diff --git a/pymemcache/client/hash.py b/pymemcache/client/hash.py
index 9e273ee8..6ec8d1f9 100644
--- a/pymemcache/client/hash.py
+++ b/pymemcache/client/hash.py
@@ -112,6 +112,11 @@ def __init__(
         self.encoding = encoding
         self.tls_context = tls_context
 
+    def _make_client_key(self, server):
+        if isinstance(server, (list, tuple)) and len(server) == 2:
+            return '%s:%s' % server
+        return server
+
     def add_server(self, server, port=None):
         # To maintain backward compatibility, if a port is provided, assume
         # that server wasn't provided as a (host, port) tuple.
@@ -120,16 +125,12 @@ def add_server(self, server, port=None):
                 raise TypeError('Server must be a string when passing port.')
             server = (server, port)
 
-        if isinstance(server, six.string_types):
-            key = server
-        else:
-            key = '%s:%s' % server
-
         _class = PooledClient if self.use_pooling else self.client_class
         client = _class(server, **self.default_kwargs)
         if self.use_pooling:
             client.client_class = self.client_class
 
+        key = self._make_client_key(server)
         self.clients[key] = client
         self.hasher.add_node(key)
 
@@ -141,11 +142,7 @@ def remove_server(self, server, port=None):
                 raise TypeError('Server must be a string when passing port.')
             server = (server, port)
 
-        if isinstance(server, six.string_types):
-            key = server
-        else:
-            key = '%s:%s' % server
-
+        key = self._make_client_key(server)
         dead_time = time.time()
         self._failed_clients.pop(server)
         self._dead_clients[server] = dead_time
@@ -181,8 +178,7 @@ def _get_client(self, key):
                 return
             raise MemcacheError('All servers seem to be down right now')
 
-        client = self.clients[server]
-        return client
+        return self.clients[server]
 
     def _safely_run_func(self, client, func, default_val, *args, **kwargs):
         try:
@@ -383,8 +379,7 @@ def set_many(self, values, *args, **kwargs):
             client_batches[client.server][key] = value
 
         for server, values in client_batches.items():
-            client = self.clients['%s:%s' % server]
-
+            client = self.clients[self._make_client_key(server)]
             failed += self._safely_run_set_many(
                 client, values, *args, **kwargs
             )
@@ -406,7 +401,7 @@ def get_many(self, keys, gets=False, *args, **kwargs):
             client_batches[client.server].append(key)
 
         for server, keys in client_batches.items():
-            client = self.clients['%s:%s' % server]
+            client = self.clients[self._make_client_key(server)]
             new_args = list(args)
             new_args.insert(0, keys)
 
diff --git a/pymemcache/test/test_client_hash.py b/pymemcache/test/test_client_hash.py
index 5dd4ec47..04b51230 100644
--- a/pymemcache/test/test_client_hash.py
+++ b/pymemcache/test/test_client_hash.py
@@ -39,6 +39,20 @@ def make_client(self, *mock_socket_values, **kwargs):
 
         return client
 
+    def make_unix_client(self, sockets, *mock_socket_values, **kwargs):
+        client = HashClient([], **kwargs)
+
+        for socket_, vals in zip(sockets, mock_socket_values):
+            c = self.make_client_pool(
+                socket_,
+                vals,
+                **kwargs
+            )
+            client.clients[socket_] = c
+            client.hasher.add_node(socket_)
+
+        return client
+
     def test_setup_client_without_pooling(self):
         client_class = 'pymemcache.client.hash.HashClient.client_class'
         with mock.patch(client_class) as internal_client:
@@ -50,6 +64,30 @@ def test_setup_client_without_pooling(self):
         assert kwargs['timeout'] == 999
         assert kwargs['key_prefix'] == 'foo_bar_baz'
 
+    def test_get_many_unix(self):
+        pid = os.getpid()
+        sockets = [
+            '/tmp/pymemcache.1.%d' % pid,
+            '/tmp/pymemcache.2.%d' % pid,
+        ]
+        client = self.make_unix_client(sockets, *[
+            [b'STORED\r\n', b'VALUE key3 0 6\r\nvalue2\r\nEND\r\n', ],
+            [b'STORED\r\n', b'VALUE key1 0 6\r\nvalue1\r\nEND\r\n', ],
+        ])
+
+        def get_clients(key):
+            if key == b'key3':
+                return client.clients['/tmp/pymemcache.1.%d' % pid]
+            else:
+                return client.clients['/tmp/pymemcache.2.%d' % pid]
+
+        client._get_client = get_clients
+
+        result = client.set(b'key1', b'value1', noreply=False)
+        result = client.set(b'key3', b'value2', noreply=False)
+        result = client.get_many([b'key1', b'key3'])
+        assert result == {b'key1': b'value1', b'key3': b'value2'}
+
     def test_get_many_all_found(self):
         client = self.make_client(*[
             [b'STORED\r\n', b'VALUE key3 0 6\r\nvalue2\r\nEND\r\n', ],
@@ -284,6 +322,22 @@ def test_noreply_set_many(self):
         result = client.set_many(values, noreply=True)
         assert result == []
 
+    def test_set_many_unix(self):
+        values = {
+            'key1': 'value1',
+            'key2': 'value2',
+            'key3': 'value3'
+        }
+
+        pid = os.getpid()
+        sockets = ['/tmp/pymemcache.%d' % pid]
+        client = self.make_unix_client(sockets, *[
+            [b'STORED\r\n', b'NOT_STORED\r\n', b'STORED\r\n'],
+        ])
+
+        result = client.set_many(values, noreply=False)
+        assert result == ['key2']
+
     def test_server_encoding_pooled(self):
         """
         test passed encoding from hash client to pooled clients