jacobsapps

import Vision
import UIKit
import ImageIO

struct TitleEmbedding: Codable {
    let fullNameCopy: String
    let keyword: String
    let embedding: [Float]
}

jacobsapps

import Vision
import UIKit
import ImageIO

struct TitleEmbedding: Codable {
    let fullNameCopy: String
    let keyword: String
    let embedding: [Float]
}

jacobsapps

// CoreMLProcessing.swift

private var statsEmbeddings: [StatEmbedding] = []
private var titleEmbeddings: [TitleEmbedding] = []

func loadCLIPModelAndEmbeddings() {
    model = nil
    statsEmbeddings = []
    titleEmbeddings = []

jacobsapps

import os
import json
import numpy as np
import coremltools as ct
from transformers import CLIPTokenizer

# 1. Load titles list with descriptions
titles = []
with open("names.txt", "r", encoding="utf-8") as f:
    for line in f:

jacobsapps

import os
import json
import numpy as np
import coremltools as ct
from transformers import CLIPTokenizer

# 1. Load labels
with open("stats.txt", "r") as f:
    categories = [line.strip() for line in f if line.strip()]

jacobsapps

import os
import json
import numpy as np
import coremltools as ct
from transformers import CLIPTokenizer

# 1. Load labels
with open("stats.txt", "r") as f:
    categories = [line.strip() for line in f if line.strip()]

jacobsapps

# Encode text and extract embeddings
for text in categories:
    try:
        # Tokenize text using CLIP tokenizer
        encoded = tokenizer(
            text,
            return_tensors="np",
            padding="max_length",
            truncation=True,
            max_length=77

jacobsapps

import os
import json
import numpy as np
import coremltools as ct
from transformers import CLIPTokenizer

# 1. Load labels
with open("stats.txt", "r") as f:
    categories = [line.strip() for line in f if line.strip()]

jacobsapps

private var baseImage: some View {
    // ... 
    .if(showEffects && card.stats.rarity == .common) { $0.noStickerEffect() }
    .if(showEffects && (card.stats.rarity == .rare || card.stats.rarity == .ultraRare)) { $0.circularFoilEffect() }
    .if(showEffects && card.stats.rarity == .secretRare) { $0.metallicEffect() }

private var cutoutLayer: some View {
    if showEffects {
        // ...
        .if((card.stats.rarity == .common || card.stats.rarity == .rare)) { $0.noStickerEffect() }

jacobsapps

private func checkRarity(from imageEmbedding: [Float]) -> Rarity {
    guard let first = imageEmbedding.first else {
        return .common
    }

    let decimalString = String(format: "%.12f", first)
    if let lastDigitChar = decimalString.last,
       let digit = Int(String(lastDigitChar)) {
            switch digit {
            case 9: