Add a shard channel arg to client channel construction

C core automatically shares subchannels between channels. Therefore our
multiple channel performance tests were really testing single channel
performance.
diff --git a/test/cpp/qps/client.h b/test/cpp/qps/client.h
index 5a9027a..63fc315 100644
--- a/test/cpp/qps/client.h
+++ b/test/cpp/qps/client.h
@@ -40,6 +40,7 @@
 
 #include <grpc++/support/byte_buffer.h>
 #include <grpc++/support/slice.h>
+#include <grpc++/support/channel_arguments.h>
 #include <grpc/support/log.h>
 #include <grpc/support/time.h>
 
@@ -280,7 +281,7 @@
         create_stub_(create_stub) {
     for (int i = 0; i < config.client_channels(); i++) {
       channels_[i].init(config.server_targets(i % config.server_targets_size()),
-                        config, create_stub_);
+                        config, create_stub_, i);
     }
 
     ClientRequestCreator<RequestType> create_req(&request_,
@@ -303,14 +304,16 @@
     }
     void init(const grpc::string& target, const ClientConfig& config,
               std::function<std::unique_ptr<StubType>(std::shared_ptr<Channel>)>
-                  create_stub) {
+                  create_stub, int shard) {
       // We have to use a 2-phase init like this with a default
       // constructor followed by an initializer function to make
       // old compilers happy with using this in std::vector
+      ChannelArguments args;
+      args.SetInt("shard", shard);
       channel_ = CreateTestChannel(
           target, config.security_params().server_host_override(),
           config.has_security_params(),
-          !config.security_params().use_test_ca());
+          !config.security_params().use_test_ca(), std::shared_ptr<CallCredentials>(), args);
       stub_ = create_stub(channel_);
     }
     Channel* get_channel() { return channel_.get(); }