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| 1 | +# Copyright 2024 Google LLC |
| 2 | +# |
| 3 | +# Licensed under the Apache License, Version 2.0 (the "License"); |
| 4 | +# you may not use this file except in compliance with the License. |
| 5 | +# You may obtain a copy of the License at |
| 6 | +# |
| 7 | +# http://www.apache.org/licenses/LICENSE-2.0 |
| 8 | +# |
| 9 | +# Unless required by applicable law or agreed to in writing, software |
| 10 | +# distributed under the License is distributed on an "AS IS" BASIS, |
| 11 | +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. |
| 12 | +# See the License for the specific language governing permissions and |
| 13 | +# limitations under the License. |
| 14 | + |
| 15 | +import unittest |
| 16 | +from unittest.mock import patch, MagicMock |
| 17 | +from absl import app |
| 18 | +from absl.testing import flagsaver |
| 19 | +from parameterized import parameterized, param |
| 20 | + |
| 21 | + |
| 22 | +class MockServer(MagicMock): |
| 23 | + |
| 24 | + def run(self, **kwargs): |
| 25 | + return self |
| 26 | + |
| 27 | + def wait_for_termination(self): |
| 28 | + raise SystemExit("Successfully exited test.") |
| 29 | + |
| 30 | + |
| 31 | +def mock_engine(**kwargs): |
| 32 | + return kwargs |
| 33 | + |
| 34 | + |
| 35 | +class ServerRunTest(unittest.TestCase): |
| 36 | + |
| 37 | + def reset_flags(self): |
| 38 | + flagsaver.restore_flag_values(self.original) |
| 39 | + |
| 40 | + def setup(self): |
| 41 | + from run_server import flags |
| 42 | + |
| 43 | + FLAGS = flags.FLAGS |
| 44 | + self.original = flagsaver.save_flag_values() |
| 45 | + return FLAGS |
| 46 | + |
| 47 | + @parameterized.expand( |
| 48 | + [ |
| 49 | + param(["test1", "--model_name", "llama-3"], "llama-3"), |
| 50 | + param(["test2", "--model_name", "llama-2"], "llama-2"), |
| 51 | + param(["test3", "--model_name", "mixtral"], "mixtral"), |
| 52 | + param(["test4", "--model_name", "gemma"], "gemma"), |
| 53 | + ] |
| 54 | + ) |
| 55 | + @patch("jetstream_pt.engine.create_pytorch_engine", mock_engine) |
| 56 | + @patch("jetstream.core.server_lib.run", MockServer().run) |
| 57 | + def test_no_change_from_defaults(self, args, expected): |
| 58 | + """test defaults remain unchanged when launching a server for different models. |
| 59 | +
|
| 60 | + Args: |
| 61 | + args (List): List to simulate sys.argv with dummy first entry at index 0. |
| 62 | + expected (str): model_name flag value to inspect |
| 63 | + """ |
| 64 | + from run_server import main |
| 65 | + |
| 66 | + FLAGS = self.setup() |
| 67 | + with self.assertRaisesRegex(SystemExit, "Successfully exited test."): |
| 68 | + app.run(main, args) |
| 69 | + |
| 70 | + # run_server |
| 71 | + self.assertEqual(FLAGS.port, 9000) |
| 72 | + self.assertEqual(FLAGS.threads, 64) |
| 73 | + self.assertEqual(FLAGS.config, "InterleavedCPUTestServer") |
| 74 | + self.assertEqual(FLAGS.prometheus_port, 0) |
| 75 | + self.assertEqual(FLAGS.enable_jax_profiler, False) |
| 76 | + self.assertEqual(FLAGS.jax_profiler_port, 9999) |
| 77 | + |
| 78 | + # quantization configs |
| 79 | + self.assertEqual(FLAGS.quantize_weights, False) |
| 80 | + self.assertEqual(FLAGS.quantize_activation, False) |
| 81 | + self.assertEqual(FLAGS.quantize_type, "int8_per_channel") |
| 82 | + self.assertEqual(FLAGS.quantize_kv_cache, False) |
| 83 | + |
| 84 | + # engine configs |
| 85 | + self.assertEqual(FLAGS.tokenizer_path, None) |
| 86 | + self.assertEqual(FLAGS.checkpoint_path, None) |
| 87 | + self.assertEqual(FLAGS.bf16_enable, True) |
| 88 | + self.assertEqual(FLAGS.context_length, 1024) |
| 89 | + self.assertEqual(FLAGS.batch_size, 32) |
| 90 | + self.assertEqual(FLAGS.size, "tiny") |
| 91 | + self.assertEqual(FLAGS.max_cache_length, 1024) |
| 92 | + self.assertEqual(FLAGS.shard_on_batch, False) |
| 93 | + self.assertEqual(FLAGS.sharding_config, "") |
| 94 | + self.assertEqual(FLAGS.ragged_mha, False) |
| 95 | + self.assertEqual(FLAGS.starting_position, 512) |
| 96 | + self.assertEqual(FLAGS.temperature, 1.0) |
| 97 | + self.assertEqual(FLAGS.sampling_algorithm, "greedy") |
| 98 | + self.assertEqual(FLAGS.nucleus_topp, 0.0) |
| 99 | + self.assertEqual(FLAGS.topk, 0) |
| 100 | + self.assertEqual(FLAGS.ring_buffer, True) |
| 101 | + |
| 102 | + # profiling configs |
| 103 | + self.assertEqual(FLAGS.profiling_prefill, False) |
| 104 | + self.assertEqual(FLAGS.profiling_output, "") |
| 105 | + |
| 106 | + # model_name flag updates |
| 107 | + self.assertEqual(FLAGS.model_name, expected) |
| 108 | + |
| 109 | + # reset back to original flags |
| 110 | + self.reset_flags() |
| 111 | + |
| 112 | + @parameterized.expand([param(["test1", "--model_name", "llama3"])]) |
| 113 | + @patch("jetstream_pt.engine.create_pytorch_engine", mock_engine) |
| 114 | + def test_call_server_object(self, args): |
| 115 | + """tests whether running the main script from absl.app.run launches a server and waits for termination |
| 116 | +
|
| 117 | + Args: |
| 118 | + args (List): List to simulate sys.argv with dummy first entry at index 0. |
| 119 | + """ |
| 120 | + with patch( |
| 121 | + "jetstream.core.server_lib.run", autospec=MockServer().run |
| 122 | + ) as mock_server: |
| 123 | + from run_server import main |
| 124 | + |
| 125 | + FLAGS = self.setup() |
| 126 | + with self.assertRaises(SystemExit): |
| 127 | + app.run(main, args) |
| 128 | + self.assertEqual(mock_server.call_count, 1) |
| 129 | + self.assertEqual( |
| 130 | + mock_server.return_value.wait_for_termination.call_count, 1 |
| 131 | + ) |
| 132 | + |
| 133 | + # reset back to original flags |
| 134 | + self.reset_flags() |
| 135 | + |
| 136 | + |
| 137 | +if __name__ == "__main__": |
| 138 | + unittest.main() |
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