badlandsdrws",
+    "el-loko",
+    "kevinsano",
+    "sake_kemosalmon",
+    "gewitter",
+    "averyshadydolphin",
+    "viroveteruscy",
+    "style_parody",
+    "dirtyscoundrel",
+    "zwitterkitsune",
+    "conditional_dnp",
+    "joelasko",
+    "skeleion",
+    "malicekira",
+    "avante92",
+    "itoruna",
+    "simonaquarius",
+    "crayon_(artwork)",
+    "coffeechicken",
+    "marenlicious",
+    "conrie",
+    "iriedono",
+    "riorix",
+    "lyme-slyme",
+    "neksu",
+    "delta.dynamics",
+    "kristiana_puff",
+    "katie_hofgard",
+    "demien",
+    "dancrescentwolf",
+    "kenno_arkkan",
+    "karabiner",
+    "zooshi",
+    "kami-chan",
+    "pastel_(artwork)",
+    "nauyaco",
+    "thebigbadwolf01",
+    "matemi",
+    "badumsquish",
+    "cooliehigh",
+    "zummeng",
+    "bikupan",
+    "cheezayballz",
+    "gorsha_pendragon",
+    "prsmrti",
+    "atryl",
+    "kazuhiro",
+    "kingofacesx",
+    "domovoi_lazaroth",
+    "glopossum",
+    "slashysmiley",
+    "flynx-flink",
+    "seyrmo",
+    "superbunnygt",
+    "ifus",
+    "tattoorexy",
+    "jinti_(artist)",
+    "punkypanda",
+    "aka6",
+    "mofuaki",
+    "tai_l_rodriguez",
+    "hitsuji",
+    "synnfultiger",
+    "still_life",
+    "jinu",
+    "no_swift",
+    "neko-me",
+    "thejoyfuldragon",
+    "cel_shading",
+    "haps",
+    "aimi",
+    "skidd",
+    "unknown_artist",
+    "thekinkybear",
+    "mixed_media",
+    "greasymojo",
+    "matospectoru",
+    "kimacats",
+    "max_blackrabbit",
+    "band1tnsfw",
+    "neotheta",
+    "ultilix",
+    "unfinished",
+    "valsalia",
+    "mr-shin",
+    "aer0_zer0",
+    "blues64",
+    "cotora",
+    "t0l0k",
+    "nexus",
+    "diesel_wiesel",
+    "lineless",
+    "kredri",
+    "cownugget",
+    "starfighter",
+    "painting_(artwork)",
+    "redishdragie",
+    "melianah",
+    "pasaran",
+    "notkastar",
+    "tetsushi",
+    "domibun",
+    "frist44",
+    "high_contrast",
+    "shamziwhite",
+    "xing1",
+    "foxovh",
+    "zi0808",
+    "anonymous_artist",
+    "somescrub",
+    "rikose",
+    "smudge_proof",
+    "sculpture_(artwork)",
+    "redout",
+    "rotten_robbie",
+    "aaron_(artist)",
+    "statue",
+    "lazydez",
+    "modeseven",
+    "renegade-157",
+    "thunderouserections",
+    "letterbox",
+    "masterelrest",
+    "cynthiafeline",
+    "zeklullaby",
+    "kloudmutt",
+    "tyroo",
+    "unusual_coloring",
+    "flinters",
+    "xenoforge",
+    "zeta-haru",
+    "asbel_lhant",
+    "grinn3r",
+    "redpixie",
+    "narse",
+    "jmg",
+    "takotyutyu",
+    "heather_bruton",
+    "justmegabenewell",
+    "furball",
+    "nastycalamari",
+    "sketchybug",
+    "sirmasterdufel",
+    "wfa",
+    "oddjuice",
+    "xnirox",
+    "toughset",
+    "yoshimister",
+    "lawyerdog",
+    "javkiller",
+    "aztepyeen",
+    "guide_lines",
+    "xylas",
+    "senshion",
+    "slb",
+    "hitmore",
+    "tansau",
+    "ashraely",
+    "viola_bat",
+    "1boshi",
+    "darkflash23",
+    "yaki_atsuage",
+    "aomori",
+    "shiuk",
+    "thegreatmatsutzu",
+    "vavacung",
+    "doggomeatball",
+    "vono",
+    "tachiuo",
+    "jwinkz",
+    "lavenderpandy",
+    "jrjresq",
+    "mylafox",
+    "lewdchuu_(artist)",
+    "argento",
+    "tahlian",
+    "vrabo",
+    "fuze",
+    "mdgusty",
+    "goonie-san",
+    "grypwolf",
+    "cursedmarked",
+    "sogaroth",
+    "0r0ch1",
+    "hierophant_green_(artist)",
+    "argon_vile",
+    "hyaku_(artist)",
+    "bastionshadowpaw",
+    "siroc",
+    "digital_drawing_(artwork)",
+    "mr.pink",
+    "billynr",
+    "kyander",
+    "unknowhiter",
+    "littlerager",
+    "kuroodod",
+    "ssssnowy",
+    "plankboy",
+    "senz",
+    "roobin",
+    "sbshouseofpancakes",
+    "ewgengster_(artist)",
+    "tojo_the_thief",
+    "nakoo",
+    "famir_(artist)",
+    "wastedtimeee",
+    "1-upclock",
+    "blue_theme",
+    "ruaidri",
+    "thousandfoldfeathers",
+    "kusosensei",
+    "cool_colors",
+    "sugarlesspaints",
+    "doesnotexist",
+    "bobbydando",
+    "meesh",
+    "johnmarten",
+    "strega",
+    "kogito",
+    "polygon5",
+    "yupa",
+    "sunny_way",
+    "faint",
+    "sacrificabominat",
+    "king-cheetah",
+    "shyguy9",
+    "insomniacovrlrd",
+    "geeflakes",
+    "paper-wings",
+    "oob",
+    "smooshkin",
+    "zerofox1000",
+    "sudonym",
+    "bristol",
+    "cracker_(artist)",
+    "wherewolf",
+    "snofu",
+    "aoino",
+    "yellow_theme",
+    "bunnybits",
+    "kaion",
+    "gin-blade",
+    "jamoart",
+    "guoh",
+    "krazyelf",
+    "euyoshi89",
+    "v-tal",
+    "norithics",
+    "aycee",
+    "mr.under",
+    "official_art",
+    "kanashiipanda",
+    "rayka",
+    "martincorps",
+    "yakantuzura",
+    "art_nouveau",
+    "ipoke",
+    "ze_blackball.d",
+    "signature",
+    "karnator",
+    "gideon",
+    "isyld",
+    "loveslove",
+    "dizzymilky",
+    "sana!rpg",
+    "elpatrixf",
+    "bigdon1992",
+    "artlegionary",
+    "erobos",
+    "doomington",
+    "pencil_(artwork)",
+    "lamiaaaa",
+    "seibear",
+    "james_m_hardiman",
+    "pickles-hyena",
+    "emenius",
+    "screamoshaymin",
+    "wugi",
+    "shaded",
+    "ittybittykittytittys",
+    "pixel_(artwork)",
+    "digital_media_(artwork)",
+    "hyenaface",
+    "border",
+    "muzz",
+    "jarnqk",
+    "orlandofox",
+    "azura_inalis",
+    "captain_nikko",
+    "kabalmystic_(artist)",
+    "pata",
+    "personalami",
+    "theblackrook",
+    "grisser",
+    "uniparasite",
+    "cold-blooded-twilight",
+    "neon_colors",
+    "tsudamaku",
+    "zeekzag",
+    "foxenawolf",
+    "zyira",
+    "sexotheque"
+]
+