""" Tests of everything related to multi-circuit. """ import tempfile import numpy as np import pytest from concrete import fhe # pylint: disable=missing-class-docstring, missing-function-docstring, no-self-argument, unused-variable, no-member, unused-argument, function-redefined, expression-not-assigned # same disables for ruff: # ruff: noqa: N805, E501, F841, ARG002, F811, B015 def test_get_wrong_attribute(): """ Test that getting the wrong attribute fails. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def square(x): return x**2 with pytest.raises(AttributeError, match="No attribute nothing"): a = Module.nothing def test_empty_module(): """ Test that defining a module without functions is an error. """ with pytest.raises( RuntimeError, match="Tried to define an @fhe.module without any @fhe.function" ): @fhe.module() class Module: def square(x): return x**2 def test_wrong_config(helpers): """ Test that defining a module with wrong configuration raises an error. """ with pytest.raises(RuntimeError) as excinfo: @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def add(x): return x + 2 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] module = Module.compile( {"add": inputset}, composable=False, ) assert str(excinfo.value) == ("Module can only be compiled with `composable` activated.") def test_wrong_info(): """ Test that defining a module with wrong information raises an error. """ with pytest.raises(ValueError) as excinfo: @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def add(x, y, z, w): return x + y assert str(excinfo.value) == ( "Encryption statuses of parameters 'y', 'z' and 'w' of function 'add' are not provided" ) with pytest.raises(ValueError) as excinfo: @fhe.module() class Module: @fhe.function({"x": "encrypted", "y": "encrypted", "z": "encrypted", "w": "encrypted"}) def add(x): return x assert str(excinfo.value) == ( "Encryption statuses of 'y', 'z' and 'w' are provided but they are not a parameter of function 'add'" ) def test_wrong_inputset(helpers): """ Test that a wrong inputset raises an error. """ with pytest.raises(ValueError) as excinfo: @fhe.module() class Module: @fhe.function({"x": "encrypted", "y": "encrypted"}) def add(x, y): return x + y inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] module = Module.compile( {"add": inputset}, ) assert str(excinfo.value) == ( "Input #0 of your inputset is not well formed (expected a tuple of 2 values got a single value)" ) with pytest.raises(RuntimeError) as excinfo: @fhe.module() class Module: @fhe.function({"x": "encrypted", "y": "encrypted"}) def add(x, y): return x + y inputset = [] module = Module.compile( {"add": inputset}, ) assert str(excinfo.value) == ("Compiling function 'add' without an inputset is not supported") def test_call_clear_circuits(): """ Test that calling clear functions works. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def square(x): return x**2 @fhe.function({"x": "encrypted", "y": "encrypted"}) def add_sub(x, y): return (x + y), (x - y) @fhe.function({"x": "encrypted", "y": "encrypted"}) def mul(x, y): return x * y assert Module.square(2) == 4 assert Module.add_sub(2, 3) == (5, -1) assert Module.mul(3, 4) == 12 def test_call_clear_circuits_wrong_kwargs(): """ Test that calling clear functions works. """ with pytest.raises(RuntimeError) as excinfo: @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def square(x): return x**2 Module.square(x=2) == 4 assert str(excinfo.value) == ("Calling function 'square' with kwargs is not supported") def test_autorounder(helpers): rounder1 = fhe.AutoRounder(target_msbs=5) @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def function1(x): y = x + 1000 z = fhe.round_bit_pattern(y, lsbs_to_remove=rounder1) return np.sqrt(z).astype(np.int64) inputset1 = range(1000) fhe.AutoRounder.adjust(Module.function1, inputset1) assert rounder1.lsbs_to_remove == 6 module = Module.compile({"function1": inputset1}, auto_adjust_rounders=True) def test_autotruncator(helpers): truncator1 = fhe.AutoTruncator(target_msbs=5) @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def function1(x): y = x + 1000 z = fhe.truncate_bit_pattern(y, lsbs_to_remove=truncator1) return np.sqrt(z).astype(np.int64) inputset1 = range(1000) fhe.AutoTruncator.adjust(Module.function1, inputset1) assert truncator1.lsbs_to_remove == 6 module = Module.compile( {"function1": inputset1}, auto_adjust_truncators=True, ) def test_compile(): """ Test that compiling a module works. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 @fhe.function({"x": "encrypted"}) def dec(x): return x - 1 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] Module.compile({"inc": inputset, "dec": inputset}, verbose=True) artifacts = fhe.ModuleDebugArtifacts() with tempfile.TemporaryDirectory() as tmp: module = Module.compile( {"inc": inputset, "dec": inputset}, module_artifacts=artifacts, verbose=True, use_insecure_key_cache=True, enable_unsafe_features=True, insecure_key_cache_location=tmp, ) assert module.mlir is not None assert module.keys is not None module.keygen() module.cleanup() assert set(artifacts.functions.keys()) == {"inc", "dec"} def test_compiled_wrong_attribute(): """ Test that getting unexisting attribute on module fails """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 @fhe.function({"x": "encrypted"}) def dec(x): return x - 1 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] Module.compile({"inc": inputset, "dec": inputset}, verbose=True) artifacts = fhe.ModuleDebugArtifacts() module = Module.compile( {"inc": inputset, "dec": inputset}, module_artifacts=artifacts, verbose=True, ) with pytest.raises(AttributeError, match="No attribute nothing"): a = module.nothing def test_compiled_clear_call(): """ Test that cleartext execution works on compiled objects. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 @fhe.function({"x": "encrypted"}) def dec(x): return x - 1 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] module = Module.compile( {"inc": inputset, "dec": inputset}, ) assert module.inc(5) == 6 assert module.dec(5) == 4 def test_compiled_simulation(helpers): """ Test that simulation works on compiled objects. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 @fhe.function({"x": "encrypted"}) def dec(x): return x - 1 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] module = Module.compile( {"inc": inputset, "dec": inputset}, fhe_simulation=True, ) assert module.keys is None assert module.inc.simulate(5) == 6 assert module.dec.simulate(5) == 4 @pytest.mark.graphviz def test_print(helpers): @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 % 20 inputset = list(range(20)) module = Module.compile( {"inc": inputset}, ) helpers.check_str( """ %0 = x # EncryptedScalar ∈ [0, 19] %1 = 1 # ClearScalar ∈ [1, 1] %2 = add(%0, %1) # EncryptedScalar ∈ [1, 20] return %2 """, str(module.inc), ) def test_encrypted_execution(): """ Test that encrypted execution works. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 % 20 @fhe.function({"x": "encrypted"}) def dec(x): return x - 1 % 20 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] module = Module.compile( {"inc": inputset, "dec": inputset}, ) x = 5 x_enc = module.inc.encrypt(x) x_inc_enc = module.inc.run(x_enc) x_inc = module.inc.decrypt(x_inc_enc) assert x_inc == 6 assert module.inc.encrypt_run_decrypt(2) == 3 x_inc_dec_enc = module.dec.run(x_inc_enc) x_inc_dec = module.dec.decrypt(x_inc_dec_enc) assert x_inc_dec == 5 for _ in range(10): x_enc = module.inc.run(x_enc) x_dec = module.inc.decrypt(x_enc) assert x_dec == 15 def test_key_set(): """ Test that keys can be set. """ @fhe.module() class Module: @fhe.function({"x": "encrypted"}) def inc(x): return x + 1 % 20 @fhe.function({"x": "encrypted"}) def dec(x): return x - 1 % 20 inputset = [np.random.randint(1, 20, size=()) for _ in range(100)] module = Module.compile( {"inc": inputset, "dec": inputset}, ) keys = module.keys module.keygen(force=True) module.keys = keys x = 5 x_enc = module.inc.encrypt(x) x_inc_enc = module.inc.run(x_enc) x_inc = module.inc.decrypt(x_inc_enc) assert x_inc == 6 assert module.inc.encrypt_run_decrypt(2) == 3 x_inc_dec_enc = module.dec.run(x_inc_enc) x_inc_dec = module.dec.decrypt(x_inc_dec_enc) assert x_inc_dec == 5 for _ in range(10): x_enc = module.inc.run(x_enc) x_dec = module.inc.decrypt(x_enc) assert x_dec == 15