|
| 1 | +import pytest |
| 2 | +import json |
| 3 | +import click |
| 4 | +from click.testing import CliRunner |
| 5 | +from unittest.mock import Mock, patch |
| 6 | + |
| 7 | +from sagemaker.hyperpod.cli.training_utils import load_schema_for_version, generate_click_command |
| 8 | + |
| 9 | + |
| 10 | +class TestLoadSchemaForVersion: |
| 11 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 12 | + def test_success(self, mock_get_data): |
| 13 | + """Test successful schema loading""" |
| 14 | + data = {"properties": {"x": {"type": "string"}}} |
| 15 | + mock_get_data.return_value = json.dumps(data).encode() |
| 16 | + |
| 17 | + result = load_schema_for_version('1.2', 'test_package') |
| 18 | + |
| 19 | + assert result == data |
| 20 | + mock_get_data.assert_called_once_with('test_package.v1_2', 'schema.json') |
| 21 | + |
| 22 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 23 | + def test_schema_not_found(self, mock_get_data): |
| 24 | + """Test handling of missing schema file""" |
| 25 | + mock_get_data.return_value = None |
| 26 | + |
| 27 | + with pytest.raises(click.ClickException) as exc: |
| 28 | + load_schema_for_version('1.0', 'test_package') |
| 29 | + |
| 30 | + assert "Could not load schema.json for version 1.0" in str(exc.value) |
| 31 | + |
| 32 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 33 | + def test_invalid_json_schema(self, mock_get_data): |
| 34 | + """Test handling of invalid JSON in schema file""" |
| 35 | + mock_get_data.return_value = b'invalid json' |
| 36 | + |
| 37 | + with pytest.raises(json.JSONDecodeError): |
| 38 | + load_schema_for_version('1.0', 'test_package') |
| 39 | + |
| 40 | +class TestGenerateClickCommand: |
| 41 | + def setup_method(self): |
| 42 | + self.runner = CliRunner() |
| 43 | + |
| 44 | + def test_missing_registry(self): |
| 45 | + """Test that registry is required""" |
| 46 | + with pytest.raises(ValueError) as exc: |
| 47 | + generate_click_command(schema_pkg="test_package") |
| 48 | + assert "You must pass a registry mapping" in str(exc.value) |
| 49 | + |
| 50 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 51 | + def test_pytorch_json_flags(self, mock_get_data): |
| 52 | + """Test handling of JSON flags for PyTorch config""" |
| 53 | + schema = { |
| 54 | + 'properties': { |
| 55 | + 'environment': {'type': 'object'}, |
| 56 | + 'label_selector': {'type': 'object'} |
| 57 | + } |
| 58 | + } |
| 59 | + mock_get_data.return_value = json.dumps(schema).encode() |
| 60 | + |
| 61 | + class DummyModel: |
| 62 | + def __init__(self, **kwargs): |
| 63 | + self.__dict__.update(kwargs) |
| 64 | + def to_domain(self): |
| 65 | + return self |
| 66 | + |
| 67 | + registry = {'1.0': DummyModel} |
| 68 | + |
| 69 | + @click.command() |
| 70 | + @generate_click_command( |
| 71 | + schema_pkg="hyperpod_pytorchjob_config_schemas", |
| 72 | + registry=registry |
| 73 | + ) |
| 74 | + def cmd(version, debug, config): |
| 75 | + click.echo(json.dumps({ |
| 76 | + 'environment': config.environment, |
| 77 | + 'label_selector': config.label_selector |
| 78 | + })) |
| 79 | + |
| 80 | + # Test valid JSON input |
| 81 | + result = self.runner.invoke(cmd, [ |
| 82 | + '--environment', '{"VAR1":"val1"}', |
| 83 | + '--label_selector', '{"key":"value"}' |
| 84 | + ]) |
| 85 | + assert result.exit_code == 0 |
| 86 | + output = json.loads(result.output) |
| 87 | + assert output == { |
| 88 | + 'environment': {'VAR1': 'val1'}, |
| 89 | + 'label_selector': {'key': 'value'} |
| 90 | + } |
| 91 | + |
| 92 | + # Test invalid JSON input |
| 93 | + result = self.runner.invoke(cmd, ['--environment', 'invalid']) |
| 94 | + assert result.exit_code == 2 |
| 95 | + assert 'must be valid JSON' in result.output |
| 96 | + |
| 97 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 98 | + def test_list_parameters(self, mock_get_data): |
| 99 | + """Test handling of list parameters""" |
| 100 | + schema = { |
| 101 | + 'properties': { |
| 102 | + 'command': {'type': 'array'}, |
| 103 | + 'args': {'type': 'array'} |
| 104 | + } |
| 105 | + } |
| 106 | + mock_get_data.return_value = json.dumps(schema).encode() |
| 107 | + |
| 108 | + class DummyModel: |
| 109 | + def __init__(self, **kwargs): |
| 110 | + self.__dict__.update(kwargs) |
| 111 | + def to_domain(self): |
| 112 | + return self |
| 113 | + |
| 114 | + registry = {'1.0': DummyModel} |
| 115 | + |
| 116 | + @click.command() |
| 117 | + @generate_click_command( |
| 118 | + schema_pkg="hyperpod_pytorchjob_config_schemas", |
| 119 | + registry=registry |
| 120 | + ) |
| 121 | + def cmd(version, debug, config): |
| 122 | + click.echo(json.dumps({ |
| 123 | + 'command': config.command, |
| 124 | + 'args': config.args |
| 125 | + })) |
| 126 | + |
| 127 | + # Test list input |
| 128 | + result = self.runner.invoke(cmd, [ |
| 129 | + '--command', '[python, train.py]', |
| 130 | + '--args', '[--epochs, 10]' |
| 131 | + ]) |
| 132 | + assert result.exit_code == 0 |
| 133 | + output = json.loads(result.output) |
| 134 | + assert output == { |
| 135 | + 'command': ['python', 'train.py'], |
| 136 | + 'args': ['--epochs', '10'] |
| 137 | + } |
| 138 | + |
| 139 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 140 | + def test_version_handling(self, mock_get_data): |
| 141 | + """Test version handling in command generation""" |
| 142 | + schema = {'properties': {}} |
| 143 | + mock_get_data.return_value = json.dumps(schema).encode() |
| 144 | + |
| 145 | + class DummyModel: |
| 146 | + def __init__(self, **kwargs): pass |
| 147 | + |
| 148 | + def to_domain(self): return self |
| 149 | + |
| 150 | + registry = {'2.0': DummyModel} |
| 151 | + |
| 152 | + @click.command() |
| 153 | + @generate_click_command( |
| 154 | + version_key='2.0', |
| 155 | + schema_pkg="test_package", |
| 156 | + registry=registry |
| 157 | + ) |
| 158 | + def cmd(version, debug, config): |
| 159 | + click.echo(version) |
| 160 | + |
| 161 | + result = self.runner.invoke(cmd, []) |
| 162 | + assert result.exit_code == 0 |
| 163 | + assert result.output.strip() == '2.0' |
| 164 | + |
| 165 | + @patch('sagemaker.hyperpod.cli.training_utils.pkgutil.get_data') |
| 166 | + def test_type_conversion(self, mock_get_data): |
| 167 | + """Test type conversion for different parameter types""" |
| 168 | + # Mock the schema with different types |
| 169 | + schema = { |
| 170 | + 'properties': { |
| 171 | + 'node_count': {'type': 'integer'}, |
| 172 | + 'deep_health_check_passed_nodes_only': {'type': 'boolean'}, |
| 173 | + 'tasks_per_node': {'type': 'integer'}, |
| 174 | + 'job_name': {'type': 'string'} |
| 175 | + } |
| 176 | + } |
| 177 | + mock_get_data.return_value = json.dumps(schema).encode() |
| 178 | + |
| 179 | + class DummyModel: |
| 180 | + def __init__(self, **kwargs): |
| 181 | + self.__dict__.update(kwargs) |
| 182 | + |
| 183 | + def to_domain(self): |
| 184 | + return self |
| 185 | + |
| 186 | + registry = {'1.0': DummyModel} |
| 187 | + |
| 188 | + @click.command() |
| 189 | + @generate_click_command(registry=registry) |
| 190 | + def cmd(version, debug, config): |
| 191 | + click.echo(json.dumps({ |
| 192 | + 'node_count': config.node_count, |
| 193 | + 'deep_health_check_passed_nodes_only': config.deep_health_check_passed_nodes_only, |
| 194 | + 'tasks_per_node': config.tasks_per_node, |
| 195 | + 'job_name': config.job_name |
| 196 | + })) |
| 197 | + |
| 198 | + # Test integer conversion |
| 199 | + result = self.runner.invoke(cmd, ['--node-count', '5']) |
| 200 | + assert result.exit_code == 0 |
| 201 | + |
| 202 | + # Test boolean conversion |
| 203 | + result = self.runner.invoke(cmd, ['--deep-health-check-passed-nodes-only', 'true']) |
| 204 | + assert result.exit_code == 0 |
| 205 | + |
| 206 | + # Test string conversion |
| 207 | + result = self.runner.invoke(cmd, ['--job-name', 'test-job']) |
| 208 | + assert result.exit_code == 0 |
| 209 | + |
| 210 | + # Test invalid type (should fail gracefully) |
| 211 | + result = self.runner.invoke(cmd, ['--node-count', 'not-a-number']) |
| 212 | + assert result.exit_code == 2 |
| 213 | + assert "Invalid value" in result.output |
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