From ddc88da6d27abb5b8901efff78485eb6269a43b0 Mon Sep 17 00:00:00 2001 From: Roman Romanov Date: Wed, 6 Nov 2024 19:32:30 +0200 Subject: [PATCH 1/2] Validate image size on our side, return user-friendly error --- aidial_adapter_bedrock/llm/model/adapter.py | 2 + .../llm/model/stability/v2.py | 89 ++++++++++++++---- .../images/dog-sample-image.png | Bin 486037 -> 570237 bytes .../test_stable_diffusion.py | 8 +- 4 files changed, 78 insertions(+), 21 deletions(-) diff --git a/aidial_adapter_bedrock/llm/model/adapter.py b/aidial_adapter_bedrock/llm/model/adapter.py index 2a52e45..dcc39b7 100644 --- a/aidial_adapter_bedrock/llm/model/adapter.py +++ b/aidial_adapter_bedrock/llm/model/adapter.py @@ -98,6 +98,8 @@ async def get_bedrock_adapter( model, api_key, image_to_image_supported=True, + image_width_constraints=(640, 1536), + image_height_constraints=(640, 1536), ) case ChatCompletionDeployment.AMAZON_TITAN_TG1_LARGE: return AmazonAdapter.create( diff --git a/aidial_adapter_bedrock/llm/model/stability/v2.py b/aidial_adapter_bedrock/llm/model/stability/v2.py index dd8787c..16009f1 100644 --- a/aidial_adapter_bedrock/llm/model/stability/v2.py +++ b/aidial_adapter_bedrock/llm/model/stability/v2.py @@ -1,4 +1,5 @@ -from typing import List, Optional, assert_never +from io import BytesIO +from typing import List, Optional, Tuple, assert_never from aidial_sdk.chat_completion import ( Message, @@ -7,6 +8,8 @@ Role, ) from aidial_sdk.chat_completion.request import ImageURL +from aidial_sdk.exceptions import RequestValidationError +from PIL import Image from pydantic import BaseModel from aidial_adapter_bedrock.bedrock import Bedrock @@ -27,10 +30,57 @@ from aidial_adapter_bedrock.llm.model.stability.storage import save_to_storage from aidial_adapter_bedrock.llm.truncate_prompt import DiscardedMessages from aidial_adapter_bedrock.utils.json import remove_nones +from aidial_adapter_bedrock.utils.resource import Resource SUPPORTED_IMAGE_TYPES = ["image/jpeg", "image/png", "image/webp"] +def _validate_image_size( + image: Resource, + width_constraints: Tuple[int, int] | None, + height_constraints: Tuple[int, int] | None, +) -> None: + if width_constraints is None and height_constraints is None: + return + + with Image.open(BytesIO(image.data)) as img: + width, height = img.size + if width_constraints and not ( + width_constraints[0] <= width <= width_constraints[1] + ): + error_msg = ( + f"Image width is {width}, but should be " + f"between {width_constraints[0]} and {width_constraints[1]}" + ) + raise RequestValidationError( + message=error_msg, + display_message=error_msg, + code="invalid_argument", + ) + if height_constraints and not ( + height_constraints[0] <= height <= height_constraints[1] + ): + error_msg = ( + f"Image height is {height}, but should be " + f"between {height_constraints[0]} and {height_constraints[1]}" + ) + raise RequestValidationError( + message=error_msg, + display_message=error_msg, + code="invalid_argument", + ) + + +def _validate_last_message(messages: List[Message]): + if not messages: + raise ValidationError("No messages provided") + + last_message = messages[-1] + if last_message.role != Role.USER: + raise ValidationError("Last message must be from user") + return last_message + + class StabilityV2Response(BaseModel): seeds: List[int] images: List[str] @@ -74,6 +124,8 @@ class StabilityV2Adapter(ChatCompletionAdapter): client: Bedrock storage: Optional[FileStorage] image_to_image_supported: bool + width_constraints: Tuple[int, int] | None + height_constraints: Tuple[int, int] | None @classmethod def create( @@ -82,6 +134,8 @@ def create( model: str, api_key: str, image_to_image_supported: bool, + image_width_constraints: Tuple[int, int] | None = None, + image_height_constraints: Tuple[int, int] | None = None, ): storage: Optional[FileStorage] = create_file_storage(api_key) return cls( @@ -89,21 +143,14 @@ def create( model=model, storage=storage, image_to_image_supported=image_to_image_supported, + width_constraints=image_width_constraints, + height_constraints=image_height_constraints, ) - def _validate_last_message(self, messages: List[Message]): - if not messages: - raise ValidationError("No messages provided") - - last_message = messages[-1] - if last_message.role != Role.USER: - raise ValidationError("Last message must be from user") - return last_message - async def compute_discarded_messages( self, params: ModelParameters, messages: List[Message] ) -> DiscardedMessages | None: - self._validate_last_message(messages) + _validate_last_message(messages) return list(range(len(messages) - 1)) async def chat( @@ -115,7 +162,7 @@ async def chat( text_prompt = None image_resources: List[DialResource] = [] - last_message = self._validate_last_message(messages) + last_message = _validate_last_message(messages) # Handle text content match last_message.content: case str(text): @@ -166,26 +213,30 @@ async def chat( if len(image_resources) > 1: raise ValidationError("Only one input image is supported") + if self.image_to_image_supported and image_resources: + image_resource = await image_resources[0].download(self.storage) + _validate_image_size( + image_resource, self.width_constraints, self.height_constraints + ) + else: + image_resource = None + response, _ = await self.client.ainvoke_non_streaming( self.model, remove_nones( { "prompt": text_prompt, "image": ( - ( - await image_resources[0].download(self.storage) - ).data_base64 - if image_resources - else None + image_resource.data_base64 if image_resource else None ), "mode": ( - "image-to-image" if image_resources else "text-to-image" + "image-to-image" if image_resource else "text-to-image" ), "output_format": "png", # This parameter controls how much input image will affect generation from 0 to 1, # where 0 means that output will be identical to input image and 1 means that model will ignore input image # Since there is no recommended default value, we use 0.5 as a middle ground - "strength": 0.5 if image_resources else None, + "strength": 0.5 if image_resource else None, } ), ) diff --git a/tests/integration_tests/images/dog-sample-image.png b/tests/integration_tests/images/dog-sample-image.png index 84289427d22c9a2235be565e6dab5b64f0a81a01..3a6b953c4c9fccf8d8ceae23edecfffc5e5a91fe 100644 GIT binary patch literal 570237 zcmV)KK)Sz)P)PyA07*naRCr$Oz1fnbTXLMYbEvEWA4mfMl4iP~NHj>1=mw=1)0J-ZmaMFjg}Z+q zvGcUdbgw=@^*NQf_dl!^gNMhkUVi`n{rmB^fBv=te_MgSt-#+_;BPDNw-xx?3jA#a z{(rLqFaP)d^?w!sf(7RXFE3t$m-)Z>@89}=|17`LU-V&qKA(Mkyu9dJ{rp^a{`~s= zTi@01^BGp!*Yv%7&zHx`>&xR+pUpL2ULUXXv)B3e+vD~9-T!`leZ1voFR!op-h75X z{>=R|*POreZ>}@npP%!Reh%N)&*yi`gX+EJMfKafo8Q3i$>%Cj!P{NS{6c@9>u{m7 z;Qn2HnZ598`5t-%{|^_)#;|F*TlT5f`?8^P4L|ea@$wWFWG{97Z1;E_Y%EWqe0|A%~A)csx(!{5LBj`?i1bJv^S<#Uhz+iU&n*F!d;JKSsidi?sW zU-tSIhpa94%d_@9qXT;1yrcA@dg*taOYhGkXA#V3cWoMb>05avUn84di%4?!69qv$ zRv%cqNNnXtcCqq~ocRT29cG<*A6ub3vz8-zj}%0x`*WED%VzZp{l;z_Gv3eUcgT)q 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