VibeVoice-Realtime-0.5B Core AI: 5 macOS .aimodel + iOS h18p AOT + voice presets

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README.md

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+---
+license: mit
+library_name: coreai
+pipeline_tag: text-to-speech
+base_model: microsoft/VibeVoice-Realtime-0.5B
+language: [en, zh]
+tags: [core-ai, coreaikit, tts, multi-speaker, dialogue, podcast, diffusion, on-device, apple]
+---
+
+# VibeVoice-Realtime-0.5B — Core AI
+
+[`microsoft/VibeVoice-Realtime-0.5B`](https://huggingface.co/microsoft/VibeVoice-Realtime-0.5B)
+(MIT) converted to **Apple Core AI** — the [zoo](https://github.com/john-rocky/coreai-model-zoo)'s
+first **multi-speaker / dialogue (podcast-style)** TTS. iPhone (AOT) + Mac, all-fp16.
+
+Not a "first on-device VibeVoice" claim — other CoreML/GGUF ports exist. What this is: the zoo's
+first multi-speaker TTS, app-integrated, and the other half of a **generate -> diarize** loop with
+the zoo's [Streaming Sortformer](https://huggingface.co/mlboydaisuke/Streaming-Sortformer-Diar-CoreAI)
+diarizer.
+
+## Architecture
+
+Dual Qwen2.5 LM (**4-layer** text context LM, norm = Identity + **20-layer** speech trunk) ->
+per-frame **next-token diffusion** (4-layer adaLN head, DDPM cosine, v-prediction, DPMSolver++
+5-step, CFG 1.5) -> causal-conv acoustic VAE decoder (7.5 Hz latent -> 24 kHz, 3200 samples/frame).
+The LM predicts one latent per frame; the diffusion head denoises it; the VAE decoder renders audio.
+Multi-speaker output is **host turn-switching**: each `Speaker N:` turn is generated from its own
+voice preset and the turns are concatenated — no multi-speaker prefill, no acoustic encoder.
+
+## Contents
+
+| path | what |
+|---|---|
+| `macos/vibevoice_mainlm_fp16_decode_cl512.aimodel` | context LM, q=1 decode, KV-stateful, cache 512 (114 MB) |
+| `macos/vibevoice_ttslm_fp16_decode_cl512.aimodel` | speech trunk, same shape; also drives the CFG-negative stream (569 MB) |
+| `macos/vibevoice_diffusion_head_fp16.aimodel` | prediction head, `(noisy[2,64], t[2]) -> [2,64]` (80 MB) |
+| `macos/vibevoice_connector_fp16.aimodel` | acoustic connector, `latent[1,1,64] -> embed[1,1,896]` (1.7 MB) |
+| `macos/vibevoice_decoder_fp16_t64.aimodel` | acoustic VAE decoder, `latents[1,64,64] -> audio[1,1,204800]` (656 MB) |
+| `ios/*.h18p.aimodelc` | the same five, AOT-compiled for A19 (h18p), GPU |
+| `voices/*.pt` | 25 upstream voice presets (EN/ZH/…): pre-computed prefill KV, so no acoustic encoder is shipped |
+| `embed_tokens_fp16.bin` | `(151936, 896)` fp16 embedding table for the host token lookup |
+| `device_bundle/` | compact host inputs + `golden.f32` for the on-device self-test |
+
+**fp16 is required.** int8 LMs diverge inside the speech feedback loop (min cos 0.187, early EOS);
+the diffusion head is fp16-sensitive too (pure-torch fp16 collapses to 0.79 — Core AI keeps the
+RMSNorm/adaLN reductions in fp32, so the host DDPM reference must run fp32).
+
+**Fixed shapes only.** Every graph is static (q=1 decode, fixed-T decoder), so the runtime must
+**not** be given the `expectFrequentReshapes` hint on iOS: it makes the runtime skip the AOT
+specialization and compile on device, which segfaults inside the MPSGraph AICode compiler.
+
+## Gates
+
+| gate | result |
+|---|---|
+| diffusion head / connector, engine vs oracle | cos **0.999999** / **1.000000** |
+| acoustic decoder (T=30 / T=64), engine vs non-stream golden | cos **1.000004** / **1.000005** |
+| main LM / tts LM decode, engine vs torch | cos **0.999999** / **0.999996** |
+| Python E2E on all 5 engines vs the upstream streamed wav | latent min cos **0.999198**, wav cos **0.999479** |
+| **iPhone 17 Pro** (A19 Pro, AOT h18p, GPU) vs the golden | cos **0.998308** |
+
+On device: 6 graph loads in **2.6 s** (warm), **24 latents / 3.20 s of audio in 2.3 s = 10.6 tok/s
+~ 1.4x real-time**.
+
+## Use it
+
+Swift host reference: `ondevice/VibeVoiceRunner` (Mac) and `VibeVoiceSelfTest.swift` in the zoo's
+[coreai-audio](https://github.com/john-rocky/coreai-model-zoo/tree/main/apps/coreai-audio) app —
+raw Core AI stateful-KV loop + a Swift DPMSolver++ sampler. Python host + conversion recipe:
+[`conversion/vibevoice`](https://github.com/john-rocky/coreai-model-zoo/tree/main/conversion/vibevoice)
+(`host_e2e.py` = the full generate loop, `host_multispeaker.py` = the dialogue demo).
+
+Base model: [microsoft/VibeVoice-Realtime-0.5B](https://huggingface.co/microsoft/VibeVoice-Realtime-0.5B) (MIT).
+EN/ZH. *Community port — not an Apple model.*

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+  "{\n  \"entryFunctionName\" : \"main_9wemocz7YmEwKSHhsD5JpQ\",\n  \"deviceDescriptor\" : [\n    0,\n    6,\n    \"h18p\"\n  ],\n  \"compilationDescriptor\" : {\n    \"enableANECValidationWorkflow\" : true,\n    \"reducedPrecisionFastMath\" : 0,\n    \"entryFunctionName\" : \"\",\n    \"enableCompileResourcesForPackage\" : true,\n    \"useANELLIR\" : true,\n    \"shapeShifterCacheThreads\" : 1,\n    \"disableShapeFolding\" : false,\n    \"optimizationProfile\" : 0,\n    \"enableANEFWToFWSignal\" : false,\n    \"optimizationLevel\" : 1,\n    \"includeDebugInfo\" : false,\n    \"addUniqueIdToMLIRLocations\" : true,\n    \"maximumNumberOfParallelEncodingRegions\" : 1,\n    \"aneCompilerSpatialSplitting\" : 3,\n    \"compilerOptions\" : 1691023,\n    \"preferredDevice\" : 1,\n    \"enableMLIRDiagnostics\" : false,\n    \"enableShapeEquivalence\" : false,\n    \"enableShapeShifter\" : true,\n    \"enableShapeShifterCache\" : false,\n    \"shapeShifterTILevel\" : 0,\n    \"verifyTypeInference\" : false,\n    \"printANEPlacementAnalysis\" : false,\n    \"inputShapeRanges\" : null,\n    \"enableANELateLatch\" : false,\n    \"minimumNumberOfOpsInParallelRegion\" : 100,\n    \"enableANECHWRankPromotion\" : true,\n    \"enableParallelEncode\" : true,\n    \"allowedComputeDevices\" : 1,\n    \"aneBondedCompileMode\" : 0,\n    \"enableMemrefBufferization\" : true\n  },\n  \"inputShapesCount\" : 5,\n  \"inputShapes\" : [\n    268435472,\n    3,\n    1,\n    64,\n    64\n  ],\n  \"callablesHash\" : 0\n}"
+]</key>
+				<dict>
+					<key>Entry Function Attributes</key>
+					<dict>
+						<key>main_9wemocz7YmEwKSHhsD5JpQ_0</key>
+						<array>
+							<string>mps.aneAlignedIO</string>
+							<string>mps.disablePreAllocate</string>
+							<string>mps.disableNDX</string>
+						</array>
+					</dict>
+					<key>File Name</key>
+					<string>specialized_model_0.mpsgraph</string>
+					<key>Key to Symbol Name</key>
+					<dict>
+						<key>{
+  "entryFunctionName" : "main_9wemocz7YmEwKSHhsD5JpQ",
+  "deviceDescriptor" : [
+    0,
+    6,
+    "h18p"
+  ],
+  "compilationDescriptor" : {
+    "enableANECValidationWorkflow" : true,
+    "reducedPrecisionFastMath" : 0,
+    "entryFunctionName" : "",
+    "enableCompileResourcesForPackage" : true,
+    "useANELLIR" : true,
+    "shapeShifterCacheThreads" : 1,
+    "disableShapeFolding" : false,
+    "optimizationProfile" : 0,
+    "enableANEFWToFWSignal" : false,
+    "optimizationLevel" : 1,
+    "includeDebugInfo" : false,
+    "addUniqueIdToMLIRLocations" : true,
+    "maximumNumberOfParallelEncodingRegions" : 1,
+    "aneCompilerSpatialSplitting" : 3,
+    "compilerOptions" : 1691023,
+    "preferredDevice" : 1,
+    "enableMLIRDiagnostics" : false,
+    "enableShapeEquivalence" : false,
+    "enableShapeShifter" : true,
+    "enableShapeShifterCache" : false,
+    "shapeShifterTILevel" : 0,
+    "verifyTypeInference" : false,
+    "printANEPlacementAnalysis" : false,
+    "inputShapeRanges" : null,
+    "enableANELateLatch" : false,
+    "minimumNumberOfOpsInParallelRegion" : 100,
+    "enableANECHWRankPromotion" : true,
+    "enableParallelEncode" : true,
+    "allowedComputeDevices" : 1,
+    "aneBondedCompileMode" : 0,
+    "enableMemrefBufferization" : true
+  },
+  "inputShapesCount" : 5,
+  "inputShapes" : [
+    268435472,
+    3,
+    1,
+    64,
+    64
+  ],
+  "callablesHash" : 0
+}</key>
+						<string>main_9wemocz7YmEwKSHhsD5JpQ_0</string>
+					</dict>
+					<key>Used In Cache</key>
+					<array>
+						<string>{
+  "entryFunctionName" : "main_9wemocz7YmEwKSHhsD5JpQ",
+  "deviceDescriptor" : [
+    0,
+    6,
+    "h18p"
+  ],
+  "compilationDescriptor" : {
+    "enableANECValidationWorkflow" : true,
+    "reducedPrecisionFastMath" : 0,
+    "entryFunctionName" : "",
+    "enableCompileResourcesForPackage" : true,
+    "useANELLIR" : true,
+    "shapeShifterCacheThreads" : 1,
+    "disableShapeFolding" : false,
+    "optimizationProfile" : 0,
+    "enableANEFWToFWSignal" : false,
+    "optimizationLevel" : 1,
+    "includeDebugInfo" : false,
+    "addUniqueIdToMLIRLocations" : true,
+    "maximumNumberOfParallelEncodingRegions" : 1,
+    "aneCompilerSpatialSplitting" : 3,
+    "compilerOptions" : 1691023,
+    "preferredDevice" : 1,
+    "enableMLIRDiagnostics" : false,
+    "enableShapeEquivalence" : false,
+    "enableShapeShifter" : true,
+    "enableShapeShifterCache" : false,
+    "shapeShifterTILevel" : 0,
+    "verifyTypeInference" : false,
+    "printANEPlacementAnalysis" : false,
+    "inputShapeRanges" : null,
+    "enableANELateLatch" : false,
+    "minimumNumberOfOpsInParallelRegion" : 100,
+    "enableANECHWRankPromotion" : true,
+    "enableParallelEncode" : true,
+    "allowedComputeDevices" : 1,
+    "aneBondedCompileMode" : 0,
+    "enableMemrefBufferization" : true
+  },
+  "inputShapesCount" : 5,
+  "inputShapes" : [
+    268435472,
+    3,
+    1,
+    64,
+    64
+  ],
+  "callablesHash" : 0
+}</string>
+					</array>
+				</dict>
+			</dict>
+			<key>Optimized No Device Modules</key>
+			<dict/>
+			<key>Optimized No Device Resources Used</key>
+			<dict/>
+			<key>Optimized Resources Used</key>
+			<dict>
+				<key>[
+  "{\n  \"entryFunctionName\" : \"main_9wemocz7YmEwKSHhsD5JpQ\",\n  \"deviceDescriptor\" : [\n    0,\n    6,\n    \"h18p\"\n  ],\n  \"compilationDescriptor\" : {\n    \"enableANECValidationWorkflow\" : true,\n    \"reducedPrecisionFastMath\" : 0,\n    \"entryFunctionName\" : \"\",\n    \"enableCompileResourcesForPackage\" : true,\n    \"useANELLIR\" : true,\n    \"shapeShifterCacheThreads\" : 1,\n    \"disableShapeFolding\" : false,\n    \"optimizationProfile\" : 0,\n    \"enableANEFWToFWSignal\" : false,\n    \"optimizationLevel\" : 1,\n    \"includeDebugInfo\" : false,\n    \"addUniqueIdToMLIRLocations\" : true,\n    \"maximumNumberOfParallelEncodingRegions\" : 1,\n    \"aneCompilerSpatialSplitting\" : 3,\n    \"compilerOptions\" : 1691023,\n    \"preferredDevice\" : 1,\n    \"enableMLIRDiagnostics\" : false,\n    \"enableShapeEquivalence\" : false,\n    \"enableShapeShifter\" : true,\n    \"enableShapeShifterCache\" : false,\n    \"shapeShifterTILevel\" : 0,\n    \"verifyTypeInference\" : false,\n    \"printANEPlacementAnalysis\" : false,\n    \"inputShapeRanges\" : null,\n    \"enableANELateLatch\" : false,\n    \"minimumNumberOfOpsInParallelRegion\" : 100,\n    \"enableANECHWRankPromotion\" : true,\n    \"enableParallelEncode\" : true,\n    \"allowedComputeDevices\" : 1,\n    \"aneBondedCompileMode\" : 0,\n    \"enableMemrefBufferization\" : true\n  },\n  \"inputShapesCount\" : 5,\n  \"inputShapes\" : [\n    268435472,\n    3,\n    1,\n    64,\n    64\n  ],\n  \"callablesHash\" : 0\n}"
+]</key>
+				<array>
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+			<key>Original</key>
+			<string></string>
+			<key>Original Module Serialized</key>
+			<false/>
+			<key>Original Resources Used</key>
+			<array/>
+			<key>RDFFMap</key>
+			<dict/>
+			<key>Resource Offsets</key>
+			<dict>
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