dify/api/core/file/file_manager.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

136 lines
4.7 KiB
Python

import base64
from collections.abc import Mapping
from configs import dify_config
from core.helper import ssrf_proxy
from core.model_runtime.entities import (
AudioPromptMessageContent,
DocumentPromptMessageContent,
ImagePromptMessageContent,
VideoPromptMessageContent,
)
from core.model_runtime.entities.message_entities import PromptMessageContentUnionTypes
from core.tools.signature import sign_tool_file
from extensions.ext_storage import storage
from . import helpers
from .enums import FileAttribute
from .models import File, FileTransferMethod, FileType
def get_attr(*, file: File, attr: FileAttribute):
match attr:
case FileAttribute.TYPE:
return file.type.value
case FileAttribute.SIZE:
return file.size
case FileAttribute.NAME:
return file.filename
case FileAttribute.MIME_TYPE:
return file.mime_type
case FileAttribute.TRANSFER_METHOD:
return file.transfer_method.value
case FileAttribute.URL:
return file.remote_url
case FileAttribute.EXTENSION:
return file.extension
case FileAttribute.RELATED_ID:
return file.related_id
def to_prompt_message_content(
f: File,
/,
*,
image_detail_config: ImagePromptMessageContent.DETAIL | None = None,
) -> PromptMessageContentUnionTypes:
if f.extension is None:
raise ValueError("Missing file extension")
if f.mime_type is None:
raise ValueError("Missing file mime_type")
params = {
"base64_data": _get_encoded_string(f) if dify_config.MULTIMODAL_SEND_FORMAT == "base64" else "",
"url": _to_url(f) if dify_config.MULTIMODAL_SEND_FORMAT == "url" else "",
"format": f.extension.removeprefix("."),
"mime_type": f.mime_type,
}
if f.type == FileType.IMAGE:
params["detail"] = image_detail_config or ImagePromptMessageContent.DETAIL.LOW
prompt_class_map: Mapping[FileType, type[PromptMessageContentUnionTypes]] = {
FileType.IMAGE: ImagePromptMessageContent,
FileType.AUDIO: AudioPromptMessageContent,
FileType.VIDEO: VideoPromptMessageContent,
FileType.DOCUMENT: DocumentPromptMessageContent,
}
try:
return prompt_class_map[f.type].model_validate(params)
except KeyError:
raise ValueError(f"file type {f.type} is not supported")
def download(f: File, /):
if f.transfer_method in (FileTransferMethod.TOOL_FILE, FileTransferMethod.LOCAL_FILE):
return _download_file_content(f._storage_key)
elif f.transfer_method == FileTransferMethod.REMOTE_URL:
response = ssrf_proxy.get(f.remote_url, follow_redirects=True)
response.raise_for_status()
return response.content
raise ValueError(f"unsupported transfer method: {f.transfer_method}")
def _download_file_content(path: str, /):
"""
Download and return the contents of a file as bytes.
This function loads the file from storage and ensures it's in bytes format.
Args:
path (str): The path to the file in storage.
Returns:
bytes: The contents of the file as a bytes object.
Raises:
ValueError: If the loaded file is not a bytes object.
"""
data = storage.load(path, stream=False)
if not isinstance(data, bytes):
raise ValueError(f"file {path} is not a bytes object")
return data
def _get_encoded_string(f: File, /):
match f.transfer_method:
case FileTransferMethod.REMOTE_URL:
response = ssrf_proxy.get(f.remote_url, follow_redirects=True)
response.raise_for_status()
data = response.content
case FileTransferMethod.LOCAL_FILE:
data = _download_file_content(f._storage_key)
case FileTransferMethod.TOOL_FILE:
data = _download_file_content(f._storage_key)
encoded_string = base64.b64encode(data).decode("utf-8")
return encoded_string
def _to_url(f: File, /):
if f.transfer_method == FileTransferMethod.REMOTE_URL:
if f.remote_url is None:
raise ValueError("Missing file remote_url")
return f.remote_url
elif f.transfer_method == FileTransferMethod.LOCAL_FILE:
if f.related_id is None:
raise ValueError("Missing file related_id")
return f.remote_url or helpers.get_signed_file_url(upload_file_id=f.related_id)
elif f.transfer_method == FileTransferMethod.TOOL_FILE:
# add sign url
if f.related_id is None or f.extension is None:
raise ValueError("Missing file related_id or extension")
return sign_tool_file(tool_file_id=f.related_id, extension=f.extension)
else:
raise ValueError(f"Unsupported transfer method: {f.transfer_method}")