Mirror of mlboydaisuke/Nemotron-3.5-ASR-Streaming-CoreAI
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- LICENSE +49 -0
- README.md +99 -0
- ios/nemotron_asr_joint_float32.aimodel/main.hash +1 -0
- ios/nemotron_asr_joint_float32.aimodel/main.mlirb +3 -0
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- ios/nemotron_asr_stream_conformer_a_float16.h18p.aimodelc/main-h18p.mlirb +0 -0
- ios/nemotron_asr_stream_conformer_a_float16.h18p.aimodelc/main.hash +1 -0
- ios/nemotron_asr_stream_conformer_a_float16.h18p.aimodelc/metadata.json +7 -0
- ios/nemotron_asr_stream_conformer_a_float16.h18p.aimodelc/stats.json +1 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/manifest.plist +1802 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/original_model_0.mpsgraph +3 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/resources.bin +3 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/specialized_model_1.mpsgraph +3 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main-h18p.mlirb +0 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main.hash +4 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/metadata.json +7 -0
- ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/stats.json +1 -0
- ios/nemotron_asr_stream_pre_first_float16.aimodel/main.hash +1 -0
- ios/nemotron_asr_stream_pre_first_float16.aimodel/main.mlirb +3 -0
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- ios/nemotron_asr_stream_pre_float16.aimodel/metadata.json +4 -0
- ios/tokenizer.json +0 -0
- ios/tokenizer_config.json +50 -0
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- macos/nemotron_asr_joint_float32.aimodel/main.mlirb +3 -0
- macos/nemotron_asr_joint_float32.aimodel/metadata.json +4 -0
- macos/nemotron_asr_predict_float32.aimodel/main.hash +1 -0
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- macos/nemotron_asr_predict_float32.aimodel/metadata.json +4 -0
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- macos/nemotron_asr_stream_conformer_a_float16.aimodel/main.mlirb +3 -0
- macos/nemotron_asr_stream_conformer_a_float16.aimodel/metadata.json +4 -0
- macos/nemotron_asr_stream_conformer_b_float16.aimodel/main.hash +1 -0
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- macos/nemotron_asr_stream_conformer_b_float16.aimodel/metadata.json +4 -0
- macos/nemotron_asr_stream_pre_first_float16.aimodel/main.hash +1 -0
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- macos/nemotron_asr_stream_pre_first_float16.aimodel/metadata.json +4 -0
- macos/nemotron_asr_stream_pre_float16.aimodel/main.hash +0 -0
- macos/nemotron_asr_stream_pre_float16.aimodel/main.mlirb +3 -0
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OpenMDW License Agreement, version 1.1 (OpenMDW-1.1)
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README.md
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---
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license: other
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license_name: openmdw-1.1
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license_link: https://openmdw.ai/license/
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library_name: coreai
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pipeline_tag: automatic-speech-recognition
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base_model: nvidia/nemotron-3.5-asr-streaming-0.6b
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tags: [core-ai, coreaikit, nemotron, streaming, rnn-t, transducer, asr, cache-aware, on-device, apple]
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---
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> **Mirror** of [`mlboydaisuke/Nemotron-3.5-ASR-Streaming-CoreAI`](https://huggingface.co/mlboydaisuke/Nemotron-3.5-ASR-Streaming-CoreAI) — the canonical repo ([CoreAI Model Zoo](https://github.com/john-rocky/coreai-model-zoo)). Updates land there first.
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# Nemotron 3.5 ASR Streaming 0.6B — Core AI
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[`nvidia/nemotron-3.5-asr-streaming-0.6b`](https://huggingface.co/nvidia/nemotron-3.5-asr-streaming-0.6b)
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(OpenMDW-1.1 — commercial use OK, 600M) converted to **Apple Core AI** `.aimodel` — the first
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**STREAMING ASR** in the [zoo](https://github.com/john-rocky/coreai-models-community): live
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microphone transcription in **320 ms chunks**, on-device, any audio length (no 30 s bucket).
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- **40 locales in ONE checkpoint** — the language is a one-hot graph *input* (`ja-JP`, `en-US`,
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`zh-CN`, … or `auto` for built-in language ID), switchable per session at run time.
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- **Punctuation + capitalization built in.**
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- **Cache-aware streaming encoder**: the FastConformer's attention KV sliding window (56 frames)
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and causal-conv left context are explicit graph I/O, so each 320 ms chunk is one static-shape
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inference — no re-encoding, constant latency forever.
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- Pure-RNNT decode (LSTM predictor + joint) driven by a tiny host greedy loop.
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## Graphs (per 320 ms chunk at lookahead 3)
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```
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mel chunk (25 frames first, then 32) [host: preemphasis→STFT→slaney mel→log, NO normalization]
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1. stream_pre_first / stream_pre : mel + 3 conv caches → embeds[1,4,1024] + caches (fp16, 9 MB)
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2. stream_conformer_a : x + neg_mask[1,1,4,60]
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+ k/v_cache[12,8,56,128] + conv_cache[12,1024,8]
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→ x + updated caches (layers 0-11, fp16, 605 MB)
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3. stream_conformer_b : x + one_hot[1,128] + neg_mask + caches
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→ enc_proj[1,4,640] + updated caches (layers 12-23 + prompt fusion
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+ projector, fp16, 615 MB)
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host greedy RNN-T over the 4 new frames:
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4. predict : token[1,1] i32 · h,c[2,1,640] → dec_out[1,640] · h',c' (fp32, 61 MB)
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5. joint : dec_out + enc_frame[1,640] → token_logits[1,13088] (fp32, 34 MB)
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blank(13087) advances a frame; a token emits + steps the predictor; 10/frame cap
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```
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The conformer ships in TWO halves: a single 24-layer AOT bundle (2.4 GB `resources.bin`)
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fails to load on-device (instant POSIX-2 from the loader — bisected: identical topology at
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1 and 12 layers loads fine), so each half stays ~1.1 GB compiled, for one extra ~1 ms call
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per chunk. Platform subtrees: `macos/` (JIT `.aimodel`) and `ios/` (the halves AOT-compiled
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to `h18p.aimodelc` — big graphs' on-device JIT aborts; iPhone 17 Pro / A19 Pro).
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`ModelID.nemotronASRStreaming` picks the right one automatically.
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Gated **token-exact** end-to-end vs the HF streaming reference (99/99 on LibriSpeech, chunked
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`use_cache=True` oracle == offline), and again token-exact through Swift **CoreAIKit**
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(`KitNemotronModel`, packet-size-independent mel frontend). blank 13087 · vocab 13088 ·
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max 10 symbols/frame · 16 kHz.
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## Use (CoreAIKit)
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```swift
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let nemotron = try await KitNemotronModel(model: .nemotronASRStreaming)
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// LIVE: feed mic packets as they arrive; the transcript grows while you speak.
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let session = try nemotron.makeSession(language: "en-US") // or "ja-JP", … or "auto"
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for await packet in micPackets { // 16 kHz mono Float, any packet size
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let partial = try await session.feed(samples: packet)
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}
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let result = try await session.finish()
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// OFFLINE: any-length clip through the same streaming pipeline.
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let result = try await nemotron.transcribe(samples: pcm16kMono, language: "en-US")
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```
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Try it in the zoo's **coreai-audio** app (Transcribe tab → "Nemotron Streaming 0.6B" → **Live**).
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## Speed
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| | per 320 ms chunk (warm) | real-time factor |
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|---|---|---|
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| M4 Max (GPU) | ~26 ms | 0.08 (12× real-time) |
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| iPhone 17 Pro (GPU, AOT) | ~53 ms | 0.167 (6.0× real-time) |
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Load: ~52 s the first time after install (one-time GPU specialization of the two AOT halves), ~4 s cached thereafter.
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Streaming latency = the model's lookahead (320 ms at the shipped `lookahead=3`) + chunk compute.
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+
The checkpoint also supports lookahead 0/6/13 (80 ms – 1.12 s); those variants re-export with a
|
| 87 |
+
parameter change in the conversion scripts.
|
| 88 |
+
|
| 89 |
+
## Convert yourself
|
| 90 |
+
|
| 91 |
+
[`conversion/nemotron_asr/`](https://github.com/john-rocky/coreai-models-community/tree/main/conversion/nemotron_asr)
|
| 92 |
+
— streaming oracle (`gen_oracle_streaming.py`, HF chunked `use_cache=True`), cache-explicit
|
| 93 |
+
re-author + export (`export_encoder_streaming.py`), token-exact gates (`gate_e2e_streaming.py`,
|
| 94 |
+
`gate_mel_swift_streaming.py`).
|
| 95 |
+
|
| 96 |
+
## License
|
| 97 |
+
|
| 98 |
+
OpenMDW-1.1 (see `LICENSE`) — the upstream NVIDIA model's license; this conversion redistributes
|
| 99 |
+
the weights unchanged in a different serialization.
|
ios/nemotron_asr_joint_float32.aimodel/main.hash
ADDED
|
@@ -0,0 +1 @@
|
|
|
|
|
|
|
| 1 |
+
lC�ŵ `
|
ios/nemotron_asr_joint_float32.aimodel/main.mlirb
ADDED
|
@@ -0,0 +1,3 @@
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:6c43d7c5b5051c600da03c7ff8281bbc7e1b5a016ed875acf18351010b1f0ffd
|
| 3 |
+
size 33559519
|
ios/nemotron_asr_joint_float32.aimodel/metadata.json
ADDED
|
@@ -0,0 +1,4 @@
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|
| 1 |
+
{
|
| 2 |
+
"assetVersion" : "2.0",
|
| 3 |
+
"license" : "openmdw-1.1"
|
| 4 |
+
}
|
ios/nemotron_asr_predict_float32.aimodel/main.hash
ADDED
|
@@ -0,0 +1 @@
|
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|
| 1 |
+
���ԡ�����֚=��D������-��C<.
|
ios/nemotron_asr_predict_float32.aimodel/main.mlirb
ADDED
|
@@ -0,0 +1,3 @@
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:cff786d4a1b701aad5c187d69a3db3fb44a2e907f1f8bc1403aa2df6dd433c2e
|
| 3 |
+
size 61411741
|
ios/nemotron_asr_predict_float32.aimodel/metadata.json
ADDED
|
@@ -0,0 +1,4 @@
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|
| 1 |
+
{
|
| 2 |
+
"assetVersion" : "2.0",
|
| 3 |
+
"license" : "openmdw-1.1"
|
| 4 |
+
}
|
ios/nemotron_asr_stream_conformer_a_float16.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/manifest.plist
ADDED
|
@@ -0,0 +1,1764 @@
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| 1 |
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<?xml version="1.0" encoding="UTF-8"?>
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| 2 |
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<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
|
| 3 |
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<plist version="1.0">
|
| 4 |
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<dict>
|
| 5 |
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<key>Package Version</key>
|
| 6 |
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<dict>
|
| 7 |
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<key>7.0.56</key>
|
| 8 |
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<dict>
|
| 9 |
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<key>ANERegionsHash</key>
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<dict>
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| 11 |
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<key>h18p</key>
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<string>CB3FA77A6B0458BC550AB7C272729A68FA6D74ED03463EC907576A0DD82B027D_E3B0C44298FC1C149AFBF4C8996FB92427AE41E4649B934CA495991B7852B855</string>
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</dict>
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<key>Adapters by rank</key>
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| 15 |
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<dict/>
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| 16 |
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<key>Binary File Resources</key>
|
| 17 |
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<dict/>
|
| 18 |
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<key>Callables</key>
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| 19 |
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<dict/>
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| 20 |
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<key>CallablesHash</key>
|
| 21 |
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<integer>0</integer>
|
| 22 |
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<key>Data File Names</key>
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| 23 |
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<array/>
|
| 24 |
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<key>Optimized Modules</key>
|
| 25 |
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<dict>
|
| 26 |
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<key>[
|
| 27 |
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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\" : 28,\n \"inputShapes\" : [\n 268435472,\n 3,\n 1,\n 4,\n 1024,\n 268435472,\n 4,\n 12,\n 8,\n 56,\n 128,\n 268435472,\n 4,\n 12,\n 8,\n 56,\n 128,\n 268435472,\n 4,\n 1,\n 1,\n 4,\n 60,\n 268435472,\n 3,\n 12,\n 1024,\n 8\n ],\n \"callablesHash\" : 0\n}"
|
| 28 |
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]</key>
|
| 29 |
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<dict>
|
| 30 |
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<key>Entry Function Attributes</key>
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| 31 |
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<dict>
|
| 32 |
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<key>main_9wemocz7YmEwKSHhsD5JpQ_0</key>
|
| 33 |
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<array>
|
| 34 |
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<string>mps.aneAlignedIO</string>
|
| 35 |
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|
| 36 |
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</array>
|
| 37 |
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<key>File Name</key>
|
| 39 |
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<string>specialized_model_1.mpsgraph</string>
|
| 40 |
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<key>Key to Symbol Name</key>
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| 41 |
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<dict>
|
| 42 |
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<key>{
|
| 43 |
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| 193 |
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| 194 |
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| 195 |
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<key>Optimized No Device Modules</key>
|
| 196 |
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<dict/>
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| 197 |
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<key>Optimized No Device Resources Used</key>
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| 198 |
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<dict/>
|
| 199 |
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<key>Optimized Resources Used</key>
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| 200 |
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<dict>
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| 201 |
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<key>[
|
| 202 |
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| 203 |
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| 1759 |
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| 1760 |
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|
| 1761 |
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| 1762 |
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|
| 1763 |
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| 1764 |
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| 1 |
+
{"computeTypes":["Float16","Float32","Float64","Int32","UInt32","UInt64"],"operationDistribution":[{"count":1713,"name":"constant"},{"name":"reshape","count":416},{"name":"broadcast_in_dims","count":233},{"name":"transpose","count":228},{"name":"slice","count":204},{"name":"add","count":160},{"count":146,"name":"broadcasting_add"},{"name":"batch_matmul","count":144},{"count":144,"name":"broadcasting_batch_matmul"},{"name":"concat","count":123},{"count":101,"name":"mul"},{"name":"broadcasting_mul","count":99},{"name":"broadcast_to","count":88},{"count":72,"name":"invoke"},{"name":"broadcasting_divide","count":62},{"name":"divide","count":62},{"name":"exp","count":60},{"count":49,"name":"broadcasting_sub"},{"count":49,"name":"sub"},{"count":46,"name":"cast"},{"name":"conv2d","count":36},{"count":36,"name":"silu"},{"name":"reduce","count":16},{"count":14,"name":"reduce_sum"},{"name":"pad","count":12},{"count":12,"name":"sigmoid"},{"name":"softmax","count":12},{"name":"broadcast_shapes","count":2},{"name":"gather_nd","count":2},{"count":2,"name":"get_shape"},{"name":"reduce_mean","count":2},{"name":"reduce_product","count":2},{"count":1,"name":"rsqrt"}],"storageTypes":[{"name":"Float16","count":302394443},{"name":"Int32","count":1660},{"count":950,"name":"UInt32"},{"name":"Float32","count":25},{"name":"Float64","count":14},{"name":"UInt64","count":2}]}
|
ios/nemotron_asr_stream_conformer_b_float16.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/manifest.plist
ADDED
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| 1 |
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<?xml version="1.0" encoding="UTF-8"?>
|
| 2 |
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<!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd">
|
| 3 |
+
<plist version="1.0">
|
| 4 |
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<dict>
|
| 5 |
+
<key>Package Version</key>
|
| 6 |
+
<dict>
|
| 7 |
+
<key>7.0.56</key>
|
| 8 |
+
<dict>
|
| 9 |
+
<key>ANERegionsHash</key>
|
| 10 |
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<dict>
|
| 11 |
+
<key>h18p</key>
|
| 12 |
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<string>CB3FA77A6B0458BC550AB7C272729A68FA6D74ED03463EC907576A0DD82B027D_E3B0C44298FC1C149AFBF4C8996FB92427AE41E4649B934CA495991B7852B855</string>
|
| 13 |
+
</dict>
|
| 14 |
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<key>Adapters by rank</key>
|
| 15 |
+
<dict/>
|
| 16 |
+
<key>Binary File Resources</key>
|
| 17 |
+
<dict/>
|
| 18 |
+
<key>Callables</key>
|
| 19 |
+
<dict/>
|
| 20 |
+
<key>CallablesHash</key>
|
| 21 |
+
<integer>0</integer>
|
| 22 |
+
<key>Data File Names</key>
|
| 23 |
+
<array/>
|
| 24 |
+
<key>Optimized Modules</key>
|
| 25 |
+
<dict>
|
| 26 |
+
<key>[
|
| 27 |
+
"{\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\" : 32,\n \"inputShapes\" : [\n 268435472,\n 3,\n 1,\n 4,\n 1024,\n 268435472,\n 4,\n 12,\n 8,\n 56,\n 128,\n 268435472,\n 4,\n 12,\n 8,\n 56,\n 128,\n 268435472,\n 4,\n 1,\n 1,\n 4,\n 60,\n 268435472,\n 3,\n 12,\n 1024,\n 8,\n 268435472,\n 2,\n 1,\n 128\n ],\n \"callablesHash\" : 0\n}"
|
| 28 |
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]</key>
|
| 29 |
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<dict>
|
| 30 |
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<key>Entry Function Attributes</key>
|
| 31 |
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<dict>
|
| 32 |
+
<key>main_9wemocz7YmEwKSHhsD5JpQ_0</key>
|
| 33 |
+
<array>
|
| 34 |
+
<string>mps.aneAlignedIO</string>
|
| 35 |
+
<string>mps.disablePreAllocate</string>
|
| 36 |
+
</array>
|
| 37 |
+
</dict>
|
| 38 |
+
<key>File Name</key>
|
| 39 |
+
<string>specialized_model_1.mpsgraph</string>
|
| 40 |
+
<key>Key to Symbol Name</key>
|
| 41 |
+
<dict>
|
| 42 |
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<key>{
|
| 43 |
+
"entryFunctionName" : "main_9wemocz7YmEwKSHhsD5JpQ",
|
| 44 |
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"deviceDescriptor" : [
|
| 45 |
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0,
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| 46 |
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|
| 47 |
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"h18p"
|
| 48 |
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],
|
| 49 |
+
"compilationDescriptor" : {
|
| 50 |
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"enableANECValidationWorkflow" : true,
|
| 51 |
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"reducedPrecisionFastMath" : 0,
|
| 52 |
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"entryFunctionName" : "",
|
| 53 |
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"enableCompileResourcesForPackage" : true,
|
| 54 |
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"useANELLIR" : true,
|
| 55 |
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"shapeShifterCacheThreads" : 1,
|
| 56 |
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"disableShapeFolding" : false,
|
| 57 |
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"optimizationProfile" : 0,
|
| 58 |
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"enableANEFWToFWSignal" : false,
|
| 59 |
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"optimizationLevel" : 1,
|
| 60 |
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"includeDebugInfo" : false,
|
| 61 |
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"addUniqueIdToMLIRLocations" : true,
|
| 62 |
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"maximumNumberOfParallelEncodingRegions" : 1,
|
| 63 |
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"aneCompilerSpatialSplitting" : 3,
|
| 64 |
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"compilerOptions" : 1691023,
|
| 65 |
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"preferredDevice" : 1,
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| 66 |
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"enableMLIRDiagnostics" : false,
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| 67 |
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| 68 |
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"enableShapeShifter" : true,
|
| 69 |
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|
| 70 |
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| 71 |
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"verifyTypeInference" : false,
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| 72 |
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|
| 74 |
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|
| 75 |
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|
| 76 |
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|
| 77 |
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| 78 |
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|
| 79 |
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| 116 |
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| 118 |
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}</key>
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| 119 |
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<string>main_9wemocz7YmEwKSHhsD5JpQ_0</string>
|
| 120 |
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</dict>
|
| 121 |
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<key>Used In Cache</key>
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| 122 |
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<array>
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| 123 |
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<string>{
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| 124 |
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|
| 129 |
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| 130 |
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| 131 |
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|
| 132 |
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|
| 133 |
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|
| 134 |
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|
| 135 |
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|
| 136 |
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| 137 |
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|
| 138 |
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|
| 139 |
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|
| 140 |
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|
| 141 |
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|
| 142 |
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|
| 143 |
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|
| 144 |
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|
| 145 |
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|
| 146 |
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|
| 147 |
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|
| 148 |
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|
| 149 |
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|
| 150 |
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|
| 151 |
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| 152 |
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|
| 153 |
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|
| 154 |
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|
| 155 |
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|
| 156 |
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|
| 157 |
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|
| 158 |
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|
| 159 |
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|
| 160 |
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|
| 161 |
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|
| 162 |
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|
| 163 |
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|
| 164 |
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| 197 |
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|
| 198 |
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|
| 199 |
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}</string>
|
| 200 |
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</array>
|
| 201 |
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</dict>
|
| 202 |
+
</dict>
|
| 203 |
+
<key>Optimized No Device Modules</key>
|
| 204 |
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<dict/>
|
| 205 |
+
<key>Optimized No Device Resources Used</key>
|
| 206 |
+
<dict/>
|
| 207 |
+
<key>Optimized Resources Used</key>
|
| 208 |
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<dict>
|
| 209 |
+
<key>[
|
| 210 |
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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\" : 32,\n \"inputShapes\" : [\n 268435472,\n 3,\n 1,\n 4,\n 1024,\n 268435472,\n 4,\n 12,\n 8,\n 56,\n 128,\n 268435472,\n 4,\n 12,\n 8,\n 56,\n 128,\n 268435472,\n 4,\n 1,\n 1,\n 4,\n 60,\n 268435472,\n 3,\n 12,\n 1024,\n 8,\n 268435472,\n 2,\n 1,\n 128\n ],\n \"callablesHash\" : 0\n}"
|
| 211 |
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]</key>
|
| 212 |
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<array>
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| 213 |
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<string>tmp_302</string>
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| 214 |
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<string>tmp_297</string>
|
| 215 |
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| 1799 |
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| 1800 |
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