Text-to-Image
Diffusers
Safetensors
MageFlowPipeline
ajh
mage-flow
mage-flow-nvfp4-ajh
nvfp4
blackwell
qwen3-vl
quantization
Instructions to use ajh-code/Mage-Flow-NVFP4-AJH with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Diffusers
How to use ajh-code/Mage-Flow-NVFP4-AJH with Diffusers:
pip install -U diffusers transformers accelerate
import torch from diffusers import DiffusionPipeline # switch to "mps" for apple devices pipe = DiffusionPipeline.from_pretrained("ajh-code/Mage-Flow-NVFP4-AJH", torch_dtype=torch.bfloat16, device_map="cuda") prompt = "Astronaut in a jungle, cold color palette, muted colors, detailed, 8k" image = pipe(prompt).images[0] - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- Draw Things
- DiffusionBee
| #!/usr/bin/env python3 | |
| """Verify every immutable file declared by the v1 release manifest.""" | |
| from __future__ import annotations | |
| import hashlib | |
| import json | |
| from pathlib import Path | |
| import sys | |
| RELEASE_ROOT = Path(__file__).resolve().parent | |
| MANIFEST_PATH = RELEASE_ROOT / "MANIFEST.json" | |
| def sha256(path: Path) -> str: | |
| digest = hashlib.sha256() | |
| with path.open("rb") as handle: | |
| for chunk in iter(lambda: handle.read(1024 * 1024), b""): | |
| digest.update(chunk) | |
| return digest.hexdigest() | |
| def main() -> int: | |
| manifest = json.loads(MANIFEST_PATH.read_text(encoding="utf-8")) | |
| failures: list[str] = [] | |
| checked: list[dict[str, object]] = [] | |
| declared_paths = { | |
| Path(record["path"]).as_posix() for record in manifest["files"] | |
| } | |
| actual_paths = { | |
| path.relative_to(RELEASE_ROOT).as_posix() | |
| for path in RELEASE_ROOT.rglob("*") | |
| if ( | |
| path.is_file() | |
| and path != MANIFEST_PATH | |
| and "__pycache__" not in path.relative_to(RELEASE_ROOT).parts | |
| and path.suffix != ".pyc" | |
| ) | |
| } | |
| undeclared = sorted(actual_paths - declared_paths) | |
| absent = sorted(declared_paths - actual_paths) | |
| if undeclared: | |
| failures.extend(f"undeclared package file: {path}" for path in undeclared) | |
| if absent: | |
| failures.extend(f"declared package file is absent: {path}" for path in absent) | |
| for record in manifest["files"]: | |
| relative = Path(record["path"]) | |
| path = (RELEASE_ROOT / relative).resolve() | |
| if not path.is_relative_to(RELEASE_ROOT): | |
| failures.append(f"path escapes release root: {relative}") | |
| continue | |
| if not path.is_file(): | |
| failures.append(f"missing: {relative}") | |
| continue | |
| if path.is_symlink(): | |
| failures.append(f"release file must not be a symlink: {relative}") | |
| continue | |
| actual_size = path.stat().st_size | |
| actual_hash = sha256(path) | |
| if actual_size != record["size"]: | |
| failures.append( | |
| f"size mismatch {relative}: {actual_size} != {record['size']}" | |
| ) | |
| if actual_hash != record["sha256"]: | |
| failures.append( | |
| f"SHA-256 mismatch {relative}: {actual_hash} != " | |
| f"{record['sha256']}" | |
| ) | |
| checked.append( | |
| { | |
| "path": str(relative), | |
| "size": actual_size, | |
| "sha256": actual_hash, | |
| } | |
| ) | |
| result = { | |
| "schema_version": manifest["schema_version"], | |
| "status": "pass" if not failures else "fail", | |
| "checked_file_count": len(checked), | |
| "failures": failures, | |
| } | |
| print(json.dumps(result, indent=2, sort_keys=True)) | |
| return 0 if not failures else 1 | |
| if __name__ == "__main__": | |
| raise SystemExit(main()) | |