Put Falcon back (#25960)
* Put Falcon back * Update src/transformers/models/auto/configuration_auto.py Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com> * Update test --------- Co-authored-by: Arthur <48595927+ArthurZucker@users.noreply.github.com>
This commit is contained in:
@@ -32,7 +32,12 @@ from ...utils import (
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logging,
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requires_backends,
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)
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from .configuration_auto import AutoConfig, model_type_to_module_name, replace_list_option_in_docstrings
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from .configuration_auto import (
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AutoConfig,
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model_type_to_module_name,
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replace_list_option_in_docstrings,
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sanitize_code_revision,
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)
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logger = logging.get_logger(__name__)
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@@ -465,6 +470,9 @@ class _BaseAutoModelClass:
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code_revision = kwargs.pop("code_revision", None)
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commit_hash = kwargs.pop("_commit_hash", None)
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revision = hub_kwargs.pop("revision", None)
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hub_kwargs["revision"] = sanitize_code_revision(pretrained_model_name_or_path, revision, trust_remote_code)
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token = hub_kwargs.pop("token", None)
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use_auth_token = hub_kwargs.pop("use_auth_token", None)
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if use_auth_token is not None:
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@@ -1016,8 +1016,13 @@ class AutoConfig:
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kwargs["name_or_path"] = pretrained_model_name_or_path
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trust_remote_code = kwargs.pop("trust_remote_code", None)
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code_revision = kwargs.pop("code_revision", None)
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revision = kwargs.pop("revision", None)
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config_dict, unused_kwargs = PretrainedConfig.get_config_dict(pretrained_model_name_or_path, **kwargs)
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revision = sanitize_code_revision(pretrained_model_name_or_path, revision, trust_remote_code)
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config_dict, unused_kwargs = PretrainedConfig.get_config_dict(
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pretrained_model_name_or_path, revision=revision, **kwargs
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)
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has_remote_code = "auto_map" in config_dict and "AutoConfig" in config_dict["auto_map"]
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has_local_code = "model_type" in config_dict and config_dict["model_type"] in CONFIG_MAPPING
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trust_remote_code = resolve_trust_remote_code(
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@@ -1064,3 +1069,24 @@ class AutoConfig:
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"match!"
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)
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CONFIG_MAPPING.register(model_type, config, exist_ok=exist_ok)
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def sanitize_code_revision(pretrained_model_name_or_path, revision, trust_remote_code):
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if revision in ["main", None] and not trust_remote_code:
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revision_dict = {
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"tiiuae/falcon-7b": "4e2d06f0a7c6370ebabbc30c6f59377ae8f73d76",
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"tiiuae/falcon-7b-instruct": "f8dac3fff96d5debd43edf56fb4e1abcfffbef28",
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"tiiuae/falcon-40b": "f1ba7d328c06aa6fbb4a8afd3c756f46d7e6b232",
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"tiiuae/falcon-40b-instruct": "7475ff8cfc36ed9a962b658ae3c33391566a85a5",
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}
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if isinstance(pretrained_model_name_or_path, str) and pretrained_model_name_or_path.lower() in revision_dict:
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revision = revision_dict.get(pretrained_model_name_or_path.lower())
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logger.warning(
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"The Falcon model was initialized without `trust_remote_code=True`, and will therefore leverage the "
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f"transformers library implementation. {pretrained_model_name_or_path}'s revision is set to a version that doesn't "
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f"leverage remote code ({revision}).\n\nIn order to override this, please set a revision manually or set "
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"`trust_remote_code=True`."
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)
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return revision
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@@ -13,8 +13,12 @@
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# See the License for the specific language governing permissions and
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# limitations under the License.
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""" Falcon configuration"""
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import os
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from typing import Optional, Union
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from ...configuration_utils import PretrainedConfig
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from ...utils import logging
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from ..auto.configuration_auto import sanitize_code_revision
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logger = logging.get_logger(__name__)
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@@ -189,3 +193,26 @@ class FalconConfig(PretrainedConfig):
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)
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if rope_scaling_factor is None or not isinstance(rope_scaling_factor, float) or rope_scaling_factor <= 1.0:
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raise ValueError(f"`rope_scaling`'s factor field must be an float > 1, got {rope_scaling_factor}")
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@classmethod
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def from_pretrained(
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cls,
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pretrained_model_name_or_path: Union[str, os.PathLike],
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cache_dir: Optional[Union[str, os.PathLike]] = None,
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force_download: bool = False,
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local_files_only: bool = False,
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token: Optional[Union[str, bool]] = None,
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revision: str = "main",
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**kwargs,
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) -> "PretrainedConfig":
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revision = sanitize_code_revision(pretrained_model_name_or_path, revision, kwargs.get("trust_remote_code"))
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return super().from_pretrained(
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pretrained_model_name_or_path,
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cache_dir=cache_dir,
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force_download=force_download,
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local_files_only=local_files_only,
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token=token,
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revision=revision,
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**kwargs,
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)
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@@ -15,6 +15,7 @@
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"""PyTorch Falcon model."""
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import math
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import os
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from typing import Optional, Tuple, Union
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import torch
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@@ -32,6 +33,7 @@ from ...modeling_outputs import (
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)
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from ...modeling_utils import PreTrainedModel
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from ...utils import add_code_sample_docstrings, add_start_docstrings, add_start_docstrings_to_model_forward, logging
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from ..auto.configuration_auto import sanitize_code_revision
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from .configuration_falcon import FalconConfig
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@@ -723,6 +725,37 @@ class FalconPreTrainedModel(PreTrainedModel):
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for layer_past in past_key_value
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)
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@classmethod
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def from_pretrained(
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cls,
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pretrained_model_name_or_path: Optional[Union[str, os.PathLike]],
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*model_args,
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config: Optional[Union[str, os.PathLike]] = None,
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cache_dir: Optional[Union[str, os.PathLike]] = None,
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ignore_mismatched_sizes: bool = False,
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force_download: bool = False,
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local_files_only: bool = False,
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token: Optional[Union[str, bool]] = None,
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revision: str = "main",
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use_safetensors: bool = None,
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**kwargs,
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):
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revision = sanitize_code_revision(pretrained_model_name_or_path, revision, kwargs.get("trust_remote_code"))
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return super().from_pretrained(
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pretrained_model_name_or_path,
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*model_args,
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config=config,
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cache_dir=cache_dir,
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ignore_mismatched_sizes=ignore_mismatched_sizes,
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force_download=force_download,
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local_files_only=local_files_only,
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token=token,
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revision=revision,
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use_safetensors=use_safetensors,
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**kwargs,
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)
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@add_start_docstrings(
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"The bare Falcon Model transformer outputting raw hidden-states without any specific head on top.",
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@@ -19,8 +19,9 @@ import unittest
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from parameterized import parameterized
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from transformers import AutoTokenizer, FalconConfig, is_torch_available, set_seed
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from transformers.testing_utils import require_torch, slow, torch_device
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from transformers import AutoConfig, AutoModel, AutoTokenizer, FalconConfig, is_torch_available, set_seed
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from transformers.testing_utils import CaptureLogger, require_torch, slow, tooslow, torch_device
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from transformers.utils import logging as transformers_logging
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from ...generation.test_utils import GenerationTesterMixin
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from ...test_configuration_common import ConfigTester
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@@ -500,3 +501,132 @@ class FalconLanguageGenerationTest(unittest.TestCase):
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outputs_no_cache = model.generate(**inputs, do_sample=False, max_new_tokens=20, use_cache=False)
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outputs_cache = model.generate(**inputs, do_sample=False, max_new_tokens=20, use_cache=True)
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self.assertTrue((outputs_cache - outputs_no_cache).sum().item() == 0)
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# TODO Lysandre: Remove this in version v4.34
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class FalconOverrideTest(unittest.TestCase):
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supported_checkpoints = [
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"tiiuae/falcon-7b",
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"tiiuae/falcon-7b-instruct",
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"tiiuae/falcon-40b",
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"tiiuae/falcon-40b-instruct",
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]
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latest_revisions = {
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"tiiuae/falcon-7b": "f7796529e36b2d49094450fb038cc7c4c86afa44",
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"tiiuae/falcon-7b-instruct": "eb410fb6ffa9028e97adb801f0d6ec46d02f8b07",
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"tiiuae/falcon-40b": "561820f7eef0cc56a31ea38af15ca1acb07fab5d",
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"tiiuae/falcon-40b-instruct": "ca78eac0ed45bf64445ff0687fabba1598daebf3",
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}
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def test_config_without_remote_code(self):
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logger_ = transformers_logging.get_logger("transformers.models.auto.configuration_auto")
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for supported_checkpoint in self.supported_checkpoints:
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with CaptureLogger(logger_) as cm:
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config1 = FalconConfig.from_pretrained(supported_checkpoint, trust_remote_code=False)
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config2 = FalconConfig.from_pretrained(supported_checkpoint)
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self.assertIn(
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"The Falcon model was initialized without `trust_remote_code=True`, and will therefore leverage the "
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"transformers library implementation.",
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cm.out,
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)
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self.assertEqual(config1.to_dict(), config2.to_dict())
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def test_auto_config_without_remote_code(self):
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logger_ = transformers_logging.get_logger("transformers.models.auto.configuration_auto")
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for supported_checkpoint in self.supported_checkpoints:
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with CaptureLogger(logger_) as cm:
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config1 = AutoConfig.from_pretrained(supported_checkpoint, trust_remote_code=False)
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config2 = AutoConfig.from_pretrained(supported_checkpoint)
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self.assertIn(
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"The Falcon model was initialized without `trust_remote_code=True`, and will therefore leverage the "
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"transformers library implementation.",
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cm.out,
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)
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self.assertEqual(config1.to_dict(), config2.to_dict())
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def test_config_with_remote_code(self):
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for supported_checkpoint in self.supported_checkpoints:
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config = FalconConfig.from_pretrained(supported_checkpoint, trust_remote_code=True)
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self.assertIn(config.model_type, ["RefinedWebModel", "RefinedWeb"])
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def test_auto_config_with_remote_code(self):
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for supported_checkpoint in self.supported_checkpoints:
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config = AutoConfig.from_pretrained(supported_checkpoint, trust_remote_code=True)
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self.assertIn(config.model_type, ["RefinedWebModel", "RefinedWeb"])
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def test_config_with_specific_revision(self):
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for supported_checkpoint in self.supported_checkpoints:
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config = FalconConfig.from_pretrained(
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supported_checkpoint, revision=self.latest_revisions[supported_checkpoint], trust_remote_code=True
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)
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self.assertIn(config.model_type, ["RefinedWebModel", "RefinedWeb"])
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def test_auto_config_with_specific_revision(self):
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for supported_checkpoint in self.supported_checkpoints:
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config = AutoConfig.from_pretrained(
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supported_checkpoint, revision=self.latest_revisions[supported_checkpoint], trust_remote_code=True
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)
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self.assertIn(config.model_type, ["RefinedWebModel", "RefinedWeb"])
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@tooslow
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def test_model_without_remote_code(self):
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logger_ = transformers_logging.get_logger("transformers.models.auto.configuration_auto")
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for supported_checkpoint in self.supported_checkpoints:
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with CaptureLogger(logger_) as cm:
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config1 = FalconModel.from_pretrained(supported_checkpoint, trust_remote_code=False).config
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config2 = FalconModel.from_pretrained(supported_checkpoint).config
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# trust_remote_code only works with Auto Classes !
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config3 = FalconModel.from_pretrained(supported_checkpoint, trust_remote_code=True).config
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self.assertIn(
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"The Falcon model was initialized without `trust_remote_code=True`, and will therefore leverage the "
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"transformers library implementation.",
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cm.out,
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)
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self.assertEqual(config1.to_dict(), config2.to_dict())
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self.assertEqual(config1.to_dict(), config3.to_dict())
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@tooslow
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def test_auto_model_without_remote_code(self):
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logger_ = transformers_logging.get_logger("transformers.models.auto.configuration_auto")
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for supported_checkpoint in self.supported_checkpoints:
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with CaptureLogger(logger_) as cm:
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config1 = AutoModel.from_pretrained(supported_checkpoint, trust_remote_code=False).config
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config2 = AutoModel.from_pretrained(supported_checkpoint).config
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self.assertIn(
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"The Falcon model was initialized without `trust_remote_code=True`, and will therefore leverage the "
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"transformers library implementation.",
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cm.out,
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)
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self.assertEqual(config1.to_dict(), config2.to_dict())
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@tooslow
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def test_auto_model_with_remote_code(self):
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for supported_checkpoint in self.supported_checkpoints:
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config = AutoModel.from_pretrained(supported_checkpoint, trust_remote_code=True).config
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self.assertIn(config.model_type, ["RefinedWebModel", "RefinedWeb"])
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@tooslow
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def test_auto_model_with_specific_revision(self):
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for supported_checkpoint in self.supported_checkpoints:
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config = AutoModel.from_pretrained(
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supported_checkpoint, revision=self.latest_revisions[supported_checkpoint], trust_remote_code=True
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).config
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self.assertIn(config.model_type, ["RefinedWebModel", "RefinedWeb"])
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