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CyrilvallezCyrilvallez
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remove everything
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‎examples/modular-transformers/modeling_new_task_model.py‎

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@@ -19,7 +19,6 @@
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add_start_docstrings_to_model_forward,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from ..auto import AutoModel, AutoModelForCausalLM
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from .configuration_new_task_model import NewTaskModelConfig
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@@ -328,7 +327,6 @@ def get_image_features(self, pixel_values: torch.FloatTensor):
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image_features = image_features / (self.config.text_config.hidden_size**0.5)
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return image_features
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(NEW_TASK_MODEL_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=NewTaskModelCausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/aria/modeling_aria.py‎

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logging,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from ...utils.import_utils import is_torch_available
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from ..auto import AutoModel, AutoModelForCausalLM
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from .configuration_aria import AriaConfig, AriaTextConfig
@@ -1160,7 +1159,6 @@ def get_decoder(self):
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return self.model
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(ARIA_TEXT_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(
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return image_features
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(ARIA_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=AriaCausalLMOutputWithPast, config_class=AriaConfig)
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def forward(

‎src/transformers/models/aria/modular_aria.py‎

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logging,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from ...utils.import_utils import is_torch_available
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from ..auto import CONFIG_MAPPING, AutoConfig, AutoModel, AutoModelForCausalLM, AutoTokenizer
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from ..llama.configuration_llama import LlamaConfig
@@ -1452,7 +1451,6 @@ def get_image_features(
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return image_features
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(ARIA_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=AriaCausalLMOutputWithPast, config_class=AriaConfig)
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def forward(

‎src/transformers/models/aya_vision/modeling_aya_vision.py‎

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is_torchdynamo_compiling,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from ..auto import AutoModel, AutoModelForCausalLM
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from .configuration_aya_vision import AyaVisionConfig
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@@ -343,7 +342,6 @@ def get_image_features(
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image_features = self.multi_modal_projector(selected_image_feature)
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return image_features
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(AYA_VISION_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=AyaVisionCausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/bamba/modeling_bamba.py‎

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logging,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from ...utils.import_utils import is_causal_conv1d_available, is_mamba_2_ssm_available
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from .configuration_bamba import BambaConfig
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@@ -1451,7 +1450,6 @@ def get_decoder(self):
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return self.model
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(BAMBA_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/bamba/modular_bamba.py‎

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logging,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from ...utils.import_utils import (
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is_causal_conv1d_available,
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is_flash_attn_2_available,
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class BambaForCausalLM(LlamaForCausalLM):
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(BAMBA_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/cohere/modeling_cohere.py‎

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logging,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from .configuration_cohere import CohereConfig
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return self.model
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(COHERE_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/cohere2/modeling_cohere2.py‎

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logging,
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replace_return_docstrings,
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)
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from ...utils.deprecation import deprecate_kwarg
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from .configuration_cohere2 import Cohere2Config
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return self.model
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(COHERE2_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/dbrx/modeling_dbrx.py‎

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logging,
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replace_return_docstrings,
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from ...utils.deprecation import deprecate_kwarg
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from .configuration_dbrx import DbrxConfig
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def get_decoder(self) -> DbrxModel:
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return self.transformer
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(DBRX_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=MoeCausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

‎src/transformers/models/deepseek_v3/modeling_deepseek_v3.py‎

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replace_return_docstrings,
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from ...utils.deprecation import deprecate_kwarg
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from .configuration_deepseek_v3 import DeepseekV3Config
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return self.model
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@can_return_tuple
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@deprecate_kwarg("num_logits_to_keep", version="4.50", new_name="logits_to_keep")
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@add_start_docstrings_to_model_forward(DEEPSEEK_V3_INPUTS_DOCSTRING)
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@replace_return_docstrings(output_type=CausalLMOutputWithPast, config_class=_CONFIG_FOR_DOC)
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def forward(

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