// // ModelInfo.swift // Diffusion // // Created by Pedro Cuenca on 29/12/22. // See LICENSE at https://github.com/huggingface/swift-coreml-diffusers/LICENSE // import CoreML enum AttentionVariant: String { case original case splitEinsum } struct ModelInfo { /// Hugging Face model Id that contains .zip archives with compiled Core ML models let modelId: String /// Arbitrary string for presentation purposes. Something like "2.1-base" let modelVersion: String /// Suffix of the archive containing the ORIGINAL attention variant. Usually something like "original_compiled" let originalAttentionSuffix: String /// Suffix of the archive containing the SPLIT_EINSUM attention variant. Usually something like "split_einsum_compiled" let splitAttentionSuffix: String /// Whether the archive contains the VAE Encoder (for image to image tasks). Not yet in use. let supportsEncoder: Bool init(modelId: String, modelVersion: String, originalAttentionSuffix: String = "original_compiled", splitAttentionSuffix: String = "split_einsum_compiled", supportsEncoder: Bool = false) { self.modelId = modelId self.modelVersion = modelVersion self.originalAttentionSuffix = originalAttentionSuffix self.splitAttentionSuffix = splitAttentionSuffix self.supportsEncoder = supportsEncoder } } extension ModelInfo { static var defaultAttention: AttentionVariant { guard runningOnMac else { return .splitEinsum } guard Capabilities.hasANE else { return .original } return Capabilities.performanceCores >= 8 ? .original : .splitEinsum } var bestAttention: AttentionVariant { return ModelInfo.defaultAttention } func modelURL(for variant: AttentionVariant) -> URL { // Pattern: https://huggingface.co/pcuenq/coreml-stable-diffusion/resolve/main/coreml-stable-diffusion-v1-5_original_compiled.zip let suffix: String switch variant { case .original: suffix = originalAttentionSuffix case .splitEinsum: suffix = splitAttentionSuffix } let repo = modelId.split(separator: "/").last! return URL(string: "https://huggingface.co/\(modelId)/resolve/main/\(repo)_\(suffix).zip")! } /// Best variant for the current platform. /// Currently using `split_einsum` for iOS and simple performance heuristics for macOS. var bestURL: URL { modelURL(for: bestAttention) } var reduceMemory: Bool { return !runningOnMac } } extension ModelInfo { // TODO: repo does not exist yet static let v14Base = ModelInfo( modelId: "pcuenq/coreml-stable-diffusion-1-4", modelVersion: "CompVis/stable-diffusion-v1-4" ) static let v15Base = ModelInfo( modelId: "pcuenq/coreml-stable-diffusion-v1-5", modelVersion: "runwayml/stable-diffusion-v1-5" ) static let v2Base = ModelInfo( modelId: "pcuenq/coreml-stable-diffusion-2-base", modelVersion: "stabilityai/stable-diffusion-2-base" ) static let v21Base = ModelInfo( modelId: "pcuenq/coreml-stable-diffusion-2-1-base", modelVersion: "stabilityai/stable-diffusion-2-1-base", supportsEncoder: true ) static let ofaSmall = ModelInfo( modelId: "pcuenq/coreml-small-stable-diffusion-v0", modelVersion: "OFA-Sys/small-stable-diffusion-v0" ) static let MODELS = [ ModelInfo.v14Base, ModelInfo.v15Base, ModelInfo.v2Base, ModelInfo.v21Base, ModelInfo.ofaSmall ] static func from(modelVersion: String) -> ModelInfo? { ModelInfo.MODELS.first(where: {$0.modelVersion == modelVersion}) } static func from(modelId: String) -> ModelInfo? { ModelInfo.MODELS.first(where: {$0.modelId == modelId}) } } extension ModelInfo : Equatable { static func ==(lhs: ModelInfo, rhs: ModelInfo) -> Bool { lhs.modelId == rhs.modelId } }