mirror of
https://github.com/zama-ai/concrete.git
synced 2026-02-08 19:44:57 -05:00
126 lines
3.6 KiB
Python
126 lines
3.6 KiB
Python
"""Test file for formatting"""
|
|
|
|
import numpy
|
|
|
|
from concrete.common.data_types.integers import Integer, UnsignedInteger
|
|
from concrete.common.debugging import format_operation_graph
|
|
from concrete.common.values import EncryptedScalar
|
|
from concrete.numpy.compile import (
|
|
compile_numpy_function,
|
|
compile_numpy_function_into_op_graph_and_measure_bounds,
|
|
)
|
|
|
|
|
|
def test_format_operation_graph_with_multiple_edges(default_compilation_configuration):
|
|
"""Test format_operation_graph with multiple edges"""
|
|
|
|
def function(x):
|
|
return x + x
|
|
|
|
op_graph = compile_numpy_function_into_op_graph_and_measure_bounds(
|
|
function,
|
|
{"x": EncryptedScalar(Integer(4, True))},
|
|
range(0, 10),
|
|
default_compilation_configuration,
|
|
)
|
|
|
|
formatted_graph = format_operation_graph(op_graph)
|
|
assert (
|
|
formatted_graph
|
|
== """
|
|
|
|
%0 = x # EncryptedScalar<uint4>
|
|
%1 = add(%0, %0) # EncryptedScalar<uint5>
|
|
return %1
|
|
|
|
""".strip()
|
|
)
|
|
|
|
|
|
def test_format_operation_graph_with_offending_nodes(default_compilation_configuration):
|
|
"""Test format_operation_graph with offending nodes"""
|
|
|
|
def function(x):
|
|
return x + 42
|
|
|
|
op_graph = compile_numpy_function_into_op_graph_and_measure_bounds(
|
|
function,
|
|
{"x": EncryptedScalar(Integer(7, True))},
|
|
range(-5, 5),
|
|
default_compilation_configuration,
|
|
)
|
|
|
|
highlighted_nodes = {op_graph.input_nodes[0]: ["foo"]}
|
|
formatted_graph = format_operation_graph(op_graph, highlighted_nodes=highlighted_nodes).strip()
|
|
assert (
|
|
formatted_graph
|
|
== """
|
|
|
|
%0 = x # EncryptedScalar<int4>
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ foo
|
|
%1 = 42 # ClearScalar<uint6>
|
|
%2 = add(%0, %1) # EncryptedScalar<uint6>
|
|
return %2
|
|
|
|
""".strip()
|
|
)
|
|
|
|
highlighted_nodes = {op_graph.input_nodes[0]: ["foo"], op_graph.output_nodes[0]: ["bar", "baz"]}
|
|
formatted_graph = format_operation_graph(op_graph, highlighted_nodes=highlighted_nodes).strip()
|
|
assert (
|
|
formatted_graph
|
|
== """
|
|
|
|
%0 = x # EncryptedScalar<int4>
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ foo
|
|
%1 = 42 # ClearScalar<uint6>
|
|
%2 = add(%0, %1) # EncryptedScalar<uint6>
|
|
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ bar
|
|
baz
|
|
return %2
|
|
|
|
""".strip()
|
|
)
|
|
|
|
|
|
def test_format_operation_graph_with_fusing(default_compilation_configuration):
|
|
"""Test format_operation_graph with fusing"""
|
|
|
|
def function(x):
|
|
return (10 * (numpy.cos(x + 1) + 1)).astype(numpy.uint32)
|
|
|
|
circuit = compile_numpy_function(
|
|
function,
|
|
{
|
|
"x": EncryptedScalar(UnsignedInteger(3)),
|
|
},
|
|
range(2 ** 3),
|
|
default_compilation_configuration,
|
|
)
|
|
|
|
assert (
|
|
str(circuit)
|
|
== """
|
|
|
|
%0 = x # EncryptedScalar<uint5>
|
|
%1 = 1 # ClearScalar<uint6>
|
|
%2 = add(%0, %1) # EncryptedScalar<uint5>
|
|
%3 = subgraph(%2) # EncryptedScalar<uint5>
|
|
return %3
|
|
|
|
Subgraphs:
|
|
|
|
%3 = subgraph(%2):
|
|
|
|
%0 = 10 # ClearScalar<uint4>
|
|
%1 = 1 # ClearScalar<uint1>
|
|
%2 = float_subgraph_input # EncryptedScalar<uint3>
|
|
%3 = cos(%2) # EncryptedScalar<float64>
|
|
%4 = add(%3, %1) # EncryptedScalar<float64>
|
|
%5 = mul(%4, %0) # EncryptedScalar<float64>
|
|
%6 = astype(%5, dtype=uint32) # EncryptedScalar<uint5>
|
|
return %6
|
|
|
|
""".strip()
|
|
), str(circuit)
|