Instructions to use ixim/Image21-MLX-8bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use ixim/Image21-MLX-8bit with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] huggingface-cli download --local-dir Image21-MLX-8bit ixim/Image21-MLX-8bit
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Download scripts/release.py from ixim/Image21-MLX-8bit: direct link, hf CLI and curl.
- Browser
- Download file 5.21 kB
-
https://huggingface.co/ixim/Image21-MLX-8bit/resolve/main/scripts/release.py
- Command line
-
hf download hf://ixim/Image21-MLX-8bit/scripts/release.py
-
curl -L -o release.py https://huggingface.co/ixim/Image21-MLX-8bit/resolve/main/scripts/release.py
5.21 kB
| """Stage only verified weights, reproducible tools and paired evaluation evidence.""" | |
| import argparse | |
| import json | |
| import shutil | |
| from pathlib import Path | |
| from scripts.common import REVISION,RUNTIME_REVISION,sha256,header,write_json | |
| from scripts.report import REQUIRED_CASES,pair_records,records | |
| def manifest(root): | |
| root=Path(root) | |
| return [dict(path=p.relative_to(root).as_posix(),size=p.stat().st_size,sha256=sha256(p)) | |
| for p in sorted(root.rglob('*')) if p.is_file() and p.name!='MANIFEST.json' | |
| and not any(x.startswith('.') or x=='__pycache__' for x in p.relative_to(root).parts)] | |
| def validate_manifest(root): | |
| root=Path(root).resolve() | |
| rows=json.loads((root/'MANIFEST.json').read_text()) | |
| names=set() | |
| for row in rows: | |
| name=row['path']; original=root/name; path=original.resolve() | |
| if original.is_symlink() or not path.is_relative_to(root) or name in names: | |
| raise ValueError(f'Invalid manifest path: {name}') | |
| names.add(name) | |
| if path.stat().st_size!=row['size'] or sha256(path)!=row['sha256']: | |
| raise ValueError(f'Manifest mismatch: {name}') | |
| actual={p.relative_to(root).as_posix() for p in root.rglob('*') if p.is_file() | |
| and not any(x.startswith('.') or x=='__pycache__' for x in p.relative_to(root).parts)} | |
| if actual!=names|{'MANIFEST.json'}: raise ValueError('Unexpected/missing release files') | |
| return rows | |
| def validate_evaluation(root): | |
| root=Path(root) | |
| pairs=list(pair_records(records(root/'bf16'),records(root/'8bit'))) | |
| if {a['case_id'] for a,b in pairs}!=REQUIRED_CASES: raise ValueError('Incomplete seven-case suite') | |
| for a,b in pairs: | |
| if a['steps']!=40 or a['width']!=1024 or a['height']!=1024 or not a['warmup']: | |
| raise ValueError('Release requires the full 1024px/40-step warmed protocol') | |
| if b['mode']!='RGBA' or b['rgb_std']<1: raise ValueError('Broken output') | |
| review=json.loads((root/'visual-review.json').read_text()) | |
| if review.get('approved_for_research_release') is not True: | |
| raise ValueError('Visual review incomplete or failed') | |
| if set(review.get('cases',{}))!=REQUIRED_CASES: raise ValueError('Missing visual case reviews') | |
| for name in ('bf16','8bit'): | |
| if review['results_sha256'][name]!=sha256(root/name/'results.jsonl'): | |
| raise ValueError('Visual review does not match current results') | |
| def main(): | |
| ap=argparse.ArgumentParser() | |
| ap.add_argument('--model',type=Path,default=Path('models/Image21-MLX-8bit')) | |
| ap.add_argument('--evaluation',type=Path,default=Path('artifacts/eval')) | |
| ap.add_argument('--platform',choices=('huggingface','modelscope'),required=True) | |
| ap.add_argument('--output',type=Path) | |
| args=ap.parse_args(); out=args.output or Path('release')/args.platform | |
| if out.exists(): raise FileExistsError(out) | |
| validate_evaluation(args.evaluation) | |
| conversion=json.loads((args.model/'conversion.json').read_text()) | |
| if conversion['status']!='converted_and_roundtrip_verified' or conversion['source_revision']!=REVISION or conversion['runtime_revision']!=RUNTIME_REVISION: | |
| raise ValueError('Unverified conversion') | |
| for comp in conversion['components'].values(): | |
| if not comp['exact_roundtrip']: raise ValueError('Roundtrip not verified') | |
| for p in args.model.glob('*/*.safetensors'): | |
| if 'modification_notice' not in header(p).get('__metadata__',{}): raise ValueError('Missing modification notice') | |
| shutil.copytree(args.model,out,copy_function=shutil.copy2) | |
| shutil.copytree(args.evaluation,out/'evaluation',ignore=shutil.ignore_patterns('._*','*.tmp')) | |
| # Publish useful machine measurements without the workstation's absolute paths. | |
| for precision in ('bf16','8bit'): | |
| path=out/'evaluation'/precision/'environment.json' | |
| env=json.loads(path.read_text()) | |
| env['model']=f'Image21-MLX-{precision}' | |
| write_json(path,env) | |
| audit=json.loads(Path('artifacts/source-audit.json').read_text()) | |
| audit.pop('source') | |
| audit['source_model']='Qwen/Qwen-Image-2.1' | |
| audit['note']='Public source-file hashes and precision inventory; local source directory omitted.' | |
| write_json(out/'evaluation'/'source-files.json',audit) | |
| shutil.copytree('scripts',out/'scripts',ignore=shutil.ignore_patterns('__pycache__')) | |
| shutil.copytree('benchmarks',out/'benchmarks') | |
| for name in ('requirements.txt','requirements.lock.txt'): | |
| shutil.copy2(name,out/name) | |
| shutil.copy2(f'cards/{args.platform}.md',out/'README.md') | |
| shutil.copy2('artifacts/precision-probe.json',out/'evaluation'/'precision-probe.json') | |
| for name in ('cache-parity-bf16.json','cache-parity-8bit.json','offload-parity.json'): | |
| shutil.copy2(Path('artifacts')/name,out/'evaluation'/name) | |
| for row in json.loads((args.evaluation/'runtime-manifest.json').read_text()): | |
| if sha256(out/row['path'])!=row['sha256']: | |
| raise ValueError(f'Runtime changed after evaluation: {row["path"]}') | |
| write_json(out/'MANIFEST.json',manifest(out)) | |
| rows=validate_manifest(out) | |
| print(f'Staged and verified {len(rows)} files in {out}') | |
| if __name__=='__main__': main() | |