3.4 KiB
Configure
The behavior of Concrete-Numpy can be customized using Configurations:
import concrete.numpy as cnp
import numpy as np
configuration = cnp.Configuration(p_error=0.01, loop_parallelize=True)
@cnp.compiler({"x": "encrypted"})
def f(x):
return x + 42
inputset = range(10)
circuit = f.compile(inputset, configuration=configuration)
Alternatively, you can overwrite individual options as kwargs to compile method:
import concrete.numpy as cnp
import numpy as np
@cnp.compiler({"x": "encrypted"})
def f(x):
return x + 42
inputset = range(10)
circuit = f.compile(inputset, p_error=0.01, loop_parallelize=True)
Or you can combine both:
import concrete.numpy as cnp
import numpy as np
configuration = cnp.Configuration(p_error=0.01)
@cnp.compiler({"x": "encrypted"})
def f(x):
return x + 42
inputset = range(10)
circuit = f.compile(inputset, configuration=configuration, loop_parallelize=True)
{% hint style="info" %}
Additional kwarg to compile function have higher precedence. So if you set an option in both configuration and in compile methods, the value in the compile method will be used.
{% endhint %}
Options
-
show_graph: Optional[bool] = None
- Whether to print computation graph during compilation.
Truemeans always to print,Falsemeans always to not print,Nonemeans print depending on verbose configuration below.
- Whether to print computation graph during compilation.
-
show_mlir: Optional[bool] = None
- Whether to print MLIR during compilation.
Truemeans always to print,Falsemeans always to not print,Nonemeans print depending on verbose configuration below.
- Whether to print MLIR during compilation.
-
show_optimizer: Optional[bool] = None
- Whether to print optimizer output during compilation.
Truemeans always to print,Falsemeans always to not print,Nonemeans print depending on verbose configuration below.
- Whether to print optimizer output during compilation.
-
verbose: bool = False
- Whether to print details related to compilation.
-
dump_artifacts_on_unexpected_failures: bool = True
- Whether to export debugging artifacts automatically on compilation failures.
-
auto_adjust_rounders: bool = False
- Whether to adjust rounders automatically.
-
p_error: Optional[float] = None
- Error probability for individual table lookups. If set, all table lookups will have the probability of non-exact result smaller than the set value. See Exactness to learn more.
-
global_p_error: Optional[float] = None
- Global error probability for the whole circuit. If set, the whole circuit will have the probability of non-exact result smaller than the set value. See Exactness to learn more.
-
jit: bool = False
- Whether to use JIT compilation.
-
loop_parallelize: bool = True
- Whether to enable loop parallelization in the compiler.
-
dataflow_parallelize: bool = False
- Whether to enable dataflow parallelization in the compiler.
-
auto_parallelize: bool = False
- Whether to enable auto parallelization in the compiler.
-
enable_unsafe_features: bool = False
- Whether to enable unsafe features.
-
virtual: bool = False (Unsafe)
- Whether to create a virtual circuit.
-
use_insecure_key_cache: bool = False (Unsafe)
- Whether to use the insecure key cache.
-
insecure_key_cache_location: Optional[Union[Path, str]] = None
- Location of insecure key cache.