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onnx-web/api/onnx_web/utils.py

154 lines
4.0 KiB
Python

from os import path
from time import time
from struct import pack
from typing import Any, Dict, Tuple, Union
from hashlib import sha256
Param = Union[str, int, float]
Point = Tuple[int, int]
class BaseParams:
def __init__(
self,
model: str,
provider: str,
scheduler: Any,
prompt: str,
negative_prompt: Union[None, str],
cfg: float,
steps: int,
seed: int
) -> None:
self.model = model
self.provider = provider
self.scheduler = scheduler
self.prompt = prompt
self.negative_prompt = negative_prompt
self.cfg = cfg
self.steps = steps
self.seed = seed
def tojson(self) -> Dict[str, Param]:
return {
'model': self.model,
'provider': self.provider,
'scheduler': self.scheduler.__name__,
'seed': self.seed,
'prompt': self.prompt,
'cfg': self.cfg,
'negativePrompt': self.negative_prompt,
'steps': self.steps,
}
class Border:
def __init__(self, left: int, right: int, top: int, bottom: int) -> None:
self.left = left
self.right = right
self.top = top
self.bottom = bottom
class OutputPath:
'''
TODO: .path is only used in one place, can probably just be a str
'''
def __init__(self, path, file) -> None:
self.path = path
self.file = file
class ServerContext:
def __init__(
self,
bundle_path: str,
model_path: str,
output_path: str,
params_path: str
) -> None:
self.bundle_path = bundle_path
self.model_path = model_path
self.output_path = output_path
self.params_path = params_path
class Size:
def __init__(self, width: int, height: int) -> None:
self.width = width
self.height = height
def tojson(self) -> Dict[str, int]:
return {
'height': self.height,
'width': self.width,
}
def get_and_clamp_float(args: Any, key: str, default_value: float, max_value: float, min_value=0.0) -> float:
return min(max(float(args.get(key, default_value)), min_value), max_value)
def get_and_clamp_int(args: Any, key: str, default_value: int, max_value: int, min_value=1) -> int:
return min(max(int(args.get(key, default_value)), min_value), max_value)
def get_from_map(args: Any, key: str, values: Dict[str, Any], default: Any):
selected = args.get(key, default)
if selected in values:
return values[selected]
else:
return values[default]
def safer_join(base: str, tail: str) -> str:
safer_path = path.relpath(path.normpath(path.join('/', tail)), '/')
return path.join(base, safer_path)
def hash_value(sha, param: Param):
if param is None:
return
elif isinstance(param, float):
sha.update(bytearray(pack('!f', param)))
elif isinstance(param, int):
sha.update(bytearray(pack('!I', param)))
elif isinstance(param, str):
sha.update(param.encode('utf-8'))
else:
print('cannot hash param: %s, %s' % (param, type(param)))
def make_output_path(
root: str,
mode: str,
params: BaseParams,
size: Size,
extras: Union[None, Tuple[Param]] = None
) -> OutputPath:
now = int(time())
sha = sha256()
hash_value(sha, mode)
hash_value(sha, params.model)
hash_value(sha, params.provider)
hash_value(sha, params.scheduler.__name__)
hash_value(sha, params.prompt)
hash_value(sha, params.negative_prompt)
hash_value(sha, params.cfg)
hash_value(sha, params.steps)
hash_value(sha, params.seed)
hash_value(sha, size.width)
hash_value(sha, size.height)
if extras is not None:
for param in extras:
hash_value(sha, param)
output_file = '%s_%s_%s_%s.png' % (mode, params.seed, sha.hexdigest(), now)
output_full = safer_join(root, output_file)
return OutputPath(output_full, output_file)