feat: support comfyui workflow tool image generate image (#9871)

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非法操作 2024-10-25 18:48:07 +08:00 committed by GitHub
parent eec63b112f
commit ace7ffab5f
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3 changed files with 35 additions and 17 deletions

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@ -1,3 +1,5 @@
import base64
import io
import json
import random
import uuid
@ -6,45 +8,48 @@ import httpx
from websocket import WebSocket
from yarl import URL
from core.file.file_manager import _get_encoded_string
from core.file.models import File
class ComfyUiClient:
def __init__(self, base_url: str):
self.base_url = URL(base_url)
def get_history(self, prompt_id: str):
def get_history(self, prompt_id: str) -> dict:
res = httpx.get(str(self.base_url / "history"), params={"prompt_id": prompt_id})
history = res.json()[prompt_id]
return history
def get_image(self, filename: str, subfolder: str, folder_type: str):
def get_image(self, filename: str, subfolder: str, folder_type: str) -> bytes:
response = httpx.get(
str(self.base_url / "view"),
params={"filename": filename, "subfolder": subfolder, "type": folder_type},
)
return response.content
def upload_image(self, input_path: str, name: str, image_type: str = "input", overwrite: bool = False):
# plan to support img2img in dify 0.10.0
with open(input_path, "rb") as file:
files = {"image": (name, file, "image/png")}
data = {"type": image_type, "overwrite": str(overwrite).lower()}
def upload_image(self, image_file: File) -> dict:
image_content = base64.b64decode(_get_encoded_string(image_file))
file = io.BytesIO(image_content)
files = {"image": (image_file.filename, file, image_file.mime_type), "overwrite": "true"}
res = httpx.post(str(self.base_url / "upload/image"), files=files)
return res.json()
res = httpx.post(str(self.base_url / "upload/image"), data=data, files=files)
return res
def queue_prompt(self, client_id: str, prompt: dict):
def queue_prompt(self, client_id: str, prompt: dict) -> str:
res = httpx.post(str(self.base_url / "prompt"), json={"client_id": client_id, "prompt": prompt})
prompt_id = res.json()["prompt_id"]
return prompt_id
def open_websocket_connection(self):
def open_websocket_connection(self) -> tuple[WebSocket, str]:
client_id = str(uuid.uuid4())
ws = WebSocket()
ws_address = f"ws://{self.base_url.authority}/ws?clientId={client_id}"
ws.connect(ws_address)
return ws, client_id
def set_prompt(self, origin_prompt: dict, positive_prompt: str, negative_prompt: str = ""):
def set_prompt(
self, origin_prompt: dict, positive_prompt: str, negative_prompt: str = "", image_name: str = ""
) -> dict:
"""
find the first KSampler, then can find the prompt node through it.
"""
@ -58,6 +63,10 @@ class ComfyUiClient:
if negative_prompt != "":
negative_input_id = prompt.get(k_sampler)["inputs"]["negative"][0]
prompt.get(negative_input_id)["inputs"]["text"] = negative_prompt
if image_name != "":
image_loader = [key for key, value in id_to_class_type.items() if value == "LoadImage"][0]
prompt.get(image_loader)["inputs"]["image"] = image_name
return prompt
def track_progress(self, prompt: dict, ws: WebSocket, prompt_id: str):
@ -89,7 +98,7 @@ class ComfyUiClient:
else:
continue
def generate_image_by_prompt(self, prompt: dict):
def generate_image_by_prompt(self, prompt: dict) -> list[bytes]:
try:
ws, client_id = self.open_websocket_connection()
prompt_id = self.queue_prompt(client_id, prompt)

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@ -2,10 +2,9 @@ import json
from typing import Any
from core.tools.entities.tool_entities import ToolInvokeMessage
from core.tools.provider.builtin.comfyui.tools.comfyui_client import ComfyUiClient
from core.tools.tool.builtin_tool import BuiltinTool
from .comfyui_client import ComfyUiClient
class ComfyUIWorkflowTool(BuiltinTool):
def _invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> ToolInvokeMessage | list[ToolInvokeMessage]:
@ -14,13 +13,16 @@ class ComfyUIWorkflowTool(BuiltinTool):
positive_prompt = tool_parameters.get("positive_prompt")
negative_prompt = tool_parameters.get("negative_prompt")
workflow = tool_parameters.get("workflow_json")
image_name = ""
if image := tool_parameters.get("image"):
image_name = comfyui.upload_image(image).get("name")
try:
origin_prompt = json.loads(workflow)
except:
return self.create_text_message("the Workflow JSON is not correct")
prompt = comfyui.set_prompt(origin_prompt, positive_prompt, negative_prompt)
prompt = comfyui.set_prompt(origin_prompt, positive_prompt, negative_prompt, image_name)
images = comfyui.generate_image_by_prompt(prompt)
result = []
for img in images:

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@ -24,6 +24,13 @@ parameters:
zh_Hans: 负面提示词
llm_description: Negative prompt, you should describe the image you don't want to generate as a list of words as possible as detailed, the prompt must be written in English.
form: llm
- name: image
type: file
label:
en_US: Input Image
zh_Hans: 输入的图片
llm_description: The input image, used to transfer to the comfyui workflow to generate another image.
form: llm
- name: workflow_json
type: string
required: true