[Chore] Remove Sampler from Model Code (#17084)
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
This commit is contained in:
@@ -8,7 +8,6 @@ from transformers import BatchFeature, PaliGemmaConfig
|
||||
|
||||
from vllm.config import VllmConfig
|
||||
from vllm.logger import init_logger
|
||||
from vllm.model_executor.layers.sampler import SamplerOutput
|
||||
from vllm.model_executor.sampling_metadata import SamplingMetadata
|
||||
from vllm.multimodal import MULTIMODAL_REGISTRY
|
||||
from vllm.multimodal.inputs import (MultiModalDataDict, MultiModalFieldConfig,
|
||||
@@ -260,10 +259,6 @@ class PaliGemmaForConditionalGeneration(nn.Module, SupportsMultiModal,
|
||||
self.make_empty_intermediate_tensors = (
|
||||
self.language_model.make_empty_intermediate_tensors)
|
||||
|
||||
@property
|
||||
def sampler(self):
|
||||
return self.language_model.sampler
|
||||
|
||||
def _validate_pixel_values(self, data: torch.Tensor) -> torch.Tensor:
|
||||
h = w = self.config.vision_config.image_size
|
||||
expected_dims = (3, h, w)
|
||||
@@ -369,7 +364,7 @@ class PaliGemmaForConditionalGeneration(nn.Module, SupportsMultiModal,
|
||||
positions: torch.Tensor,
|
||||
intermediate_tensors: Optional[IntermediateTensors] = None,
|
||||
inputs_embeds: Optional[torch.Tensor] = None,
|
||||
**kwargs: object) -> Union[SamplerOutput, IntermediateTensors]:
|
||||
**kwargs: object) -> IntermediateTensors:
|
||||
if intermediate_tensors is not None:
|
||||
inputs_embeds = None
|
||||
|
||||
@@ -396,13 +391,6 @@ class PaliGemmaForConditionalGeneration(nn.Module, SupportsMultiModal,
|
||||
return self.language_model.compute_logits(hidden_states,
|
||||
sampling_metadata)
|
||||
|
||||
def sample(
|
||||
self,
|
||||
logits: torch.Tensor,
|
||||
sampling_metadata: SamplingMetadata,
|
||||
) -> Optional[SamplerOutput]:
|
||||
return self.language_model.sample(logits, sampling_metadata)
|
||||
|
||||
def load_weights(self, weights: Iterable[Tuple[str,
|
||||
torch.Tensor]]) -> Set[str]:
|
||||
loader = AutoWeightsLoader(self)
|
||||
|
||||
Reference in New Issue
Block a user