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#!/usr/bin/env python |
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# coding=utf-8 |
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from __future__ import division, print_function, unicode_literals |
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from sacred.config.config_scope import ConfigScope |
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from sacred.experiment import Experiment, Ingredient |
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def test_ingredient_config(): |
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m = Ingredient("somemod") |
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@m.config |
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def cfg(): |
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a = 5 |
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b = 'foo' |
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assert len(m.configurations) == 1 |
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cfg = m.configurations[0] |
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assert isinstance(cfg, ConfigScope) |
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assert cfg() == {'a': 5, 'b': 'foo'} |
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def test_ingredient_captured_functions(): |
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m = Ingredient("somemod") |
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@m.capture |
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def get_answer(b): |
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return b |
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assert len(m.captured_functions) == 1 |
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f = m.captured_functions[0] |
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assert f == get_answer |
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def test_ingredient_command(): |
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m = Ingredient("somemod") |
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m.add_config(a=42, b='foo{}') |
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@m.command |
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def transmogrify(a, b): |
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return b.format(a) |
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assert 'transmogrify' in m.commands |
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assert m.commands['transmogrify'] == transmogrify |
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ex = Experiment('foo', ingredients=[m]) |
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assert ex.run_command('somemod.transmogrify').result == 'foo42' |
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# ############# Experiment #################################################### |
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def test_experiment_run(): |
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ex = Experiment("some_experiment") |
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@ex.main |
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def main(): |
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return 12 |
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assert ex.run().result == 12 |
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def test_experiment_run_access_subingredient(): |
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somemod = Ingredient("somemod") |
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@somemod.config |
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def cfg(): |
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a = 5 |
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b = 'foo' |
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ex = Experiment("some_experiment", ingredients=[somemod]) |
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@ex.main |
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def main(somemod): |
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return somemod |
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r = ex.run().result |
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assert r['a'] == 5 |
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assert r['b'] == 'foo' |
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def test_experiment_run_subingredient_function(): |
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somemod = Ingredient("somemod") |
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@somemod.config |
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def cfg(): |
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a = 5 |
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b = 'foo' |
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@somemod.capture |
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def get_answer(b): |
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return b |
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ex = Experiment("some_experiment", ingredients=[somemod]) |
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@ex.main |
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def main(): |
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return get_answer() |
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assert ex.run().result == 'foo' |
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def test_experiment_named_config_subingredient(): |
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somemod = Ingredient("somemod") |
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@somemod.config |
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def sub_cfg(): |
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a = 15 |
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@somemod.capture |
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def get_answer(a): |
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return a |
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@somemod.named_config |
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def nsubcfg(): |
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a = 16 |
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ex = Experiment("some_experiment", ingredients=[somemod]) |
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@ex.config |
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def cfg(): |
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a = 1 |
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@ex.named_config |
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def ncfg(): |
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a = 2 |
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somemod = {'a': 25} |
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@ex.main |
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def main(a): |
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return a, get_answer() |
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assert ex.run().result == (1, 15) |
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assert ex.run(named_configs=['somemod.nsubcfg']).result == (1, 16) |
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assert ex.run(named_configs=['ncfg']).result == (2, 25) |
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assert ex.run(named_configs=['ncfg', 'somemod.nsubcfg']).result == (2, 16) |
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assert ex.run(named_configs=['somemod.nsubcfg', 'ncfg']).result == (2, 25) |
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def test_experiment_named_config_subingredient_overwrite(): |
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somemod = Ingredient("somemod") |
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@somemod.capture |
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def get_answer(a): |
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return a |
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ex = Experiment("some_experiment", ingredients=[somemod]) |
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@ex.named_config |
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def ncfg(): |
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somemod = {'a': 1} |
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@ex.main |
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def main(): |
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return get_answer() |
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assert ex.run(named_configs=['ncfg']).result == 1 |
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assert ex.run(config_updates={'somemod': {'a': 2}}).result == 2 |
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assert ex.run(named_configs=['ncfg'], |
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config_updates={'somemod': {'a': 2}} |
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).result == 2 |
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def test_experiment_double_named_config(): |
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ex = Experiment() |
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@ex.config |
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def config(): |
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a = 0 |
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d = { |
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'e': 0, |
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'f': 0 |
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} |
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@ex.named_config |
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def A(): |
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a = 2 |
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d = { |
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'e': 2, |
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'f': 2 |
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} |
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@ex.named_config |
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def B(): |
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d = {'f': -1} |
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@ex.main |
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def run(a, d): |
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return a, d['e'], d['f'] |
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assert ex.run().result == (0, 0, 0) |
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assert ex.run(named_configs=['A']).result == (2, 2, 2) |
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assert ex.run(named_configs=['B']).result == (0, 0, -1) |
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assert ex.run(named_configs=['A', 'B']).result == (2, 2, -1) |
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assert ex.run(named_configs=['B', 'A']).result == (2, 2, 2) |
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def test_double_nested_config(): |
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sub_sub_ing = Ingredient('sub_sub_ing') |
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sub_ing = Ingredient('sub_ing', [sub_sub_ing]) |
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ing = Ingredient('ing', [sub_ing]) |
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ex = Experiment('ex', [ing]) |
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@ex.config |
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def config(): |
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a = 1 |
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@ing.config |
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def config(): |
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b = 1 |
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@sub_ing.config |
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def config(): |
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c = 2 |
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@sub_sub_ing.config |
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def config(): |
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d = 3 |
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@sub_sub_ing.capture |
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def sub_sub_ing_main(_config): |
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assert _config == { |
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'd': 3 |
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}, _config |
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@sub_ing.capture |
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def sub_ing_main(_config): |
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assert _config == { |
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'c': 2, |
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'sub_sub_ing': {'d': 3} |
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}, _config |
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@ing.capture |
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def ing_main(_config): |
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assert _config == { |
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'b': 1, |
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'sub_sub_ing': {'d': 3}, |
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'sub_ing': {'c': 2} |
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}, _config |
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@ex.main |
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def main(_config): |
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_config.pop('seed') |
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assert _config == { |
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'a': 1, |
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'sub_sub_ing': {'d': 3}, |
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'sub_ing': {'c': 2}, |
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'ing': {'b': 1} |
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}, _config |
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ing_main() |
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sub_ing_main() |
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sub_sub_ing_main() |
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ex.run() |
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