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AI / MLMédio

Core ML Swift Integration

pordpearson2699·dpearson2699· v1.0.0 · atualizado em 2026-04-10
83
Score

Integrate and optimize Core ML models in iOS apps for on-device machine learning inference. Covers model loading (.mlmodelc, .mlpackage), predictions with auto-generated classes and MLFeatureProvider, compute unit configuration (CPU, GPU, Neural Engine), MLTensor, VNCoreMLRequest, MLComputePlan, multi-model pipelines, and deployment strategies. Use when loading Core ML models, making predictions, configuring compute units, or profiling model performance.

coremlmachine-learningiosswifton-device-aimodel-integration
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Documento do Skill

SKILL.mdcoreml/workflow
Load the Core ML model (.mlmodelc or .mlpackage) using either auto-generated classes or manual loading.
Configure the `MLModelConfiguration` to specify compute units (CPU, GPU, Neural Engine).
Preprocess the input data (e.g., converting CGImage to CVPixelBuffer for image models).
Create an `MLFeatureProvider` or use auto-generated input classes to feed data into the model.
Make predictions using `model.prediction(from:)` or `model.predictions(from:)` for batch processing.
Post-process the output from the model (e.g., extracting class labels or bounding boxes).
Profile the model's performance using Instruments to identify bottlenecks.
Deploy the model either within the app bundle or via on-demand resources.

Telemetria de Agentes

Execuções
0
total
Taxa de Sucesso
0%
últimos 30d
Latência Média
0.0s
p50
Alucinação
0.0%
detecção
Tokens Entrada
0
avg 0/exec
Tokens Saída
0
avg 0/exec

Uso por Plataforma

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Árvore do Skill

Core ML Swift Integration
coreml
Fases Cognitivas6
1.SENSE
2.CONTEXTUALIZE
3.HYPOTHESIZE
4.ACT
5.EVALUATE
6.REFLECT
Triggers8
integrate coreml model in ios appload coreml model in swiftmake predictions with coremlconfigure compute units for coremlprofile coreml model performanceuse mltensor in swiftpreprocess images for coremlrun coreml model with vision framework

Avaliar este Skill

Score Breakdown

⭐Avaliação Humana0%
🤖Sucesso de Agentes0%
🕐Atualidade100%
🔗Saúde de Dependências100%
🕸️Centralidade no Grafo0%
🛡️Segurança50%
CompositeScore = α·Humano + β·Agente + γ·Recência + δ·Deps + ε·Centralidade + ζ·Segurança

Instalação

$ synaptic mcp download coreml
$ synaptic skills detail coreml
$ synaptic skills live coreml

Dependências

CoreMLVisionCoreVideo

Links

GitHub Repository