Automatic Speech Recognition
MLX
ONNX
GGUF
Rust
English
Chinese
audio8
streaming-asr
quantized
experimental
Instructions to use Reza2kn/Audio8-ASR-Infinite-Compressed with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use Reza2kn/Audio8-ASR-Infinite-Compressed with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download Reza2kn/Audio8-ASR-Infinite-Compressed --local-dir Audio8-ASR-Infinite-Compressed
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Audio8-ASR-Infinite-Compressed / sources /qualification-snapshot /scripts /native_candidate_prefix.py
Download sources/qualification-snapshot/scripts/native_candidate_prefix.py from Reza2kn/Audio8-ASR-Infinite-Compressed: direct link, hf CLI and curl.
- Browser
- Download file 5.94 kB
-
https://huggingface.co/Reza2kn/Audio8-ASR-Infinite-Compressed/resolve/main/sources/qualification-snapshot/scripts/native_candidate_prefix.py
- Command line
-
hf download hf://Reza2kn/Audio8-ASR-Infinite-Compressed/sources/qualification-snapshot/scripts/native_candidate_prefix.py
-
curl -L -o native_candidate_prefix.py https://huggingface.co/Reza2kn/Audio8-ASR-Infinite-Compressed/resolve/main/sources/qualification-snapshot/scripts/native_candidate_prefix.py
5.94 kB
| """Independent bounded prefix-format and host identity validation for candidates. | |
| Only native ARM macOS prefix runtime identity is implemented here. Other hosts | |
| are refused explicitly. The native importer additionally checks packed layout | |
| and every finite BF16 value against its actual loaded model before publication. | |
| """ | |
| import hashlib | |
| from pathlib import Path | |
| import platform | |
| import struct | |
| import subprocess | |
| HEADER_BYTES = 268 | |
| PAYLOAD_BYTES = 18452480 | |
| ARTIFACT_BYTES = HEADER_BYTES + 68*24 + PAYLOAD_BYTES + 32 | |
| def require(condition, message): | |
| if not condition: | |
| raise ValueError(message) | |
| def sha(path): | |
| h=hashlib.sha256() | |
| with Path(path).open('rb') as f: | |
| for block in iter(lambda:f.read(1024*1024),b''):h.update(block) | |
| return h.hexdigest() | |
| def runtime_identity(binary): | |
| """Reproduce stream_common.rs bytes using independent host queries. | |
| Candidate CLI is fixed to A8, four workers, user-initiated QoS and a private | |
| pool driver. The binary hash binds compiled features; Mach-O verifies ARCH. | |
| """ | |
| require(platform.system()=='Darwin' and platform.machine()=='arm64', | |
| 'independent prefix runtime identity currently requires native ARM macOS') | |
| with Path(binary['path']).open('rb') as f: | |
| magic,cpu=struct.unpack('<II',f.read(8)) | |
| require(magic==0xfeedfacf and cpu==0x0100000c,'prefix binary is not a native ARM64 Mach-O') | |
| require(sha(binary['path'])==binary['sha256'],'prefix binary identity changed') | |
| def query(args):return subprocess.check_output(args,timeout=10) | |
| dot=query(['sysctl','-n','hw.optional.arm.FEAT_DotProd']) | |
| require(dot.strip() in (b'0',b'1'),'unknown host DotProd feature state') | |
| backend='neon_dotprod' if dot.strip()==b'1' else 'portable_int8' | |
| uname=query(['uname','-s','-r','-m']) | |
| brand=query(['sysctl','-n','machdep.cpu.brand_string']) | |
| build=query(['sw_vers','-buildVersion']) | |
| data=(bytes.fromhex(binary['sha256'])+b'aarch64macos'+backend.encode() | |
| +b'\0worker_qos=user-initiated\0pool_driver=\x01'+uname+brand+build) | |
| return dict(sha256=hashlib.sha256(data).hexdigest(),backend=backend, | |
| worker_qos='user-initiated',pool_driver=True, | |
| uname_stdout=uname.decode(),cpu_stdout=brand.decode(),os_build_stdout=build.decode(), | |
| method='independent reconstruction of stream_common::runtime_identity byte contract') | |
| def inspect_prefix(path, language, assets, profile): | |
| """Validate requested startup/delay plus every header, record and hash.""" | |
| require(language in ('en','zh'),'unsupported prefix language') | |
| require(profile['gear']==4 and profile['first_batch']==1 and profile['mode'] in ('hf','realtime') | |
| and profile['delay'] in (1,2,3,6),'unsupported prefix execution profile') | |
| startup=18 if profile['mode']=='realtime' else 19+profile['delay'] | |
| require(profile['startup']==startup,'requested startup/prefill mismatch') | |
| magic=b'A8PFX003' if profile['mode']=='realtime' or profile['delay']<3 else ( | |
| b'A8PFX002' if profile['delay']==3 else b'A8PFX001') | |
| path=Path(path).resolve() | |
| require(path.stat().st_size==ARTIFACT_BYTES,'prefix artifact length differs') | |
| runtime=runtime_identity(assets['runtime_binary']) | |
| with path.open('rb') as f: | |
| header=f.read(HEADER_BYTES) | |
| require(len(header)==HEADER_BYTES and header[:8]==magic,'prefix format/startup version differs') | |
| values=struct.unpack('<25I',header[8:108]) | |
| expected=(dict(en=151668,zh=151667)[language],4,profile['delay'],18,16000,400,160,840,40, | |
| 68,17,32,36,2048,256,16,1,4,1,1,startup,128,151644,151665,151645) | |
| require(values==expected,'prefix language/delay/startup/execution shape differs') | |
| hashes=[header[i:i+32].hex() for i in range(108,HEADER_BYTES,32)] | |
| require(all(h!='0'*64 for h in hashes),'prefix empty identity hash') | |
| require(hashes[1]==assets['frontend']['sha256'] and hashes[2]==assets['runtime_binary']['sha256'], | |
| 'prefix frontend/binary identity differs') | |
| require(hashes[3]==runtime['sha256'],'prefix host/runtime identity differs') | |
| with Path(assets['model_stream']['path']).open('rb') as model: | |
| model.seek(-32,2) | |
| require(model.read(32).hex()==hashes[0],'prefix model body identity differs') | |
| digest=hashlib.sha256(header) | |
| payload=0 | |
| for kind,count,frames,width in ((0,32,68,2048),(1,36,17,256)): | |
| for index in range(count): | |
| record=f.read(24) | |
| require(record==struct.pack('<6I',kind,index,frames,width,0,frames), | |
| 'prefix per-layer cache shape/position differs') | |
| digest.update(record) | |
| remaining=frames*width*2*2 | |
| payload+=remaining | |
| while remaining: | |
| block=f.read(min(65536,remaining)) | |
| require(bool(block),'truncated prefix KV payload') | |
| digest.update(block);remaining-=len(block) | |
| require(payload==PAYLOAD_BYTES and f.read(32)==digest.digest() and not f.read(1), | |
| 'prefix footer/trailing bytes differ') | |
| metadata=dict(path=str(path),body_sha256=digest.hexdigest(),payload_bytes=PAYLOAD_BYTES, | |
| artifact_bytes=ARTIFACT_BYTES,encoder_frames=68,decoder_tokens=17,format=magic.decode(), | |
| transcription_delay_ms=profile['delay']*80,startup_policy=profile['startup_policy'], | |
| startup_input_tokens=startup,first_batch_windows=1,model_body_sha256=hashes[0], | |
| frontend_sha256=hashes[1],math_sha256=hashes[2],runtime_sha256=hashes[3],layout_sha256=hashes[4], | |
| independent_runtime_validation=runtime, | |
| remaining_native_validation='Runtime additionally verifies actual packed layout identity and finite BF16 payloads before importing caches.') | |
| return dict(path=str(path),bytes=ARTIFACT_BYTES,sha256=sha(path)),metadata | |