ppml python psi hashing (intel-analytics#5531)

python/ppml/src/bigdl/ppml/fl/psi/psi.py

@@ -17,29 +17,35 @@
 import logging
 
 from bigdl.dllib.utils.log4Error import invalidOperationError
+from bigdl.ppml.fl.psi.utils import to_hex_string
 from ..nn.fl_client import FLClient
 from bigdl.ppml.fl.nn.generated.psi_service_pb2_grpc import *
 from ..nn.generated.psi_service_pb2 import DownloadIntersectionRequest, SaltRequest, UploadSetRequest
 
 class PSI(object):
     def __init__(self) -> None:
         self.stub = PSIServiceStub(FLClient.channel)
+        self.hashed_ids_to_ids = {}
 
     def get_salt(self, secure_code=""):
         return self.stub.getSalt(SaltRequest(secure_code=secure_code)).salt_reply
 
     def upload_set(self, ids, salt=""):
         # TODO: add hashing
+        hashed_ids = to_hex_string(ids, salt)
+        self.hashed_ids_to_ids = dict(zip(hashed_ids, ids))
+
         return self.stub.uploadSet(
-            UploadSetRequest(client_id=FLClient.client_id, hashedID=ids))
+            UploadSetRequest(client_id=FLClient.client_id, hashedID=hashed_ids))
 
     def download_intersection(self, max_try=100, retry=3):
         for i in range(max_try):
             intersection = self.stub.downloadIntersection(
                 DownloadIntersectionRequest()).intersection
             if intersection is not None:
-                intersection = list(intersection)
+                hashed_intersection = list(intersection)
                 logging.info(f"Intersection completed, size {len(intersection)}")
+                intersection = [self.hashed_ids_to_ids[i] for i in hashed_intersection]
                 return intersection
         invalidOperationError(False, "Max retry reached, could not get intersection, exiting.")
 

python/ppml/src/bigdl/ppml/fl/psi/utils.py

@@ -14,4 +14,16 @@
 # limitations under the License.
 #
 
-# TODO: add security utils here
+
+import hashlib
+
+def to_hex_string(ids, salt, padding_size=32):
+    hashing = hashlib.sha384()
+    hex_string = []
+    for ch in ids:
+        hashing.update(bytearray(ch, 'utf-8') + bytearray(salt, 'utf-8'))
+        ch = hashing.hexdigest()
+        while len(ch) < padding_size:
+            ch.insert(0, '0')
+        hex_string.append(ch)
+    return hex_string

python/ppml/test/bigdl/ppml/fl/psi/test_hashing.py

@@ -0,0 +1,34 @@
+#
+# Copyright 2016 The BigDL Authors.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+#
+
+import unittest
+from uuid import uuid4
+
+
+from bigdl.ppml.fl.psi.utils import *
+
+from bigdl.ppml.fl.utils import FLTest
+
+class TestHashing(FLTest):           
+    def test_hashing(self):        
+        ids = ['1', '2', '4', '5']
+        salt = str(uuid4())
+        hex_string = to_hex_string(ids, salt)
+        hex_string
+
+
+if __name__ == '__main__':
+    unittest.main()

python/ppml/test/bigdl/ppml/fl/psi/test_psi.py

@@ -47,7 +47,7 @@ def test_psi_pipeline(self):
         psi.upload_set(key, salt)
         intersection = psi.download_intersection()
         assert (isinstance(intersection, list))
-        self.assertEqual(len(intersection), 2)
+        self.assertEqual(key, intersection)
 
 if __name__ == '__main__':
     unittest.main()