Orion FHE compiler — traces, fits, and compiles PyTorch neural networks for encrypted inference
Project description
orion-v2-compiler
Orion FHE compiler — traces, fits, and compiles PyTorch neural networks for encrypted inference using the CKKS scheme.
Part of the Orion FHE framework.
Usage
import orion_compiler.nn as on
from orion_compiler import Compiler, CKKSParams
class MLP(on.Module):
def __init__(self):
super().__init__()
self.flatten = on.Flatten()
self.fc1 = on.Linear(784, 128)
self.act1 = on.Quad()
self.fc2 = on.Linear(128, 10)
def forward(self, x):
x = self.flatten(x)
x = self.act1(self.fc1(x))
return self.fc2(x)
net = MLP()
compiler = Compiler(net, CKKSParams(logn=14, logq=[55, 40, 40, 40], logp=[61, 61], logscale=40))
compiler.fit(dataloader)
compiled = compiler.compile()
model_bytes = compiled.to_bytes()
Modules
orion_compiler—Compiler,CKKSParams,CompiledModel,Graph,GraphNode,GraphEdge,KeyManifest,CompilerConfig,CostProfileorion_compiler.nn— FHE-compatible layers (cleartext-only forward)orion_compiler.core— Compilation algorithms (tracer, packing, level assignment, auto-bootstrap, galois)
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