Expand dynamic supported objects to configs and tokenizers (#14296)
* Dynamic configs * Add config test * Better tests * Add tokenizer and test * Add to from_config * With save
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@@ -27,11 +27,12 @@ from collections import OrderedDict
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from itertools import takewhile
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from typing import TYPE_CHECKING, Any, Dict, List, Tuple, Union
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from huggingface_hub import delete_repo, login
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from huggingface_hub import Repository, delete_repo, login
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from requests.exceptions import HTTPError
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from transformers import (
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AlbertTokenizer,
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AlbertTokenizerFast,
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AutoTokenizer,
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BertTokenizer,
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BertTokenizerFast,
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PreTrainedTokenizer,
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@@ -41,6 +42,7 @@ from transformers import (
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Trainer,
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TrainingArguments,
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is_tf_available,
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is_tokenizers_available,
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is_torch_available,
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)
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from transformers.testing_utils import (
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@@ -3513,6 +3515,28 @@ class TokenizerTesterMixin:
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self.assertIn("tokenizer.json", os.listdir(os.path.join(tmp_dir, "checkpoint")))
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class FakeTokenizer(BertTokenizer):
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pass
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if is_tokenizers_available():
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class FakeTokenizerFast(BertTokenizerFast):
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pass
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# Make sure this is synchronized with the tokenizers above.
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FAKE_TOKENIZER_CODE = """
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from transformers import BertTokenizer, BertTokenizerFast
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class FakeTokenizer(BertTokenizer):
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pass
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class FakeTokenizerFast(BertTokenizerFast):
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pass
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"""
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@is_staging_test
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class TokenizerPushToHubTester(unittest.TestCase):
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vocab_tokens = ["[UNK]", "[CLS]", "[SEP]", "[PAD]", "[MASK]", "bla", "blou"]
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@@ -3533,6 +3557,11 @@ class TokenizerPushToHubTester(unittest.TestCase):
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except HTTPError:
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pass
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try:
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delete_repo(token=cls._token, name="test-dynamic-tokenizer")
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except HTTPError:
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pass
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def test_push_to_hub(self):
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with tempfile.TemporaryDirectory() as tmp_dir:
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vocab_file = os.path.join(tmp_dir, "vocab.txt")
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@@ -3562,6 +3591,48 @@ class TokenizerPushToHubTester(unittest.TestCase):
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new_tokenizer = BertTokenizer.from_pretrained("valid_org/test-tokenizer-org")
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self.assertDictEqual(new_tokenizer.vocab, tokenizer.vocab)
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def test_push_to_hub_dynamic_tokenizer(self):
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with tempfile.TemporaryDirectory() as tmp_dir:
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vocab_file = os.path.join(tmp_dir, "vocab.txt")
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with open(vocab_file, "w", encoding="utf-8") as vocab_writer:
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vocab_writer.write("".join([x + "\n" for x in self.vocab_tokens]))
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tokenizer = FakeTokenizer(vocab_file)
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# No fast custom tokenizer
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tokenizer._auto_map = ("tokenizer.FakeTokenizer", None)
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with tempfile.TemporaryDirectory() as tmp_dir:
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repo = Repository(tmp_dir, clone_from=f"{USER}/test-dynamic-tokenizer", use_auth_token=self._token)
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print(os.listdir((tmp_dir)))
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tokenizer.save_pretrained(tmp_dir)
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with open(os.path.join(tmp_dir, "tokenizer.py"), "w") as f:
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f.write(FAKE_TOKENIZER_CODE)
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repo.push_to_hub()
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tokenizer = AutoTokenizer.from_pretrained(f"{USER}/test-dynamic-tokenizer", trust_remote_code=True)
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# Can't make an isinstance check because the new_model.config is from the FakeConfig class of a dynamic module
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self.assertEqual(tokenizer.__class__.__name__, "FakeTokenizer")
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# Fast and slow custom tokenizer
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tokenizer._auto_map = ("tokenizer.FakeTokenizer", "tokenizer.FakeTokenizerFast")
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with tempfile.TemporaryDirectory() as tmp_dir:
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repo = Repository(tmp_dir, clone_from=f"{USER}/test-dynamic-tokenizer", use_auth_token=self._token)
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print(os.listdir((tmp_dir)))
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tokenizer.save_pretrained(tmp_dir)
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with open(os.path.join(tmp_dir, "tokenizer.py"), "w") as f:
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f.write(FAKE_TOKENIZER_CODE)
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repo.push_to_hub()
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tokenizer = AutoTokenizer.from_pretrained(f"{USER}/test-dynamic-tokenizer", trust_remote_code=True)
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# Can't make an isinstance check because the new_model.config is from the FakeConfig class of a dynamic module
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self.assertEqual(tokenizer.__class__.__name__, "FakeTokenizerFast")
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tokenizer = AutoTokenizer.from_pretrained(
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f"{USER}/test-dynamic-tokenizer", use_fast=False, trust_remote_code=True
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)
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# Can't make an isinstance check because the new_model.config is from the FakeConfig class of a dynamic module
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self.assertEqual(tokenizer.__class__.__name__, "FakeTokenizer")
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class TrieTest(unittest.TestCase):
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def test_trie(self):
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