import subprocess import tempfile import unittest from pathlib import Path from types import SimpleNamespace from unittest.mock import Mock, patch from hf_doc_translation.config import load_config from hf_doc_translation.markdown import parse_markdown from hf_doc_translation.protect import protected_values from hf_doc_translation.sync import ( _clone_source, _install_transformers_dependencies, _resolve_checkout, _sentence_parts, _translate_segment_with_retry, _validated_cached_translation, run_sync, ) from hf_doc_translation.translate import ContinuousBatchTranslator, _causal_lm_load_spec class SyncTest(unittest.TestCase): def test_structural_retry_splits_existing_protected_text(self): config = SimpleNamespace( glossary=(), validation={ "min_japanese_characters": 1, "max_untranslated_english_ratio": 1.0, "min_length_ratio": 0.1, "max_length_ratio": 4.0, }, continuous_batching={"max_requests_per_batch": 32}, ) page = parse_markdown( Path("page.md"), "First 114,800 and 76. Second speech-to-speech/text.\n", ) segment = page.segments[0] class Translator: def __init__(self): self.calls = [] def translate_many(self, texts): self.calls.append(list(texts)) return [ text.replace("First", "最初").replace("Second", "次") for text in texts ] translator = Translator() metrics = {} response = _translate_segment_with_retry( segment, translator, config, metrics, initial_error=ValueError("model dropped sentinels"), ) self.assertTrue(translator.calls) self.assertFalse(any(protected_values(text) for call in translator.calls for text in call)) self.assertEqual( [int(sentinel[5:9]) for sentinel in segment.protected.sentinels], [1, 2, 0, 3], ) self.assertEqual(metrics["retries"], 1) self.assertEqual(metrics["sentinel_safe_retries"], 1) self.assertIn("最初", segment.protected.restore(response)) self.assertIn("次", segment.protected.restore(response)) def test_single_sentence_retry_does_not_create_an_empty_piece(self): source = "Translate one sentence.\n" self.assertEqual(_sentence_parts(source), [source]) def test_retry_does_not_split_inside_a_protected_comment(self): config = SimpleNamespace( glossary=(), validation={}, continuous_batching={"max_requests_per_batch": 32}, ) page = parse_markdown( Path("page.md"), "\n", ) segment = page.segments[0] translator = Mock() response = _translate_segment_with_retry( segment, translator, config, {}, initial_error=ValueError("model changed protected text"), ) translator.translate_many.assert_not_called() self.assertEqual(segment.protected.restore(response), segment.source) def test_sentinel_free_retry_batches_prose_chunks(self): config = SimpleNamespace( glossary=(), validation={"min_length_ratio": 0.1, "max_length_ratio": 4.0}, continuous_batching={"max_requests_per_batch": 2}, ) page = parse_markdown(Path("page.md"), "Alpha 1 beta 2 gamma 3.\n") segment = page.segments[0] class Translator: def __init__(self): self.calls = [] def translate_many(self, texts): self.calls.append(list(texts)) return ["訳" * max(1, len(text) // 2) for text in texts] translator = Translator() response = _translate_segment_with_retry( segment, translator, config, {}, initial_error=ValueError("model changed sentinels"), ) self.assertGreater(len(translator.calls), 1) self.assertTrue(all(len(call) <= 2 for call in translator.calls)) self.assertFalse(any(protected_values(text) for call in translator.calls for text in call)) restored = segment.protected.restore(response) self.assertTrue(all(value in restored for value in segment.protected.values)) def test_sentinel_free_retry_never_translates_html_code_contents(self): config = SimpleNamespace( glossary=(), validation={ "min_japanese_characters": 1, "max_untranslated_english_ratio": 1.0, "min_length_ratio": 0.1, "max_length_ratio": 4.0, }, continuous_batching={"max_requests_per_batch": 32}, ) page = parse_markdown( Path("attention_interface.md"), ( '"flash_attention_3"' 'Improves FlashAttention-2.\n' ), ) segment = page.segments[0] class Translator: def __init__(self): self.calls = [] def translate_many(self, texts): self.calls.append(list(texts)) return ["改善します。" for _ in texts] translator = Translator() response = _translate_segment_with_retry( segment, translator, config, {}, initial_error=ValueError("model changed literal tokens"), ) requests = [text for call in translator.calls for text in call] self.assertFalse(any("flash_attention_3" in text for text in requests)) self.assertIn( '"flash_attention_3"', segment.protected.restore(response), ) def test_cache_hit_must_match_current_protection_scheme(self): config = SimpleNamespace( validation={ "min_japanese_characters": 1, "max_untranslated_english_ratio": 1.0, "min_length_ratio": 0.1, "max_length_ratio": 4.0, }, ) segment = parse_markdown( Path("page.md"), '"flash_attention_3" backend.\n', ).segments[0] valid = segment.protected.text.replace(" backend", " バックエンド") stale = valid.replace(segment.protected.sentinels[0], "", 1) self.assertEqual( _validated_cached_translation({"translated": valid}, segment, config), valid, ) self.assertIsNone( _validated_cached_translation({"translated": stale}, segment, config) ) def test_initial_rollout_disables_graph_and_async_warmup(self): root = Path(__file__).parents[1] for config_name in ("transformers-ja.yml", "transformers-ja-job.yml"): config = load_config(root / "configs" / config_name) self.assertFalse(config.continuous_batching["use_cuda_graph"]) self.assertFalse(config.continuous_batching["use_async_batching"]) def test_generation_config_preserves_model_eos_and_caps_smoke_output(self): original = SimpleNamespace(eos_token_id=[1, 106], do_sample=True, max_new_tokens=None) translator = ContinuousBatchTranslator(config=SimpleNamespace()) translator.model = SimpleNamespace(generation_config=original) generation_config = translator._generation_config(32) self.assertEqual(generation_config.eos_token_id, [1, 106]) self.assertFalse(generation_config.do_sample) self.assertEqual(generation_config.max_new_tokens, 32) self.assertIsNone(original.max_new_tokens) def test_stop_manager_restores_model_state_before_ordinary_generation(self): manager = SimpleNamespace() manager.stop = Mock() manager.destroy = Mock() translator = ContinuousBatchTranslator(config=SimpleNamespace()) translator.manager = manager translator._stop_manager() manager.stop.assert_called_once_with(block=True) manager.destroy.assert_called_once_with() self.assertIsNone(translator.manager) def test_translate_gemma_uses_text_only_causal_lm_weights(self): text_config = SimpleNamespace(model_type="gemma3_text") parent_config = SimpleNamespace(model_type="gemma3", get_text_config=lambda: text_config) selected_config, key_mapping = _causal_lm_load_spec(parent_config) self.assertIs(selected_config, text_config) self.assertEqual(key_mapping, {r"^language_model\.model\.": "model."}) def test_clone_source_normalizes_github_slug_only(self): self.assertEqual( _clone_source("stevhliu/transformers"), "https://github.com/stevhliu/transformers.git", ) self.assertEqual( _clone_source("https://github.com/stevhliu/transformers.git"), "https://github.com/stevhliu/transformers.git", ) self.assertEqual( _clone_source("git@github.com:stevhliu/transformers.git"), "git@github.com:stevhliu/transformers.git", ) self.assertEqual(_clone_source("../transformers"), "../transformers") def test_checkout_clones_github_slug_as_url(self): args = SimpleNamespace(checkout=None, base_ref="ja-translation", repository="stevhliu/transformers") with patch("hf_doc_translation.sync.subprocess.run") as run: checkout, temporary = _resolve_checkout(args) try: self.assertEqual( run.call_args.args[0][6], "https://github.com/stevhliu/transformers.git", ) self.assertEqual(checkout.name, "transformers") finally: self.assertIsNotNone(temporary) temporary.cleanup() def test_runtime_install_uses_exact_transformers_checkout(self): checkout = Path("/tmp/transformers") with patch("hf_doc_translation.sync.subprocess.run") as run: _install_transformers_dependencies(checkout) command = run.call_args.args[0] self.assertEqual(command[-2:], ["--editable", str(checkout)]) self.assertIn("--no-build-isolation", command) self.assertIn("pip", command) def test_check_only_does_not_mutate_checkout(self): with tempfile.TemporaryDirectory() as directory: root = Path(directory) (root / "docs/source/en").mkdir(parents=True) (root / "docs/source/ja").mkdir(parents=True) (root / "docs/source/en/page.md").write_text("# Page\n\nEnglish prose.\n", encoding="utf-8") (root / "docs/source/en/_toctree.yml").write_text("- local: page\n title: Page\n", encoding="utf-8") (root / "docs/source/ja/legacy.md").write_text("legacy\n", encoding="utf-8") subprocess.run(["git", "init", "-b", "main"], cwd=root, check=True, capture_output=True) subprocess.run(["git", "config", "user.email", "test@example.com"], cwd=root, check=True) subprocess.run(["git", "config", "user.name", "Test"], cwd=root, check=True) subprocess.run(["git", "add", "."], cwd=root, check=True) subprocess.run(["git", "commit", "-m", "fixture"], cwd=root, check=True, capture_output=True) before = subprocess.check_output(["git", "status", "--porcelain"], cwd=root, text=True) args = SimpleNamespace( config=str(Path(__file__).parents[1] / "configs/transformers-ja.yml"), repository=None, base_ref="main", environment="staging", source="docs/source/en", target="docs/source/ja", checkout=str(root), cache_dir=str(root / "cache"), model_path="/model", runner_revision=None, job_id="fixture", force_backfill=True, check_only=True, no_publish=True, skip_doc_build=True, ) result = run_sync(args) self.assertEqual(result["checks"]["publication"], "not run") self.assertEqual(result["inventory"]["missing_count"], 1) self.assertEqual(result["inventory"]["target_only_count"], 1) self.assertEqual(subprocess.check_output(["git", "status", "--porcelain"], cwd=root, text=True), before) self.assertEqual((root / "docs/source/ja/legacy.md").read_text(encoding="utf-8"), "legacy\n") if __name__ == "__main__": unittest.main()