Duplicate from ArtmeScienceLab/Garments2Look

Co-authored-by: Junyao Hu <hujunyao@users.noreply.huggingface.co>

.gitattributes

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+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.avro filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mds filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+# Video files - compressed
+*.mp4 filter=lfs diff=lfs merge=lfs -text
+*.webm filter=lfs diff=lfs merge=lfs -text
+mytheresa_outfit_v1.0_2512.json filter=lfs diff=lfs merge=lfs -text
+polyvore_outfit_v1.0_2512.json filter=lfs diff=lfs merge=lfs -text
+polyvore_image_v1.0_2512.json filter=lfs diff=lfs merge=lfs -text
+mytheresa_image_v1.0_2512.json filter=lfs diff=lfs merge=lfs -text

Garments2Look.py

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+import json
+import os
+from typing import List, Dict, Any, Optional, Tuple
+
+import cv2
+import numpy as np
+from PIL import Image
+import random
+from torch.utils.data import Dataset, ConcatDataset
+
+# for unknown ID garment, infer its category by its simple name
+garment_category_order = {
+    "clothing::top/full": {
+        "tops", "top", "shirts", "jackets", "blazers", "bras", "bralette", "coats",
+        "knitwear", "hoodies", "sweaters", "outwear", "cover-ups", "tailoring",
+        "base layers upper", "dresses", "dress", "jumpsuits", "jumpsuit", "swimsuits",
+        "bikinis sets", "bikinis", "bodysuits", "playsuits", "outfits", "skiwear",
+        "swimwear", "underwear", "nightwear", "bathtime",
+    },
+    "clothing::bottom": {
+        "jeans", "pants", "shorts", "skirts", "skirt", "briefs", "boxers",
+        "bikinis bottoms", "base layers lower",
+    },
+    "shoes": {
+        "shoes", "boots", "loafers", "sandals", "sneakers", "espadrilles", "flats",
+        "heels", "mules", "pumps",
+    },
+    "bag": {
+        "bags", "bag", "wallet", "backpack", "briefcase", 
+        "card holder", "clutch", "pouch",
+    },
+    "accessory::hair": {
+        "hair clips", "scrunchies", "hairwear",
+        "hair clip", "scrunchie"
+    },
+    "accessory::head": {
+        "hats", "helmets", "headbands", "masks",
+        "hat", "helmet", "headband", "mask",
+    },
+    "accessory::eye": {
+        "eyewear", "sunglasses", "glasses", "goggles",
+    },
+    "accessory::ear": {
+        "earrings", "earmuffs",
+        "earring", "earmuff",
+    },
+    "accessory::neck": {
+        "necklaces", "necklace", "bowtie", "bow tie", "tie", "scarves", "scarf", "choker", 
+        "cufflink", "tie clip", "neckwear", "bib", "collar",
+    },
+    "accessory::chest": {
+        "brooches", "brooch", "badge", "silk pocket",
+    },
+    "accessory::wrist": {
+        "watches", "bracelets", "bracelet"
+    },
+    "accessory::hand": {
+        "gloves",
+    },
+    "accessory::finger": {
+        "ring",
+    },
+    "accessory::waist": {
+        "belt", 
+    },
+    "accessory::leg": {
+        "legging", "tight", "sock", "legwear", "anklet",
+    },
+    "accessory::bag": {
+        "bag accessory", "bag charm", "keychain",
+    },
+    "accessory::other": {
+        "ball", "wing", "chain", "phone case", "unknown",
+    }
+}
+
+# for unknown ID garment, infer its category by its simple name
+def infer_category_by_simple_name(simple_name: str) -> str:
+    simple_name = simple_name.lower()
+    name_words = (
+        simple_name.replace("::", " ")
+        .replace("/", " ")
+        .replace("-", " ")
+        .split()
+    )
+
+    best_cat = "other"
+    best_score = 0
+
+    for main_cat, keywords in garment_category_order.items():
+        score = 0
+        for kw in keywords:
+            if not kw:
+                continue
+
+            # 中等优先级：在词级别上精确匹配
+            if kw in name_words:
+                score = max(score, 2)
+
+            # 兜底：任意子串匹配
+            if kw in simple_name:
+                score = max(score, 1)
+
+        # 按得分选择最优类别
+        if score > best_score:
+            best_score = score
+            best_cat = main_cat
+
+    return best_cat if best_score > 0 else "other"
+
+
+class MytheresaOutfitDataset(Dataset):
+    """
+    Mytheresa Garments2Look Dataset
+    """
+
+    def __init__(
+        self,
+        dataset_root: str,
+        section: Optional[str] = None,
+    ):
+        """
+        Args:
+            dataset_root: Root directory of the dataset
+            section: Dataset split to use, can be "train" or "test", None means no filtering
+        """
+        self.dataset_root = dataset_root
+        self.section = section
+        
+        # Build all paths based on root directory
+        self.image_json = os.path.join(dataset_root, "mytheresa_image_v1.0_2512.json")
+        # self.outfit_json = os.path.join(dataset_root, "mytheresa_outfit_v1.1_2512.json")
+        self.outfit_json = os.path.join(dataset_root, "mytheresa_outfit_v1.0_2512.json")
+        self.garment_root = os.path.join(dataset_root, "mytheresa", "images")
+        self.look_root = os.path.join(dataset_root, "mytheresa", "looks-resized")
+        self.mask_root = os.path.join(dataset_root, "mytheresa", "annotations", "mask-sam3-resized")
+
+        # Load JSON files
+        with open(self.image_json, "r", encoding="utf-8") as f:
+            self.image_data: Dict[str, Any] = json.load(f)
+        with open(self.outfit_json, "r", encoding="utf-8") as f:
+            self.outfit_data: Dict[str, Any] = json.load(f)
+
+        # Pre-build list of available samples
+        self.samples = []
+        for outfit_id, current_outfit in self.outfit_data.items():
+            if self.section is not None:
+                outfit_section = current_outfit.get("section")
+                if outfit_section != self.section:
+                    continue
+            self.samples.append(outfit_id)
+
+        # section_info = f" (section={self.section})" if self.section is not None else ""
+        # print(f"MytheresaOutfitDataset: Found {len(self.samples)} valid samples{section_info}")
+
+    
+
+    # -------------------- Internal utility functions --------------------
+    def _get_garment_images(self, current_outfit: Dict[str, Any]) -> Dict[str, Optional[str]]:
+        """
+        Returns a dictionary of garment image paths.
+        """
+        images: Dict[str, Optional[str]] = {} # key: garment_id, value: image_path
+        garment_ids = current_outfit.get("outfit", [])
+
+        for garment_id in garment_ids:
+            if garment_id.startswith("U"):
+                continue
+            garment_info = self.image_data.get(garment_id)
+            if garment_info is None:
+                print(f"Garment {garment_id} not found in image data")
+                continue
+
+            images_dict = garment_info.get("images", {})
+            product_dict = images_dict.get("product", {})
+            garment_full_images = product_dict.get("full", [])
+            if not garment_full_images:
+                print(f"Garment {garment_id} has no full images")
+                continue
+
+            image_path = os.path.join(
+                self.garment_root, garment_id, garment_full_images[0]
+            )
+            if os.path.exists(image_path):
+                images[garment_id] = image_path
+            else:
+                print(f"Garment {garment_id} has no full images")
+
+        return images # key: garment_id, value: image_path
+
+    def _get_garment_images_types(self, current_outfit: Dict[str, Any]) -> Dict[str, Optional[str]]:
+        """
+        Returns a dictionary of garment types.
+        """
+        types: Dict[str, Optional[str]] = {} # key: garment_id, value: garment_type
+        main_categories: Dict[str, Optional[str]] = {} # key: garment_id, value: main_category
+
+        garment_ids = current_outfit.get("outfit", [])
+
+        for garment_id in garment_ids:
+            garment_info = self.image_data.get(garment_id)
+            if garment_info is None:
+                continue
+
+            images_dict = garment_info.get("images", {})
+            product_dict = images_dict.get("product", {})
+            garment_full_images = product_dict.get("full", [])
+            if not garment_full_images:
+                continue
+
+            image_path = os.path.join(
+                self.garment_root, garment_id, garment_full_images[0]
+            )
+            if os.path.exists(image_path):
+                types[garment_id] = garment_info.get("type", "")
+                main_categories[garment_id] = garment_info.get("main_category", "")
+
+        return types, main_categories
+
+    def _get_look_image(self, current_outfit: Dict[str, Any], outfit_id: str) -> Optional[str]:
+        """
+        Get look image path.
+        Path format: {look_root}/{gender}/{outfit_id}.png or {outfit_id}.jpg
+        Automatically detects whether the file is png or jpg format
+        """
+        gender = current_outfit.get("gender", "unknown")
+        # Try png first
+        image_png = os.path.join(self.look_root, gender, f"{outfit_id}.png")
+        if os.path.exists(image_png):
+            return image_png
+        # Then try jpg
+        image_jpg = os.path.join(self.look_root, gender, f"{outfit_id}.jpg")
+        if os.path.exists(image_jpg):
+            return image_jpg
+        print(f"MytheresaOutfitDataset: Look image not found: {image_png} or {image_jpg}")
+        return None
+
+    def _get_garments_mask(self, current_outfit: Dict[str, Any], outfit_id: str) -> Tuple[Optional[str], Dict[str, List[str]]]:
+        """
+        Get the merged mask image path and all segmented results for the corresponding outfit id.
+        
+        Args:
+            current_outfit: Dictionary information of the current outfit
+            outfit_id: Outfit ID
+            
+        Returns:
+            tuple[Optional[str], Dict[str, List[str]]]: 
+                - First return value: merged_mask_path (str), merged mask path, returns None if not exists
+                - Second return value: mask_paths (dict), keys are garment IDs, values are string lists storing all mask paths for the corresponding garment
+        """
+        gender = current_outfit.get("gender", "unknown")
+        outfit_mask_dir = os.path.join(
+            self.mask_root,
+            gender,
+            str(outfit_id),
+        )
+        
+        # Get merged mask path
+        merged_mask_path = os.path.join(outfit_mask_dir, "merged_mask.png")
+        if not os.path.exists(merged_mask_path):
+            print(f"MytheresaOutfitDataset: Merged mask not found: {merged_mask_path}")
+            merged_mask_path = None
+        
+        # Get all segmented mask paths
+        mask_paths: Dict[str, List[str]] = {}
+        
+        # If directory does not exist, return empty dict
+        if not os.path.exists(outfit_mask_dir):
+            return merged_mask_path, mask_paths
+        
+        # Scan directory to find all mask files for each garment
+        if os.path.exists(outfit_mask_dir):
+            for filename in os.listdir(outfit_mask_dir):
+                # Skip merged_mask.png and color_segmentation.png
+                if filename in ["merged_mask.png", "color_segmentation.png"]:
+                    continue
+                
+                # Filename format: {garment_id}-{index}.png
+                if filename.endswith(".png"):
+                    full_path = os.path.join(outfit_mask_dir, filename)
+                    # Extract garment_id (remove suffix and index)
+                    base_name = filename[:-4]  # Remove .png
+                    garment_id = base_name.split("-")[0]
+                    if garment_id not in mask_paths:
+                        mask_paths[garment_id] = []
+                    mask_paths[garment_id].append(full_path)
+        
+        return merged_mask_path, mask_paths
+
+    # -------------------- Dataset interface --------------------
+    def __len__(self) -> int:
+        return len(self.samples)
+
+    def __getitem__(self, idx: int) -> Dict[str, Any]:
+        outfit_id = self.samples[idx]
+        current_outfit = self.outfit_data[outfit_id]
+
+        garment_image_paths = self._get_garment_images(current_outfit)
+        garment_image_types, main_categories = self._get_garment_images_types(current_outfit)
+        look_image_path = self._get_look_image(current_outfit, outfit_id)
+        _, garments_mask_paths = self._get_garments_mask(current_outfit, outfit_id)
+        outfit_list = list(current_outfit.get("outfit").keys())
+        outfit_info = current_outfit.get("outfit_info", {})
+        
+        # Build metadata
+        metadata = {
+            "id": outfit_id,
+            "is_official_look": current_outfit.get("is_official_look"),
+            "is_official_outfit": current_outfit.get("is_official_outfit"),
+            "section": current_outfit.get("section"),
+            "source": "mytheresa",
+        }
+        
+        # Build outfit_info
+        outfit_info_new = {
+            "gender": current_outfit.get("gender", "N/A"),
+            "look_image_path": look_image_path,
+            "outfit_list": outfit_list,
+        }
+        
+        # Build item_info
+        item_info = {}
+        layering_structure = outfit_info.get("dressing_details", {}).get("layering_structure", [])
+        styling_techniques = outfit_info.get("dressing_details", {}).get("styling_techniques", {})
+        
+        # Build item_info for each garment
+        for garment_id in outfit_list:
+            simple_name = current_outfit.get("outfit").get(garment_id)
+            main_category = main_categories.get(garment_id, None)
+            if main_category is None:
+                main_category = infer_category_by_simple_name(simple_name)
+            item_data = {
+                "simple_name": simple_name,
+                "layering_structure": layering_structure.index(garment_id) if garment_id in layering_structure else -1,
+                "styling_technique": styling_techniques.get(garment_id, None),
+                "garment_image_type": garment_image_types.get(garment_id, None),
+                "main_category": main_category,
+                "garment_image_path": garment_image_paths.get(garment_id, None),
+                "garment_mask_path": garments_mask_paths.get(garment_id)[0] if garments_mask_paths.get(garment_id, []) else None,
+            }
+            item_info[garment_id] = item_data
+        
+        return {
+            "metadata": metadata,
+            "outfit_info": outfit_info_new,
+            "item_info": item_info,
+        }
+
+
+class PolyvoreOutfitDataset(Dataset):
+    """
+    Polyvore Garments2Look Dataset
+    """
+
+    def __init__(
+        self,
+        dataset_root: str,
+        section: Optional[str] = None,
+    ):
+        """
+        Args:
+            dataset_root: Root directory of the dataset, e.g., "/mnt/data/hjy/datasets/Garments2Look"
+            section: Dataset split to use, can be "train" or "test", None means no filtering
+        """
+        self.dataset_root = dataset_root
+        self.section = section
+        
+        # Build all paths based on root directory
+        self.image_json = os.path.join(dataset_root, "polyvore_image_v1.0_2512.json")
+        # self.outfit_json = os.path.join(dataset_root, "polyvore_outfit_v1.1_2512.json")
+        self.outfit_json = os.path.join(dataset_root, "polyvore_outfit_v1.0_2512.json")
+        self.garment_root = os.path.join(dataset_root, "polyvore", "images")
+        self.look_root = os.path.join(dataset_root, "polyvore", "looks-resized")
+        self.mask_root = os.path.join(dataset_root, "polyvore", "annotations", "mask-sam3-resized")
+
+        with open(self.image_json, "r", encoding="utf-8") as f:
+            self.image_data: Dict[str, Any] = json.load(f)
+        with open(self.outfit_json, "r", encoding="utf-8") as f:
+            self.outfit_data: Dict[str, Any] = json.load(f)
+
+        self.samples: List[str] = []
+        for outfit_id, current_outfit in self.outfit_data.items():
+            if self.section is not None:
+                outfit_section = current_outfit.get("section")
+                if outfit_section != self.section:
+                    continue
+            self.samples.append(outfit_id)
+
+        # section_info = f" (section={self.section})" if self.section is not None else ""
+        # print(f"PolyvoreOutfitDataset: Found {len(self.samples)} valid samples{section_info}")
+
+
+    # -------------------- Internal utility functions --------------------
+    def _get_garment_images(self, current_outfit: Dict[str, Any]) -> Dict[str, Optional[str]]:
+        images: Dict[str, Optional[str]] = {} # key: garment_id, value: image_path
+        garment_ids = current_outfit.get("outfit", [])
+        gender = current_outfit.get("gender", "unknown")
+
+        for garment_id in garment_ids:
+            if garment_id.startswith("U"):
+                continue
+            garment_info = self.image_data.get(garment_id)
+            if garment_info is None:
+                print(f"PolyvoreOutfitDataset: Garment {garment_id} not found in image data")
+                continue
+
+            # type is now just "bag" format, no longer contains "women::" prefix
+            garment_type = garment_info.get("type", "")
+            # Build path: {garment_root}/{gender}/{type}/{garment_id}.jpg
+            image_path = os.path.join(
+                self.garment_root,
+                gender,
+                garment_type,
+                f"{garment_id}.jpg",
+            )
+            if os.path.exists(image_path):
+                images[garment_id] = image_path
+
+        return images # key: garment_id, value: image_path
+
+    def _get_garment_images_types(self, current_outfit: Dict[str, Any]) -> Dict[str, Optional[str]]:
+        """
+        Returns a dictionary of garment types.
+        """
+        types: Dict[str, Optional[str]] = {} # key: garment_id, value: garment_type
+        main_categories: Dict[str, Optional[str]] = {} # key: garment_id, value: main_category
+        garment_ids = current_outfit.get("outfit", [])
+        gender = current_outfit.get("gender", "unknown")
+
+        for garment_id in garment_ids:
+            garment_info = self.image_data.get(garment_id)
+            if garment_info is None:
+                continue
+
+            # type is now just "bag" format, no longer contains "women::" prefix
+            garment_type = garment_info.get("type", "")
+            # Build path: {garment_root}/{gender}/{type}/{garment_id}.jpg
+            image_path = os.path.join(
+                self.garment_root,
+                gender,
+                garment_type,
+                f"{garment_id}.jpg",
+            )
+            if os.path.exists(image_path):
+                # Get garment type information
+                types[garment_id] = garment_type
+                main_categories[garment_id] = garment_info.get("main_category")
+
+        return types, main_categories
+
+    def _get_look_image(self, current_outfit: Dict[str, Any], outfit_id: str) -> Optional[str]:
+        gender = current_outfit.get("gender", "unknown")
+        # Try png first
+        image_png = os.path.join(self.look_root, gender, f"{outfit_id}.png")
+        if os.path.exists(image_png):
+            return image_png
+        # Then try jpg
+        image_jpg = os.path.join(self.look_root, gender, f"{outfit_id}.jpg")
+        if os.path.exists(image_jpg):
+            return image_jpg
+        print(f"PolyvoreOutfitDataset: Look image not found: {image_png} or {image_jpg}")
+        return None
+    
+    def _get_garments_mask(self, current_outfit: Dict[str, Any], outfit_id: str) -> Tuple[Optional[str], Dict[str, List[str]]]:
+        """
+        Get the merged mask image path and all segmented results for the corresponding outfit id.
+        
+        Args:
+            current_outfit: Dictionary information of the current outfit
+            outfit_id: Outfit ID
+            
+        Returns:
+            tuple[Optional[str], Dict[str, List[str]]]: 
+                - First return value: merged_mask_path (str), merged mask path, returns None if not exists
+                - Second return value: mask_paths (dict), keys are garment IDs, values are string lists storing all mask paths for the corresponding garment
+        """
+        gender = current_outfit.get("gender", "unknown")
+        outfit_mask_dir = os.path.join(
+            self.mask_root,
+            gender,
+            str(outfit_id),
+        )
+        
+        # Get merged mask path
+        merged_mask_path = os.path.join(outfit_mask_dir, "merged_mask.png")
+        if not os.path.exists(merged_mask_path):
+            print(f"MytheresaOutfitDataset: Merged mask not found: {merged_mask_path}")
+            merged_mask_path = None
+        
+        # Get all segmented mask paths
+        mask_paths: Dict[str, List[str]] = {}
+        
+        # If directory does not exist, return empty dict
+        if not os.path.exists(outfit_mask_dir):
+            return merged_mask_path, mask_paths
+        
+        # Scan directory to find all mask files for each garment
+        if os.path.exists(outfit_mask_dir):
+            for filename in os.listdir(outfit_mask_dir):
+                # Skip merged_mask.png and color_segmentation.png
+                if filename in ["merged_mask.png", "color_segmentation.png"]:
+                    continue
+                
+                # Filename format: {garment_id}-{index}.png
+                if filename.endswith(".png"):
+                    full_path = os.path.join(outfit_mask_dir, filename)
+                    # Extract garment_id (remove suffix and index)
+                    base_name = filename[:-4]  # Remove .png
+                    garment_id = base_name.split("-")[0]
+                    if garment_id not in mask_paths:
+                        mask_paths[garment_id] = []
+                    mask_paths[garment_id].append(full_path)
+        
+        return merged_mask_path, mask_paths
+
+    # -------------------- Dataset interface --------------------
+    def __len__(self) -> int:
+        return len(self.samples)
+
+    def __getitem__(self, idx: int) -> Dict[str, Any]:
+        outfit_id = self.samples[idx]
+        current_outfit = self.outfit_data[outfit_id]
+
+        garment_image_paths = self._get_garment_images(current_outfit)
+        garment_image_types, main_categories = self._get_garment_images_types(current_outfit)
+        look_image_path = self._get_look_image(current_outfit, outfit_id)
+        _, garments_mask_paths = self._get_garments_mask(current_outfit, outfit_id)
+        outfit_list = list(current_outfit.get("outfit").keys())
+        outfit_info = current_outfit.get("outfit_info", {})
+        
+        # Build metadata
+        metadata = {
+            "id": outfit_id,
+            "is_official_look": current_outfit.get("is_official_look"),
+            "is_official_outfit": current_outfit.get("is_official_outfit"),
+            "section": current_outfit.get("section"),
+            "source": "polyvore",
+        }
+        
+        # Build outfit_info
+        outfit_info_new = {
+            "gender": current_outfit.get("gender", "N/A"),
+            "look_image_path": look_image_path,
+            "outfit_list": outfit_list,
+        }
+        
+        # Build item_info
+        item_info = {}
+        layering_structure = outfit_info.get("dressing_details", {}).get("layering_structure", [])
+        styling_techniques = outfit_info.get("dressing_details", {}).get("styling_techniques", {})
+        
+        # Build item_info for each garment
+        for garment_id in outfit_list:
+            simple_name = current_outfit.get("outfit").get(garment_id)
+            main_category = main_categories.get(garment_id, None)
+            if main_category is None:
+                main_category = infer_category_by_simple_name(simple_name)
+            item_data = {
+                "simple_name": simple_name,
+                "layering_structure": layering_structure.index(garment_id) if garment_id in layering_structure else -1,
+                "styling_technique": styling_techniques.get(garment_id, None),
+                "garment_image_type": garment_image_types.get(garment_id, None),
+                "main_category": main_category,
+                "garment_image_path": garment_image_paths.get(garment_id, None),
+                "garment_mask_path": garments_mask_paths.get(garment_id)[0] if garments_mask_paths.get(garment_id, []) else None,
+            }
+            item_info[garment_id] = item_data
+        
+        return {
+            "metadata": metadata,
+            "outfit_info": outfit_info_new,
+            "item_info": item_info,
+        }
+
+
+class Garments2LookDataset(Dataset):
+    """
+    Garments2Look Dataset that combines Mytheresa and Polyvore datasets.
+    This class internally uses ConcatDataset to merge the two datasets.
+    """
+
+    def __init__(
+        self,
+        dataset_root: str,
+        section: Optional[str] = None,
+    ):
+        """
+        Args:
+            dataset_root: Root directory of the dataset
+            section: Dataset split to use, can be "train" or "test", None means no filtering
+        """
+        self.dataset_root = dataset_root
+        self.section = section
+        self.garment_category_order = garment_category_order
+        
+        # Create Mytheresa and Polyvore datasets
+        mytheresa_dataset = MytheresaOutfitDataset(
+            dataset_root=dataset_root,
+            section=section,
+        )
+        # mytheresa_dataset = torch.utils.data.dataset.Subset(mytheresa_dataset, indices=range(10))
+        polyvore_dataset = PolyvoreOutfitDataset(
+            dataset_root=dataset_root,
+            section=section,
+        )
+        # polyvore_dataset = torch.utils.data.dataset.Subset(polyvore_dataset, indices=range(10))
+        
+        # Combine datasets using ConcatDataset
+        self.concat_dataset = ConcatDataset([mytheresa_dataset, polyvore_dataset])
+        
+        section_info = f" (section={section})" if section is not None else ""
+        print(f"Garments2LookDataset: Combined dataset with {len(self.concat_dataset)} samples{section_info}")
+
+    def __len__(self) -> int:
+        return len(self.concat_dataset)
+
+    def __getitem__(self, idx: int) -> Dict[str, Any]:
+        data = self.concat_dataset[idx]
+        
+        # Load images
+        data["outfit_info"]["look_image_pil"] = Image.open(data["outfit_info"]["look_image_path"])
+        
+        for _, garment_data in data["item_info"].items():
+
+            if garment_data["garment_image_path"]:
+                garment_data["garment_image_pil"] = Image.open(garment_data["garment_image_path"])
+            else:
+                garment_data["garment_image_pil"] = None
+
+        return data
+
+    @staticmethod
+    def collate_fn(batch):
+        outfit_id                   = [data['metadata']['id'] for data in batch]
+        gender                      = [data['outfit_info']['gender'] for data in batch]
+        input_order                 = [data['outfit_info']['input_list'] for data in batch]
+        look_image_path             = [data['outfit_info']['look_image_path'] for data in batch]
+        look_image_pils             = [data['outfit_info']['look_image_pil'] for data in batch]
+        item_info                   = [data['item_info'] for data in batch]
+
+        return {
+            "outfit_id": outfit_id,
+            "gender": gender,
+            "input_list": input_list,
+            "look_image_pils": look_image_pils,
+            "look_image_path": look_image_path,
+            "item_info": item_info,
+        }
+
+
+def _json_default(obj: Any):
+    """
+    Helper function to make dataset items JSON 可序列化.
+    目前主要处理 PIL.Image 对象，导出其基础信息。
+    """
+    if isinstance(obj, Image.Image):
+        return tuple(obj.size),
+    raise TypeError(f"Object of type {type(obj).__name__} is not JSON serializable")
+
+
+if __name__ == "__main__":
+    from tqdm import tqdm
+    import torch
+
+    ROOT_DIR = "/mount/process/hjy/datasets/Garments2Look"
+
+    #########################################################
+    # Mytheresa dataset
+
+    # def mytheresa_collate_fn(batch):
+    #     return {
+    #         "metadata": [data['metadata'] for data in batch],
+    #         "item_info": [data['item_info'] for data in batch],
+    #         "outfit_info": [data['outfit_info'] for data in batch],
+    #     }
+
+    # mytheresa_dataset = MytheresaOutfitDataset(dataset_root=ROOT_DIR)
+
+    # for i in tqdm(range(len(mytheresa_dataset)), desc="Processing mytheresa dataset"):
+    #     _ = mytheresa_dataset[i]
+
+    # mytheresa_dataset_loader = torch.utils.data.DataLoader(mytheresa_dataset, batch_size=1, shuffle=False, collate_fn=mytheresa_collate_fn)
+    # for data in tqdm(mytheresa_dataset_loader, desc="Processing mytheresa dataset"):
+    #     _ = data
+
+    #########################################################
+    # Polyvore dataset
+
+    # def polyvore_collate_fn(batch):
+    #     return {
+    #         "metadata": [data['metadata'] for data in batch],
+    #         "item_info": [data['item_info'] for data in batch],
+    #         "outfit_info": [data['outfit_info'] for data in batch],
+    #     }
+
+    # polyvore_dataset = PolyvoreOutfitDataset(dataset_root=ROOT_DIR)
+
+    # for i in tqdm(range(len(polyvore_dataset)), desc="Processing polyvore dataset"):
+    #     _ = polyvore_dataset[i]
+    
+    # polyvore_dataset_loader = torch.utils.data.DataLoader(polyvore_dataset, batch_size=1, shuffle=False, collate_fn=polyvore_collate_fn)
+    # for data in tqdm(polyvore_dataset_loader, desc="Processing polyvore dataset"):
+    #     _ = data
+
+    #########################################################
+    # Garments2Look dataset
+
+    dataset = Garments2LookDataset(dataset_root=ROOT_DIR)
+
+    for i in tqdm(range(len(dataset)), desc="Processing garments2look dataset"):
+        data = dataset[i]
+        print(json.dumps(data, ensure_ascii=False, indent=4, default=_json_default))
+        break
+
+    # import time
+    # dataset_loader = torch.utils.data.DataLoader(dataset, batch_size=1, shuffle=False, collate_fn=dataset.collate_fn)
+    # for data in tqdm(dataset_loader, desc="Processing dataset"):
+    #     _ = data
+    #     time.sleep(1)
+        # print(json.dumps(data, ensure_ascii=False, indent=4, default=_json_default))

README.md

@@ -0,0 +1,62 @@
+---
+license: apache-2.0
+task_categories:
+- text-to-image
+- image-to-image
+- image-text-to-image
+language:
+- en
+tags:
+- virtual-try-on
+- fashion
+- image-editing
+- image-inpainting
+- image-generation
+- multi-reference
+size_categories:
+- 10K<n<100K
+---
+
+
+# Garments2Look
+
+> **Paper**: Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories
+>
+> **Authors**: [Junyao Hu](https://junyaohu.github.io/), [Zhongwei Cheng](https://scholar.google.com/citations?user=ayN-dVwAAAAJ), [Waikeung Wong](https://research.polyu.edu.hk/en/persons/wai-keung-wong-2/), [Xingxing Zou](https://scholar.google.com/citations?user=UhnQA3UAAAAJ)
+
+- Paper: [arXiv](https://arxiv.org/abs/2603.14153), CVPR (TBD), [中译版](https://github.com/ArtmeScienceLab/Garments2Look/blob/main/docs/Garments2Look-Chinese.pdf)
+- [Project Page](https://artmesciencelab.github.io/Garments2Look/)
+- [Dataset](https://huggingface.co/datasets/ArtmeScienceLab/Garments2Look)
+- [Comparison Results on Test Set](https://huggingface.co/datasets/ArtmeScienceLab/Garments2Look-Test-Set-Results)
+
+# Abstract
+
+Virtual try-on (VTON) has advanced single-garment visualization, yet real-world fashion centers on full outfits with multiple garments, accessories, fine-grained categories, layering, and diverse styling, remaining beyond current VTON systems. Existing datasets are category-limited and lack outfit diversity. We introduce Garments2Look, the first large-scale multimodal dataset for outfit-level VTON, comprising 80K many-garments-to-one-look pairs across 40 major categories and 300+ fine-grained subcategories. Each pair includes an outfit with 3-12 reference garment images (Average 4.48), a model image wearing the outfit, and detailed item and try-on textual annotations. To balance authenticity and diversity, we propose a synthesis pipeline. It involves heuristically constructing outfit lists before generating try-on results, with the entire process subjected to strict automated filtering and human validation to ensure data quality. To probe task difficulty, we adapt SOTA VTON methods and general-purpose image editing models to establish baselines. Results show current methods struggle to try on complete outfits seamlessly and to infer correct layering and styling, leading to misalignment and artifacts.
+
+![Dataset Comparison](./docs/dataset-compare.jpg)
+
+**Input and output.** Outfit-level dataset is collected and generated from a large-scale set of real images, each paired with diverse clothing and accessories, and including the information of outfit layering and styling.
+
+![Pipeline](./docs/pipeline.jpg)
+
+**Overview of Garments2Look construction process.** Our dataset follows four steps: (1) Data Collection: obtaining realworld clothing items and their outfit suggestions from different sources; (2) Data Synthesis: enriching the dataset content and diversity by generating new outfit lists and look images; (3) Data Filtering: ensuring visual consistency and data quality, including annotations of garment images, outfit lists and look images; and (4) Data Evaluation: verifying the data quality, designing new metrics for outfit-level VTON task, and testing SOTA models.
+
+![Data structure](./docs/examples.jpg)
+
+**Data structure.** This dataset provides high-quality, high-precision, and highly diverse samples of complex and complete clothing combinations.
+
+# Citation
+
+arxiv: [arxiv.org/abs/2603.14153](https://arxiv.org/abs/2603.14153)
+
+This paper has been accepted by CVPR 2026.
+
+
+```bibtex
+@inproceedings{cvpr2026garments2look,
+    title={Garments2Look: A Multi-Reference Dataset for High-Fidelity Outfit-Level Virtual Try-On with Clothing and Accessories},
+    author={Hu, Junyao and Cheng, Zhongwei and Wong, Waikeung and Zou, Xingxing},
+    booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
+    year={2026}
+}
+```

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style-guide/men/American_Vintage_style.md

@@ -0,0 +1,41 @@
+# Outfit Guide for American Vintage style (men)
+
+This guide summarizes the core principles of American Vintage style for men, focusing on authenticity, durability, and a timeless aesthetic inspired by heritage workwear, military, collegiate, and classic casual attire from the early to mid-20th century. It emphasizes quality craftsmanship, functional design, and a lived-in feel over fleeting trends.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Indigo Blue, Olive Green, Khaki/Tan, White/Cream, Grey, Brown | Neon colors, Hot Pink, Fluorescent Yellow, Bright Teal |
+| **Accents Colors** | Burgundy, Rust Orange, Navy Blue, Mustard Yellow, Forest Green, Earth Tones | Electric Blue, Pure Black (as a primary base), Lavender, Shocking Pink |
+| **Patterns** | Plaid (Buffalo, Tartan, Gingham), Stripes (Breton, Ticking), Herringbone, Subtle Checks, Classic Military Camouflage | Abstract Geometric, Large Floral (modern), Overtly Branded Logos (modern), Animal Print |
+| **Style/Fit** | Relaxed but tailored, comfortable, straight-cut, slightly boxy, utilitarian, durable. Garments that allow movement and feel lived-in. | Skinny fit, overly baggy/sloppy, excessively tight, modern ultra-slim, overly structured/stiff (unless specific vintage tailored suit). |
+| **Textures/Materials** | Heavyweight Cotton Denim, Waxed Canvas, Wool (Tweed, Flannel, Melton), Natural Leather (distressed, full-grain), Corduroy, Cotton Twill, Chambray, Flannel, Seersucker | Synthetic Silks, Visible Lycra/Spandex, Shiny Polyester, Microfiber, Excessive Acrylic |
+| **Accessories** | Leather Work Boots, Heritage Watches (field, dive), Selvedge Denim, Leather Belts (thick), Bandanas, Wool/Knit Caps, Classic Sunglasses (aviator, wayfarer), Canvas Bags | Blingy jewelry, Designer logo bags (modern), Modern smartwatches, Fashion sneakers (unless vintage athletic model), Pointed dress shoes |
+| **Overall Vibe/Mood** | Rugged, Authentic, Timeless, Practical, Enduring, Utilitarian, Lived-in, Quality-focused, Story-rich, Effortlessly Cool | Trendy, Disposable, Fussy, Overly formal, Gimmicky, Flashy, Stiff, Uncomfortable |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize authenticity, durability, and a timeless, rugged charm, drawing inspiration from American workwear, military, collegiate, and everyday casual styles from the early to mid-20th century.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Workwear Heritage** | Selvedge Denim Jeans + Heavyweight Flannel Shirt + Canvas Chore Coat + Leather Work Boots + Cotton Beanie | Rugged, Durable, Utilitarian |
+| **Casual Americana** | Straight Fit Chino Trousers + Striped Breton Tee + Navy Wool Cardigan + Classic Leather Loafers + Wayfarer Sunglasses | Relaxed, Classic, Collegiate |
+| **Military & Outdoors** | Olive Green Fatigue Pants + Henley Shirt + M-65 Field Jacket + Service Boots + Waxed Canvas Tote Bag | Functional, Adventurous, Resilient |
+| **Denim & Leather Icon** | Dark Wash Selvedge Denim Jeans + White Crew Neck T-Shirt + Distressed Leather Jacket (Café Racer) + Engineer Boots + Thick Leather Belt | Iconic, Biker-inspired, Enduring |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominated by earthy tones, various shades of blue (especially indigo), olive greens, greys, and whites/creams. Accent colors like burgundy, rust, and mustard add depth without overpowering the natural aesthetic. Colors should feel slightly muted, sun-faded, or reminiscent of natural dyes.
+*   **Layering Principle:** Essential for both style and practicality, reflecting the functional origins of the clothing. Start with a foundational piece (tee, Henley), add a functional mid-layer (flannel, chambray, sweater), and finish with a durable outer layer (denim jacket, chore coat, field jacket, wool coat). Layers often serve a purpose beyond aesthetics, providing warmth or protection.
+*   **Fit Requirements:** Prioritize comfort and freedom of movement. Most garments feature a relaxed-to-regular fit; jeans are often straight-leg or bootcut. Avoid anything skin-tight or overly baggy. Sleeves should allow for natural movement, and trousers should break comfortably over boots or shoes, avoiding excessive pooling.
+*   **Pattern Restriction:** Stick to classic, understated patterns that have stood the test of time. Plaid (especially buffalo and lumberjack), subtle stripes (Breton, ticking), checks (gingham, houndstooth), and classic military camouflage are approved. Avoid anything overtly bold, trendy, or excessively branded with modern logos.
+*   **Shoe/Bag Principle:** Footwear should be durable, functional, and well-crafted, designed to last. Leather boots (work, service, engineer, Chelsea), classic leather loafers/derbies, and iconic canvas sneakers (e.g., Converse Chuck Taylors, Vans) are key. Bags are typically constructed from robust materials like canvas, leather, or waxed cotton, focusing on utility and timeless design (totes, backpacks, messenger bags, duffels).
+*   **Accessory Requirements:** Accessories are chosen for utility and to reinforce the heritage feel, acting as functional elements rather than mere adornment. Key items include thick, well-worn leather belts, classic watches (field, pilot, dive), bandanas (for utility or accent), wool beanies, and timeless eyewear. Avoid excessive, flashy, or overtly modern jewelry.
+*   **Overall Balance:** The goal is a balanced look that feels authentic, lived-in, and effortlessly cool. It's about combining durable, quality pieces that age well and tell a story, rather than chasing fleeting trends. The ensemble should feel cohesive, grounded, and evoke a sense of history and craftsmanship.
+*   **Scene Adaptability:** American Vintage style is highly adaptable for a wide range of casual and smart-casual settings. It excels in outdoor environments, urban exploration, creative workplaces, and social gatherings. While elements can be incorporated, it might be less suitable for very formal events or strict corporate dress codes.

style-guide/men/Androgynous_style.md

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+# Outfit Guide for Androgynous style (men)
+
+This guide summarizes the essential components and styling philosophy for achieving a sophisticated and fluid Androgynous aesthetic for men. It focuses on blurring traditional gender lines through intentional silhouettes, refined textures, and a thoughtfully curated color palette, emphasizing understated elegance and confident self-expression.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Black, White, Charcoal Grey, Stone Beige, Muted Olive Green | Neons, Electric Brights (e.g., royal blue, firetruck red, intense yellow), overtly "cute" pinks |
+| **Accents Colors** | Dusty Rose, Sage Green, Desaturated Sky Blue, Silver/Brushed Gold Metallics, Deep Jewel Tones (Emerald, Sapphire - sparingly) | Garish brights, clashing combinations, overly saccharine pastels |
+| **Patterns** | Subtle Pinstripes, Windowpane Checks, Muted Plaids, Abstract Geometrics, Delicate/Minimalist Florals | Loud cartoonish prints, aggressive animal prints, busy camo, overtly frilly/traditional feminine patterns |
+| **Style/Fit** | Relaxed, Oversized (but tailored), Loose-fitting, Clean lines, Drapey, Fluid, Layered, Plays with proportion | Bodycon, excessively tight, shapeless baggy, overtly hyper-masculine (muscle fit, deep V-neck), overtly hyper-feminine (cinched waist with ruffles) |
+| **Textures/Materials** | Silk, Linen, Cashmere, Fine-gauge Wool, Soft Cotton, Matte Leather, Cupro, Tencel, Viscose, Suede | Stiff synthetic sheen (e.g., cheap satin), heavily distressed denim, coarse tweed, overtly fluffy faux fur |
+| **Accessories** | Delicate Jewelry (thin chains, subtle rings), Minimalist Watches, Structured Totes/Cross-body bags, Slim Belts, Silk/Cashmere Scarves, Gender-neutral Eyewear | Heavy chunky "masculine" jewelry, overtly "feminine" pearl necklaces, bulky sports watches, aggressive statement belts |
+| **Overall Vibe/Mood** | Sophisticated, Fluid, Confident, Understated, Elegant, Artistic, Thoughtful, Intentional, Gender-neutral | Overly sexualized, overtly aggressive, overtly flamboyant, overly traditional "masculine" or "feminine", sloppy, unkempt |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize blurring traditional gender distinctions through refined, comfortable silhouettes, a muted color palette, and subtle detailing. It prioritizes fluid movement, sophisticated textures, and a confident, understated aesthetic that transcends conventional categorization.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Modern Minimalist** | Oversized white silk button-up + Wide-leg charcoal wool trousers + Black leather minimalist loafers + Thin silver chain necklace + Structured black tote bag | Fluid, Sophisticated, Clean, Elevated, Chic |
+| **Relaxed Tailoring** | Drapey beige linen blazer + Fine-gauge cream knit sweater + Tapered olive green trousers + White leather sneakers + Square-frame glasses | Comfortable, Smart, Effortless, Polished, Neutral |
+| **Dark Academia Softness** | Charcoal oversized cardigan + Black turtle neck + Pleated black culottes + Black leather Chelsea boots + Delicate silver ring | Intellectual, Moody, Textural, Artistic, Subdued |
+| **Urban Utility Refined** | Navy relaxed-fit utility jacket + Soft white long-sleeve tee + Black straight-leg trousers + Black derby shoes + Small black cross-body bag | Practical, Contemporary, Clean-cut, Functional, Edgy |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominated by a foundation of neutrals (black, white, grey, beige, navy, olive) and muted tones. Accent colors are subtle, desaturated, or used sparingly to add depth. The focus is on creating harmony and an understated, refined elegance, strictly avoiding vibrant, harsh, or overtly gender-coded primary colors.
+*   **Layering Principle:** Essential for building depth, dimension, and playing with volume and proportion. Layers should be thoughtfully chosen to enhance fluidity and comfort, such as thin knits under drapey blazers, longline shirts beneath structured jackets, or varying garment lengths to create interesting visual lines without adding excessive bulk.
+*   **Fit Requirements:** The fit is predominantly relaxed, flowing, and often oversized, but crucially, it should never appear shapeless or sloppy. Garments are designed to drape beautifully, offering comfort and a sense of effortless sophistication. Clean lines are paramount, and the style actively avoids anything overtly tight, constricting, or aggressively tailored to hyper-masculine or hyper-feminine ideals.
+*   **Pattern Restriction:** Patterns are subtle and sophisticated, used to add visual interest without dominating the ensemble. Preferred choices include fine pinstripes, muted checks, abstract geometrics, or very delicate and minimalist florals. Loud, cartoonish, or overtly aggressive/traditional gendered patterns are strictly avoided to maintain the fluid aesthetic.
+*   **Shoe/Bag Principle:** Footwear should be minimalist, clean-lined, and often gender-neutral. Examples include sleek loafers, minimalist sneakers, polished Chelsea boots, classic derby shoes, or refined sandals. Bags are typically structured yet understated, such as quality totes, messengers, or small cross-body bags, prioritizing clean design and material quality over overt branding or embellishment.
+*   **Accessory Requirements:** Accessories are selected for their subtle impact and ability to refine and personalize the look without overpowering it. This includes delicate jewelry (thin chains, simple rings), minimalist watches, silk or cashmere scarves, and sophisticated, gender-neutral eyewear. Accessories should complement the overall fluid aesthetic and avoid leaning too heavily into traditional gender stereotypes.
+*   **Overall Balance:** The core of Androgynous style lies in achieving a harmonious, sophisticated balance that transcends traditional gender binaries. It's about creating a unified, elegant, and confident aesthetic that is thoughtful and artful, defying easy categorization and embracing fluidity. The overall impression should be polished, intentional, and subtly powerful.
+*   **Scene Adaptability:** Androgynous style is remarkably adaptable, transitioning seamlessly across various settings. By adjusting fabric choices and accessory levels, it can effortlessly move from casual (e.g., relaxed tailoring with quality basics) to business-casual (e.g., structured separates with refined knits) and even to more formal environments (e.g., silken shirts paired with well-draped suits), always maintaining its core fluid, sophisticated, and intentional essence.

style-guide/men/Beach_style.md

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+# Outfit Guide for Beach style (men)
+
+This guide summarizes the essential principles and practical styling rules to embody the effortless, refreshing, and relaxed aesthetic of Beach style for men.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | White, Sky Blue, Sand Beige, Light Khaki, Pale Yellow | Charcoal Grey, Jet Black, Deep Maroon |
+| **Accents Colors** | Coral, Turquoise, Navy, Sunset Orange, Mint Green | Neon Pink, Electric Purple, Forest Green |
+| **Patterns** | Subtle Stripes (vertical/horizontal), Tropical Floral, Gingham (light), Minimalist Geometric, Plain/Solid | Heavy Plaid, Intricate Paisley, Argumentative Graphic Prints |
+| **Style/Fit** | Relaxed, Loose, Breathable, Flowing, Tailored (but not tight) | Bodycon, Overly Structured, Excessively Baggy, Restrictive |
+| **Textures/Materials** | Linen, Cotton (Pima/Supima), Seersucker, Terry Cloth, Lightweight Blends | Wool, Heavy Denim, Leather, Velvet, Non-breathable Synthetics |
+| **Accessories** | Sunglasses (classic shapes), Woven Hats (Panama/Straw), Simple Beaded Bracelets, Canvas Tote Bags, Espadrilles/Sandals | Formal Watches, Leather Briefcases, Heavy Chain Necklaces, Dress Shoes, Ties |
+| **Overall Vibe/Mood** | Effortless, Laid-back, Refreshing, Sun-kissed, Unpretentious | Stuffy, Overdressed, High-fashion runway, Gloomy, Corporate |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize comfort, breathability, and a relaxed elegance, perfectly suited for warm climates and coastal environments.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Sundowner Sophisticate** | Linen Short-Sleeve Button-Down + Tailored Chino Shorts + Woven Leather Espadrilles + Classic Wayfarer Sunglasses + Simple Beaded Bracelet | Refined, Breezy, Elegant |
+| **Coastal Explorer** | Lightweight Cotton Henley + Relaxed Fit Board Shorts + Canvas Slip-On Sneakers + Wide-Brim Straw Hat + Waterproof Daypack | Adventurous, Practical, Rugged |
+| **Boardwalk Brunch** | Piqué Polo Shirt + Seersucker Trousers (cropped) + Suede Loafers (no socks) + Aviator Sunglasses + Minimalist Dive Watch | Smart-Casual, Polished, Comfortable |
+| **Beach Day Ready** | Breathable Linen Tank Top + Quick-Dry Swim Trunks + Durable Rubber Flip-Flops + Cotton Baseball Cap + Oversized Beach Towel | Functional, Unfussy, Essential |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Predominantly light, natural, and oceanic hues form the foundation. Emphasize textural differences over stark color blocking. Occasional pops of vibrant, sun-drenched accent colors are encouraged to inject personality.
+*   **Layering Principle**: Keep layering minimal and purposeful. Lightweight overshirts (linen, cotton) are ideal for sun protection or cooler evenings, worn over t-shirts or tank tops. Avoid heavy, bulky, or restrictive layers.
+*   **Fit Requirements**: The paramount fit is relaxed and comfortable, ensuring maximum ease of movement and optimal breathability. Garments should skim the body without clinging, appearing overly baggy, or restricting airflow. Tailored shorts should generally hit just above the knee.
+*   **Pattern Restriction**: Approved patterns are organic, nature-inspired, or subtly geometric. Overly loud, complex, or corporate-style patterns are to be avoided as they detract from the desired relaxed aesthetic. Solid colors are consistently a stylish and versatile choice.
+*   **Shoe/Bag Principle**: Footwear prioritizes ease, comfort, and breathability – open-toed sandals, espadrilles, lightweight canvas sneakers, or breathable loafers are key. Bags should be functional for carrying beach and warm-weather essentials, such as canvas totes, straw bags, or waterproof backpacks.
+*   **Accessory Requirements**: Accessories serve both aesthetic and functional purposes (e.g., sunglasses for UV protection, hats for shade). Keep jewelry minimal, favoring natural materials like wood, shell, or simple metallic pieces. Avoid anything overly ornate, heavy, or formal.
+*   **Overall Balance**: Strive for a harmonious equilibrium between uncompromised comfort and casual elegance. The overall look should project an air of effortlessness, appearing as if little thought was put into it, yet still remaining polished and presentable.
+*   **Scene Adaptability**: Outfits should seamlessly transition from direct beach activities to casual dining, boardwalk strolls, or resort lounging with minimal adjustments. Emphasis on quick-drying and wrinkle-resistant materials enhances versatility across various warm-weather scenarios.

style-guide/men/Bohemian_style.md

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+# Outfit Guide for Bohemian style (men)
+
+This guide summarizes the core principles and practical applications for crafting authentic and expressive men's outfits in the Bohemian style, emphasizing comfort, natural elements, and an artistic, free-spirited aesthetic.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Olive Green, Rust Orange, Cream/Ecru, Deep Brown, Muted Teal | Neon brights, Sharp primary colors (e.g., Electric Blue, Fire Engine Red), Grey (too corporate) |
+| **Accents Colors** | Burnt Sienna, Turquoise, Mustard Yellow, Faded Indigo, Maroon | Fluorescent shades, Harsh pastels, Highly reflective metallics |
+| **Patterns** | Paisley, Ethnic prints (e.g., Ikat, tribal), Medallion, Subtle Floral, Tie-dye | Gingham, Pinstripes, Corporate plaid, Highly geometric (modern, sharp) |
+| **Style/Fit** | Relaxed, Loose-fitting, Flowing, Layered, Draped, Comfortable, Unstructured | Skin-tight, Structured/Tailored, Rigid, Stiff, Form-fitting, Business formal |
+| **Textures/Materials** | Linen, Cotton, Hemp, Suede, Washed Denim, Leather (distressed), Knit (chunky/loose), Velvet (crushed) | Polyester, Lycra, Glossy satin, Stiff synthetics, Polished chrome, Patent leather |
+| **Accessories** | Beaded necklaces, Leather bracelets, Wide-brim hats, Scarves (lightweight), Statement rings, Natural fiber bags (canvas/leather) | Formal ties, Cufflinks, Digital watches, Highly polished metal jewelry, Logo-heavy branded items |
+| **Overall Vibe/Mood** | Free-spirited, Artistic, Earthy, Rebellious (subtle), Global traveler, Vintage-inspired, Effortlessly cool | Corporate, Mass-produced, Overly polished, Uncomfortable, Trendy (ephemeral), Rigid |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize natural textures, relaxed silhouettes, and a thoughtfully layered approach, celebrating individuality and a connection to global, artisanal aesthetics.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Desert Wanderer** | Loose linen shirt + Distressed slim-fit jeans + Suede desert boots + Woven leather belt + Beaded long necklace | Earthy, Adventurous, Relaxed |
+| **Artist's Retreat** | Patterned Henley shirt + Relaxed-fit cargo pants + Leather thong sandals + Wide-brim felt hat + Stacked leather bracelets | Creative, Comfortable, Artisanal |
+| **Urban Nomad** | Flowy tunic shirt + Dark wash relaxed-fit jeans + Distressed leather ankle boots + Fringe leather jacket + Large statement ring | Eclectic, Layered, Individualistic |
+| **Festival Spirit** | Tie-dye t-shirt + Linen drawstring shorts + Canvas espadrilles + Paisley bandana + Wooden bead necklace | Playful, Expressive, Carefree |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Prioritize a base of earthy, muted tones and natural neutrals (browns, greens, creams, rusts). Introduce accent colors through natural dyes and faded jewel tones (turquoise, maroon, mustard) to add depth without being overtly bright or artificial.
+*   **Layering Principle:** Layering is fundamental. It adds depth, texture, and visual interest, allowing for an effortless, lived-in feel. Think light shirts over tanks, vests, open jackets, or scarves. Mix textures generously, ensuring each layer complements the next in color and drape.
+*   **Fit Requirements:** Embrace comfort and freedom of movement. Silhouettes should be relaxed, loose, and often draped, avoiding anything that feels restrictive, stiff, or overly tailored, as this contradicts the style's free-spirited nature. Garments should appear worn-in and comfortable.
+*   **Pattern Restriction:** Opt for patterns with a hand-crafted, global, or vintage feel. Ethnic prints, paisleys, subtle florals, and abstract geometric designs are ideal. Avoid sharp, corporate, or overly modern patterns that lack organic flow, and generally stick to one dominant pattern per outfit, supported by solid textures.
+*   **Shoe/Bag Principle:** Footwear should be comfortable, often natural in material and design – think leather sandals, suede boots, canvas espadrilles, or worn-in chukkas. Bags are typically soft, unstructured, made from leather, canvas, or woven materials, reflecting utility, a traveled aesthetic, and often showcasing artisan details.
+*   **Accessory Requirements:** Accessories are key to defining the Bohemian look. Layered necklaces (beads, wood, metal), leather bracelets, statement rings, wide-brim hats, and lightweight scarves are essential. They should appear curated, tell a story, and often possess a handmade or vintage quality, adding personal character without being ostentatious.
+*   **Overall Balance:** Achieve balance by mixing textures and prints without overdoing any single element. The look should appear effortless and thoughtfully assembled, not costume-like. It's about personal expression and comfortable individuality, creating a cohesive narrative rather than a collection of disparate items.
+*   **Scene Adaptability:** Best suited for casual settings, outdoor events, festivals, creative environments, and relaxed social gatherings. While adaptable for some semi-casual occasions with careful selection, it's generally unsuitable for formal business environments or highly structured events that demand rigidity and conformity.

style-guide/men/Business_casual_style.md

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+# Outfit Guide for Business casual style (men)
+
+This guide summarizes the core principles and practical applications of men's Business Casual attire. It aims to bridge the gap between formal business wear and casual clothing, providing a polished yet comfortable aesthetic suitable for professional environments. The focus is on projecting confidence, competence, and approachability without the rigidity of traditional suiting.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Navy, Charcoal Grey, Khaki/Stone, White, Light Blue | Neon colors, excessively bright primaries (e.g., electric green), overtly casual camouflage |
+| **Accents Colors** | Burgundy, Olive Green, Medium Brown, Tan, deep jewel tones (for shirts/ties) | Day-glo colors, flashy metallics, stark black (unless primary), excessively loud patterns |
+| **Patterns** | Subtle checks (gingham, windowpane), fine stripes (pinstripe, candy), micro-patterns, houndstooth, subtle plaids | Loud Hawaiian prints, large cartoon prints, overly busy abstract patterns, animal prints |
+| **Style/Fit** | Tailored but comfortable, slim-straight or tapered trousers, well-fitted shirts and blazers, structured but not stiff | Baggy/oversized clothing, overly tight/skinny fit, ill-fitting garments (e.g., too long sleeves), athleisure wear |
+| **Textures/Materials** | Cotton (oxford, pique, poplin), wool (fine gauge, flannel), linen blends, cashmere/merino wool (fine knit), corduroy (fine wale) | Heavily distressed denim, coarse canvas (utility style), shiny polyester, fleece, jersey knit (sportswear) |
+| **Accessories** | Leather belt (matching shoes), quality watch (leather/metal strap), neat pocket square, subtle tie (optional), refined briefcases/messenger bags | Graphic/novelty ties, chunky chains/pendants, baseball caps, athletic wristbands, backpacks (unless very sleek leather) |
+| **Overall Vibe/Mood** | Polished, approachable, confident, smart, refined, comfortably professional | Sloppy, overly formal, bohemian, overly trendy, too relaxed (as if for home), unkempt |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize versatility, comfort, and polished professionalism. The core idea is to combine elements that are individually smart and collectively cohesive, creating a look that is appropriate for most business casual settings while allowing for personal expression.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Polished Professional** | Navy Blazer + Light Blue Oxford Shirt + Khaki Chinos + Brown Leather Belt + Brown Loafers | Sharp, Versatile, Classic, Smart |
+| **Modern Smart-Casual** | Charcoal Grey Trousers + White Pique Polo Shirt + Dark Brown Suede Derbies + Minimalist Watch | Contemporary, Clean, Comfortable, Refined |
+| **Elevated Comfort** | Fine-Gauge Merino Wool Sweater (Burgundy) + Grey Flannel Trousers + Black Chelsea Boots + Leather Briefcase | Warm, Sophisticated, Effortless, Cozy-Chic |
+| **Crisp & Adaptable** | Lightly Patterned Button-Down Shirt (Gingham) + Dark Wash Selvedge Jeans (unfaded) + Navy Blazer + White Minimalist Sneakers (leather) | Dynamic, Youthful, Approachable, Flexible |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Foundation colors are muted and classic (navies, greys, khakis, whites, light blues). Accent colors should be richer and subtle (burgundy, olive, brown), used sparingly to add character without distracting. Avoid jarring contrasts or overly bright/neon colors that detract from professionalism.
+*   **Layering Principle:** Layering is a key strategy for adaptability and adding depth. Blazers over shirts or fine-gauge sweaters over shirts/polos are common. Ensure all layers fit well individually and collectively without creating bulk or an untidy appearance.
+*   **Fit Requirements:** Garments must be well-fitted – neither too tight nor excessively baggy. Trousers should have a clean break or a slight taper. Shirts should be tailored through the body and sleeves. Blazers should sit correctly on the shoulders and allow for comfortable movement.
+*   **Pattern Restriction:** Opt for subtle and classic patterns such as fine stripes, small checks (e.g., gingham, windowpane), or micro-patterns. These add visual interest without being loud or informal. Avoid large, loud, or overtly casual prints.
+*   **Shoe/Bag Principle:** Footwear should be polished, clean, and appropriate for a professional setting. Options include leather loafers, derbies, oxfords, chukka boots, or very clean, minimalist leather sneakers. Bags should be professional and functional, such as leather briefcases, messenger bags, or sleek, non-athletic backpacks.
+*   **Accessory Requirements:** Accessories should be understated, functional, and add to the overall polish. This includes a quality leather belt that complements footwear, a sophisticated watch, a neatly folded pocket square (optional), and tasteful ties if chosen. Avoid excessive or flashy jewelry, or items that lean too far into casual territory.
+*   **Overall Balance:** The primary objective is to achieve an equilibrium between professional polish and comfortable ease. No single item should stand out as either too formal or too casual, disrupting the overall harmony. The ensemble should feel intentional, cohesive, and effortlessly smart.
+*   **Scene Adaptability:** A well-curated business casual wardrobe should offer versatility for various workplace scenarios, from daily office wear and internal meetings to client lunches and after-work networking events. The ability to easily add or remove a blazer often dictates the immediate level of formality.

style-guide/men/Casual_Style.md

@@ -0,0 +1,41 @@
+# Outfit Guide for Casual Style (men)
+
+This guide summarizes the essential components, styling principles, and foundational philosophy for mastering men's Casual Style, focusing on comfort, authenticity, and effortless sophistication. It aims to distill the core aesthetic into actionable preferences and prohibitions.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Navy, Olive Green, Grey, White, Black | Neon, Bright Purple, Electric Blue |
+| **Accents Colors** | Earth Tones (Tan, Rust), Muted Jewel Tones (Burgundy, Forest Green), Pastel Blues/Greens | Overly Bright Pinks, Fluorescent Yellow, Formal Gold/Silver |
+| **Patterns** | Stripes (Breton, horizontal), Plaids (Gingham, Buffalo), Subtle Checks, Camouflage, Minimal Graphic Tees | Pinstripes, Large Corporate Logos, Ornate Formal Damask, Busy Abstract Patterns |
+| **Style/Fit** | Relaxed-fit, Straight-leg, Slim-straight, Tapered, Comfortable, Modern Classic, Slightly oversized (not baggy) | Skin-tight, Overly baggy/sloppy, Ultra-skinny, Overtly formal/tailored |
+| **Textures/Materials** | Cotton (Denim, Twill, Jersey), Linen, Wool (Merino, Flannel), Corduroy, Suede, Canvas | Shiny Synthetic Satins, Stiff Suiting Wool, Silk (formal wear), Velvet (unless specific application) |
+| **Accessories** | Casual Watches (Field, Diver), Leather Belts (matte finish), Canvas Bags (Backpack, Tote), Sunglasses, Beanies/Baseball Caps | Bow Ties, Cufflinks, Formal Pocket Squares, Briefcases, Overly ornate jewelry |
+| **Overall Vibe/Mood** | Effortless, Approachable, Comfortable, Authentic, Understatedly Stylish, Relaxed | Stuffy, Overly Formal, Trying Too Hard, Disheveled, Corporate/Strict |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize comfort-driven versatility, focusing on quality basics that are effortlessly interchangeable and project an authentic, relaxed confidence.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Weekend Brunch** | White Crew Neck T-Shirt + Light Wash Denim Jeans + Navy Chore Jacket + White Leather Sneakers + Casual Watch | Relaxed, Fresh, Accessible |
+| **Everyday Comfort** | Grey Merino Wool Sweater + Olive Green Chinos + Suede Chukka Boots + Canvas Tote Bag + Wayfarer Sunglasses | Cozy, Practical, Grounded |
+| **Smart Casual Edge** | Button-Down Plaid Flannel Shirt + Dark Wash Slim-Fit Jeans + Brown Leather Chelsea Boots + Black Leather Belt + Bomber Jacket | Rugged, Polished, Modern |
+| **Outdoor/Relaxed** | Striped Long-Sleeve T-Shirt + Khaki Cargo Pants + Zip-Up Hoodie + Trail Sneakers + Baseball Cap | Functional, Adventurous, Easygoing |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Foundation built on neutrals (grey, white, black, navy, khaki) and earthy tones. Muted primary and secondary colors (olive, burgundy, forest green) are introduced for depth and interest. Accent colors are used sparingly to add character without overwhelming the relaxed aesthetic. Focus on harmonious, approachable combinations that don't clash.
+*   **Layering Principle:** Essential for both functionality and adding visual complexity. Common layers include t-shirts under open button-downs, sweaters over collared shirts, or light jackets over thicker tops. Layers should complement each other in texture and fit, providing versatility for changing temperatures and opportunities to play with different fabrics.
+*   **Fit Requirements:** Prioritizes comfort without sacrificing a clean silhouette. Clothing should allow for freedom of movement – not baggy, but also not skin-tight. Preferred fits include straight-leg, slim-straight, or tapered trousers/jeans, and relaxed-fit tops that drape well. The overall look should appear natural and unforced.
+*   **Pattern Restriction:** Subtle and classic patterns are favored, such as thin stripes, checks (gingham, buffalo), subtle plaids, and minimal graphic prints (e.g., small logos, abstract art). Loud, busy, overly formal patterns like pinstripes or large, corporate branding are strictly avoided. Patterns should enhance, not dominate, the outfit.
+*   **Shoe/Bag Principle:** Footwear should be comfortable, durable, and understated. Key options include clean white sneakers, classic leather trainers, chukka boots, Chelsea boots, and casual loafers. Bags should be functional and relaxed, such as backpacks, tote bags, messenger bags, or duffel bags in canvas or matte leather. Both should align with the overall laid-back aesthetic.
+*   **Accessory Requirements:** Accessories are minimal and purposeful, serving to complement rather than distract. Essential items include functional watches (diver, field, minimalist), quality leather or canvas belts, sunglasses (classic shapes like Wayfarers or aviators), and headwear like beanies or baseball caps. Avoid ornate, flashy, or overtly formal accessories.
+*   **Overall Balance:** The goal is to achieve an "effortlessly put-together" look. Outfits should feel cohesive and intentional without appearing overly styled or rigid. A balance between comfort, practicality, and personal expression is key, utilizing quality basics that can be easily mixed and matched to suit various casual scenarios.
+*   **Scene Adaptability:** Casual style is highly versatile, suitable for a wide range of everyday activities including running errands, casual work environments, social gatherings, weekend outings, travel, and relaxed leisure. It is not appropriate for highly formal events, black-tie occasions, or strict business settings. The style readily transitions from day to evening with minimal adjustments, such as swapping a t-shirt for a polo or a simple button-down.

style-guide/men/Classic_style.md

@@ -0,0 +1,41 @@
+# Outfit Guide for Classic style (men)
+
+This guide summarizes the foundational principles of Classic style for men, focusing on timeless elegance, impeccable tailoring, and a sophisticated, understated aesthetic. It delineates core preferences and prohibitions to cultivate a wardrobe that exudes confidence, authority, and refined taste, ensuring every ensemble is appropriate, polished, and enduring.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Navy, Charcoal Grey, White, Black, Tan | Neon colors, Electric blue, Bright primary red/yellow without context |
+| **Accents Colors** | Burgundy, Forest Green, Sky Blue, Olive, Brown, Cream | Fluorescent shades, Pastel pink/purple as primary, Overly bright orange |
+| **Patterns** | Pinstripe, Glen Plaid, Herringbone, Houndstooth, Subtle Check | Large abstract prints, Busy geometric patterns, Novelty prints |
+| **Style/Fit** | Tailored, Structured, Clean lines, Proportional, Regular/Modern fit | Overly baggy, Excessively skinny/tight, Unstructured/Slouchy, Trendy oversized |
+| **Textures/Materials** | Wool (Worsted, Flannel, Tweed), Cotton (Supima, Oxford), Linen, Cashmere, Silk, Leather | Synthetic sheen, Distressed denim/fabric, Cheap polyester, Heavy branding/logos |
+| **Accessories** | Leather dress shoes (Oxfords, Derbies, Loafers), Classic watch, Silk tie, Pocket square, Leather belt | Athletic sneakers (outside gym), Chunky fashion jewelry, novelty ties, Plastic watches |
+| **Overall Vibe/Mood** | Refined, Timeless, Sophisticated, Polished, Understated Elegance, Confident | Trendy, Flashy, Sloppy, Overly Casual, Experimental, Ostentatious |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize timeless elegance, impeccable fit, and a harmonious blend of traditional elements with subtle luxury, ensuring versatility and enduring style for any occasion.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Business Formal** | Navy Worsted Wool Suit + White French Cuff Dress Shirt + Burgundy Silk Tie + Black Leather Oxford Shoes + Silver Cufflinks | Authoritative, Professional, Polished |
+| **Smart Casual Elevated** | Charcoal Grey Flannel Blazer + Light Blue Oxford Cloth Button-Down Shirt + Dark Wash Selvedge Denim + Brown Leather Loafers + Leather Strap Watch | Refined, Approachable, Effortless |
+| **Weekend Sophistication** | Beige Cotton Chinos + Navy Merino Wool V-Neck Sweater + White Crew-Neck T-Shirt + Suede Desert Boots + Canvas Tote Bag | Comfortable, Thoughtful, Relaxed |
+| **Evening Refinement** | Black Shawl Lapel Tuxedo Jacket + White Pleated Tuxedo Shirt + Black Silk Bow Tie + Black Patent Leather Oxford Shoes + White Linen Pocket Square | Elegant, Gala-Ready, Distinguished |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Predominantly neutral and muted tones form the foundation, with classic accent colors used judiciously for depth and interest. Avoid high contrast or clashing colors; focus on harmonious blends.
+*   **Layering Principle**: Layering is strategic and functional, adding warmth or visual interest without creating bulk. Each layer should be well-fitted and contribute to the overall tailored silhouette. Think structured blazers over crisp shirts, or fine-gauge knitwear.
+*   **Fit Requirements**: Impeccable fit is paramount. Garments should skim the body without being tight, allowing for comfort and freedom of movement. Trousers should break cleanly at the shoe, and jacket sleeves should reveal a sliver of shirt cuff. Tailoring is a wise investment.
+*   **Pattern Restriction**: Patterns should be subtle, traditional, and not overwhelm the wearer. Pinstripes, subtle checks, and classic textures like herringbone are preferred. When mixing patterns, ensure they vary in scale and complement each other, maintaining an overall understated aesthetic.
+*   **Shoe/Bag Principle**: Footwear and bags are always of high quality, constructed from premium leather or suede, and meticulously maintained. Classic styles like Oxfords, Derbies, Loafers, and Chelsea boots are staples. Bags should be functional, refined, and minimal in design.
+*   **Accessory Requirements**: Accessories are chosen for their quality, function, and ability to subtly enhance an outfit. A classic watch, a fine leather belt, silk ties, and pocket squares are key. They should complement, not dominate, the ensemble, adding a touch of personal flair without being gaudy.
+*   **Overall Balance**: Every element contributes to a cohesive, balanced, and harmonious look. No single item should draw excessive attention. The outfit should appear effortless and natural, rather than contrived or overly trendy.
+*   **Scene Adaptability**: Classic style is inherently versatile, allowing for seamless transitions between professional, smart-casual, and formal settings with minor adjustments. The guiding principle is always appropriateness, ensuring one is well-dressed for any occasion without being ostentatious.

style-guide/men/Comfort_style.md

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+# Outfit Guide for Comfort style (men)
+
+This guide summarizes the essential principles, aesthetic preferences, and practical styling rules for cultivating an authentic and effortless Comfort style for men. It focuses on maximizing ease, wearability, and a relaxed disposition through considered garment choices and thoughtful coordination.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | ✔️ Charcoal Grey, Oatmeal Beige, Navy Blue, Forest Green, Washed Black | ❌ Neon Yellow, Bright Orange, Stiff White (e.g., formal shirt), Electric Violet |
+| **Accents Colors** | ✔️ Olive Green, Dusty Rose, Muted Teal, Earthy Brown, Cream | ❌ Gold Metallic, Hot Pink, Harsh Primary Red, Fluorescent Shades |
+| **Patterns** | ✔️ Subtle Stripes (horizontal/vertical), Small Checks (gingham, mini plaid), Heathered textures, Simple Geometric, Abstract (minimalist) | ❌ Loud Florals, Micro-patterns (too busy), Pinstripes (too corporate), Overtly Large Logos |
+| **Style/Fit** | ✔️ Relaxed, Loose-fitting, Generous cuts, Slightly oversized, Drop-shoulder, Unstructured | ❌ Skinny, Slim-fit (unless highly stretchy), Bodycon, Heavily tailored, Restrictive |
+| **Textures/Materials** | ✔️ Soft Cotton (jersey, fleece, terry), Cashmere, Merino Wool, Linen Blend, Modal | ❌ Stiff Denim, Silk, Patent Leather, Heavy Polyester (non-breathable), Starched Poplin |
+| **Accessories** | ✔️ Beanie hats, Crew socks, Comfortable sneakers, Slip-on shoes, Crossbody bags (canvas/nylon) | ❌ Cufflinks, Ties, Dress watches, Hard leather briefcases, Formal belts |
+| **Overall Vibe/Mood** | ✔️ Effortlessly calm, Approachable, Unhurried, Grounded, Cozy, Understated | ❌ High-strung, Ostentatious, Corporate, Fussy, Overly formal, Restrictive |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize natural movement, tactile comfort, and a grounded aesthetic through relaxed silhouettes, soft, breathable fabrics, and a generally understated approach to dressing.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Weekend Lounge** | Heathered cotton hoodie + Loose-fit cargo pants + Suede slip-on sneakers + Ribbed beanie + Canvas tote bag | Cozy, Relaxed, Unstructured |
+| **Elevated Everyday** | Soft merino wool crewneck sweater + Straight-leg linen trousers + Minimalist leather sneakers + Chunky knit socks + Utility crossbody bag | Chic, Effortless, Versatile |
+| **Urban Explorer** | Oversized brushed flannel shirt (worn open) + Plain cotton t-shirt + Relaxed-fit denim jeans + Workwear-inspired boots + Baseball cap | Adventurous, Layered, Durable |
+| **Homebody Chic** | Cashmere blend loungewear set (top + bottom) + Plush house slippers + Simple gold chain + Reading glasses + Soft throw blanket | Ultimate Comfort, Luxurious, Intimate |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Predominantly neutral and earthy tones, with occasional muted accents. Aim for a harmonious, soothing palette that doesn't demand attention, fostering a sense of calm.
+*   **Layering Principle**: Essential for adaptability and depth. Focus on layering soft, breathable fabrics that can be easily added or removed, prioritizing comfort over bulk and allowing for temperature regulation.
+*   **Fit Requirements**: All garments must allow for unrestricted movement. Opt for relaxed, slightly oversized, or generous cuts that drape naturally over the body. Avoid anything that pulls, binds, or feels tight.
+*   **Pattern Restriction**: Patterns should be subtle, simple, and not distracting. Think texture-based patterns (e.g., heathered, ribbed knits) or classic, understated motifs like thin stripes or small checks, integrated harmoniously within the color palette.
+*   **Shoe/Bag Principle**: Footwear and bags should prioritize comfort, practicality, and functionality. Sneakers, slip-ons, and simple, durable boots are ideal. Bags should be soft-structured, easy to carry, and functional for daily essentials without being overly decorative.
+*   **Accessory Requirements**: Accessories serve to enhance comfort or functionality, not to make a bold statement. Beanies for warmth, soft scarves, and minimal, understated jewelry are preferred. Avoid anything restrictive, ostentatious, or purely decorative.
+*   **Overall Balance**: Achieve a look that is profoundly relaxed and comfortable without appearing sloppy. This is accomplished through considered fabric choices, harmonious color palettes, and appropriate fits that maintain a subtle, intentional structure.
+*   **Scene Adaptability**: Best suited for casual outings, relaxed social gatherings, travel, working from home, and everyday leisure. Can be subtly elevated for smart-casual settings with careful selection of finer, yet still comfortable, fabrics and slightly more tailored (but never tight) pieces.

style-guide/men/Cottagecore_style.md

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+# Outfit Guide for Cottagecore style (men)
+
+This guide summarizes the core principles and practical applications for cultivating a cohesive and authentic Cottagecore aesthetic in men's fashion, emphasizing natural comfort, rustic charm, and a romanticized connection to rural life.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Muted Moss Green, Earthy Brown, Cream/Ecru, Dusty Blue, Terracotta | Stark Black, Neon Hues, Electric Blue, Bright Red |
+| **Accents Colors** | Pale Yellow, Soft Rose, Warm Ochre, Berry Tones, Muted Rust | Fluorescent Green, Royal Purple, Harsh Orange, Silver/Gold Metallics |
+| **Patterns** | Gingham, Subtle Plaid (windowpane, subtle tartan), Ditsy Floral, Ticking Stripe, Nature Motifs (leaves, mushrooms) | Abstract Geometrics, Loud Logos, Animal Prints (exotic), Corporate Pinstripes |
+| **Style/Fit** | Relaxed, loose-fitting, breathable, slightly oversized, comfortable, vintage-inspired, natural drape | Skin-tight, overly structured, sharp tailoring, athletic/sporty, overtly modern |
+| **Textures/Materials** | Linen, Organic Cotton, Corduroy, Wool (tweed, chunky knit), Chambray, Raw Silk, Hemp | Polyester, Spandex, Shiny Synthetics, Patent Leather, Heavy Denim (modern washes) |
+| **Accessories** | Canvas Suspenders, Woven Straw Hats, Distressed Leather Satchels, Bandanas (cotton/linen), Enamel Pins (nature-themed), Simple Metal Watches | Flashy Jewelry, Tech Gadgets (smartwatches), Branded Baseball Caps, Heavy Gold Chains, Plastic Sunglasses |
+| **Overall Vibe/Mood** | Whimsical, Pastoral, Nostalgic, Gentle, Cozy, Earthy, Romantic, Unfussy | Urban, Industrial, Edgy, Glamorous, Overly Sophisticated, Corporate, Stark |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize natural comfort, rustic textures, and a harmonious blend with the natural environment, focusing on practicality with a touch of whimsical nostalgia.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Woodland Forager** | Linen Henley Shirt + Corduroy Trousers + Canvas Suspenders + Woven Straw Hat + Sturdy Leather Boots | Earthy, utilitarian, adventurous |
+| **Pastoral Poet** | Loose Cotton Smock + Wide-leg Linen Trousers + Paisley Bandana + Espadrilles + Canvas Tote Bag | Breezy, artistic, contemplative |
+| **Fireside Storyteller** | Chunky Knit Cardigan + Gingham Button-Down Shirt + Relaxed-fit Denim Trousers + Wool Socks + Moccasin Slippers | Cozy, homely, inviting |
+| **Gardener's Afternoon** | Chambray Work Shirt + Earth-toned Chinos + Distressed Leather Apron + Felted Wool Beanie + Leather Gardening Gloves | Practical, grounded, rustic |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Prioritize muted, earthy tones derived from nature, supplemented by soft pastels and berry or rust accents. The palette should feel organic, warm, and comforting, avoiding anything artificial or overly vibrant.
+*   **Layering Principle:** Layering is highly encouraged to add depth, texture, and warmth, reflecting both practicality and style. Think shirts under waistcoats, cardigans over long-sleeves, or light jackets over linen tunics. Layers should complement each other in texture and color.
+*   **Fit Requirements:** The fit should always be relaxed, comfortable, and non-restrictive, allowing for ease of movement. Clothing should drape naturally on the body, rather than clinging tightly. Avoid any garments that are overly tailored, stiff, or reflect a modern, athletic silhouette.
+*   **Pattern Restriction:** Opt for classic, small-scale patterns that evoke a sense of tradition and natural origin. Gingham, subtle plaids, ditsy florals, and fine stripes are ideal. Large, bold, abstract, or highly geometric patterns are to be avoided.
+*   **Shoe/Bag Principle:** Footwear should be sturdy, practical, and made from natural materials like leather, canvas, or espadrille. Boots (ankle, work-style), simple lace-ups, or comfortable loafers are excellent choices. Bags should be utilitarian yet charming, such as canvas totes, distressed leather satchels, or wicker baskets.
+*   **Accessory Requirements:** Accessories should be understated, functional, and often handcrafted or vintage-inspired. Think natural materials like wood, leather, or simple metals. Suspenders, scarves, simple hats (straw, felt), and subtle nature-themed pins enhance the aesthetic without being flashy.
+*   **Overall Balance:** Strive for a harmonious balance between comfort, rustic charm, and a touch of gentle nostalgia. The overall impression should be one of ease, connection to nature, and an appreciation for a simpler, idyllic life.
+*   **Scene Adaptability:** This style is perfectly suited for outdoor activities like gardening, picnics, forest walks, or foraging. It also translates beautifully to cozy indoor settings like reading by a fireplace, crafting, or casual gatherings in natural, unpretentious environments. It is generally not appropriate for formal, urban professional, or high-fashion settings.

style-guide/men/Country_style.md

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+# Outfit Guide for Country style (men)
+
+This guide summarizes the essential principles and practical applications for cultivating an authentic, sophisticated, and functional Country style for men, emphasizing heritage, quality, and practicality.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Forest Green, Earth Brown, Muted Navy, Cream, Heather Grey | Neon Hues, Stark Black, Bright Primary Red |
+| **Accents Colors** | Burgundy, Rust Orange, Olive Green, Mustard Yellow, Deep Teal | Fluorescent Shades, Pastel Pink, Electric Blue |
+| **Patterns** | Tartan/Plaid, Houndstooth, Herringbone, Tattersall, Subtle Checks | Large Floral Prints, Abstract Geometric, Logo-heavy, Polka Dots |
+| **Style/Fit** | Relaxed but tailored, comfortable, functional, classic straight/regular cut, slightly rugged silhouette | Skinny fit, excessively baggy/oversized, overly sharp modern tailoring, athleisure |
+| **Textures/Materials** | Tweed, Waxed Cotton, Wool (Cashmere, Merino, Shetland), Corduroy, Flannel, Moleskin, Robust Leather | Silk, Rayon, Thin Jersey, Shiny Polyester, Delicate Lace |
+| **Accessories** | Leather Boots (Brogue, Chelsea, Work), Tweed Cap/Fedora, Wool Scarf, Sturdy Leather Belt, Quality Timepiece | Blingy Jewelry, Athletic Sneakers, Plastic Sunglasses, Flashy Ties |
+| **Overall Vibe/Mood** | Rugged sophistication, understated elegance, timeless, authentic, grounded, warm, heritage | Flashy, overly trendy, urban chic, unkempt, overtly formal without context |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize natural fibers, layered textures, and a balance between practicality and refined comfort, drawing inspiration from the British countryside tradition.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Weekend Rambler** | Waxed Cotton Jacket + Heavy Flannel Shirt + Cable Knit Sweater + Corduroy Trousers + Leather Brogue Boots | Rugged, Layered, Authentic |
+| **Sophisticated Countryside** | Tweed Sport Coat + Tattersall Check Shirt + Knitted Silk Tie + Moleskin Trousers + Suede Chelsea Boots | Refined, Heritage, Smart |
+| **Casual Field Trip** | Quilted Gilet + Chunky Wool Jumper + Chambray Shirt + Dark Wash Straight-Leg Jeans + Workman Leather Boots | Practical, Durable, Understated |
+| **Autumnal Evening Social** | Merino Roll-Neck Sweater + Wool Blazer (Herringbone) + Selvedge Denim Jeans + Quality Leather Dress Belt + Polished Derby Boots | Warm, Elegant, Approachable |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Predominantly features natural, earthy tones. Contrast is subtly achieved through texture and varying shades within the same color family rather than stark, bright hues. The aim is a harmonious blend with the natural environment.
+*   **Layering Principle**: Fundamental to country style for both warmth and aesthetic depth. Combine different textures and weights (e.g., a fine wool roll-neck under a flannel shirt, topped with a tweed blazer and a waxed cotton jacket). Each layer should be functional yet contribute to the overall cohesive look.
+*   **Fit Requirements**: Clothing should offer comfort and ease of movement, reflecting the practical demands of rural life. Garments are generally relaxed but never sloppy; trousers are typically straight or regular fit, and jackets allow for layering without being restrictive. Tailoring, particularly in blazers and sport coats, is classic and understated.
+*   **Pattern Restriction**: Stick to traditional, heritage patterns. Plaid, checks, houndstooth, and herringbone are staples. Patterns should be subtle and integrated thoughtfully; avoid mixing too many bold patterns or opting for overly large, distracting designs. Often, one prominent pattern is sufficient per outfit, balanced by solid colors and textures.
+*   **Shoe/Bag Principle**: Footwear is primarily robust, high-quality leather or suede boots, designed for durability and comfort in various terrains. Styles like brogue boots, Chelsea boots, and sturdy work boots are essential. Bags should be functional and made of durable materials like waxed canvas, rugged leather, or tweed, suitable for carrying essentials for a day out in the country.
+*   **Accessory Requirements**: Accessories are functional additions that enhance the look without being overtly decorative. Quality leather belts, wool scarves, tweed caps, and practical gloves are key. A good timepiece with a classic face further reinforces the timeless appeal. Avoid excessive or flashy jewelry; subtlety and utility are paramount.
+*   **Overall Balance**: Strive for a harmonious balance between rugged practicality and refined elegance. The style is about looking well-dressed and prepared for the elements, without appearing overly formal or trying too hard. Authenticity and a genuine appreciation for quality and heritage underpin every ensemble.
+*   **Scene Adaptability**: Highly adaptable for a range of country activities, from outdoor pursuits like shooting and walking to casual social gatherings, pub visits, and smart-casual events in rural or rustic settings. The core pieces are versatile and can be mixed and matched to suit different levels of formality within the country lifestyle context.

style-guide/men/Cowboy_style.md

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+# Outfit Guide for Cowboy style (men)
+
+This guide summarizes the essential principles, preferences, and styling rules for achieving an authentic and cohesive Cowboy style for men. It delves into the core aesthetic, material choices, fit requirements, and accessory considerations that define this iconic American look.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Denim Blue, Earth Tones (Brown, Tan, Olive), White/Cream, Black, Grey | Neon, Hot Pink, Bright Yellow, Electric Blue |
+| **Accents Colors** | Rust Red, Turquoise, Deep Burgundy, Gold/Brass (hardware), Dark Forest Green | Pastel Pink, Fluorescent Green, Shiny Chrome/Silver (unless specific hardware) |
+| **Patterns** | Plaid (Buffalo, Gingham), Western Yokes/Embroidery, Subtle Stripes, Paisley, Bandana Print | Abstract Geometric, Modern Art Prints, Large Floral (non-Western), Camouflage (non-ranch specific) |
+| **Style/Fit** | Rugged, masculine, comfortable, slightly tailored (not tight), bootcut (pants), relaxed but not baggy (shirts) | Skinny-fit, overly tailored/sharp, baggy/sloppy, overtly formal, athletic wear |
+| **Textures/Materials** | Denim (heavy, distressed), Leather (sueded, distressed), Wool (flannel, serge), Heavy Cotton (chambray, twill), Canvas | Polyester blends (shiny), Silk, Lycra/Spandex (visible), Highly synthetic fleece, Fine linen |
+| **Accessories** | Cowboy Hat (felt/straw), Leather Belt (substantial Western buckle), Bandana, Cowboy Boots, Bolo Tie, Leather Gloves, Pocket Watch | Sneakers, Dress Shoes (oxfords, loafers), Modern Smartwatches (visible), Delicate Jewelry, Backpacks (non-rugged) |
+| **Overall Vibe/Mood** | Rugged, authentic, independent, hardworking, resilient, grounded, classic American West, utilitarian | Overly polished, effeminate, urban chic, futuristic, delicate, ostentatious (modern sense) |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize durability, functionality, and a timeless, rugged masculinity deeply rooted in the American West. The focus is on quality natural materials, practical layering, and iconic accessories that convey a sense of independence and strength.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Ranch Hand** | Chambray Work Shirt + Dark Wash Bootcut Jeans + Leather Belt with Buckle + Classic Cowboy Boots + Bandana | Workwear, Authentic, Durable |
+| **Cattleman's Casual** | Plaid Flannel Shirt + Distressed Denim Jacket + Khaki/Tan Straight-Leg Jeans + Roper Boots + Felt Cowboy Hat | Layered, Practical, Iconic |
+| **Prairie Elegance** | Western Snap Shirt (Subtle Embroidery) + Suede Vest + Dark Wash Bootcut Trousers + Bolo Tie + Dress Cowboy Boots | Refined, Traditional, Distinctive |
+| **Modern Maverick** | Black Denim Shirt + Slim-Fit Black Jeans (Bootcut) + Black Leather Jacket + Silver Western Buckle Belt + Black Cowboy Boots | Contemporary, Edgy, Sleek |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Predominantly features a grounded palette of earth tones, deep blues from denim, and robust neutrals (black, white, grey). Accent colors are often derived from natural elements like rust, turquoise, and deep reds, adding character without being flashy. Synthetic brights or delicate pastels are strictly avoided to maintain authenticity.
+*   **Layering Principle:** Crucial for both functionality in varied climates and building visual depth. A typical ensemble often includes a base shirt (chambray, flannel, Western snap), possibly a vest (leather, denim, wool) for added warmth or style, and an outer jacket (denim, leather, or a sturdy canvas/wool coat). Layers are practical and contribute to the rugged aesthetic.
+*   **Fit Requirements:** Comfort and practicality are paramount. Shirts should offer freedom of movement, typically with a relaxed-yet-structured fit. Jeans are almost exclusively straight or bootcut to comfortably accommodate cowboy boots. Garments should never be overly tight, baggy, or restrictive, prioritizing function over pure aesthetics.
+*   **Pattern Restriction:** Patterns are classic and utilitarian. Plaids (buffalo, gingham), subtle stripes, Western-style embroidery (especially on yokes), and bandana prints are highly favored. Modern geometric, abstract, or overtly floral designs are inappropriate, as they detract from the style's timeless and rustic appeal.
+*   **Shoe/Bag Principle:** Footwear is the cornerstone, almost exclusively consisting of cowboy boots (various toe/heel styles) or sturdy work boots (Roper, engineer). Boots are chosen for their durability, comfort, and contribution to the overall silhouette. Bags are typically functional, made of robust leather or canvas, designed for utility rather than fashion statements.
+*   **Accessory Requirements:** Accessories are both symbolic and functional. A well-chosen cowboy hat (felt or straw), a substantial leather belt with a distinctive Western buckle, and a bandana are foundational. Bolo ties, leather gloves, and simple, durable watches enhance the look. Accessories often show signs of wear or possess an antique/vintage character, emphasizing authenticity.
+*   **Overall Balance:** Achieved through a thoughtful combination of ruggedness and an understated, masculine appeal. The style conveys a sense of capability, independence, and a connection to the land, rather than ostentation or high fashion. Every item should feel purposeful and contribute to a cohesive, hardy image.
+*   **Scene Adaptability:** While elements can be subtly incorporated into specific urban casual looks, a full cowboy ensemble is best suited for outdoor, rural, casual gatherings, country music events, or themed occasions where its authenticity can be fully appreciated. It is generally not appropriate for formal business settings or highly polished urban environments.

style-guide/men/Eclectic_style.md

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+# Outfit Guide for Eclectic style (men)
+
+This guide summarizes the core principles and practical styling rules for men's Eclectic fashion. Eclectic style is defined by its intentional blending of diverse aesthetics, eras, textures, and patterns to create a unique, individualistic, and harmoniously unconventional look. It's about personal storytelling through clothing, breaking traditional style boundaries with confidence and curated flair.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Earthy Tones (Olive, Terracotta, Rust), Deep Jewel Tones (Emerald, Sapphire, Burgundy), Muted Neutrals (Charcoal, Stone, Tan), Mustard, Teal | Neon/Fluorescent colors, Overly corporate blues/greys (unless subverted) |
+| **Accents Colors** | Metallic (Brass, Copper), Vibrant Hues (Turquoise, Coral, Saffron), Rich Leathers (Cognac, Oxblood), Textured Black/White | Single, overly bright primary color as a solitary accent (e.g., plain primary red tie) |
+| **Patterns** | Paisleys, Florals (subtle or bold), Stripes (varying widths/directions), Checks (Gingham, Plaid, Houndstooth), Geometric prints, Abstract art prints | Character prints, Overly simplistic/repetitive corporate patterns (e.g., plain pinstripe without context), Large, unadorned brand logos |
+| **Style/Fit** | Relaxed yet structured, Tailored but comfortable, Intentionally oversized (e.g., voluminous jacket over slim trousers), Layering-friendly silhouettes, Mix of classic and modern cuts | Ill-fitting (too tight or excessively baggy without purpose), Overly trendy/disposable fast fashion silhouettes, Strictly corporate/uniformed fit |
+| **Textures/Materials** | Tweed, Corduroy, Raw Denim, Silk (blends), Linen, Wool (flannel, merino), Leather (distressed, supple), Suede, Velvet, Cashmere | Cheap synthetic shiny fabrics (e.g., polyester satin), Overly crinkled/poorly maintained fabrics, Plain athletic mesh, Low-quality fleece |
+| **Accessories** | Statement eyewear, Layered necklaces/bracelets (mixed metals, beads), Unique hats (fedora, beanie, newsboy), Patterned scarves, Vintage watches, Interesting belts, Unique socks, Artisanal bags | Matching sets (e.g., tie and pocket square from the same boring set), Overly branded logos (unless subtly integrated), Strictly athletic/performance gear (unless highly subverted) |
+| **Overall Vibe/Mood** | Confident, Artistic, Individualistic, Curated, Well-traveled, Unpredictable, Expressive, Effortlessly Chic, Intentional Juxtaposition | Sloppy, Unintentionally mismatched, Overly corporate, Monotonous, Generic, Forced "trying too hard" |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize intentional juxtaposition, rich textural interplay, and unexpected harmony born from diverse stylistic elements.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Urban Explorer** | Distressed raw denim jeans + Heritage tweed blazer + Striped knit sweater + Suede chukka boots + Patterned silk bandana (neck/pocket) | Rugged, Refined, Layered |
+| **Bohemian Rhapsody** | Loose linen trousers + Cuban collar floral shirt (unbuttoned) + Plain fitted t-shirt + Leather sandals + Beaded bracelet stack | Relaxed, Artistic, Free-spirited |
+| **Vintage Modernist** | High-waisted wool trousers + Vintage-inspired graphic tee + Oversized corduroy overshirt + Chunky leather loafers + Round frame glasses | Retro, Playful, Intentional |
+| **Curated Contrast** | Tailored charcoal wool trousers + Vintage graphic band tee + Structured denim jacket + Patterned silk scarf + Leather brogues | Edgy, Polished, Juxtaposed |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Embrace a diverse palette, often mixing earthy tones, deep jewel hues, and sophisticated neutrals. Intentional color clashes or unexpected harmonies are encouraged, focusing on richness and depth rather than stark primary contrasts. Avoid overly matchy-matchy or bland monochrome schemes.
+*   **Layering Principle:** Layering is fundamental to Eclectic style, creating depth, texture, and visual interest. Mix different fabric weights and silhouettes (e.g., a slim base layer under a voluminous jacket or an oversized shirt over a structured knit). Utilize accessories like scarves, vests, or even a second shirt as functional and stylistic layers.
+*   **Fit Requirements:** Prioritize comfortable yet intentional fits. Avoid anything strictly skin-tight or excessively baggy without a clear purpose. Play with proportions by pairing relaxed tops with tailored bottoms, or vice versa, ensuring that individual pieces generally fit well at the shoulders and waist, even if the overall silhouette is loose.
+*   **Pattern Restriction:** Actively encourage mixing multiple patterns (e.g., a stripe with a floral, a check with a paisley). Vary pattern scale (large-scale with small-scale) for visual balance and interest. There are no strict restrictions, but avoid patterns that feel generic, overly corporate, or childish without a deliberate, ironic subversion.
+*   **Shoe/Bag Principle:** Shoes and bags should act as either foundational anchors or unexpected flourishes. Lean towards unique, artisanal, vintage-inspired, or high-quality options that add character. Examples include leather boots (chukka, combat), unique loafers, characterful sneakers, brogues; vintage briefcases, textured canvas totes, or sophisticated leather backpacks. Avoid overly athletic sneakers (unless intentionally clashing in a curated way) or cheap, mass-produced accessories.
+*   **Accessory Requirements:** Accessories are crucial for personalization and completing the eclectic narrative. Layered jewelry (necklaces, bracelets), statement eyewear, unique hats, and patterned scarves are key. Incorporate items with character, history, or a handcrafted feel. Aim for a curated, not cluttered, feel, allowing each accessory to contribute to the overall story.
+*   **Overall Balance:** The goal is a harmonious "curated chaos" – each element should feel intentional, even if unexpected. Balance bold, statement pieces with more subdued or classic items to prevent overwhelming the eye. Ensure the overall look tells a story or expresses a distinct personality, rather than appearing random or unintentionally mismatched.
+*   **Scene Adaptability:** Eclectic style is highly adaptable through smart layering and accessory choices. It can range from casual weekend wear (distressed denim, chore coat, unique sneakers) to smart casual events (tailored trousers, patterned shirt, blazer, interesting shoes). The emphasis on versatile and trans-seasonal pieces makes it suitable for many contexts, though it is less suited for strictly formal black-tie events unless the eclectic elements are very subtle and high-end.

style-guide/men/Elegant_style.md

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+# Outfit Guide for Elegant style (men)
+
+This guide summarizes the foundational principles, aesthetic preferences, and practical styling rules for cultivating a sophisticated and timeless Elegant style for men. It emphasizes quality, impeccable fit, and a discerning eye for detail, ensuring every ensemble projects an aura of refined confidence and understated luxury.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Navy, Charcoal Grey, White, Cream, Black | Neon colors, overly bright primary hues (e.g., electric blue, bright orange), garish tones |
+| **Accents Colors** | Burgundy, Forest Green, Deep Plum, Silver, Tan/Cognac | Fluorescent hues, loud pastels, highly saturated unnatural colors |
+| **Patterns** | Subtle Pinstripe, Glen Plaid, Small Houndstooth, Prince of Wales Check, Micro-dot | Large geometric prints, novelty prints, overt branding patterns, loud camouflage |
+| **Style/Fit** | Tailored, structured, clean lines, balanced proportions, ergonomic, precise | Overly baggy, distressed, skin-tight (uncomfortably), intentionally ripped, ill-fitting |
+| **Textures/Materials** | Fine Wool (e.g., Super 120s+), Cashmere, Silk, Egyptian Cotton, High-Quality Calf Leather | High-percentage synthetic blends, coarse/rough denim (unless premium selvedge), cheap polyester, heavily distressed fabrics |
+| **Accessories** | Quality Leather Watch, Silk Pocket Square, Classic Silk/Wool Tie, Cufflinks, Premium Leather Belt | Chunky statement jewelry, overly casual baseball caps, graphic/novelty ties, visibly cheap plastics |
+| **Overall Vibe/Mood** | Refined, sophisticated, confident, understated luxury, polished, professional, timeless | Flashy, overly trendy, sloppy, overtly casual, attention-seeking, unkempt |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize impeccable fit, premium materials, classic silhouettes, and a meticulous attention to detail, creating a powerful yet understated aesthetic that transcends fleeting trends.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Boardroom Executive** | Navy Two-Piece Suit + White Poplin Dress Shirt + Burgundy Silk Tie + Black Leather Oxford Shoes + Silver Dress Watch | Authoritative, Polished, Business Formal |
+| **Sophisticated Smart Casual** | Charcoal Grey Wool Blazer + Light Blue Oxford Shirt + Dark Wash Selvedge Denim + Brown Suede Loafers + Leather Briefcase | Refined, Approachable, Contemporary Classic |
+| **Evening Gala Elegance** | Black Tuxedo Jacket + White Pleated Tuxedo Shirt + Black Silk Bow Tie + Black Patent Leather Dress Shoes + Silver Cufflinks | Black Tie, Dapper, Formal Opulence |
+| **Weekend Country Club** | Cream Cashmere V-neck Sweater + Tailored Dark Chinos + Brown Suede Chelsea Boots + Croc-Embossed Leather Belt + Classic Aviator Sunglasses | Leisure, Understated, Comfortable Chic |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Primarily subdued, classic, and versatile colors (navy, grey, white, black) form the foundational wardrobe, complemented by rich, earthy, or deep jewel-toned accents (burgundy, forest green, cognac) for depth without ostentation. The aim is harmony and subtlety.
+*   **Layering Principle:** Strategic and functional. Layers should add warmth, visual interest, and dimension without creating bulk or disrupting the clean silhouette. Each layer must be purposeful and well-integrated, such as a tailored blazer over a fine-gauge knit or a crisp dress shirt.
+*   **Fit Requirements:** Paramount. All garments must be perfectly tailored to the wearer's body, skimming rather than clinging or bagging. Shoulders should fit precisely, sleeves and trousers hemmed to the correct length, ensuring clean lines and an ergonomic, flattering silhouette.
+*   **Pattern Restriction:** Patterns are subtle and classic – pinstripes, small checks, houndstooth, glen plaid. They should enhance the texture and depth of the fabric rather than dominate the outfit. Avoid loud, busy, or overtly trendy prints that distract from the overall polish.
+*   **Shoe/Bag Principle:** Footwear and bags are significant investments and crucial to completing an elegant look. They must be crafted from high-quality leather or suede, immaculately maintained, and classic in design (e.g., Oxfords, Loafers, Chelsea boots; structured leather briefcases, minimal duffels). Avoid worn, distressed, or overtly branded options.
+*   **Accessory Requirements:** Minimalist yet impactful. Accessories serve to enhance and complete the look, not to distract or overwhelm. A quality watch, subtle cufflinks, a silk pocket square, and a well-matched leather belt are key. Avoid excessive jewelry, novelty items, or anything that compromises sophistication.
+*   **Overall Balance:** Achieved through proportion, texture, and color harmony. Outfits should feel cohesive and intentional, reflecting a thoughtful approach to dressing where no single element overwhelms another. The goal is an ensemble that feels effortlessly put-together and exuding quiet confidence.
+*   **Scene Adaptability:** The elegant wardrobe is highly versatile, offering appropriate attire for business, formal events, and elevated casual settings. The key is to select garments that can be dressed up or down with ease through accessory and layering choices, consistently maintaining a high standard of quality and impeccable presentation regardless of the context.

style-guide/men/Formal_style.md

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+# Outfit Guide for Formal style (men)
+
+This guide summarizes the foundational principles for constructing impeccable formal attire, emphasizing classic elegance, precise tailoring, and a refined aesthetic suitable for the most distinguished occasions.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Navy Blue, Charcoal Grey, Black, White, Cream | Neon Hues, Bright Primary Colors (Red, Blue, Yellow), Earth Tones (unless dark/muted) |
+| **Accents Colors** | Silver, Gold, Burgundy, Deep Forest Green, Subtle Blues, Muted Plums | Pastel Shades, Fluorescent Colors, Loud Contrasts |
+| **Patterns** | Solid, Subtle Pinstripe, Tonal Micro-Checks, Prince of Wales Check, Small Houndstooth | Large Gingham, Hawaiian Prints, Loud Plaids, Novelty Patterns, Abstract |
+| **Style/Fit** | Tailored, Structured, Slim-fit (not tight), Proportionate, Classic Cut | Baggy, Oversized, Relaxed, Athletic, Distressed |
+| **Textures/Materials** | Worsted Wool, Silk, High-Quality Cotton (e.g., Sea Island), Cashmere, Fine Leather, Velvet (for evening) | Denim, Corduroy, Linen (unless specific summer formal), Synthetic Sheen, Heavily Textured Knits |
+| **Accessories** | Leather Dress Shoes (Oxford, Derby, Loafer), Silk Tie/Bow Tie, Pocket Square, Cufflinks, Dress Watch, Slim Leather Belt | Sneakers, Casual Belts (canvas, braided), Backpacks, Large Statement Jewelry, Baseball Caps |
+| **Overall Vibe/Mood** | Sophisticated, Polished, Authoritative, Elegant, Timeless, Understated Luxury | Casual, Trendy, Ostentatious, Sloppy, Dishevelled, Overly Flashy |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize meticulous attention to detail, precision in fit, and an unwavering commitment to classic sartorial traditions to project an aura of unwavering confidence and refined professionalism.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Black Tie Elegance** | Black Tuxedo Jacket + White Pleated Dress Shirt + Black Bow Tie + Black Patent Leather Oxfords + White Silk Pocket Square | Sophisticated, Gala, Distinguished |
+| **Boardroom Authority** | Navy Worsted Wool Suit + White French Cuff Dress Shirt + Burgundy Silk Tie + Black Cap-Toe Oxfords + Silver Cufflinks | Professional, Powerful, Executive |
+| **Distinguished Daytime Formal** | Charcoal Pinstripe Suit + Light Blue Spread Collar Shirt + Dark Navy Knitted Silk Tie + Dark Brown Derby Shoes + White Linen Pocket Square | Refined, Business, Classic |
+| **Evening Sophistication** | Midnight Blue Velvet Dinner Jacket + Black Dress Trousers + Black Slim Silk Bow Tie + Black Polished Loafers + White Pocket Square | Luxurious, Cultured, Eveningwear |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominantly composed of deep, rich, and conservative hues like navy, charcoal, and black, complemented by crisp whites and creams for shirts. Accent colors are typically muted, sophisticated, and used sparingly for ties, pocket squares, or subtle detailing, maintaining an overall understated elegance.
+*   **Layering Principle:** Formal style primarily involves structured layering: a dress shirt as the base, followed by a waistcoat (optional), a tailored suit jacket or blazer. Each layer is designed to contribute to a sleek, unbroken silhouette, emphasizing clean lines and minimal bulk. Overcoats are equally structured and formal.
+*   **Fit Requirements:** Paramount. Every garment must be precisely tailored to the wearer's body, ensuring a "second skin" feel without being restrictive. Jackets should sit perfectly on the shoulders, sleeves should reveal a quarter to half-inch of shirt cuff, and trousers should break once over the shoe, or be hemmed with no break for a more modern formal look.
+*   **Pattern Restriction:** Patterns are used with extreme discretion and are invariably subtle. Pinstripes, micro-checks, or tonal textures on suits offer a hint of visual interest without detracting from the formality. Shirts typically feature solid colors or very fine patterns. Ties may have subtle patterns, but nothing overtly loud or distracting.
+*   **Shoe/Bag Principle:** Footwear is exclusively high-quality leather dress shoes (Oxfords, Derbies, Loafers) in black or dark brown, always immaculately polished. Bags are rarely part of a formal outfit; if necessary, a slim leather briefcase or a sophisticated document holder is acceptable, never a backpack or casual tote.
+*   **Accessory Requirements:** Accessories are functional yet serve as expressions of refined taste. Essential items include silk ties or bow ties, quality leather belts that match shoes, cufflinks (for French cuff shirts), and a sophisticated dress watch. Pocket squares add a touch of personality but must be folded neatly and complement, not match, the tie.
+*   **Overall Balance:** The look must achieve a harmonious balance of classic elements, modern tailoring, and understated luxury. No single item should overpower another; instead, each component contributes to a cohesive, polished, and timeless ensemble that exudes confidence and respect for the occasion.
+*   **Scene Adaptability:** Formal style is inherently less adaptable than casual wear. Its strict rules dictate its suitability for specific formal events such as black-tie galas, weddings, important business meetings, and opera/theatre openings. Attempts to "dress down" formal wear typically compromise its integrity and are generally discouraged.

style-guide/men/French_chic_style.md

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+# Outfit Guide for French chic style (men)
+
+This guide summarizes the essential principles of French chic for men, focusing on a sartorial philosophy that prioritizes timelessness, impeccable fit, quality craftsmanship, and an innate sense of effortless sophistication. It’s about cultivating a signature style that exudes confidence and understated elegance, rather than chasing fleeting trends.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Navy Blue, Charcoal Grey, Off-White/Ecru, Black, Beige/Camel | Neon colors, overly bright primary colors (e.g., electric blue as a main piece), garish hues |
+| **Accents Colors** | Burgundy, Olive Green, Sky Blue, Muted Brown, Cream | Fluorescent tones, glitter, excessive metallics, overly contrasting brights |
+| **Patterns** | Breton Stripe, Subtle Pinstripe, Fine Gingham, Small Houndstooth, Micro-Checks | Large logos, busy geometric prints, loud Hawaiian shirts, overt branding |
+| **Style/Fit** | Relaxed but tailored, streamlined, slim-fit (not skinny), comfortable yet structured, "perfectly imperfect" drape | Baggy/oversized, overly tight/skinny, ill-fitting, sloppy, athletic wear as primary attire |
+| **Textures/Materials** | High-quality Cotton, Linen, Fine Wool (Merino, Cashmere), Supple Leather, Raw/Dark Denim, Suede | Cheap synthetics, overly shiny fabrics, heavily distressed/ripped fabrics, coarse or chunky knits (unless refined) |
+| **Accessories** | Classic Sunglasses (e.g., Wayfarer), Quality Leather Belt, Minimalist Watch, Silk Scarf, Simple Leather Wallet | Large branding, excessive jewelry, flashy accessories, sports caps (unless very specific casual context) |
+| **Overall Vibe/Mood** | Effortless sophistication, understated elegance, confident nonchalance, *je ne sais quoi*, refined ease, considered casualness | Trying too hard, ostentatious display, sloppy, unkempt, overly casual, flashy, unauthentic |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize quality over quantity, a meticulously curated casualness, and a timeless appeal achieved through impeccable fit and subtle detailing. The focus is on creating versatile wardrobes built on enduring pieces.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Parisian Day-Off** | Breton Stripe Long-Sleeve T-shirt + Navy Chinos + Unstructured Linen Blazer + Suede Loafers + Classic Aviator Sunglasses | Relaxed, Smart-Casual, Timeless |
+| **Urban Sophisticate** | Fine-Gauge Merino Roll-Neck Sweater + Tailored Grey Wool Trousers + Classic Beige Trench Coat + Leather Derby Shoes + Minimalist Wristwatch | Elegant, Refined, Polished |
+| **Weekend Ease** | Crisp White Oxford Button-Down Shirt + Dark Wash Straight-Leg Jeans + Minimalist Black Leather Jacket + Clean White Sneakers + Leather Belt | Casual, Chic, Authentic |
+| **Evening Rendezvous** | Charcoal Cashmere Cardigan + Slim-Fit Black Trousers + White Crew-Neck T-shirt + Polished Chelsea Boots + Subtle Patterned Pocket Square | Understated, Dapper, Versatile |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Predominantly neutral base (navy, grey, black, white, beige) accented by deep, muted tones like burgundy, olive, or camel. Avoid high contrast or overly vibrant color blocking. Tonal dressing and subtle monochrome are highly favored.
+*   **Layering Principle**: Strategic and purposeful. Layers add depth and warmth without bulk, often involving lightweight knits, unbuttoned shirts, or classic outerwear (trench, blazer, peacoat). Each layer should be able to stand alone in its quality and fit.
+*   **Fit Requirements**: Paramount. Garments should skim the body – not too tight, not too loose. Trousers should have a clean break or no break. Shoulders should fit perfectly. A comfortable, tailored silhouette is key, allowing for ease of movement without appearing sloppy or restrictive.
+*   **Pattern Restriction**: Keep patterns minimal and classic. Breton stripes are iconic. Subtle checks, pinstripes, or houndstooth are acceptable on blazers, shirts, or scarves. Avoid large, loud, or overly trendy prints. Solids and texture play are preferred over busy patterns.
+*   **Shoe/Bag Principle**: Quality leather or suede. Classic styles like loafers, derbies, Chelsea boots, or clean, minimalist leather sneakers. Shoes should be impeccably maintained and polished. Bags are typically functional yet stylish – a simple leather brief, tote, or messenger bag without overt branding. Avoid overly sporty or branded footwear/bags.
+*   **Accessory Requirements**: Less is more. Accessories should be functional, high-quality, and understated. A good watch, a simple leather belt, classic sunglasses, and perhaps a refined scarf are sufficient. Avoid excessive "bling," visible logos, or anything that draws too much attention away from the overall refined aesthetic.
+*   **Overall Balance**: The look should convey an effortless blend of comfort and elegance. It's about looking impeccably put-together without appearing to have tried too hard. There's a subtle tension between casual elements and refined pieces, creating a sophisticated nonchalance, often referred to as *je ne sais quoi*.
+*   **Scene Adaptability**: French chic is inherently versatile. Outfits transition seamlessly from a casual cafe setting to a business casual meeting, or from a stroll through the city to an evening dinner with minor, thoughtful adjustments (e.g., adding a scarf, switching shoes, removing a blazer). The core pieces are timeless and flexible.

style-guide/men/Gorpcore_style.md

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+# Outfit Guide for Gorpcore style (men)
+
+This guide summarizes the essential principles and practical styling rules for cultivating an authentic men's Gorpcore aesthetic. It emphasizes functionality, durability, and a rugged, outdoor-inspired appeal, seamlessly blended with urban comfort and style.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Olive Green, Khaki, Stone Grey, Navy Blue, Earth Brown, Black | Neon Pink, Bright Purple, Pastels, Formal Suit Colors |
+| **Accents Colors** | Blaze Orange, Mustard Yellow, Electric Blue, Teal, Deep Red, Muted Camouflage | Glitter, Metallic Finishes, High-Gloss Neons, Delicate Hues |
+| **Patterns** | Subtle Camouflage, Functional Color Blocking, Technical Grid (Ripstop), Minimal Geometric, Solid | Floral, Paisley, Busy Prints, Pinstripes, Animal Print |
+| **Style/Fit** | Relaxed, Layered, Utilitarian, Roomy for Movement, Articulated Knees, Tapered | Skinny Fit, Overly Tailored, Excessively Baggy/Sloppy, Formal, Restrictive |
+| **Textures/Materials** | Ripstop Nylon, Fleece, GORE-TEX, Heavyweight Organic Cotton, Merino Wool, Cordura, Canvas, Down | Silk, Satin, Velvet, Linen, Delicate Lace, Patent Leather |
+| **Accessories** | Beanie, Utility Sling Bag/Fanny Pack, Hiking Boots/Trail Runners, Carabiner, Tech Gloves, Performance Socks | Dress Shoes, Leather Briefcase, Delicate Jewelry, Ties, Fashion Scarves, Formal Watches |
+| **Overall Vibe/Mood** | Rugged, Practical, Adventurous, Understated Technical, Outdoor-Ready, Prepared, Comfortable | Ostentatious, Overly Trendy, Purely Aesthetic, Delicate, Formal, Unprepared |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize functional layering, durable materials, and a palette rooted in natural and utilitarian tones, with strategic pops of color, ensuring comfort and adaptability for both urban and outdoor environments.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Urban Explorer** | Water-Resistant Shell Jacket + Fleece Half-Zip + Ripstop Cargo Pants + GORE-TEX Trail Runners + Utility Crossbody Bag | Functional, Layered, Agile |
+| **Mountain Casual** | Insulated Flannel Shirt + Merino Wool Base Layer + Tapered Technical Trousers + Hiking Boots + Cuffed Beanie | Rugged, Earthy, Durable |
+| **Street Trekker** | Oversized Anorak Hoodie + Heavyweight Graphic Tee + Parachute Cargos + Chunky Trail Sneakers + Mesh Panel Backpack | Relaxed, Modern, Prepared |
+| **Tech Commute** | Packable Windbreaker + Performance Mid-Layer + Articulated Khaki Pants + High-Top GORE-TEX Sneakers + Tech Tote Bag | Adaptable, Clean, Performance |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominated by a foundation of earthy neutrals (olive, khaki, grey, navy, black) inspired by natural landscapes and military utility. Accent colors like blaze orange, electric blue, or mustard yellow are used sparingly for functional elements (zippers, branding, or small panels) to provide visual interest and enhance visibility without overwhelming the muted base.
+*   **Layering Principle:** Essential and purposeful. Outfits are built around a "three-layer system" (base, mid, outer) for adaptability to varying temperatures and conditions. Each layer serves a functional purpose (moisture-wicking, insulation, weather protection) and should integrate seamlessly in terms of fit and aesthetic.
+*   **Fit Requirements:** Prioritize comfort and unrestricted movement. Silhouettes are generally relaxed, straight, or slightly oversized to accommodate layering. Pants often feature articulated knees, gusseted crotches, or a tapered fit to prevent excess fabric while maintaining mobility. Avoid anything constricting or overly formal.
+*   **Pattern Restriction:** Keep patterns minimal and functional. Approved patterns include subtle camouflage, technical grids (ripstop textures), or clean color blocking that highlights garment construction or utility zones. Avoid loud, decorative, or busy prints that distract from the utilitarian core. Solids are highly preferred for most garments.
+*   **Shoe/Bag Principle:** Footwear is rugged, durable, and performance-oriented, focusing on grip, weather resistance, and comfort. Hiking boots, robust trail runners, or technical sneakers (e.g., GORE-TEX lined) are standard. Bags are primarily utilitarian – technical backpacks, sling bags, or fanny packs made from durable materials like Cordura, often featuring multiple compartments, external loops, and robust hardware for practical carry.
+*   **Accessory Requirements:** All accessories must serve a practical function or reinforce the outdoor aesthetic. This includes beanies for warmth, technical gloves, carabiners for attaching gear, durable watches, and performance socks. They should be utilitarian in design, enhancing the outfit's preparedness and ruggedness rather than acting as purely decorative items.
+*   **Overall Balance:** The key is to achieve a harmonious balance between pure outdoor gear and everyday wearability. The outfit should feel authentic and prepared for an adventure but polished enough for urban settings. It's about integrating technical performance and durability into a stylish, coherent look without appearing like you're fully geared for an expedition.
+*   **Scene Adaptability:** Gorpcore outfits are designed for versatility, easily transitioning from city streets to light outdoor activities such as park walks, nature trails, or camping trips. The emphasis is on clothing that is functional, comfortable, and reliable across various environments and weather conditions.

style-guide/men/Gothic_style.md

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+# Outfit Guide for Gothic style (men)
+
+This guide summarizes the essential components, styling principles, and aesthetic nuances for constructing authentic and impactful men's Gothic outfits. It delves into the core preferences and strict prohibitions to ensure a cohesive and resonant expression of the dark, romantic, and often dramatic ethos central to the Gothic aesthetic.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Black, Charcoal Gray, Deep Burgundy, Midnight Blue, Forest Green | Bright Pastels, Neon Colors, Primary Yellow, Orange, Sky Blue |
+| **Accents Colors** | Silver, Pewter, Antique Gold (subtle), Blood Red, Deep Emerald, Royal Purple | Fluorescent Hues, Overly Shiny Gold, Cheerful Multi-color Combinations |
+| **Patterns** | Damask, Brocade, Pinstripe (subtle), Victorian Florals, Celtic Knots, Occult Symbols, Skulls | Hawaiian Prints, Polka Dots, Bright Plaids, Cartoon Graphics, Camouflage |
+| **Style/Fit** | Tailored, elongated, slim-fit trousers, structured jackets, draped fabrics, flowing coats, fitted shirts | Baggy streetwear, athleisure, overtly casual or shapeless garments, overly tight "skinny" without draping |
+| **Textures/Materials** | Velvet, Leather, Silk, Lace, Brocade, Wool (heavy), Satin, Crushed Velvet, Faux Fur | Linen, Bright Synthetics (e.g., polyester sportswear), Fleece, Denim (unless very dark/distressed) |
+| **Accessories** | Silver rings (multiple), elaborate necklaces/chokers, leather belts with ornate buckles, cuff bracelets, scarves, fedoras/top hats, canes | Sport watches, brightly colored ties, simple canvas bags, baseball caps, plastic or cheap-looking jewelry |
+| **Overall Vibe/Mood** | Mysterious, romantic, elegant, dark, introspective, dramatic, aristocratic, melancholic, ethereal | Cheerful, overtly playful, athletic, minimalist (in a sterile or modern sense), overtly commercial/mainstream |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize dramatic silhouettes, rich textures, and intricate details within a predominantly dark color palette, evoking a sense of historical romance, mystery, and refined rebellion.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Victorian Gentleman Goth** | Velvet frock coat + high-collared ruffled shirt + brocade waistcoat + slim tailored trousers + polished leather boots | Aristocratic, Romantic, Formal |
+| **Modern Urban Goth** | Asymmetrical black tunic + distressed slim-fit jeans (dark wash) + heavy silver chain necklace + leather biker jacket + combat boots | Edgy, Contemporary, Rebel |
+| **Romantic Vampire Goth** | Crushed velvet duster coat + silk ascot shirt + fitted dark pinstripe trousers + ornate silver rings + heeled ankle boots | Ethereal, Dramatic, Elegant |
+| **Industrial / Cyber Goth** | Black cargo pants with straps + mesh long-sleeve top + oversized dystopian-style jacket + platform combat boots + reflective eyewear | Futuristic, Grungy, Mechanical |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominated by various shades of black, charcoal, and deep, desaturated jewel tones (burgundy, emerald, sapphire). Accent colors like silver, pewter, and blood red are used strategically for contrast and detail. Bright, cheerful, or primary colors are strictly avoided.
+*   **Layering Principle:** Essential for creating depth, texture, and complex silhouettes. Combine varying lengths (e.g., tunic under a jacket, long coat over a waistcoat), textures (e.g., lace under velvet, leather over silk), and weights to build an intricate and visually rich ensemble.
+*   **Fit Requirements:** Trousers are typically slim-fit or tailored. Shirts can range from fitted to slightly flowing. Jackets and coats often feature structured shoulders and elongated lines. Avoid excessively baggy or tight athletic fits; comfort is secondary to aesthetic drape and silhouette.
+*   **Pattern Restriction:** Patterns are used deliberately and sparingly, favoring gothic-specific motifs like damask, brocade, pinstripes, heraldic symbols, or subtle occult imagery. Avoid common, bright, or overly playful patterns that detract from the dark aesthetic.
+*   **Shoe/Bag Principle:** Footwear is substantial and often ornate. Preferred styles include polished leather boots (Victorian, combat, platform), dress shoes (brogues, monk straps), or buckled ankle boots. Bags are typically practical yet stylish, often leather, subtle, or featuring gothic details (e.g., small satchels, messenger bags, or ornate clutches).
+*   **Accessory Requirements:** Accessories are paramount for defining the Gothic look. Focus on sterling silver jewelry (multiple rings, elaborate necklaces, chokers), ornate buckles, leather accents, scarves, and statement headwear (fedora, top hat). More is often more, provided pieces are cohesive and contribute to the overall dark elegance.
+*   **Overall Balance:** Achieved through a careful interplay of dark colors, contrasting textures, and deliberate layering. The goal is a dramatic, sophisticated, and often melancholic aesthetic, where every element contributes to a cohesive, dark fantasy rather than a chaotic jumble.
+*   **Scene Adaptability:** Gothic style can be adapted from relatively casual (e.g., dark jeans, band tee, biker jacket, combat boots) to highly formal (e.g., velvet suit, ruffled shirt, formal boots for events or club nights). Adaptability is primarily managed by adjusting the formality of fabrics, the complexity of layering, and the opulence of accessories.

style-guide/men/Hip-hop_style.md

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+# Outfit Guide for Hip-hop style (men)
+
+This guide summarizes the essential components, styling principles, and aesthetic philosophy for cultivating an authentic and impactful Hip-hop style for men. It emphasizes confidence, self-expression, and a distinct urban swagger.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Black, White, Grey, Navy Blue, Forest Green | Pastels, Muted Earth Tones (unless specific vintage), Bright Primary Reds (unless bold statement) |
+| **Accents Colors** | Gold, Silver, Vibrant Red, Electric Blue, Neon Yellow (strategic), Camouflage Greens | Dull Browns, Beige, Lavender, Olive Green (unless camo) |
+| **Patterns** | Camouflage, Bold Graphics (logos, graffiti), Bandana/Paisley, Vertical Stripes, Large Plaids | Ditsy Floral, Preppy Gingham, Small Herringbone, Delicate Prints |
+| **Style/Fit** | Oversized, Baggy, Relaxed, Athletic, Drop Shoulder, Layered | Skinny, Tight, Tailored, Preppy, Business Formal |
+| **Textures/Materials** | Denim (heavy), Cotton (thick jersey), Leather, Fleece, Velour, Nylon, Satin | Silk, Linen, Tweed, Fine Wool, Chiffon, Seersucker |
+| **Accessories** | Gold/Silver Chains, Statement Watches, Sneakers (high-end), Snapbacks/Beanies, Sunglasses, Rings, Belts | Dainty Jewelry, Formal Ties, Bow Ties, Dress Shoes (Oxfords), Briefcases |
+| **Overall Vibe/Mood** | Confident, Bold, Urban, Expressive, Comfortable, Luxurious Edge | Stuffy, Conservative, Timid, Preppy, Overly Formal, Unapproachable |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize a blend of comfort, luxury, athleticism, and overt self-expression, always with an underlying sense of confidence and urban authenticity.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The OG Street Classic** | Oversized Graphic Tee + Baggy Cargo Pants + High-Top Sneakers + Gold Rope Chain + Baseball Cap | Authentic, Relaxed, Iconic |
+| **Athletic Luxe** | Matching Velour Tracksuit (Jacket + Pants) + Fresh White T-Shirt + Designer Sneakers + Statement Watch + Pendant Necklace | Comfortable, Opulent, Sporty |
+| **Denim Dominance** | Distressed Denim Jacket + Hooded Sweatshirt + Loose Fit Jeans + Work Boots (e.g., Timberlands) + Bandana | Rugged, Layered, Gritty |
+| **Contemporary Edge** | Black Tech-Fabric Puffer Jacket + Longline Cotton T-shirt + Slim-fit Cargo Joggers + High-Fashion Sneakers + Multiple Silver Rings | Modern, Sleek, Urban |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominated by strong, foundational colors like black, white, and grey, often punctuated by bold accent colors (gold, red, electric blue) or strategic use of patterns like camouflage. Avoid subtle or overly complex color schemes; impact is key.
+*   **Layering Principle:** Essential for depth and stylistic complexity. Start with a base (tee/hoodie), add an outerwear piece (jacket, vest), and sometimes a secondary top. Layers should complement in color and texture, often playing with varying lengths and silhouettes.
+*   **Fit Requirements:** Prioritizes comfort and a relaxed, often oversized or baggy silhouette. Clothing should allow for freedom of movement. While baggy is common, contemporary hip-hop can also incorporate a more tailored (but never tight) slim-fit, especially in joggers or tailored track pants, always balanced with a relaxed upper half.
+*   **Pattern Restriction:** Patterns should be bold and impactful, reflecting urban aesthetics. Large logos, brand monograms, camouflage, and graffiti-inspired graphics are favored. Avoid small, delicate, or overtly "preppy" patterns.
+*   **Shoe/Bag Principle:** Footwear is a cornerstone – always fresh, often high-end sneakers or iconic work boots. They are central to the outfit, not an afterthought. Bags lean towards practical yet stylish: backpacks, cross-body bags, or duffel bags for travel or gym. Briefcases or formal handbags are strictly prohibited.
+*   **Accessory Requirements:** Crucial for personal expression and injecting luxury or street credibility. Heavy gold or silver chains (often layered), prominent watches, rings, and high-quality sunglasses are staples. Headwear like snapbacks or beanies completes many looks. Accessories should be statement pieces.
+*   **Overall Balance:** Achieved through a mix of high and low elements (e.g., designer sneakers with a basic tee), thoughtful layering, and a conscious play with proportions (e.g., oversized top with relaxed bottom). The look should appear effortless yet intentional.
+*   **Scene Adaptability:** Primarily designed for urban environments, street scenes, concerts, social gatherings, and casual creative settings. Not suitable for formal business meetings, black-tie events, or highly conservative environments.

style-guide/men/Hong_Kong_Vintage_style.md

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+# Outfit Guide for Hong Kong Vintage style (men)
+
+This guide summarizes the core aesthetic principles, preferred elements, and practical styling rules for cultivating a sophisticated and nostalgic Hong Kong Vintage look for men, inspired by the cinematic elegance of the 1960s-1980s Hong Kong.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Deep Navy, Forest Green, Muted Olive, Tobacco Brown, Charcoal Grey, Off-White/Cream | Neon Brights, Electric Blue, Fluorescent Yellow |
+| **Accents Colors** | Burgundy Red, Mustard Yellow, Dusty Rose, Gold, Silver (subtle) | Pastel Overload, Synthetic Brights, Harsh White |
+| **Patterns** | Subtle Checks (Houndstooth, Glen Plaid), Pinstripes, Muted Geometric, Retro Floral (small scale), Subtle Textural Weaves | Large Cartoon Prints, Overtly Abstract Modern Art, Bold Logomania |
+| **Style/Fit** | Relaxed but Tailored, Structured Silhouettes, High-Waisted Trousers, Generous Draping, Defined Shoulders | Skinny Fit (especially trousers), Baggy/Sloppy, Overly Athletic Cut, Extreme Oversized |
+| **Textures/Materials** | Wool (Tweed, Flannel), Linen, Silk Blends, Cotton Gabardine, Corduroy, Fine Leather | Shiny Synthetics (Polyester suits), Thin Stretchy Jersey, Overly Distressed Denim |
+| **Accessories** | Classic Leather Watch, Retro Sunglasses (Aviator, Wayfarer), Leather Belt, Tie Clips/Cufflinks, Leather Briefcase/Satchel, Vintage-Inspired Hats (Fedora, Flat Cap) | Chunky Modern Jewelry, Athletic Caps, Overtly Branded Accessories, Smartwatches |
+| **Overall Vibe/Mood** | Sophisticated, Nostalgic, Cinematic, Understated Elegance, Confident Intellectual, Refined | Flashy, Gaudy, Overly Trendy, Sloppy Casual, Unkempt |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize a blend of classic tailoring with relaxed sophistication, focusing on quality materials, layered textures, and a rich, muted color palette to evoke a timeless cinematic charm.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Cinematic Detective** | Double-Breasted Trench Coat + Tailored Wool Suit + Silk Patterned Tie + Leather Brogues + Classic Leather Watch | Dapper, Mysterious, Refined |
+| **The Intellectual Gentleman** | Corduroy Blazer + Oxford Cloth Button-Down Shirt + High-Waisted Pleated Trousers + Suede Loafers + Vintage Eyeglasses | Scholarly, Earthy, Thoughtful |
+| **Weekend Wanderer** | Muted Retro Floral Short-Sleeve Shirt + Linen Blend Trousers + Leather Sandals + Aviator Sunglasses + Canvas Tote Bag | Relaxed, Stylish, Nostalgic |
+| **Urban Professional** | Tweed Vest + Long-Sleeve Henley Shirt + Dark Chinos + Leather Chukka Boots + Leather Messenger Bag | Rugged, Polished, Functional |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** Dominant use of deep, muted, and earthy tones (navies, olives, browns, charcoals, burgundies) complemented by off-whites and creams. Accent colors like mustard or deep red are used sparingly for visual interest.
+*   **Layering Principle:** Essential for depth and character; focus on structured outerwear (blazers, trenches, vests) over natural fiber shirts and knitwear. Textural contrast through layering is highly encouraged.
+*   **Fit Requirements:** Prioritize a relaxed yet tailored fit. Trousers should be high-waisted with a comfortable, slight drape, avoiding extreme slimness. Jackets should have defined shoulders but offer ease of movement.
+*   **Pattern Restriction:** Subtle patterns such as small-scale checks, pinstripes, and muted retro florals are preferred. Avoid large, loud, or overly modern graphic prints that detract from the vintage aesthetic.
+*   **Shoe/Bag Principle:** Footwear should be classic leather (brogues, loafers, chukka boots, dress shoes). Bags should be structured leather briefcases, satchels, or quality canvas totes, serving both function and style.
+*   **Accessory Requirements:** Emphasize quality over quantity. Essential accessories include classic watches, vintage-inspired eyewear, leather belts, and subtle details like tie clips or cufflinks for more formal looks.
+*   **Overall Balance:** Achieved by carefully balancing structured and relaxed elements, contrasting textures (e.g., wool with silk), and maintaining a harmonious, often subdued, color scheme. The goal is a look that feels put-together yet effortless.
+*   **Scene Adaptability:** The style is versatile, allowing for effortless transitions between formal occasions (e.g., tailored suits with refined accessories) and more casual settings (e.g., linen shirts, relaxed trousers) while maintaining a consistent vintage sensibility.

style-guide/men/Lagenlook_style.md

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+# Outfit Guide for Lagenlook style (men)
+
+This guide summarizes the core aesthetic principles, preferences, and styling rules for men adopting the Lagenlook style. Emphasizing layering, comfort, natural textures, and a contemplative, deconstructed silhouette, Lagenlook for men cultivates an artistic, expressive, and subtly avant-garde presence. It prioritizes thoughtful design and personal expression over fleeting trends.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Black, Charcoal Grey, Olive Green, Deep Navy, Rich Earth Brown | Bright Primary Colors (e.g., fire engine red, royal blue), Neon Hues |
+| **Accents Colors** | Rust, Mustard Yellow (muted), Moss Green, Burnt Orange, Raw Ecru | Pastels, Vibrant Jewel Tones, Overtly Shiny Metallics |
+| **Patterns** | Subtle Pinstripes (distressed), Faint Plaids (muted), Irregular Textures, Abstract Brushstrokes, Natural Dye Variations | Loud Geometric Prints, Cartoonish Graphics, Overt Brand Logos |
+| **Style/Fit** | Relaxed, Voluminous, Asymmetrical, Draped, Deconstructed, Ample Room for Movement | Slim-Fit, Tailored, Body-Con, Structured/Rigid Silhouettes (without drape), Tight |
+| **Textures/Materials** | Linen, Raw Silk, Boiled Wool, Heavy Jersey, Hemp, Crinkled Cotton, Washed Leather | Shiny Synthetics, Stiff Polyester, Polished Silk, Crisp Poplin, Overly Smooth Fabrics |
+| **Accessories** | Large Scarves, Long Pendant Necklaces (natural materials), Distressed Leather Bags, Wide-Brimmed Felt Hats, Chunky Rings | Blingy Jewelry, Small Structured Ties, Brightly Colored Plastic Accessories, Formal Cufflinks |
+| **Overall Vibe/Mood** | Artisanal, Thoughtful, Serene, Comfortable, Expressive, Deconstructed Elegance | Corporate, Flashy, Overtly Trendy, Athletic, Restrictive, Strictly Formal |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize multi-layered compositions, generous volume, and a nuanced interplay of natural textures and muted tones. The core approach is to create a dynamic silhouette that feels both substantial and fluid, embodying a sense of thoughtful ruggedness and artistic contemplation.
+
+### 1. Classic Outfit Examples
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Urban Wanderer** | Asymmetrical Longline Cardigan + Draped Linen Tunic + Wide-Leg Dropped-Crotch Trousers + Distressed Leather Boots + Oversized Wool Scarf | Layered, Asymmetric, Earthy |
+| **Artisan Comfort** | Oversized Raw-Edge Linen Shirt + Loose-Fit Waffle Knit T-Shirt + Washed Cotton Harem Pants + Slip-On Leather Shoes + Hand-Woven Tote Bag | Textured, Relaxed, Unfussy |
+| **Deconstructed Scholar** | Long Wool Blend Duster Coat + Layered Jersey T-Shirts (varying lengths) + Relaxed-Fit Dark Wash Jeans + Minimalist Suede Sneakers + Large Canvas Messenger Bag | Intellectual, Voluminous, Shadowy |
+| **Forest Dweller** | Oversized Hooded Anorak (textured fabric) + Chunky Knit Sweater + Baggy Linen Cargo Trousers + Sturdy Lace-Up Boots + Wool Beanie | Organic, Robust, Contemplative |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Predominantly monochromatic or analogous, favoring a sophisticated spectrum of black, grey, brown, green, and navy. Depth is created through layering items of similar, subtly differing tones rather than contrasting bright hues.
+*   **Layering Principle**: Absolutely essential. Outfits typically comprise three or more layers, often with varying hemlines and sleeve lengths to create visual interest and a sense of effortless complexity. Asymmetrical cuts and intentional draping in layers are key.
+*   **Fit Requirements**: Loose, relaxed, and voluminous is paramount. Garments should allow for unrestricted movement and create a soft, flowing silhouette. Avoid anything that clings to the body; dropped shoulders, wide sleeves, and ample legroom are characteristic.
+*   **Pattern Restriction**: Patterns are minimal and understated. Focus is on textural patterns (e.g., slub knits, crinkled fabrics, subtle weaves) rather than bold or overt prints. If patterns are used, they are abstract, faded, or very muted (e.g., a faint, distressed plaid).
+*   **Shoe/Bag Principle**: Footwear should be substantial, comfortable, and made from natural materials (leather, suede, canvas). Distressed boots, sturdy sandals, or minimalist sneakers are preferred. Bags are functional, often oversized, and crafted from leather, canvas, or natural woven materials. Avoid overly polished or overtly branded items.
+*   **Accessory Requirements**: Accessories are thoughtful, often artisanal, and serve to enhance the overall mood. Large, flowing scarves, long pendant necklaces featuring natural elements (wood, stone, metal), wide-brimmed hats, and chunky, weathered rings are favored. They should complement, not overpower, the layered aesthetic.
+*   **Overall Balance**: Achieved through a deliberate interplay of textures, varying garment lengths, and strategic volume. The goal is an intentional, artistic ensemble that appears effortlessly put-together and comfortable, avoiding any semblance of sloppiness through careful fabric selection and proportion.
+*   **Scene Adaptability**: Best suited for creative environments, casual urban outings, artistic events, and relaxed social gatherings. While adaptable for sophisticated semi-formal settings with high-quality fabrics and darker palettes, Lagenlook is generally not appropriate for strict formal or corporate dress codes.

style-guide/men/Military_style.md

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+# Outfit Guide for Military style (men)
+
+This guide summarizes the core aesthetic, philosophical underpinnings, and practical styling rules for cultivating a sophisticated and authentic Military style for men. It emphasizes functionality, durability, and a disciplined yet rugged aesthetic, drawing inspiration from historical and contemporary military attire while adapting it for modern wear.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Olive Drab, Khaki/Tan, Navy Blue, Charcoal Grey, Forest Green | Neon colors, Pastel pink, Bright yellow |
+| **Accents Colors** | Black, Brown (cognac/dark), Maroon, Gold (hardware), Silver (hardware), Off-white | Lavender, Aqua, Fuchsia |
+| **Patterns** | Camouflage (woodland, digital, desert), Solid, Herringbone, Ripstop texture | Floral, Polka Dot, Abstract, Loud stripes |
+| **Style/Fit** | Structured, utilitarian, practical, slightly relaxed but tailored, layering-friendly | Skinny fit, Excessively baggy (unless specific silhouette), Overly draped, Flamboyant |
+| **Textures/Materials** | Heavy Cotton Twill, Canvas, Wool (tweed, felt), Leather, Ripstop Nylon, Durable Denim | Silk, Velvet, Lace, Sheer fabrics, Delicate knits |
+| **Accessories** | Utility watch, Leather/Webbing Belt, Sturdy Boots, Dog Tag/Pendant, Canvas/Leather Duffle/Messenger Bag | Delicate necklaces, Cufflinks (unless formal military), Brightly colored ties, Flashy rings |
+| **Overall Vibe/Mood** | Disciplined, rugged, authoritative, functional, resilient, timelessly classic | Frivolous, overly casual, flamboyant, overtly trendy, delicate |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize functionality, rugged durability, and a disciplined aesthetic, drawing inspiration from historical military uniforms while adapting them for contemporary wear with a focus on structured silhouettes and earthy color palettes.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Urban Field Operative** | Olive Green Field Jacket + Khaki Chinos + Dark Brown Leather Belt + White Crew Neck T-shirt + Desert Boots | Rugged, Utilitarian, Grounded |
+| **Modern Aviator** | Navy Blue Bomber Jacket + Dark Wash Selvedge Jeans + Grey Henley Shirt + Black Leather Combat Boots + Silver Pilot Watch | Edgy, Resilient, Focused |
+| **Strategic Layering** | Camouflage Cargo Pants + Black Heavy Cotton Hoodie + Charcoal Grey Tech Vest + High-Top Sneakers (dark) + Webbing Belt | Practical, Prepared, Dynamic |
+| **Officer's Off-Duty** | Navy Wool Peacoat + Dark Green Roll-neck Sweater + Black Slim Trousers + Polished Leather Chelsea Boots + Minimalist Silver Ring | Refined, Authoritative, Sharp |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Stick to a foundational base of earth tones (olive, khaki, brown), deep blues, and greys. Accent with black, white, and muted metallics for hardware. Maintain a subdued, coherent palette, avoiding any jarring or overly bright hues.
+*   **Layering Principle**: Embrace functional layering using durable materials like cotton, wool, and canvas. Focus on creating warmth, protection, and visual depth through varied textures and strategic garment lengths, mimicking the practical needs of military wear.
+*   **Fit Requirements**: Opt for structured and tailored fits that allow for movement without being overly loose or restrictive. Straight-leg trousers, fitted jackets, and well-proportioned outerwear are key. The silhouette should be clean and purposeful, never sloppy or excessively tight.
+*   **Pattern Restriction**: While camouflage is iconic, use it judiciously to avoid literal uniform replication. Often, one camo item per outfit is sufficient. Solid colors are preferred for most garments, with subtle textures (like ripstop or herringbone) adding interest without competing.
+*   **Shoe/Bag Principle**: Footwear should be sturdy, practical, and built for durability – think combat boots, desert boots, work boots, or robust minimalist sneakers in dark or earthy tones. Bags should be functional, made from canvas or leather, such as duffels, messenger bags, or backpacks with a utilitarian design.
+*   **Accessory Requirements**: Accessories should be purposeful and utilitarian: sturdy watches with clear dials, durable leather or webbing belts, and understated metal elements. Minimalist jewelry, like a dog tag or simple ring, is acceptable, but avoid anything ostentatious, delicate, or purely decorative without function.
+*   **Overall Balance**: Strive for a balance between rugged functionality and sophisticated restraint. The look should convey preparedness and discipline, not costumery. Avoid overwhelming the outfit with too many overtly military-specific items; instead, integrate key pieces thoughtfully.
+*   **Scene Adaptability**: While rooted in utility, military style can be adapted for urban environments, casual outings, and even smart-casual events by adjusting the level of formality and choice of materials. Focus on clean lines, quality fabrics, and a less overt military influence for more refined settings.

style-guide/men/Minimalist_style.md

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+# Outfit Guide for Minimalist style (men)
+
+This guide summarizes the core aesthetic principles and practical styling rules for cultivating a minimalist wardrobe, emphasizing clean lines, functional design, and timeless appeal for men.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Black, White, Navy, Charcoal Grey, Tan/Camel | Neon colors, Bright primary colors (e.g., fire engine red, electric blue), Busy multi-color prints |
+| **Accents Colors** | Olive Green, Stone Beige, Muted Burgundy, Dark Brown, Off-White | Fluorescent shades, Garish metallics, Pastel mixtures (unless extremely subdued) |
+| **Patterns** | Solid colors, Subtle pinstripe, Micro-check (tonal), Fine texture weaves, Almost imperceptible tonal patterns | Large logos/branding, Loud plaids, Hawaiian prints, Overly ornate patterns, Animal prints |
+| **Style/Fit** | Clean lines, Tailored but comfortable, Relaxed straight cut, Structured but not restrictive, Proportional, Balanced | Baggy/sloppy, Overly tight/skinny, Unstructured/ill-fitting, Exaggerated silhouettes, Distorted proportions |
+| **Textures/Materials** | Cotton (pima, Egyptian), Linen, Merino Wool, Cashmere, Smooth Leather, High-quality denim, Silk blends | Coarse synthetic blends, Velvet (unless exceptionally refined for evening), Overly distressed denim, Shiny polyester, Heavy tweed (unless subtle) |
+| **Accessories** | High-quality minimalist watch, Plain leather belt (unadorned), Simple leather wallet, Unbranded leather bag/briefcase, Plain metal rings, Functional sunglasses | Large statement jewelry, Branded baseball caps, Overly busy tie patterns, Multiple visible accessories, Flashy sunglasses, Novelty items |
+| **Overall Vibe/Mood** | Effortlessly sophisticated, Intentional simplicity, Understated elegance, Timeless, Refined, Purposeful, Calm | Trendy, Ostentatious, Sloppy, Overly casual, High-maintenance (looking), Cluttered, Loud |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize clean aesthetics, high-quality materials, precise fit, and a monochromatic or neutral color palette, prioritizing functionality and timeless appeal over fleeting trends.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **Urban Casual Refined** | White Crew Neck T-Shirt + Charcoal Grey Slim Chinos + Navy Unstructured Blazer + White Leather Sneakers + Minimalist Dive Watch | Clean, Smart-Casual, Everyday |
+| **Business Minimal** | Light Blue Oxford Button-Down Shirt + Navy Wool Trousers + Dark Brown Leather Plain Toe Derbies + Sleek Leather Briefcase + Silver Tie Bar | Professional, Polished, Understated |
+| **Elevated Weekend** | Black Merino Wool Roll-Neck Sweater + Olive Green Slim-Fit Denim Jeans + Black Suede Chelsea Boots + Tan Cotton Trench Coat + Plain Leather Belt | Sophisticated, Layered, Comfortable |
+| **Summer Breeze Simplicity** | White Linen Button-Up Shirt + Stone Beige Tailored Shorts + Brown Leather Loafers + Woven Straw Hat (simple band) + Minimalist Sunglasses | Breathable, Relaxed, Seasonal |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette:** The foundation is built upon a core of neutrals (black, white, grey, navy, tan), often styled monochromatically or with subtle tonal variations. Accent colors are introduced sparingly and are always muted or earthy, serving to complement rather than dominate the primary palette. High contrast is used intentionally to create focal points.
+*   **Layering Principle:** Layering is strategic and functional, adding textural depth and warmth without introducing bulk or visual clutter. Each layer should maintain the clean silhouette of the outfit, providing interest through material differences (e.g., cotton t-shirt under a wool sweater under a linen blazer) rather than clashing colors or patterns.
+*   **Fit Requirements:** Precision is paramount. Garments should skim the body, providing comfort and ease of movement without being either excessively baggy or overly restrictive. Trousers typically feature a clean break or no break. Sleeves should end precisely at the wrist bone, and jacket shoulders should align perfectly. Tailoring is often essential.
+*   **Pattern Restriction:** Patterns are minimized to the point of near absence. When present, they are extremely subtle, tonal, or classic (e.g., a micro-check, a fine pinstripe), designed to add a whisper of texture rather than a loud statement. The integrity of solid blocks of color and clean lines is maintained.
+*   **Shoe/Bag Principle:** Footwear and bags are selected for their high quality, enduring design, and practical functionality. Preferred materials are fine leather or suede, in classic styles such as plain-toe derbies, Chelsea boots, or minimalist leather sneakers. Logos are avoided or highly discreet. Items should be well-maintained and clean.
+*   **Accessory Requirements:** Accessories are utilitarian and chosen for their intrinsic quality and clean design. They serve a purpose first and foremost, with aesthetic appeal as a secondary benefit. A single, high-quality watch, a plain leather belt, or a functional bag are typically sufficient. Over-accessorizing is strictly avoided; "less is more" is the guiding principle.
+*   **Overall Balance:** Each element of an outfit contributes to a cohesive and harmonious whole. Proportion, texture, and understated color palettes are carefully considered to create a sense of effortless sophistication. No single item should stand out disproportionately; the outfit should feel balanced, intentional, and composed.
+*   **Scene Adaptability:** Minimalist outfits are inherently versatile due to their timeless designs and neutral palettes. Core pieces can be easily dressed up or down by swapping out key items (e.g., sneakers for dress shoes, a t-shirt for a button-down), allowing for seamless transitions across various social, professional, and casual settings.

style-guide/men/Moto_style.md

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+# Outfit Guide for Moto style (men)
+
+This guide summarizes the essential principles, aesthetic preferences, and practical styling rules to master the distinctive, rugged, and rebellious allure of men's Moto style. It distills the core elements from foundational garments to subtle accessories, ensuring a cohesive and authentic expression of this iconic look.
+
+## I. Core Preferences and Prohibitions
+
+| Category | Preference (✔️) | Prohibition (❌) |
+| :--- | :--- | :--- |
+| **Primary Colors** | Black, Charcoal Grey, Navy, Olive Green, Deep Brown | Pastel shades, Neons, Bright primary colors (e.g., fuchsia, bright yellow) |
+| **Accents Colors** | Burgundy, Forest Green, Metallic Silver/Bronze, Muted Earth Tones, Cream/Off-White | Fluorescent colors, overly saccharine hues, delicate gold |
+| **Patterns** | Solid, Subtle Texture (e.g., ribbed, quilted), Racing Stripes, Camouflage (muted), Minimal Checks/Plaid (subtle) | Floral prints, Polka dots, Excessive geometric patterns, Hawaiian shirts |
+| **Style/Fit** | Slim (not tight), Body-conscious but allowing movement, Structured, Rugged, Tailored utilitarian | Baggy, Oversized (unless strategic layering), Overtly loose, Sloppy, Preppy, Overly formal |
+| **Textures/Materials** | Full-grain Leather, Raw/Washed Denim, Waxed Canvas, Heavy Cotton, Wool Blends, Suede | Silk, Linen, Velvet, Delicate knits, Synthetic activewear, Sequin |
+| **Accessories** | Leather gloves, Robust belts (with metal buckle), Metal-cased watches, Dark sunglasses, Utilitarian boots, Chain wallets | Delicate jewelry, Formal ties/bow ties, Brightly colored scarves, Small fabric backpacks |
+| **Overall Vibe/Mood** | Rebellious, Confident, Rugged, Masculine, Unfussy, Cool, Functional | Preppy, Overly formal, Delicate, Whimsical, Sporty-chic, Flamboyant |
+
+---
+
+## II. Styling Pattern
+
+This stylist's outfits emphasize durability, functionality, and an understated masculine edge, often employing layers and rich textures to build depth without relying on overt patterns or bright colors. The focus is on quality materials and a silhouette that is both protective and stylish.
+
+### 1. Classic Outfit Examples (4 examples)
+
+| Style | Structure (Item Components) | Keywords |
+| :--- | :--- | :--- |
+| **The Urban Rider** | Black Leather Moto Jacket + Dark Wash Slim-Fit Jeans + Plain Charcoal T-shirt + Black Leather Chelsea Boots + Silver Ring | Edgy, Confident, Minimalist |
+| **Rugged Commuter** | Waxed Canvas Field Jacket + Olive Green Chinos + Heavy Knit Henley Sweater + Brown Work Boots + Leather Strap Watch | Durable, Practical, Earthy |
+| **Modern Biker** | Quilted Moto Jacket + Black Selvedge Denim + Grey Crew Neck Sweatshirt + Suede High-Top Sneakers + Aviator Sunglasses | Sleek, Contemporary, Textured |
+| **Workwear Inspired** | Raw Denim Jacket + Black Cargo Pants + Flannel Shirt (muted) + Chunky Leather Boots + Beanie | Utilitarian, Tough, Layered |
+
+### 2. Outfit Extended Rules Summary
+
+*   **Color Palette**: Dominated by neutrals (black, grey, navy) and earth tones (olive, brown, burgundy). Pops of color are rare and, if present, are deep and muted, serving as an accent rather than a focal point. Metallic hardware (silver, antique brass) acts as a visual highlight.
+*   **Layering Principle**: Essential for both style and practicality. Start with a foundational tee or henley, add a robust mid-layer (flannel, sweater), and top with a substantial outer layer (leather jacket, waxed canvas, denim jacket). Layers should contribute to the silhouette without creating excessive bulk.
+*   **Fit Requirements**: The overall fit should be slim but never restrictive, allowing for ease of movement—a nod to the functional requirements of riding. Jeans and pants should be slim or straight-leg. Jackets should sit well on the shoulders with a tapered body.
+*   **Pattern Restriction**: Patterns are kept to an absolute minimum. The style relies on texture, material quality, and silhouette for visual interest. If patterns are used, they are subtle, like a muted plaid flannel or a very understated camouflage.
+*   **Shoe/Bag Principle**: Footwear is invariably robust and durable; think heavy-duty leather boots (moto, combat, work, Chelsea) or sturdy, quality leather/suede sneakers. Bags are functional and durable, such as leather messenger bags, canvas backpacks, or a practical utility bag.
+*   **Accessory Requirements**: Accessories are sparse but impactful and functional. Quality leather gloves, a substantial belt, and a utilitarian watch are key. Sunglasses, often aviator or Wayfarer styles, complete the look. Avoid anything delicate, flashy, or overly decorative.
+*   **Overall Balance**: Achieve balance by contrasting rugged materials with tailored fits, and dark colors with subtle texture variations. The overall impression should be effortless confidence rather than ostentatious display.
+*   **Scene Adaptability**: Highly versatile for urban environments, casual outings, concerts, road trips, and even some semi-casual social gatherings. Less suitable for formal events, business professional settings, or environments requiring a soft, gentle aesthetic.