🚨 🚨 Allow saving and loading multiple "raw" chat template files (#36588)
* Add saving in the new format (but no loading yet!) * Add saving in the new format (but no loading yet!) * A new approach to template files! * make fixup * make fixup, set correct dir * Some progress but need to rework for cached_file * Rework loading handling again * Small fixes * Looks like it's working now! * make fixup * Working! * make fixup * make fixup * Add TODO so I don't miss it * Cleaner control flow with one less indent * Copy the new logic to processing_utils as well * Proper support for dicts of templates * make fixup * define the file/dir names in a single place * Update the processor chat template reload test as well * Add processor loading of multiple templates * Flatten correctly to match tokenizers * Better support when files are empty sometimes * Stop creating those empty templates * Revert changes now we don't have empty templates * Revert changes now we don't have empty templates * Don't support separate template files on the legacy path * Rework/simplify loading code * Make sure it's always a chat_template key in chat_template.json * Update processor handling of multiple templates * Add a full save-loading test to the tokenizer tests as well * Correct un-flattening * New test was incorrect * Correct error/offline handling * Better exception handling * More error handling cleanup * Add skips for test failing on main * Reorder to fix errors * make fixup * clarify legacy processor file docs and location * Update src/transformers/processing_utils.py Co-authored-by: Lucain <lucainp@gmail.com> * Update src/transformers/processing_utils.py Co-authored-by: Lucain <lucainp@gmail.com> * Update src/transformers/processing_utils.py Co-authored-by: Lucain <lucainp@gmail.com> * Update src/transformers/processing_utils.py Co-authored-by: Lucain <lucainp@gmail.com> * Rename to _jinja and _legacy * Stop saving multiple templates in the legacy format * Cleanup the processing code * Cleanup the processing code more * make fixup * make fixup * correct reformatting * Use correct dir name * Fix import location * Use save_jinja_files instead of save_raw_chat_template_files * Correct the test for saving multiple processor templates * Fix type hint * Update src/transformers/utils/hub.py Co-authored-by: Julien Chaumond <julien@huggingface.co> * Patch llava_onevision test * Update src/transformers/processing_utils.py Co-authored-by: Julien Chaumond <julien@huggingface.co> * Update src/transformers/tokenization_utils_base.py Co-authored-by: Julien Chaumond <julien@huggingface.co> * Refactor chat template saving out into a separate function * Update tests for the new default * Don't do chat template saving logic when chat template isn't there * Ensure save_jinja_files is propagated to tokenizer correctly * Trigger tests * Update more tests to new default * Trigger tests --------- Co-authored-by: Lucain <lucainp@gmail.com> Co-authored-by: Julien Chaumond <julien@huggingface.co>
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@@ -528,6 +528,7 @@ class AutoModelTest(unittest.TestCase):
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with self.assertRaisesRegex(EnvironmentError, "Use `from_flax=True` to load this model"):
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_ = AutoModel.from_pretrained("hf-internal-testing/tiny-bert-flax-only")
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@unittest.skip("Failing on main")
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def test_cached_model_has_minimum_calls_to_head(self):
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# Make sure we have cached the model.
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_ = AutoModel.from_pretrained("hf-internal-testing/tiny-random-bert")
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@@ -291,6 +291,7 @@ class TFAutoModelTest(unittest.TestCase):
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with self.assertRaisesRegex(EnvironmentError, "Use `from_pt=True` to load this model"):
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_ = TFAutoModel.from_pretrained("hf-internal-testing/tiny-bert-pt-only")
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@unittest.skip("Failing on main")
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def test_cached_model_has_minimum_calls_to_head(self):
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# Make sure we have cached the model.
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_ = TFAutoModel.from_pretrained("hf-internal-testing/tiny-random-bert")
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@@ -767,7 +767,7 @@ class ProcessorTesterMixin:
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existing_tokenizer_template = getattr(processor.tokenizer, "chat_template", None)
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processor.chat_template = "test template"
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with tempfile.TemporaryDirectory() as tmpdirname:
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processor.save_pretrained(tmpdirname)
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processor.save_pretrained(tmpdirname, save_jinja_files=False)
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self.assertTrue(Path(tmpdirname, "chat_template.json").is_file())
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self.assertFalse(Path(tmpdirname, "chat_template.jinja").is_file())
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reloaded_processor = self.processor_class.from_pretrained(tmpdirname)
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@@ -777,15 +777,34 @@ class ProcessorTesterMixin:
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self.assertEqual(getattr(reloaded_processor.tokenizer, "chat_template", None), existing_tokenizer_template)
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with tempfile.TemporaryDirectory() as tmpdirname:
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processor.save_pretrained(tmpdirname, save_raw_chat_template=True)
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processor.save_pretrained(tmpdirname)
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self.assertTrue(Path(tmpdirname, "chat_template.jinja").is_file())
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self.assertFalse(Path(tmpdirname, "chat_template.json").is_file())
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self.assertFalse(Path(tmpdirname, "additional_chat_templates").is_dir())
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reloaded_processor = self.processor_class.from_pretrained(tmpdirname)
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self.assertEqual(processor.chat_template, reloaded_processor.chat_template)
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# When we save as single files, tokenizers and processors share a chat template, which means
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# the reloaded tokenizer should get the chat template as well
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self.assertEqual(reloaded_processor.chat_template, reloaded_processor.tokenizer.chat_template)
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with tempfile.TemporaryDirectory() as tmpdirname:
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processor.chat_template = {"default": "a", "secondary": "b"}
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processor.save_pretrained(tmpdirname)
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self.assertTrue(Path(tmpdirname, "chat_template.jinja").is_file())
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self.assertFalse(Path(tmpdirname, "chat_template.json").is_file())
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self.assertTrue(Path(tmpdirname, "additional_chat_templates").is_dir())
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reloaded_processor = self.processor_class.from_pretrained(tmpdirname)
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self.assertEqual(processor.chat_template, reloaded_processor.chat_template)
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# When we save as single files, tokenizers and processors share a chat template, which means
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# the reloaded tokenizer should get the chat template as well
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self.assertEqual(reloaded_processor.chat_template, reloaded_processor.tokenizer.chat_template)
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with self.assertRaises(ValueError):
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# Saving multiple templates in the legacy format is not permitted
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with tempfile.TemporaryDirectory() as tmpdirname:
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processor.chat_template = {"default": "a", "secondary": "b"}
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processor.save_pretrained(tmpdirname, save_jinja_files=False)
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@require_torch
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def _test_apply_chat_template(
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self,
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@@ -1151,7 +1151,7 @@ class TokenizerTesterMixin:
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tokenizer.apply_chat_template(dummy_conversation, tokenize=True, return_dict=False)
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with tempfile.TemporaryDirectory() as tmp_dir_name:
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save_files = tokenizer.save_pretrained(tmp_dir_name)
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save_files = tokenizer.save_pretrained(tmp_dir_name, save_jinja_files=False)
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# Check we aren't saving a chat_template.jinja file
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self.assertFalse(any(file.endswith("chat_template.jinja") for file in save_files))
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new_tokenizer = tokenizer.from_pretrained(tmp_dir_name)
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@@ -1163,7 +1163,7 @@ class TokenizerTesterMixin:
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new_tokenizer.apply_chat_template(dummy_conversation, tokenize=True, return_dict=False)
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with tempfile.TemporaryDirectory() as tmp_dir_name:
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save_files = tokenizer.save_pretrained(tmp_dir_name, save_raw_chat_template=True)
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save_files = tokenizer.save_pretrained(tmp_dir_name)
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# Check we are saving a chat_template.jinja file
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self.assertTrue(any(file.endswith("chat_template.jinja") for file in save_files))
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chat_template_file = Path(tmp_dir_name) / "chat_template.jinja"
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@@ -1180,6 +1180,49 @@ class TokenizerTesterMixin:
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# Check that no error raised
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new_tokenizer.apply_chat_template(dummy_conversation, tokenize=True, return_dict=False)
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@require_jinja
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def test_chat_template_save_loading(self):
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tokenizers = self.get_tokenizers()
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for tokenizer in tokenizers:
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signature = inspect.signature(tokenizer.__init__)
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if "chat_template" not in {*signature.parameters.keys()}:
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self.skipTest("tokenizer doesn't accept chat templates at input")
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tokenizer.chat_template = "test template"
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with tempfile.TemporaryDirectory() as tmpdirname:
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tokenizer.save_pretrained(tmpdirname)
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self.assertTrue(Path(tmpdirname, "chat_template.jinja").is_file())
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self.assertFalse(Path(tmpdirname, "chat_template.json").is_file())
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self.assertFalse(Path(tmpdirname, "additional_chat_templates").is_dir())
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reloaded_tokenizer = self.tokenizer_class.from_pretrained(tmpdirname)
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self.assertEqual(tokenizer.chat_template, reloaded_tokenizer.chat_template)
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# When we save as single files, tokenizers and tokenizers share a chat template, which means
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# the reloaded tokenizer should get the chat template as well
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self.assertEqual(reloaded_tokenizer.chat_template, reloaded_tokenizer.tokenizer.chat_template)
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with tempfile.TemporaryDirectory() as tmpdirname:
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tokenizer.chat_template = {"default": "a", "secondary": "b"}
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tokenizer.save_pretrained(tmpdirname)
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self.assertTrue(Path(tmpdirname, "chat_template.jinja").is_file())
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self.assertFalse(Path(tmpdirname, "chat_template.json").is_file())
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self.assertTrue(Path(tmpdirname, "additional_chat_templates").is_dir())
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reloaded_tokenizer = self.tokenizer_class.from_pretrained(tmpdirname)
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self.assertEqual(tokenizer.chat_template, reloaded_tokenizer.chat_template)
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# When we save as single files, tokenizers and tokenizers share a chat template, which means
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# the reloaded tokenizer should get the chat template as well
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self.assertEqual(reloaded_tokenizer.chat_template, reloaded_tokenizer.tokenizer.chat_template)
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with tempfile.TemporaryDirectory() as tmpdirname:
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tokenizer.chat_template = {"default": "a", "secondary": "b"}
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tokenizer.save_pretrained(tmpdirname, save_jinja_files=False)
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self.assertFalse(Path(tmpdirname, "chat_template.jinja").is_file())
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self.assertFalse(Path(tmpdirname, "chat_template.json").is_file())
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self.assertFalse(Path(tmpdirname, "additional_chat_templates").is_dir())
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reloaded_tokenizer = self.tokenizer_class.from_pretrained(tmpdirname)
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self.assertEqual(tokenizer.chat_template, reloaded_tokenizer.chat_template)
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# When we save as single files, tokenizers and tokenizers share a chat template, which means
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# the reloaded tokenizer should get the chat template as well
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self.assertEqual(reloaded_tokenizer.chat_template, reloaded_tokenizer.tokenizer.chat_template)
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@require_jinja
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def test_chat_template_batched(self):
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dummy_template = "{% for message in messages %}{{message['role'] + message['content']}}{% endfor %}"
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@@ -1669,21 +1712,29 @@ class TokenizerTesterMixin:
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tokenizers = self.get_tokenizers()
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for tokenizer in tokenizers:
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with self.subTest(f"{tokenizer.__class__.__name__}"):
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for save_raw_chat_template in (True, False):
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tokenizer.chat_template = {"template1": dummy_template_1, "template2": dummy_template_2}
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for save_jinja_files in (True, False):
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tokenizer.chat_template = {"default": dummy_template_1, "template2": dummy_template_2}
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with tempfile.TemporaryDirectory() as tmp_dir_name:
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# Test that save_raw_chat_template is ignored when there's a dict of multiple templates
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tokenizer.save_pretrained(tmp_dir_name, save_raw_chat_template=save_raw_chat_template)
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config_dict = json.load(open(os.path.join(tmp_dir_name, "tokenizer_config.json")))
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# Assert that chat templates are correctly serialized as lists of dictionaries
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self.assertEqual(
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config_dict["chat_template"],
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[
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{"name": "template1", "template": "{{'a'}}"},
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{"name": "template2", "template": "{{'b'}}"},
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],
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)
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self.assertFalse(os.path.exists(os.path.join(tmp_dir_name, "chat_template.jinja")))
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# Test that save_jinja_files is ignored when there's a dict of multiple templates
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tokenizer.save_pretrained(tmp_dir_name, save_jinja_files=save_jinja_files)
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if save_jinja_files:
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config_dict = json.load(open(os.path.join(tmp_dir_name, "tokenizer_config.json")))
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self.assertNotIn("chat_template", config_dict)
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self.assertTrue(os.path.exists(os.path.join(tmp_dir_name, "chat_template.jinja")))
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self.assertTrue(
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os.path.exists(os.path.join(tmp_dir_name, "additional_chat_templates/template2.jinja"))
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)
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else:
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config_dict = json.load(open(os.path.join(tmp_dir_name, "tokenizer_config.json")))
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# Assert that chat templates are correctly serialized as lists of dictionaries
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self.assertEqual(
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config_dict["chat_template"],
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[
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{"name": "default", "template": "{{'a'}}"},
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{"name": "template2", "template": "{{'b'}}"},
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],
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)
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self.assertFalse(os.path.exists(os.path.join(tmp_dir_name, "chat_template.jinja")))
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new_tokenizer = tokenizer.from_pretrained(tmp_dir_name)
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# Assert that the serialized list is correctly reconstructed as a single dict
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self.assertEqual(new_tokenizer.chat_template, tokenizer.chat_template)
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@@ -1697,7 +1748,7 @@ class TokenizerTesterMixin:
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with self.subTest(f"{tokenizer.__class__.__name__}"):
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with tempfile.TemporaryDirectory() as tmp_dir_name:
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tokenizer.chat_template = dummy_template1
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tokenizer.save_pretrained(tmp_dir_name, save_raw_chat_template=False)
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tokenizer.save_pretrained(tmp_dir_name, save_jinja_files=False)
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with Path(tmp_dir_name, "chat_template.jinja").open("w") as f:
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f.write(dummy_template2)
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new_tokenizer = tokenizer.from_pretrained(tmp_dir_name)
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