Merge pull request #1275 from open-webui/comfyui

feat: comfyui support
This commit is contained in:
Timothy Jaeryang Baek 2024-03-23 19:01:51 -05:00 committed by GitHub
commit adf9ccb5eb
No known key found for this signature in database
GPG Key ID: B5690EEEBB952194
6 changed files with 434 additions and 39 deletions

View File

@ -18,6 +18,8 @@ from utils.utils import (
get_current_user,
get_admin_user,
)
from apps.images.utils.comfyui import ImageGenerationPayload, comfyui_generate_image
from utils.misc import calculate_sha256
from typing import Optional
from pydantic import BaseModel
@ -26,7 +28,7 @@ import uuid
import base64
import json
from config import CACHE_DIR, AUTOMATIC1111_BASE_URL
from config import CACHE_DIR, AUTOMATIC1111_BASE_URL, COMFYUI_BASE_URL
IMAGE_CACHE_DIR = Path(CACHE_DIR).joinpath("./image/generations/")
@ -49,6 +51,8 @@ app.state.MODEL = ""
app.state.AUTOMATIC1111_BASE_URL = AUTOMATIC1111_BASE_URL
app.state.COMFYUI_BASE_URL = COMFYUI_BASE_URL
app.state.IMAGE_SIZE = "512x512"
app.state.IMAGE_STEPS = 50
@ -71,32 +75,48 @@ async def update_config(form_data: ConfigUpdateForm, user=Depends(get_admin_user
return {"engine": app.state.ENGINE, "enabled": app.state.ENABLED}
class UrlUpdateForm(BaseModel):
url: str
class EngineUrlUpdateForm(BaseModel):
AUTOMATIC1111_BASE_URL: Optional[str] = None
COMFYUI_BASE_URL: Optional[str] = None
@app.get("/url")
async def get_automatic1111_url(user=Depends(get_admin_user)):
return {"AUTOMATIC1111_BASE_URL": app.state.AUTOMATIC1111_BASE_URL}
async def get_engine_url(user=Depends(get_admin_user)):
return {
"AUTOMATIC1111_BASE_URL": app.state.AUTOMATIC1111_BASE_URL,
"COMFYUI_BASE_URL": app.state.COMFYUI_BASE_URL,
}
@app.post("/url/update")
async def update_automatic1111_url(
form_data: UrlUpdateForm, user=Depends(get_admin_user)
async def update_engine_url(
form_data: EngineUrlUpdateForm, user=Depends(get_admin_user)
):
if form_data.url == "":
if form_data.AUTOMATIC1111_BASE_URL == None:
app.state.AUTOMATIC1111_BASE_URL = AUTOMATIC1111_BASE_URL
else:
url = form_data.url.strip("/")
url = form_data.AUTOMATIC1111_BASE_URL.strip("/")
try:
r = requests.head(url)
app.state.AUTOMATIC1111_BASE_URL = url
except Exception as e:
raise HTTPException(status_code=400, detail=ERROR_MESSAGES.DEFAULT(e))
if form_data.COMFYUI_BASE_URL == None:
app.state.COMFYUI_BASE_URL = COMFYUI_BASE_URL
else:
url = form_data.COMFYUI_BASE_URL.strip("/")
try:
r = requests.head(url)
app.state.COMFYUI_BASE_URL = url
except Exception as e:
raise HTTPException(status_code=400, detail=ERROR_MESSAGES.DEFAULT(e))
return {
"AUTOMATIC1111_BASE_URL": app.state.AUTOMATIC1111_BASE_URL,
"COMFYUI_BASE_URL": app.state.COMFYUI_BASE_URL,
"status": True,
}
@ -186,6 +206,18 @@ def get_models(user=Depends(get_current_user)):
{"id": "dall-e-2", "name": "DALL·E 2"},
{"id": "dall-e-3", "name": "DALL·E 3"},
]
elif app.state.ENGINE == "comfyui":
r = requests.get(url=f"{app.state.COMFYUI_BASE_URL}/object_info")
info = r.json()
return list(
map(
lambda model: {"id": model, "name": model},
info["CheckpointLoaderSimple"]["input"]["required"]["ckpt_name"][0],
)
)
else:
r = requests.get(
url=f"{app.state.AUTOMATIC1111_BASE_URL}/sdapi/v1/sd-models"
@ -207,6 +239,8 @@ async def get_default_model(user=Depends(get_admin_user)):
try:
if app.state.ENGINE == "openai":
return {"model": app.state.MODEL if app.state.MODEL else "dall-e-2"}
elif app.state.ENGINE == "comfyui":
return {"model": app.state.MODEL if app.state.MODEL else ""}
else:
r = requests.get(url=f"{app.state.AUTOMATIC1111_BASE_URL}/sdapi/v1/options")
options = r.json()
@ -221,10 +255,12 @@ class UpdateModelForm(BaseModel):
def set_model_handler(model: str):
if app.state.ENGINE == "openai":
app.state.MODEL = model
return app.state.MODEL
if app.state.ENGINE == "comfyui":
app.state.MODEL = model
return app.state.MODEL
else:
r = requests.get(url=f"{app.state.AUTOMATIC1111_BASE_URL}/sdapi/v1/options")
options = r.json()
@ -272,12 +308,31 @@ def save_b64_image(b64_str):
return None
def save_url_image(url):
image_id = str(uuid.uuid4())
file_path = IMAGE_CACHE_DIR.joinpath(f"{image_id}.png")
try:
r = requests.get(url)
r.raise_for_status()
with open(file_path, "wb") as image_file:
image_file.write(r.content)
return image_id
except Exception as e:
print(f"Error saving image: {e}")
return None
@app.post("/generations")
def generate_image(
form_data: GenerateImageForm,
user=Depends(get_current_user),
):
width, height = tuple(map(int, app.state.IMAGE_SIZE.split("x")))
r = None
try:
if app.state.ENGINE == "openai":
@ -315,12 +370,47 @@ def generate_image(
return images
elif app.state.ENGINE == "comfyui":
data = {
"prompt": form_data.prompt,
"width": width,
"height": height,
"n": form_data.n,
}
if app.state.IMAGE_STEPS != None:
data["steps"] = app.state.IMAGE_STEPS
if form_data.negative_prompt != None:
data["negative_prompt"] = form_data.negative_prompt
data = ImageGenerationPayload(**data)
res = comfyui_generate_image(
app.state.MODEL,
data,
user.id,
app.state.COMFYUI_BASE_URL,
)
print(res)
images = []
for image in res["data"]:
image_id = save_url_image(image["url"])
images.append({"url": f"/cache/image/generations/{image_id}.png"})
file_body_path = IMAGE_CACHE_DIR.joinpath(f"{image_id}.json")
with open(file_body_path, "w") as f:
json.dump(data.model_dump(exclude_none=True), f)
print(images)
return images
else:
if form_data.model:
set_model_handler(form_data.model)
width, height = tuple(map(int, app.state.IMAGE_SIZE.split("x")))
data = {
"prompt": form_data.prompt,
"batch_size": form_data.n,

View File

@ -0,0 +1,228 @@
import websocket # NOTE: websocket-client (https://github.com/websocket-client/websocket-client)
import uuid
import json
import urllib.request
import urllib.parse
import random
from pydantic import BaseModel
from typing import Optional
COMFYUI_DEFAULT_PROMPT = """
{
"3": {
"inputs": {
"seed": 0,
"steps": 20,
"cfg": 8,
"sampler_name": "euler",
"scheduler": "normal",
"denoise": 1,
"model": [
"4",
0
],
"positive": [
"6",
0
],
"negative": [
"7",
0
],
"latent_image": [
"5",
0
]
},
"class_type": "KSampler",
"_meta": {
"title": "KSampler"
}
},
"4": {
"inputs": {
"ckpt_name": "model.safetensors"
},
"class_type": "CheckpointLoaderSimple",
"_meta": {
"title": "Load Checkpoint"
}
},
"5": {
"inputs": {
"width": 512,
"height": 512,
"batch_size": 1
},
"class_type": "EmptyLatentImage",
"_meta": {
"title": "Empty Latent Image"
}
},
"6": {
"inputs": {
"text": "Prompt",
"clip": [
"4",
1
]
},
"class_type": "CLIPTextEncode",
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"7": {
"inputs": {
"text": "Negative Prompt",
"clip": [
"4",
1
]
},
"class_type": "CLIPTextEncode",
"_meta": {
"title": "CLIP Text Encode (Prompt)"
}
},
"8": {
"inputs": {
"samples": [
"3",
0
],
"vae": [
"4",
2
]
},
"class_type": "VAEDecode",
"_meta": {
"title": "VAE Decode"
}
},
"9": {
"inputs": {
"filename_prefix": "ComfyUI",
"images": [
"8",
0
]
},
"class_type": "SaveImage",
"_meta": {
"title": "Save Image"
}
}
}
"""
def queue_prompt(prompt, client_id, base_url):
print("queue_prompt")
p = {"prompt": prompt, "client_id": client_id}
data = json.dumps(p).encode("utf-8")
req = urllib.request.Request(f"{base_url}/prompt", data=data)
return json.loads(urllib.request.urlopen(req).read())
def get_image(filename, subfolder, folder_type, base_url):
print("get_image")
data = {"filename": filename, "subfolder": subfolder, "type": folder_type}
url_values = urllib.parse.urlencode(data)
with urllib.request.urlopen(f"{base_url}/view?{url_values}") as response:
return response.read()
def get_image_url(filename, subfolder, folder_type, base_url):
print("get_image")
data = {"filename": filename, "subfolder": subfolder, "type": folder_type}
url_values = urllib.parse.urlencode(data)
return f"{base_url}/view?{url_values}"
def get_history(prompt_id, base_url):
print("get_history")
with urllib.request.urlopen(f"{base_url}/history/{prompt_id}") as response:
return json.loads(response.read())
def get_images(ws, prompt, client_id, base_url):
prompt_id = queue_prompt(prompt, client_id, base_url)["prompt_id"]
output_images = []
while True:
out = ws.recv()
if isinstance(out, str):
message = json.loads(out)
if message["type"] == "executing":
data = message["data"]
if data["node"] is None and data["prompt_id"] == prompt_id:
break # Execution is done
else:
continue # previews are binary data
history = get_history(prompt_id, base_url)[prompt_id]
for o in history["outputs"]:
for node_id in history["outputs"]:
node_output = history["outputs"][node_id]
if "images" in node_output:
for image in node_output["images"]:
url = get_image_url(
image["filename"], image["subfolder"], image["type"], base_url
)
output_images.append({"url": url})
return {"data": output_images}
class ImageGenerationPayload(BaseModel):
prompt: str
negative_prompt: Optional[str] = ""
steps: Optional[int] = None
seed: Optional[int] = None
width: int
height: int
n: int = 1
def comfyui_generate_image(
model: str, payload: ImageGenerationPayload, client_id, base_url
):
host = base_url.replace("http://", "").replace("https://", "")
comfyui_prompt = json.loads(COMFYUI_DEFAULT_PROMPT)
comfyui_prompt["4"]["inputs"]["ckpt_name"] = model
comfyui_prompt["5"]["inputs"]["batch_size"] = payload.n
comfyui_prompt["5"]["inputs"]["width"] = payload.width
comfyui_prompt["5"]["inputs"]["height"] = payload.height
# set the text prompt for our positive CLIPTextEncode
comfyui_prompt["6"]["inputs"]["text"] = payload.prompt
comfyui_prompt["7"]["inputs"]["text"] = payload.negative_prompt
if payload.steps:
comfyui_prompt["3"]["inputs"]["steps"] = payload.steps
comfyui_prompt["3"]["inputs"]["seed"] = (
payload.seed if payload.seed else random.randint(0, 18446744073709551614)
)
try:
ws = websocket.WebSocket()
ws.connect(f"ws://{host}/ws?clientId={client_id}")
print("WebSocket connection established.")
except Exception as e:
print(f"Failed to connect to WebSocket server: {e}")
return None
try:
images = get_images(ws, comfyui_prompt, client_id, base_url)
except Exception as e:
print(f"Error while receiving images: {e}")
images = None
ws.close()
return images

View File

@ -376,3 +376,4 @@ WHISPER_MODEL_DIR = os.getenv("WHISPER_MODEL_DIR", f"{CACHE_DIR}/whisper/models"
####################################
AUTOMATIC1111_BASE_URL = os.getenv("AUTOMATIC1111_BASE_URL", "")
COMFYUI_BASE_URL = os.getenv("COMFYUI_BASE_URL", "")

View File

@ -139,7 +139,7 @@ export const updateOpenAIKey = async (token: string = '', key: string) => {
return res.OPENAI_API_KEY;
};
export const getAUTOMATIC1111Url = async (token: string = '') => {
export const getImageGenerationEngineUrls = async (token: string = '') => {
let error = null;
const res = await fetch(`${IMAGES_API_BASE_URL}/url`, {
@ -168,10 +168,10 @@ export const getAUTOMATIC1111Url = async (token: string = '') => {
throw error;
}
return res.AUTOMATIC1111_BASE_URL;
return res;
};
export const updateAUTOMATIC1111Url = async (token: string = '', url: string) => {
export const updateImageGenerationEngineUrls = async (token: string = '', urls: object = {}) => {
let error = null;
const res = await fetch(`${IMAGES_API_BASE_URL}/url/update`, {
@ -182,7 +182,7 @@ export const updateAUTOMATIC1111Url = async (token: string = '', url: string) =>
...(token && { authorization: `Bearer ${token}` })
},
body: JSON.stringify({
url: url
...urls
})
})
.then(async (res) => {
@ -203,7 +203,7 @@ export const updateAUTOMATIC1111Url = async (token: string = '', url: string) =>
throw error;
}
return res.AUTOMATIC1111_BASE_URL;
return res;
};
export const getImageSize = async (token: string = '') => {

View File

@ -4,14 +4,14 @@
import { createEventDispatcher, onMount, getContext } from 'svelte';
import { config, user } from '$lib/stores';
import {
getAUTOMATIC1111Url,
getImageGenerationModels,
getDefaultImageGenerationModel,
updateDefaultImageGenerationModel,
getImageSize,
getImageGenerationConfig,
updateImageGenerationConfig,
updateAUTOMATIC1111Url,
getImageGenerationEngineUrls,
updateImageGenerationEngineUrls,
updateImageSize,
getImageSteps,
updateImageSteps,
@ -31,6 +31,8 @@
let enableImageGeneration = false;
let AUTOMATIC1111_BASE_URL = '';
let COMFYUI_BASE_URL = '';
let OPENAI_API_KEY = '';
let selectedModel = '';
@ -49,24 +51,47 @@
});
};
const updateAUTOMATIC1111UrlHandler = async () => {
const res = await updateAUTOMATIC1111Url(localStorage.token, AUTOMATIC1111_BASE_URL).catch(
(error) => {
const updateUrlHandler = async () => {
if (imageGenerationEngine === 'comfyui') {
const res = await updateImageGenerationEngineUrls(localStorage.token, {
COMFYUI_BASE_URL: COMFYUI_BASE_URL
}).catch((error) => {
toast.error(error);
console.log(error);
return null;
}
);
});
if (res) {
AUTOMATIC1111_BASE_URL = res;
if (res) {
COMFYUI_BASE_URL = res.COMFYUI_BASE_URL;
await getModels();
await getModels();
if (models) {
toast.success($i18n.t('Server connection verified'));
if (models) {
toast.success($i18n.t('Server connection verified'));
}
} else {
({ COMFYUI_BASE_URL } = await getImageGenerationEngineUrls(localStorage.token));
}
} else {
AUTOMATIC1111_BASE_URL = await getAUTOMATIC1111Url(localStorage.token);
const res = await updateImageGenerationEngineUrls(localStorage.token, {
AUTOMATIC1111_BASE_URL: AUTOMATIC1111_BASE_URL
}).catch((error) => {
toast.error(error);
return null;
});
if (res) {
AUTOMATIC1111_BASE_URL = res.AUTOMATIC1111_BASE_URL;
await getModels();
if (models) {
toast.success($i18n.t('Server connection verified'));
}
} else {
({ AUTOMATIC1111_BASE_URL } = await getImageGenerationEngineUrls(localStorage.token));
}
}
};
const updateImageGeneration = async () => {
@ -101,7 +126,11 @@
imageGenerationEngine = res.engine;
enableImageGeneration = res.enabled;
}
AUTOMATIC1111_BASE_URL = await getAUTOMATIC1111Url(localStorage.token);
const URLS = await getImageGenerationEngineUrls(localStorage.token);
AUTOMATIC1111_BASE_URL = URLS.AUTOMATIC1111_BASE_URL;
COMFYUI_BASE_URL = URLS.COMFYUI_BASE_URL;
OPENAI_API_KEY = await getOpenAIKey(localStorage.token);
imageSize = await getImageSize(localStorage.token);
@ -154,6 +183,7 @@
}}
>
<option value="">{$i18n.t('Default (Automatic1111)')}</option>
<option value="comfyui">{$i18n.t('ComfyUI')}</option>
<option value="openai">{$i18n.t('Open AI (Dall-E)')}</option>
</select>
</div>
@ -171,6 +201,9 @@
if (imageGenerationEngine === '' && AUTOMATIC1111_BASE_URL === '') {
toast.error($i18n.t('AUTOMATIC1111 Base URL is required.'));
enableImageGeneration = false;
} else if (imageGenerationEngine === 'comfyui' && COMFYUI_BASE_URL === '') {
toast.error($i18n.t('ComfyUI Base URL is required.'));
enableImageGeneration = false;
} else if (imageGenerationEngine === 'openai' && OPENAI_API_KEY === '') {
toast.error($i18n.t('OpenAI API Key is required.'));
enableImageGeneration = false;
@ -204,12 +237,10 @@
/>
</div>
<button
class="px-3 bg-gray-200 hover:bg-gray-300 dark:bg-gray-600 dark:hover:bg-gray-700 rounded-lg transition"
class="px-2.5 bg-gray-100 hover:bg-gray-200 text-gray-800 dark:bg-gray-850 dark:hover:bg-gray-800 dark:text-gray-100 rounded-lg transition"
type="button"
on:click={() => {
// updateOllamaAPIUrlHandler();
updateAUTOMATIC1111UrlHandler();
updateUrlHandler();
}}
>
<svg
@ -237,6 +268,37 @@
{$i18n.t('(e.g. `sh webui.sh --api`)')}
</a>
</div>
{:else if imageGenerationEngine === 'comfyui'}
<div class=" mb-2.5 text-sm font-medium">{$i18n.t('ComfyUI Base URL')}</div>
<div class="flex w-full">
<div class="flex-1 mr-2">
<input
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none"
placeholder={$i18n.t('Enter URL (e.g. http://127.0.0.1:7860/)')}
bind:value={COMFYUI_BASE_URL}
/>
</div>
<button
class="px-2.5 bg-gray-100 hover:bg-gray-200 text-gray-800 dark:bg-gray-850 dark:hover:bg-gray-800 dark:text-gray-100 rounded-lg transition"
type="button"
on:click={() => {
updateUrlHandler();
}}
>
<svg
xmlns="http://www.w3.org/2000/svg"
viewBox="0 0 20 20"
fill="currentColor"
class="w-4 h-4"
>
<path
fill-rule="evenodd"
d="M15.312 11.424a5.5 5.5 0 01-9.201 2.466l-.312-.311h2.433a.75.75 0 000-1.5H3.989a.75.75 0 00-.75.75v4.242a.75.75 0 001.5 0v-2.43l.31.31a7 7 0 0011.712-3.138.75.75 0 00-1.449-.39zm1.23-3.723a.75.75 0 00.219-.53V2.929a.75.75 0 00-1.5 0V5.36l-.31-.31A7 7 0 003.239 8.188a.75.75 0 101.448.389A5.5 5.5 0 0113.89 6.11l.311.31h-2.432a.75.75 0 000 1.5h4.243a.75.75 0 00.53-.219z"
clip-rule="evenodd"
/>
</svg>
</button>
</div>
{:else if imageGenerationEngine === 'openai'}
<div class=" mb-2.5 text-sm font-medium">{$i18n.t('OpenAI API Key')}</div>
<div class="flex w-full">
@ -261,6 +323,7 @@
class="w-full rounded-lg py-2 px-4 text-sm dark:text-gray-300 dark:bg-gray-850 outline-none"
bind:value={selectedModel}
placeholder={$i18n.t('Select a model')}
required
>
{#if !selectedModel}
<option value="" disabled selected>{$i18n.t('Select a model')}</option>

View File

@ -2,6 +2,22 @@
export let show = false;
export let src = '';
export let alt = '';
const downloadImage = (url, filename) => {
fetch(url)
.then((response) => response.blob())
.then((blob) => {
const objectUrl = window.URL.createObjectURL(blob);
const link = document.createElement('a');
link.href = objectUrl;
link.download = filename;
document.body.appendChild(link);
link.click();
document.body.removeChild(link);
window.URL.revokeObjectURL(objectUrl);
})
.catch((error) => console.error('Error downloading image:', error));
};
</script>
{#if show}
@ -35,10 +51,7 @@
<button
class=" p-5"
on:click={() => {
const a = document.createElement('a');
a.href = src;
a.download = 'Image.png';
a.click();
downloadImage(src, 'Image.png');
}}
>
<svg