Files
concrete/compilers/concrete-compiler/compiler/lib/Bindings/Python/CompilerAPIModule.cpp
Alexandre Péré e8ef48ffd8 feat(compiler): introduce concrete-protocol
This commit:
 + Adds support for a protocol which enables inter-op between concrete,
   tfhe-rs and potentially other contributors to the fhe ecosystem.
 + Gets rid of hand-made serialization in the compiler, and
   client/server libs.
 + Refactors client/server libs to allow more pre/post processing of
   circuit inputs/outputs.

The protocol is supported by a definition in the shape of a capnp file,
which defines different types of objects among which:
 + ProgramInfo object, which is a precise description of a set of fhe
   circuit coming from the same compilation (understand function type
   information), and the associated key set.
 + *Key objects, which represent secret/public keys used to
   encrypt/execute fhe circuits.
 + Value object, which represent values that can be transferred between
   client and server to support calls to fhe circuits.

The hand-rolled serialization that was previously used is completely
dropped in favor of capnp in the whole codebase.

The client/server libs, are refactored to introduce a modular design for
pre-post processing. Reading the ProgramInfo file associated with a
compilation, the client and server libs assemble a pipeline of
transformers (functions) for pre and post processing of values coming in
and out of a circuit. This design properly decouples various aspects of
the processing, and allows these capabilities to be safely extended.

In practice this commit includes the following:
 + Defines the specification in a concreteprotocol package
 + Integrate the compilation of this package as a compiler dependency
   via cmake
 + Modify the compiler to use the Encodings objects defined in the
   protocol
 + Modify the compiler to emit ProgramInfo files as compilation
   artifact, and gets rid of the bloated ClientParameters.
 + Introduces a new Common library containing the functionalities shared
   between the compiler and the client/server libs.
 + Introduces a functional pre-post processing pipeline to this common
   library
 + Modify the client/server libs to support loading ProgramInfo objects,
   and calling circuits using Value messages.
 + Drops support of JIT.
 + Drops support of C-api.
 + Drops support of Rust bindings.

Co-authored-by: Nikita Frolov <nf@mkmks.org>
2023-11-09 17:09:04 +01:00

802 lines
35 KiB
C++

// Part of the Concrete Compiler Project, under the BSD3 License with Zama
// Exceptions. See
// https://github.com/zama-ai/concrete-compiler-internal/blob/main/LICENSE.txt
// for license information.
#include "concretelang/Bindings/Python/CompilerAPIModule.h"
#include "concrete-protocol.capnp.h"
#include "concretelang/Bindings/Python/CompilerEngine.h"
#include "concretelang/ClientLib/ClientLib.h"
#include "concretelang/Common/Compat.h"
#include "concretelang/Common/Csprng.h"
#include "concretelang/Common/Keysets.h"
#include "concretelang/Dialect/FHE/IR/FHEOpsDialect.h.inc"
#include "concretelang/Support/logging.h"
#include <llvm/Support/Debug.h>
#include <mlir-c/Bindings/Python/Interop.h>
#include <mlir/CAPI/IR.h>
#include <mlir/Dialect/Func/IR/FuncOps.h>
#include <mlir/Dialect/MemRef/IR/MemRef.h>
#include <mlir/ExecutionEngine/OptUtils.h>
#include <pybind11/pybind11.h>
#include <pybind11/pytypes.h>
#include <pybind11/stl.h>
#include <signal.h>
#include <stdexcept>
#include <string>
using mlir::concretelang::CompilationOptions;
using mlir::concretelang::LambdaArgument;
class SignalGuard {
public:
SignalGuard() { previousHandler = signal(SIGINT, SignalGuard::handler); }
~SignalGuard() { signal(SIGINT, this->previousHandler); }
private:
void (*previousHandler)(int);
static void handler(int _signum) {
llvm::outs() << " Aborting... \n";
kill(getpid(), SIGKILL);
}
};
/// Populate the compiler API python module.
void mlir::concretelang::python::populateCompilerAPISubmodule(
pybind11::module &m) {
m.doc() = "Concretelang compiler python API";
m.def("round_trip",
[](std::string mlir_input) { return roundTrip(mlir_input.c_str()); });
m.def("set_llvm_debug_flag", [](bool enable) { llvm::DebugFlag = enable; });
m.def("set_compiler_logging",
[](bool enable) { mlir::concretelang::setupLogging(enable); });
m.def("terminate_df_parallelization", &terminateDataflowParallelization);
m.def("init_df_parallelization", &initDataflowParallelization);
pybind11::enum_<optimizer::Strategy>(m, "OptimizerStrategy")
.value("V0", optimizer::Strategy::V0)
.value("DAG_MONO", optimizer::Strategy::DAG_MONO)
.value("DAG_MULTI", optimizer::Strategy::DAG_MULTI)
.export_values();
pybind11::enum_<concrete_optimizer::Encoding>(m, "Encoding")
.value("AUTO", concrete_optimizer::Encoding::Auto)
.value("CRT", concrete_optimizer::Encoding::Crt)
.value("NATIVE", concrete_optimizer::Encoding::Native)
.export_values();
pybind11::class_<CompilationOptions>(m, "CompilationOptions")
.def(pybind11::init(
[](std::string funcname) { return CompilationOptions(funcname); }))
.def("set_funcname",
[](CompilationOptions &options, std::string funcname) {
options.mainFuncName = funcname;
})
.def("set_verify_diagnostics",
[](CompilationOptions &options, bool b) {
options.verifyDiagnostics = b;
})
.def("set_auto_parallelize", [](CompilationOptions &options,
bool b) { options.autoParallelize = b; })
.def("set_loop_parallelize", [](CompilationOptions &options,
bool b) { options.loopParallelize = b; })
.def("set_dataflow_parallelize",
[](CompilationOptions &options, bool b) {
options.dataflowParallelize = b;
})
.def("set_optimize_concrete", [](CompilationOptions &options,
bool b) { options.optimizeTFHE = b; })
.def("set_p_error",
[](CompilationOptions &options, double p_error) {
options.optimizerConfig.p_error = p_error;
})
.def("set_display_optimizer_choice",
[](CompilationOptions &options, bool display) {
options.optimizerConfig.display = display;
})
.def("set_optimizer_strategy",
[](CompilationOptions &options, optimizer::Strategy strategy) {
options.optimizerConfig.strategy = strategy;
})
.def("set_global_p_error",
[](CompilationOptions &options, double global_p_error) {
options.optimizerConfig.global_p_error = global_p_error;
})
.def("set_security_level",
[](CompilationOptions &options, int security_level) {
options.optimizerConfig.security = security_level;
})
.def("set_v0_parameter",
[](CompilationOptions &options, size_t glweDimension,
size_t logPolynomialSize, size_t nSmall, size_t brLevel,
size_t brLogBase, size_t ksLevel, size_t ksLogBase) {
options.v0Parameter = {glweDimension, logPolynomialSize, nSmall,
brLevel, brLogBase, ksLevel,
ksLogBase, std::nullopt};
})
.def("set_v0_parameter",
[](CompilationOptions &options, size_t glweDimension,
size_t logPolynomialSize, size_t nSmall, size_t brLevel,
size_t brLogBase, size_t ksLevel, size_t ksLogBase,
mlir::concretelang::CRTDecomposition crtDecomposition,
size_t cbsLevel, size_t cbsLogBase, size_t pksLevel,
size_t pksLogBase, size_t pksInputLweDimension,
size_t pksOutputPolynomialSize) {
mlir::concretelang::PackingKeySwitchParameter pksParam = {
pksInputLweDimension, pksOutputPolynomialSize, pksLevel,
pksLogBase};
mlir::concretelang::CitcuitBoostrapParameter crbParam = {
cbsLevel, cbsLogBase};
mlir::concretelang::WopPBSParameter wopPBSParam = {pksParam,
crbParam};
mlir::concretelang::LargeIntegerParameter largeIntegerParam = {
crtDecomposition, wopPBSParam};
options.v0Parameter = {glweDimension, logPolynomialSize, nSmall,
brLevel, brLogBase, ksLevel,
ksLogBase, largeIntegerParam};
})
.def("force_encoding",
[](CompilationOptions &options,
concrete_optimizer::Encoding encoding) {
options.optimizerConfig.encoding = encoding;
})
.def("simulation", [](CompilationOptions &options, bool simulate) {
options.simulate = simulate;
});
pybind11::enum_<mlir::concretelang::PrimitiveOperation>(m,
"PrimitiveOperation")
.value("PBS", mlir::concretelang::PrimitiveOperation::PBS)
.value("WOP_PBS", mlir::concretelang::PrimitiveOperation::WOP_PBS)
.value("KEY_SWITCH", mlir::concretelang::PrimitiveOperation::KEY_SWITCH)
.value("CLEAR_ADDITION",
mlir::concretelang::PrimitiveOperation::CLEAR_ADDITION)
.value("ENCRYPTED_ADDITION",
mlir::concretelang::PrimitiveOperation::ENCRYPTED_ADDITION)
.value("CLEAR_MULTIPLICATION",
mlir::concretelang::PrimitiveOperation::CLEAR_MULTIPLICATION)
.value("ENCRYPTED_NEGATION",
mlir::concretelang::PrimitiveOperation::ENCRYPTED_NEGATION)
.export_values();
pybind11::enum_<mlir::concretelang::KeyType>(m, "KeyType")
.value("SECRET", mlir::concretelang::KeyType::SECRET)
.value("BOOTSTRAP", mlir::concretelang::KeyType::BOOTSTRAP)
.value("KEY_SWITCH", mlir::concretelang::KeyType::KEY_SWITCH)
.value("PACKING_KEY_SWITCH",
mlir::concretelang::KeyType::PACKING_KEY_SWITCH)
.export_values();
pybind11::class_<mlir::concretelang::Statistic>(m, "Statistic")
.def_readonly("operation", &mlir::concretelang::Statistic::operation)
.def_readonly("location", &mlir::concretelang::Statistic::location)
.def_readonly("keys", &mlir::concretelang::Statistic::keys)
.def_readonly("count", &mlir::concretelang::Statistic::count);
pybind11::class_<mlir::concretelang::CompilationFeedback>(
m, "CompilationFeedback")
.def_readonly("complexity",
&mlir::concretelang::CompilationFeedback::complexity)
.def_readonly("p_error", &mlir::concretelang::CompilationFeedback::pError)
.def_readonly("global_p_error",
&mlir::concretelang::CompilationFeedback::globalPError)
.def_readonly(
"total_secret_keys_size",
&mlir::concretelang::CompilationFeedback::totalSecretKeysSize)
.def_readonly(
"total_bootstrap_keys_size",
&mlir::concretelang::CompilationFeedback::totalBootstrapKeysSize)
.def_readonly(
"total_keyswitch_keys_size",
&mlir::concretelang::CompilationFeedback::totalKeyswitchKeysSize)
.def_readonly("total_inputs_size",
&mlir::concretelang::CompilationFeedback::totalInputsSize)
.def_readonly("total_output_size",
&mlir::concretelang::CompilationFeedback::totalOutputsSize)
.def_readonly(
"crt_decompositions_of_outputs",
&mlir::concretelang::CompilationFeedback::crtDecompositionsOfOutputs)
.def_readonly("statistics",
&mlir::concretelang::CompilationFeedback::statistics)
.def_readonly(
"memory_usage_per_location",
&mlir::concretelang::CompilationFeedback::memoryUsagePerLoc);
pybind11::class_<mlir::concretelang::CompilationContext,
std::shared_ptr<mlir::concretelang::CompilationContext>>(
m, "CompilationContext")
.def(pybind11::init([]() {
return mlir::concretelang::CompilationContext::createShared();
}))
.def("mlir_context",
[](std::shared_ptr<mlir::concretelang::CompilationContext> cctx) {
auto mlirCtx = cctx->getMLIRContext();
return pybind11::reinterpret_steal<pybind11::object>(
mlirPythonContextToCapsule(wrap(mlirCtx)));
});
pybind11::class_<mlir::concretelang::LibraryCompilationResult>(
m, "LibraryCompilationResult")
.def(pybind11::init([](std::string outputDirPath, std::string funcname) {
return mlir::concretelang::LibraryCompilationResult{
outputDirPath,
funcname,
};
}));
pybind11::class_<::concretelang::serverlib::ServerLambda>(m, "LibraryLambda");
pybind11::class_<LibrarySupport_Py>(m, "LibrarySupport")
.def(pybind11::init(
[](std::string outputPath, std::string runtimeLibraryPath,
bool generateSharedLib, bool generateStaticLib,
bool generateClientParameters, bool generateCompilationFeedback,
bool generateCppHeader) {
return library_support(
outputPath.c_str(), runtimeLibraryPath.c_str(),
generateSharedLib, generateStaticLib, generateClientParameters,
generateCompilationFeedback, generateCppHeader);
}))
.def("compile",
[](LibrarySupport_Py &support, std::string mlir_program,
mlir::concretelang::CompilationOptions options) {
SignalGuard signalGuard;
return library_compile(support, mlir_program.c_str(), options);
})
.def("compile",
[](LibrarySupport_Py &support, pybind11::object mlir_module,
mlir::concretelang::CompilationOptions options,
std::shared_ptr<mlir::concretelang::CompilationContext> cctx) {
SignalGuard signalGuard;
return library_compile_module(
support,
unwrap(mlirPythonCapsuleToModule(mlir_module.ptr())).clone(),
options, cctx);
})
.def("load_client_parameters",
[](LibrarySupport_Py &support,
mlir::concretelang::LibraryCompilationResult &result) {
return library_load_client_parameters(support, result);
})
.def("load_compilation_feedback",
[](LibrarySupport_Py &support,
mlir::concretelang::LibraryCompilationResult &result) {
return library_load_compilation_feedback(support, result);
})
.def(
"load_server_lambda",
[](LibrarySupport_Py &support,
mlir::concretelang::LibraryCompilationResult &result,
bool useSimulation) {
return library_load_server_lambda(support, result, useSimulation);
},
pybind11::return_value_policy::reference)
.def("server_call",
[](LibrarySupport_Py &support,
::concretelang::serverlib::ServerLambda lambda,
::concretelang::clientlib::PublicArguments &publicArguments,
::concretelang::clientlib::EvaluationKeys &evaluationKeys) {
SignalGuard signalGuard;
return library_server_call(support, lambda, publicArguments,
evaluationKeys);
})
.def("simulate",
[](LibrarySupport_Py &support,
::concretelang::serverlib::ServerLambda lambda,
::concretelang::clientlib::PublicArguments &publicArguments) {
pybind11::gil_scoped_release release;
return library_simulate(support, lambda, publicArguments);
})
.def("get_shared_lib_path",
[](LibrarySupport_Py &support) {
return library_get_shared_lib_path(support);
})
.def("get_program_info_path", [](LibrarySupport_Py &support) {
return library_get_program_info_path(support);
});
class ClientSupport {};
pybind11::class_<ClientSupport>(m, "ClientSupport")
.def(pybind11::init())
.def_static(
"key_set",
[](::concretelang::clientlib::ClientParameters clientParameters,
::concretelang::clientlib::KeySetCache *cache, uint64_t seedMsb,
uint64_t seedLsb) {
SignalGuard signalGuard;
auto optCache =
cache == nullptr
? std::nullopt
: std::optional<::concretelang::clientlib::KeySetCache>(
*cache);
return key_set(clientParameters, optCache, seedMsb, seedLsb);
},
pybind11::arg().none(false), pybind11::arg().none(true),
pybind11::arg("seedMsb") = 0, pybind11::arg("seedLsb") = 0)
.def_static(
"encrypt_arguments",
[](::concretelang::clientlib::ClientParameters clientParameters,
::concretelang::clientlib::KeySet &keySet,
std::vector<lambdaArgument> args) {
std::vector<mlir::concretelang::LambdaArgument *> argsRef;
for (auto i = 0u; i < args.size(); i++) {
argsRef.push_back(args[i].ptr.get());
}
return encrypt_arguments(clientParameters, keySet, argsRef);
})
.def_static(
"decrypt_result",
[](::concretelang::clientlib::ClientParameters clientParameters,
::concretelang::clientlib::KeySet &keySet,
::concretelang::clientlib::PublicResult &publicResult) {
return decrypt_result(clientParameters, keySet, publicResult);
});
pybind11::class_<::concretelang::clientlib::KeySetCache>(m, "KeySetCache")
.def(pybind11::init<std::string &>());
pybind11::class_<::concretelang::clientlib::LweSecretKeyParam>(
m, "LweSecretKeyParam")
.def("dimension", [](::concretelang::clientlib::LweSecretKeyParam &key) {
return key.info.asReader().getParams().getLweDimension();
});
pybind11::class_<::concretelang::clientlib::BootstrapKeyParam>(
m, "BootstrapKeyParam")
.def("input_secret_key_id",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getInputId();
})
.def("output_secret_key_id",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getOutputId();
})
.def("level",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getParams().getLevelCount();
})
.def("base_log",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getParams().getBaseLog();
})
.def("glwe_dimension",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getParams().getGlweDimension();
})
.def("variance",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getParams().getVariance();
})
.def("polynomial_size",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getParams().getPolynomialSize();
})
.def("input_lwe_dimension",
[](::concretelang::clientlib::BootstrapKeyParam &key) {
return key.info.asReader().getParams().getInputLweDimension();
});
pybind11::class_<::concretelang::clientlib::KeyswitchKeyParam>(
m, "KeyswitchKeyParam")
.def("input_secret_key_id",
[](::concretelang::clientlib::KeyswitchKeyParam &key) {
return key.info.asReader().getInputId();
})
.def("output_secret_key_id",
[](::concretelang::clientlib::KeyswitchKeyParam &key) {
return key.info.asReader().getOutputId();
})
.def("level",
[](::concretelang::clientlib::KeyswitchKeyParam &key) {
return key.info.asReader().getParams().getLevelCount();
})
.def("base_log",
[](::concretelang::clientlib::KeyswitchKeyParam &key) {
return key.info.asReader().getParams().getBaseLog();
})
.def("variance", [](::concretelang::clientlib::KeyswitchKeyParam &key) {
return key.info.asReader().getParams().getVariance();
});
pybind11::class_<::concretelang::clientlib::PackingKeyswitchKeyParam>(
m, "PackingKeyswitchKeyParam")
.def("input_secret_key_id",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getInputId();
})
.def("output_secret_key_id",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getOutputId();
})
.def("level",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getParams().getLevelCount();
})
.def("base_log",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getParams().getBaseLog();
})
.def("glwe_dimension",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getParams().getGlweDimension();
})
.def("polynomial_size",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getParams().getPolynomialSize();
})
.def("input_lwe_dimension",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getParams().getInputLweDimension();
})
.def("variance",
[](::concretelang::clientlib::PackingKeyswitchKeyParam &key) {
return key.info.asReader().getParams().getVariance();
});
pybind11::class_<::concretelang::clientlib::ClientParameters>(
m, "ClientParameters")
.def_static("deserialize",
[](const pybind11::bytes &buffer) {
return clientParametersUnserialize(buffer);
})
.def("serialize",
[](::concretelang::clientlib::ClientParameters &clientParameters) {
return pybind11::bytes(
clientParametersSerialize(clientParameters));
})
.def("output_signs",
[](::concretelang::clientlib::ClientParameters &clientParameters) {
std::vector<bool> result;
for (auto output : clientParameters.programInfo.asReader()
.getCircuits()[0]
.getOutputs()) {
if (output.getTypeInfo().hasLweCiphertext() &&
output.getTypeInfo()
.getLweCiphertext()
.getEncoding()
.hasInteger()) {
result.push_back(output.getTypeInfo()
.getLweCiphertext()
.getEncoding()
.getInteger()
.getIsSigned());
} else {
result.push_back(true);
}
}
return result;
})
.def("input_signs",
[](::concretelang::clientlib::ClientParameters &clientParameters) {
std::vector<bool> result;
for (auto input : clientParameters.programInfo.asReader()
.getCircuits()[0]
.getInputs()) {
if (input.getTypeInfo().hasLweCiphertext() &&
input.getTypeInfo()
.getLweCiphertext()
.getEncoding()
.hasInteger()) {
result.push_back(input.getTypeInfo()
.getLweCiphertext()
.getEncoding()
.getInteger()
.getIsSigned());
} else {
result.push_back(true);
}
}
return result;
})
.def_readonly("secret_keys",
&::concretelang::clientlib::ClientParameters::secretKeys)
.def_readonly("bootstrap_keys",
&::concretelang::clientlib::ClientParameters::bootstrapKeys)
.def_readonly("keyswitch_keys",
&::concretelang::clientlib::ClientParameters::keyswitchKeys)
.def_readonly(
"packing_keyswitch_keys",
&::concretelang::clientlib::ClientParameters::packingKeyswitchKeys);
pybind11::class_<::concretelang::clientlib::KeySet>(m, "KeySet")
.def_static("deserialize",
[](const pybind11::bytes &buffer) {
std::unique_ptr<::concretelang::clientlib::KeySet> result =
keySetUnserialize(buffer);
return result;
})
.def("serialize",
[](::concretelang::clientlib::KeySet &keySet) {
return pybind11::bytes(keySetSerialize(keySet));
})
.def("get_evaluation_keys",
[](::concretelang::clientlib::KeySet &keySet) {
return ::concretelang::clientlib::EvaluationKeys{
keySet.keyset.server};
});
pybind11::class_<::concretelang::clientlib::SharedScalarOrTensorData>(m,
"Value")
.def_static("deserialize",
[](const pybind11::bytes &buffer) {
return valueUnserialize(buffer);
})
.def(
"serialize",
[](const ::concretelang::clientlib::SharedScalarOrTensorData &value) {
return pybind11::bytes(valueSerialize(value));
});
pybind11::class_<::concretelang::clientlib::ValueExporter>(m, "ValueExporter")
.def_static(
"create",
[](::concretelang::clientlib::KeySet &keySet,
::concretelang::clientlib::ClientParameters &clientParameters) {
return createValueExporter(keySet, clientParameters);
})
.def("export_scalar",
[](::concretelang::clientlib::ValueExporter &exporter,
size_t position, int64_t value) {
SignalGuard signalGuard;
auto info = exporter.circuit.getCircuitInfo()
.asReader()
.getInputs()[position];
auto typeTransformer = getPythonTypeTransformer(info);
auto result = exporter.circuit.prepareInput(
typeTransformer({Tensor<int64_t>(value)}), position);
if (result.has_error()) {
throw std::runtime_error(result.error().mesg);
}
return ::concretelang::clientlib::SharedScalarOrTensorData{
result.value()};
})
.def("export_tensor", [](::concretelang::clientlib::ValueExporter
&exporter,
size_t position, std::vector<int64_t> values,
std::vector<int64_t> shape) {
SignalGuard signalGuard;
std::vector<size_t> dimensions(shape.begin(), shape.end());
auto info =
exporter.circuit.getCircuitInfo().asReader().getInputs()[position];
auto typeTransformer = getPythonTypeTransformer(info);
auto result = exporter.circuit.prepareInput(
typeTransformer({Tensor<int64_t>(values, dimensions)}), position);
if (result.has_error()) {
throw std::runtime_error(result.error().mesg);
}
return ::concretelang::clientlib::SharedScalarOrTensorData{
result.value()};
});
pybind11::class_<::concretelang::clientlib::SimulatedValueExporter>(
m, "SimulatedValueExporter")
.def_static(
"create",
[](::concretelang::clientlib::ClientParameters &clientParameters) {
return createSimulatedValueExporter(clientParameters);
})
.def("export_scalar",
[](::concretelang::clientlib::SimulatedValueExporter &exporter,
size_t position, int64_t value) {
SignalGuard signalGuard;
auto info = exporter.circuit.getCircuitInfo()
.asReader()
.getInputs()[position];
auto typeTransformer = getPythonTypeTransformer(info);
auto result = exporter.circuit.prepareInput(
typeTransformer({Tensor<int64_t>(value)}), position);
if (result.has_error()) {
throw std::runtime_error(result.error().mesg);
}
return ::concretelang::clientlib::SharedScalarOrTensorData{
result.value()};
})
.def("export_tensor", [](::concretelang::clientlib::SimulatedValueExporter
&exporter,
size_t position, std::vector<int64_t> values,
std::vector<int64_t> shape) {
SignalGuard signalGuard;
std::vector<size_t> dimensions(shape.begin(), shape.end());
auto info =
exporter.circuit.getCircuitInfo().asReader().getInputs()[position];
auto typeTransformer = getPythonTypeTransformer(info);
auto result = exporter.circuit.prepareInput(
typeTransformer({Tensor<int64_t>(values, dimensions)}), position);
if (result.has_error()) {
throw std::runtime_error(result.error().mesg);
}
return ::concretelang::clientlib::SharedScalarOrTensorData{
result.value()};
});
pybind11::class_<::concretelang::clientlib::ValueDecrypter>(m,
"ValueDecrypter")
.def_static(
"create",
[](::concretelang::clientlib::KeySet &keySet,
::concretelang::clientlib::ClientParameters &clientParameters) {
return createValueDecrypter(keySet, clientParameters);
})
.def("decrypt",
[](::concretelang::clientlib::ValueDecrypter &decrypter,
size_t position,
::concretelang::clientlib::SharedScalarOrTensorData &value) {
SignalGuard signalGuard;
auto result =
decrypter.circuit.processOutput(value.value, position);
if (result.has_error()) {
throw std::runtime_error(result.error().mesg);
}
return lambdaArgument{
std::make_shared<mlir::concretelang::LambdaArgument>(
mlir::concretelang::LambdaArgument{result.value()})};
});
pybind11::class_<::concretelang::clientlib::SimulatedValueDecrypter>(
m, "SimulatedValueDecrypter")
.def_static(
"create",
[](::concretelang::clientlib::ClientParameters &clientParameters) {
return createSimulatedValueDecrypter(clientParameters);
})
.def("decrypt",
[](::concretelang::clientlib::SimulatedValueDecrypter &decrypter,
size_t position,
::concretelang::clientlib::SharedScalarOrTensorData &value) {
SignalGuard signalGuard;
auto result =
decrypter.circuit.processOutput(value.value, position);
if (result.has_error()) {
throw std::runtime_error(result.error().mesg);
}
return lambdaArgument{
std::make_shared<mlir::concretelang::LambdaArgument>(
mlir::concretelang::LambdaArgument{result.value()})};
});
pybind11::class_<::concretelang::clientlib::PublicArguments,
std::unique_ptr<::concretelang::clientlib::PublicArguments>>(
m, "PublicArguments")
.def_static(
"create",
[](const ::concretelang::clientlib::ClientParameters
&clientParameters,
std::vector<::concretelang::clientlib::SharedScalarOrTensorData>
&buffers) {
std::vector<TransportValue> vals;
for (auto buf : buffers) {
vals.push_back(buf.value);
}
return ::concretelang::clientlib::PublicArguments{vals};
})
.def_static(
"deserialize",
[](::concretelang::clientlib::ClientParameters &clientParameters,
const pybind11::bytes &buffer) {
return publicArgumentsUnserialize(clientParameters, buffer);
})
.def("serialize",
[](::concretelang::clientlib::PublicArguments &publicArgument) {
return pybind11::bytes(publicArgumentsSerialize(publicArgument));
});
pybind11::class_<::concretelang::clientlib::PublicResult>(m, "PublicResult")
.def_static(
"deserialize",
[](::concretelang::clientlib::ClientParameters &clientParameters,
const pybind11::bytes &buffer) {
return publicResultUnserialize(clientParameters, buffer);
})
.def("serialize",
[](::concretelang::clientlib::PublicResult &publicResult) {
return pybind11::bytes(publicResultSerialize(publicResult));
})
.def("n_values",
[](const ::concretelang::clientlib::PublicResult &publicResult) {
return publicResult.values.size();
})
.def("get_value",
[](::concretelang::clientlib::PublicResult &publicResult,
size_t position) {
if (position >= publicResult.values.size()) {
throw std::runtime_error("Failed to get public result value.");
}
return ::concretelang::clientlib::SharedScalarOrTensorData{
publicResult.values[position]};
});
pybind11::class_<::concretelang::clientlib::EvaluationKeys>(m,
"EvaluationKeys")
.def_static("deserialize",
[](const pybind11::bytes &buffer) {
return evaluationKeysUnserialize(buffer);
})
.def("serialize",
[](::concretelang::clientlib::EvaluationKeys &evaluationKeys) {
return pybind11::bytes(evaluationKeysSerialize(evaluationKeys));
});
pybind11::class_<lambdaArgument>(m, "LambdaArgument")
.def_static("from_tensor_u8",
[](std::vector<uint8_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorU8(tensor, dims);
})
.def_static("from_tensor_u16",
[](std::vector<uint16_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorU16(tensor, dims);
})
.def_static("from_tensor_u32",
[](std::vector<uint32_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorU32(tensor, dims);
})
.def_static("from_tensor_u64",
[](std::vector<uint64_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorU64(tensor, dims);
})
.def_static("from_tensor_i8",
[](std::vector<int8_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorI8(tensor, dims);
})
.def_static("from_tensor_i16",
[](std::vector<int16_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorI16(tensor, dims);
})
.def_static("from_tensor_i32",
[](std::vector<int32_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorI32(tensor, dims);
})
.def_static("from_tensor_i64",
[](std::vector<int64_t> tensor, std::vector<int64_t> dims) {
return lambdaArgumentFromTensorI64(tensor, dims);
})
.def_static("from_scalar", lambdaArgumentFromScalar)
.def_static("from_signed_scalar", lambdaArgumentFromSignedScalar)
.def("is_tensor",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentIsTensor(lambda_arg);
})
.def("get_tensor_data",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentGetTensorData(lambda_arg);
})
.def("get_signed_tensor_data",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentGetSignedTensorData(lambda_arg);
})
.def("get_tensor_shape",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentGetTensorDimensions(lambda_arg);
})
.def("is_scalar",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentIsScalar(lambda_arg);
})
.def("is_signed",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentIsSigned(lambda_arg);
})
.def("get_scalar",
[](lambdaArgument &lambda_arg) {
return lambdaArgumentGetScalar(lambda_arg);
})
.def("get_signed_scalar", [](lambdaArgument &lambda_arg) {
return lambdaArgumentGetSignedScalar(lambda_arg);
});
}