dify/api/core/file/models.py
QuantumGhost 349c3cf7b8
feat(api): Add image multimodal support for LLMNode (#17372)
Enhance `LLMNode` with multimodal capability, introducing support for
image outputs.

This implementation extracts base64-encoded images from LLM responses,
saves them to the storage service, and records the file metadata in the
`ToolFile` table. In conversations, these images are rendered as
markdown-based inline images.
Additionally, the images are included in the LLMNode's output as
file variables, enabling subsequent nodes in the workflow to utilize them.

To integrate file outputs into workflows, adjustments to the frontend code
are necessary.

For multimodal output functionality, updates to related model configurations
are required. Currently, this capability has been applied exclusively to
Google's Gemini models.

Close #15814.

Signed-off-by: -LAN- <laipz8200@outlook.com>
Co-authored-by: -LAN- <laipz8200@outlook.com>
2025-04-30 17:28:02 +08:00

149 lines
5.2 KiB
Python

from collections.abc import Mapping, Sequence
from typing import Any, Optional
from pydantic import BaseModel, Field, model_validator
from core.model_runtime.entities.message_entities import ImagePromptMessageContent
from core.tools.signature import sign_tool_file
from . import helpers
from .constants import FILE_MODEL_IDENTITY
from .enums import FileTransferMethod, FileType
class ImageConfig(BaseModel):
"""
NOTE: This part of validation is deprecated, but still used in app features "Image Upload".
"""
number_limits: int = 0
transfer_methods: Sequence[FileTransferMethod] = Field(default_factory=list)
detail: ImagePromptMessageContent.DETAIL | None = None
class FileUploadConfig(BaseModel):
"""
File Upload Entity.
"""
image_config: Optional[ImageConfig] = None
allowed_file_types: Sequence[FileType] = Field(default_factory=list)
allowed_file_extensions: Sequence[str] = Field(default_factory=list)
allowed_file_upload_methods: Sequence[FileTransferMethod] = Field(default_factory=list)
number_limits: int = 0
class File(BaseModel):
# NOTE: dify_model_identity is a special identifier used to distinguish between
# new and old data formats during serialization and deserialization.
dify_model_identity: str = FILE_MODEL_IDENTITY
id: Optional[str] = None # message file id
tenant_id: str
type: FileType
transfer_method: FileTransferMethod
# If `transfer_method` is `FileTransferMethod.remote_url`, the
# `remote_url` attribute must not be `None`.
remote_url: Optional[str] = None # remote url
# If `transfer_method` is `FileTransferMethod.local_file` or
# `FileTransferMethod.tool_file`, the `related_id` attribute must not be `None`.
#
# It should be set to `ToolFile.id` when `transfer_method` is `tool_file`.
related_id: Optional[str] = None
filename: Optional[str] = None
extension: Optional[str] = Field(default=None, description="File extension, should contains dot")
mime_type: Optional[str] = None
size: int = -1
# Those properties are private, should not be exposed to the outside.
_storage_key: str
def __init__(
self,
*,
id: Optional[str] = None,
tenant_id: str,
type: FileType,
transfer_method: FileTransferMethod,
remote_url: Optional[str] = None,
related_id: Optional[str] = None,
filename: Optional[str] = None,
extension: Optional[str] = None,
mime_type: Optional[str] = None,
size: int = -1,
storage_key: Optional[str] = None,
dify_model_identity: Optional[str] = FILE_MODEL_IDENTITY,
url: Optional[str] = None,
):
super().__init__(
id=id,
tenant_id=tenant_id,
type=type,
transfer_method=transfer_method,
remote_url=remote_url,
related_id=related_id,
filename=filename,
extension=extension,
mime_type=mime_type,
size=size,
dify_model_identity=dify_model_identity,
url=url,
)
self._storage_key = str(storage_key)
def to_dict(self) -> Mapping[str, str | int | None]:
data = self.model_dump(mode="json")
return {
**data,
"url": self.generate_url(),
}
@property
def markdown(self) -> str:
url = self.generate_url()
if self.type == FileType.IMAGE:
text = f"![{self.filename or ''}]({url})"
else:
text = f"[{self.filename or url}]({url})"
return text
def generate_url(self) -> Optional[str]:
if self.transfer_method == FileTransferMethod.REMOTE_URL:
return self.remote_url
elif self.transfer_method == FileTransferMethod.LOCAL_FILE:
if self.related_id is None:
raise ValueError("Missing file related_id")
return helpers.get_signed_file_url(upload_file_id=self.related_id)
elif self.transfer_method == FileTransferMethod.TOOL_FILE:
assert self.related_id is not None
assert self.extension is not None
return sign_tool_file(tool_file_id=self.related_id, extension=self.extension)
def to_plugin_parameter(self) -> dict[str, Any]:
return {
"dify_model_identity": FILE_MODEL_IDENTITY,
"mime_type": self.mime_type,
"filename": self.filename,
"extension": self.extension,
"size": self.size,
"type": self.type,
"url": self.generate_url(),
}
@model_validator(mode="after")
def validate_after(self):
match self.transfer_method:
case FileTransferMethod.REMOTE_URL:
if not self.remote_url:
raise ValueError("Missing file url")
if not isinstance(self.remote_url, str) or not self.remote_url.startswith("http"):
raise ValueError("Invalid file url")
case FileTransferMethod.LOCAL_FILE:
if not self.related_id:
raise ValueError("Missing file related_id")
case FileTransferMethod.TOOL_FILE:
if not self.related_id:
raise ValueError("Missing file related_id")
return self