Expand device_put benchmarks to run with different numbers of arrays and input types

For the upcoming batching changes for `device_put`, it is useful to benchmark `device_put` with varying numbers of arrays.

PiperOrigin-RevId: 641716268

Author: junwhanahn

benchmarks/api_benchmark.py

@@ -678,10 +678,29 @@ def host_local_array_to_global_array(state):
         (input_data, input_data), global_mesh, (in_pspec, in_pspec))
 
 @google_benchmark.register
-def device_put(state):
-  x = np.array(1, np.int32)
+@google_benchmark.option.arg_names(['num_args'])
+@google_benchmark.option.args([1])
+@google_benchmark.option.args([10])
+@google_benchmark.option.args([100])
+@google_benchmark.option.args([1000])
+def device_put_from_numpy_array(state):
+  x = [np.array(1, np.int32)] * state.range(0)
   while state:
-    _ = jax.device_put(x).block_until_ready()
+    _ = jax.block_until_ready(jax.device_put(x))
+
+
+@google_benchmark.register
+@google_benchmark.option.arg_names(['num_args'])
+@google_benchmark.option.args([1])
+@google_benchmark.option.args([10])
+@google_benchmark.option.args([100])
+@google_benchmark.option.args([1000])
+def device_put_from_jax_array(state):
+  x = [np.array(1, np.int32)] * state.range(0)
+  x = jax.block_until_ready(jax.device_put(x, device=jax.devices()[0]))
+  d = jax.devices()[1]
+  while state:
+    _ = jax.block_until_ready(jax.device_put(x, device=d))
 
 
 @google_benchmark.register