mirror of https://github.com/skygpu/skynet.git
34 lines
780 B
Python
34 lines
780 B
Python
|
|
||
|
|
||
|
class ModelStore:
|
||
|
|
||
|
def __init__(
|
||
|
self,
|
||
|
max_models: int = 2
|
||
|
):
|
||
|
self.max_models = max_models
|
||
|
|
||
|
self._models = {}
|
||
|
|
||
|
def get(self, model_name: str):
|
||
|
if model_name in self._models:
|
||
|
return self._models[model_name]['pipe']
|
||
|
|
||
|
if len(self._models) == max_models:
|
||
|
least_used = list(self._models.keys())[0]
|
||
|
for model in self._models:
|
||
|
if self._models[least_used]['generated'] > self._models[model]['generated']:
|
||
|
least_used = model
|
||
|
|
||
|
del self._models[least_used]
|
||
|
gc.collect()
|
||
|
|
||
|
pipe = pipeline_for(model_name)
|
||
|
|
||
|
self._models[model_name] = {
|
||
|
'pipe': pipe,
|
||
|
'generated': 0
|
||
|
}
|
||
|
|
||
|
return pipe
|