main.py 66 KB
Newer Older
1
import base64
2
import uuid
3
from contextlib import asynccontextmanager
4
5
6

from authlib.integrations.starlette_client import OAuth
from authlib.oidc.core import UserInfo
Timothy J. Baek's avatar
Timothy J. Baek committed
7
8
9
from bs4 import BeautifulSoup
import json
import markdown
10
import time
Timothy J. Baek's avatar
Timothy J. Baek committed
11
12
import os
import sys
13
import logging
Timothy J. Baek's avatar
Timothy J. Baek committed
14
import aiohttp
15
import requests
16
import mimetypes
Timothy J. Baek's avatar
Timothy J. Baek committed
17
18
import shutil
import os
Timothy J. Baek's avatar
Timothy J. Baek committed
19
import uuid
Timothy J. Baek's avatar
Timothy J. Baek committed
20
import inspect
Timothy J. Baek's avatar
Timothy J. Baek committed
21
import asyncio
Timothy J. Baek's avatar
Timothy J. Baek committed
22

Timothy J. Baek's avatar
Timothy J. Baek committed
23
from fastapi.concurrency import run_in_threadpool
Timothy J. Baek's avatar
Timothy J. Baek committed
24
from fastapi import FastAPI, Request, Depends, status, UploadFile, File, Form
Timothy J. Baek's avatar
Timothy J. Baek committed
25
from fastapi.staticfiles import StaticFiles
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
26
from fastapi.responses import JSONResponse
Timothy J. Baek's avatar
Timothy J. Baek committed
27
28
29
from fastapi import HTTPException
from fastapi.middleware.wsgi import WSGIMiddleware
from fastapi.middleware.cors import CORSMiddleware
30
from starlette.exceptions import HTTPException as StarletteHTTPException
Timothy J. Baek's avatar
Timothy J. Baek committed
31
from starlette.middleware.base import BaseHTTPMiddleware
32
33
from starlette.middleware.sessions import SessionMiddleware
from starlette.responses import StreamingResponse, Response, RedirectResponse
Timothy J. Baek's avatar
Timothy J. Baek committed
34

Timothy J. Baek's avatar
Timothy J. Baek committed
35
36

from apps.socket.main import app as socket_app
37
38
39
40
41
42
43
44
45
46
47
from apps.ollama.main import (
    app as ollama_app,
    OpenAIChatCompletionForm,
    get_all_models as get_ollama_models,
    generate_openai_chat_completion as generate_ollama_chat_completion,
)
from apps.openai.main import (
    app as openai_app,
    get_all_models as get_openai_models,
    generate_chat_completion as generate_openai_chat_completion,
)
Timothy J. Baek's avatar
Timothy J. Baek committed
48

Timothy J. Baek's avatar
Timothy J. Baek committed
49
from apps.audio.main import app as audio_app
Timothy J. Baek's avatar
Timothy J. Baek committed
50
51
from apps.images.main import app as images_app
from apps.rag.main import app as rag_app
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
52
53
54
55
56
from apps.webui.main import (
    app as webui_app,
    get_pipe_models,
    generate_function_chat_completion,
)
Timothy J. Baek's avatar
Timothy J. Baek committed
57

Timothy J. Baek's avatar
Timothy J. Baek committed
58

Timothy J. Baek's avatar
Timothy J. Baek committed
59
from pydantic import BaseModel
Timothy J. Baek's avatar
Timothy J. Baek committed
60
from typing import List, Optional, Iterator, Generator, Union
Timothy J. Baek's avatar
Timothy J. Baek committed
61

62
from apps.webui.models.auths import Auths
63
from apps.webui.models.models import Models, ModelModel
Timothy J. Baek's avatar
Timothy J. Baek committed
64
from apps.webui.models.tools import Tools
Timothy J. Baek's avatar
Timothy J. Baek committed
65
from apps.webui.models.functions import Functions
66
from apps.webui.models.users import Users
Timothy J. Baek's avatar
Timothy J. Baek committed
67
68

from apps.webui.utils import load_toolkit_module_by_id, load_function_module_by_id
Timothy J. Baek's avatar
Timothy J. Baek committed
69

70
71
72
73
74
from utils.utils import (
    get_admin_user,
    get_verified_user,
    get_current_user,
    get_http_authorization_cred,
75
76
    get_password_hash,
    create_token,
77
)
Timothy J. Baek's avatar
Timothy J. Baek committed
78
79
80
81
82
from utils.task import (
    title_generation_template,
    search_query_generation_template,
    tools_function_calling_generation_template,
)
Timothy J. Baek's avatar
Timothy J. Baek committed
83
84
85
86
from utils.misc import (
    get_last_user_message,
    add_or_update_system_message,
    stream_message_template,
87
    parse_duration,
Timothy J. Baek's avatar
Timothy J. Baek committed
88
)
Timothy J. Baek's avatar
Timothy J. Baek committed
89

Timothy J. Baek's avatar
Timothy J. Baek committed
90
from apps.rag.utils import get_rag_context, rag_template
Timothy J. Baek's avatar
Timothy J. Baek committed
91

92
from config import (
93
    CONFIG_DATA,
94
    WEBUI_NAME,
95
    WEBUI_URL,
96
    WEBUI_AUTH,
97
98
99
100
    ENV,
    VERSION,
    CHANGELOG,
    FRONTEND_BUILD_DIR,
Timothy J. Baek's avatar
Timothy J. Baek committed
101
    UPLOAD_DIR,
102
103
    CACHE_DIR,
    STATIC_DIR,
104
105
    ENABLE_OPENAI_API,
    ENABLE_OLLAMA_API,
Timothy J. Baek's avatar
Timothy J. Baek committed
106
    ENABLE_MODEL_FILTER,
107
    MODEL_FILTER_LIST,
108
109
    GLOBAL_LOG_LEVEL,
    SRC_LOG_LEVELS,
Timothy J. Baek's avatar
Timothy J. Baek committed
110
    WEBHOOK_URL,
111
    ENABLE_ADMIN_EXPORT,
112
    WEBUI_BUILD_HASH,
Timothy J. Baek's avatar
Timothy J. Baek committed
113
114
    TASK_MODEL,
    TASK_MODEL_EXTERNAL,
Timothy J. Baek's avatar
Timothy J. Baek committed
115
    TITLE_GENERATION_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
116
    SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
117
    SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD,
Timothy J. Baek's avatar
Timothy J. Baek committed
118
    TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
119
    SAFE_MODE,
120
    OAUTH_PROVIDERS,
121
122
123
    ENABLE_OAUTH_SIGNUP,
    OAUTH_MERGE_ACCOUNTS_BY_EMAIL,
    WEBUI_SECRET_KEY,
124
    WEBUI_SESSION_COOKIE_SAME_SITE,
125
    WEBUI_SESSION_COOKIE_SECURE,
Timothy J. Baek's avatar
Timothy J. Baek committed
126
    AppConfig,
127
)
128
129
from constants import ERROR_MESSAGES, WEBHOOK_MESSAGES
from utils.webhook import post_webhook
130

Timothy J. Baek's avatar
Timothy J. Baek committed
131
132
133
134
135
if SAFE_MODE:
    print("SAFE MODE ENABLED")
    Functions.deactivate_all_functions()


136
137
138
logging.basicConfig(stream=sys.stdout, level=GLOBAL_LOG_LEVEL)
log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["MAIN"])
Timothy J. Baek's avatar
Timothy J. Baek committed
139

140

Timothy J. Baek's avatar
Timothy J. Baek committed
141
142
143
144
145
146
147
148
149
150
151
class SPAStaticFiles(StaticFiles):
    async def get_response(self, path: str, scope):
        try:
            return await super().get_response(path, scope)
        except (HTTPException, StarletteHTTPException) as ex:
            if ex.status_code == 404:
                return await super().get_response("index.html", scope)
            else:
                raise ex


Timothy J. Baek's avatar
Timothy J. Baek committed
152
print(
Timothy J. Baek's avatar
Timothy J. Baek committed
153
    rf"""
Timothy J. Baek's avatar
Timothy J. Baek committed
154
155
156
157
158
159
160
161
  ___                    __        __   _     _   _ ___ 
 / _ \ _ __   ___ _ __   \ \      / /__| |__ | | | |_ _|
| | | | '_ \ / _ \ '_ \   \ \ /\ / / _ \ '_ \| | | || | 
| |_| | |_) |  __/ | | |   \ V  V /  __/ |_) | |_| || | 
 \___/| .__/ \___|_| |_|    \_/\_/ \___|_.__/ \___/|___|
      |_|                                               

      
162
v{VERSION} - building the best open-source AI user interface.
163
{f"Commit: {WEBUI_BUILD_HASH}" if WEBUI_BUILD_HASH != "dev-build" else ""}
Timothy J. Baek's avatar
Timothy J. Baek committed
164
165
166
167
https://github.com/open-webui/open-webui
"""
)

Timothy J. Baek's avatar
Timothy J. Baek committed
168

169
170
171
172
173
174
175
176
@asynccontextmanager
async def lifespan(app: FastAPI):
    yield


app = FastAPI(
    docs_url="/docs" if ENV == "dev" else None, redoc_url=None, lifespan=lifespan
)
Timothy J. Baek's avatar
Timothy J. Baek committed
177

178
app.state.config = AppConfig()
179
180
181
182

app.state.config.ENABLE_OPENAI_API = ENABLE_OPENAI_API
app.state.config.ENABLE_OLLAMA_API = ENABLE_OLLAMA_API

183
184
app.state.config.ENABLE_MODEL_FILTER = ENABLE_MODEL_FILTER
app.state.config.MODEL_FILTER_LIST = MODEL_FILTER_LIST
Timothy J. Baek's avatar
Timothy J. Baek committed
185

186
app.state.config.WEBHOOK_URL = WEBHOOK_URL
Timothy J. Baek's avatar
Timothy J. Baek committed
187
188
189
190


app.state.config.TASK_MODEL = TASK_MODEL
app.state.config.TASK_MODEL_EXTERNAL = TASK_MODEL_EXTERNAL
Timothy J. Baek's avatar
Timothy J. Baek committed
191
app.state.config.TITLE_GENERATION_PROMPT_TEMPLATE = TITLE_GENERATION_PROMPT_TEMPLATE
Timothy J. Baek's avatar
Timothy J. Baek committed
192
193
194
app.state.config.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE = (
    SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE
)
Timothy J. Baek's avatar
Timothy J. Baek committed
195
196
197
app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD = (
    SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD
)
Timothy J. Baek's avatar
Timothy J. Baek committed
198
199
200
app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE = (
    TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE
)
Timothy J. Baek's avatar
Timothy J. Baek committed
201
202
203

app.state.MODELS = {}

Timothy J. Baek's avatar
Timothy J. Baek committed
204
205
origins = ["*"]

Timothy J. Baek's avatar
Timothy J. Baek committed
206

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
207
208
209
210
211
212
213
##################################
#
# ChatCompletion Middleware
#
##################################


Timothy J. Baek's avatar
Timothy J. Baek committed
214
215
216
async def get_function_call_response(
    messages, files, tool_id, template, task_model_id, user
):
Timothy J. Baek's avatar
Timothy J. Baek committed
217
218
219
    tool = Tools.get_tool_by_id(tool_id)
    tools_specs = json.dumps(tool.specs, indent=2)
    content = tools_function_calling_generation_template(template, tools_specs)
Timothy J. Baek's avatar
Timothy J. Baek committed
220

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
221
222
223
224
225
    user_message = get_last_user_message(messages)
    prompt = (
        "History:\n"
        + "\n".join(
            [
Timothy J. Baek's avatar
Timothy J. Baek committed
226
                f"{message['role'].upper()}: \"\"\"{message['content']}\"\"\""
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
227
228
229
230
231
232
233
234
                for message in messages[::-1][:4]
            ]
        )
        + f"\nQuery: {user_message}"
    )

    print(prompt)

Timothy J. Baek's avatar
Timothy J. Baek committed
235
236
237
238
239
240
241
242
243
    payload = {
        "model": task_model_id,
        "messages": [
            {"role": "system", "content": content},
            {"role": "user", "content": f"Query: {prompt}"},
        ],
        "stream": False,
    }

Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
244
245
246
247
248
    try:
        payload = filter_pipeline(payload, user)
    except Exception as e:
        raise e

Timothy J. Baek's avatar
Timothy J. Baek committed
249
    model = app.state.MODELS[task_model_id]
Timothy J. Baek's avatar
Timothy J. Baek committed
250

Timothy J. Baek's avatar
Timothy J. Baek committed
251
    response = None
Timothy J. Baek's avatar
Timothy J. Baek committed
252
    try:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
253
        response = await generate_chat_completions(form_data=payload, user=user)
Timothy J. Baek's avatar
Timothy J. Baek committed
254
255
256

        content = None

Timothy J. Baek's avatar
Timothy J. Baek committed
257
258
259
260
261
262
263
264
265
266
        if hasattr(response, "body_iterator"):
            async for chunk in response.body_iterator:
                data = json.loads(chunk.decode("utf-8"))
                content = data["choices"][0]["message"]["content"]

            # Cleanup any remaining background tasks if necessary
            if response.background is not None:
                await response.background()
        else:
            content = response["choices"][0]["message"]["content"]
Timothy J. Baek's avatar
Timothy J. Baek committed
267
268
269

        # Parse the function response
        if content is not None:
Timothy J. Baek's avatar
Timothy J. Baek committed
270
            print(f"content: {content}")
Timothy J. Baek's avatar
Timothy J. Baek committed
271
272
273
            result = json.loads(content)
            print(result)

Timothy J. Baek's avatar
Timothy J. Baek committed
274
            citation = None
Timothy J. Baek's avatar
Timothy J. Baek committed
275
276
277
278
279
            # Call the function
            if "name" in result:
                if tool_id in webui_app.state.TOOLS:
                    toolkit_module = webui_app.state.TOOLS[tool_id]
                else:
280
                    toolkit_module, frontmatter = load_toolkit_module_by_id(tool_id)
Timothy J. Baek's avatar
Timothy J. Baek committed
281
282
                    webui_app.state.TOOLS[tool_id] = toolkit_module

283
284
285
286
287
288
                file_handler = False
                # check if toolkit_module has file_handler self variable
                if hasattr(toolkit_module, "file_handler"):
                    file_handler = True
                    print("file_handler: ", file_handler)

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
289
290
291
                if hasattr(toolkit_module, "valves") and hasattr(
                    toolkit_module, "Valves"
                ):
Timothy J. Baek's avatar
Timothy J. Baek committed
292
                    valves = Tools.get_tool_valves_by_id(tool_id)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
293
                    toolkit_module.valves = toolkit_module.Valves(
Timothy J. Baek's avatar
Timothy J. Baek committed
294
                        **(valves if valves else {})
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
295
296
                    )

Timothy J. Baek's avatar
Timothy J. Baek committed
297
298
299
                function = getattr(toolkit_module, result["name"])
                function_result = None
                try:
Timothy J. Baek's avatar
Timothy J. Baek committed
300
301
                    # Get the signature of the function
                    sig = inspect.signature(function)
302
303
                    params = result["parameters"]

Timothy J. Baek's avatar
Timothy J. Baek committed
304
305
                    if "__user__" in sig.parameters:
                        # Call the function with the '__user__' parameter included
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
306
307
308
309
310
                        __user__ = {
                            "id": user.id,
                            "email": user.email,
                            "name": user.name,
                            "role": user.role,
311
312
                        }

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
313
314
315
316
317
318
319
320
321
322
323
                        try:
                            if hasattr(toolkit_module, "UserValves"):
                                __user__["valves"] = toolkit_module.UserValves(
                                    **Tools.get_user_valves_by_id_and_user_id(
                                        tool_id, user.id
                                    )
                                )
                        except Exception as e:
                            print(e)

                        params = {**params, "__user__": __user__}
324
325
326
327
328
329
330
                    if "__messages__" in sig.parameters:
                        # Call the function with the '__messages__' parameter included
                        params = {
                            **params,
                            "__messages__": messages,
                        }

Timothy J. Baek's avatar
Timothy J. Baek committed
331
332
333
334
335
336
337
                    if "__files__" in sig.parameters:
                        # Call the function with the '__files__' parameter included
                        params = {
                            **params,
                            "__files__": files,
                        }

338
339
340
341
342
343
344
                    if "__model__" in sig.parameters:
                        # Call the function with the '__model__' parameter included
                        params = {
                            **params,
                            "__model__": model,
                        }

345
346
347
348
349
350
351
                    if "__id__" in sig.parameters:
                        # Call the function with the '__id__' parameter included
                        params = {
                            **params,
                            "__id__": tool_id,
                        }

Timothy J. Baek's avatar
Timothy J. Baek committed
352
353
354
355
                    if inspect.iscoroutinefunction(function):
                        function_result = await function(**params)
                    else:
                        function_result = function(**params)
Timothy J. Baek's avatar
Timothy J. Baek committed
356
357
358
359
360
361
362

                    if hasattr(toolkit_module, "citation") and toolkit_module.citation:
                        citation = {
                            "source": {"name": f"TOOL:{tool.name}/{result['name']}"},
                            "document": [function_result],
                            "metadata": [{"source": result["name"]}],
                        }
Timothy J. Baek's avatar
Timothy J. Baek committed
363
364
365
366
                except Exception as e:
                    print(e)

                # Add the function result to the system prompt
367
                if function_result is not None:
Timothy J. Baek's avatar
Timothy J. Baek committed
368
                    return function_result, citation, file_handler
Timothy J. Baek's avatar
Timothy J. Baek committed
369
370
    except Exception as e:
        print(f"Error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
371

Timothy J. Baek's avatar
Timothy J. Baek committed
372
    return None, None, False
Timothy J. Baek's avatar
Timothy J. Baek committed
373
374
375


class ChatCompletionMiddleware(BaseHTTPMiddleware):
Timothy J. Baek's avatar
Timothy J. Baek committed
376
    async def dispatch(self, request: Request, call_next):
377
        data_items = []
378

Timothy J. Baek's avatar
Timothy J. Baek committed
379
380
381
        show_citations = False
        citations = []

Timothy J. Baek's avatar
Timothy J. Baek committed
382
383
384
        if request.method == "POST" and any(
            endpoint in request.url.path
            for endpoint in ["/ollama/api/chat", "/chat/completions"]
385
        ):
386
            log.debug(f"request.url.path: {request.url.path}")
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
387

Timothy J. Baek's avatar
Timothy J. Baek committed
388
389
390
391
            # Read the original request body
            body = await request.body()
            body_str = body.decode("utf-8")
            data = json.loads(body_str) if body_str else {}
Timothy J. Baek's avatar
Timothy J. Baek committed
392

Timothy J. Baek's avatar
Timothy J. Baek committed
393
            user = get_current_user(
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
394
                request,
395
                get_http_authorization_cred(request.headers.get("Authorization")),
Timothy J. Baek's avatar
Timothy J. Baek committed
396
            )
Timothy J. Baek's avatar
Timothy J. Baek committed
397
398
            # Flag to skip RAG completions if file_handler is present in tools/functions
            skip_files = False
Timothy J. Baek's avatar
Timothy J. Baek committed
399
400
401
            if data.get("citations"):
                show_citations = True
                del data["citations"]
Timothy J. Baek's avatar
Timothy J. Baek committed
402
403
404

            model_id = data["model"]
            if model_id not in app.state.MODELS:
Timothy J. Baek's avatar
Timothy J. Baek committed
405
406
407
408
                raise HTTPException(
                    status_code=status.HTTP_404_NOT_FOUND,
                    detail="Model not found",
                )
Timothy J. Baek's avatar
Timothy J. Baek committed
409
410
            model = app.state.MODELS[model_id]

411
412
413
414
415
416
417
418
            def get_priority(function_id):
                function = Functions.get_function_by_id(function_id)
                if function is not None and hasattr(function, "valves"):
                    return (function.valves if function.valves else {}).get(
                        "priority", 0
                    )
                return 0

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
419
            filter_ids = []
Timothy J. Baek's avatar
Timothy J. Baek committed
420
            if "info" in model and "meta" in model["info"]:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
421
422
423
424
425
426
427
428
429
430
431
                enabled_filter_ids = [
                    function.id
                    for function in Functions.get_functions_by_type(
                        "filter", active_only=True
                    )
                ]
                filter_ids = [
                    filter_id
                    for filter_id in enabled_filter_ids
                    if filter_id in model["info"]["meta"].get("filterIds", [])
                ]
Timothy J. Baek's avatar
Timothy J. Baek committed
432
433
                filter_ids = list(set(filter_ids))

434
            filter_ids.sort(key=get_priority)
Timothy J. Baek's avatar
Timothy J. Baek committed
435
436
437
438
439
440
            for filter_id in filter_ids:
                filter = Functions.get_function_by_id(filter_id)
                if filter:
                    if filter_id in webui_app.state.FUNCTIONS:
                        function_module = webui_app.state.FUNCTIONS[filter_id]
                    else:
441
442
                        function_module, function_type, frontmatter = (
                            load_function_module_by_id(filter_id)
Timothy J. Baek's avatar
Timothy J. Baek committed
443
444
                        )
                        webui_app.state.FUNCTIONS[filter_id] = function_module
Timothy J. Baek's avatar
Timothy J. Baek committed
445

Timothy J. Baek's avatar
Timothy J. Baek committed
446
447
448
                    # Check if the function has a file_handler variable
                    if hasattr(function_module, "file_handler"):
                        skip_files = function_module.file_handler
Timothy J. Baek's avatar
Timothy J. Baek committed
449

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
450
451
452
                    if hasattr(function_module, "valves") and hasattr(
                        function_module, "Valves"
                    ):
Timothy J. Baek's avatar
Timothy J. Baek committed
453
                        valves = Functions.get_function_valves_by_id(filter_id)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
454
                        function_module.valves = function_module.Valves(
Timothy J. Baek's avatar
Timothy J. Baek committed
455
                            **(valves if valves else {})
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
456
457
                        )

Timothy J. Baek's avatar
Timothy J. Baek committed
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
                    try:
                        if hasattr(function_module, "inlet"):
                            inlet = function_module.inlet

                            # Get the signature of the function
                            sig = inspect.signature(inlet)
                            params = {"body": data}

                            if "__user__" in sig.parameters:
                                __user__ = {
                                    "id": user.id,
                                    "email": user.email,
                                    "name": user.name,
                                    "role": user.role,
                                }

                                try:
                                    if hasattr(function_module, "UserValves"):
                                        __user__["valves"] = function_module.UserValves(
                                            **Functions.get_user_valves_by_id_and_user_id(
                                                filter_id, user.id
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
479
                                            )
Timothy J. Baek's avatar
Timothy J. Baek committed
480
481
482
                                        )
                                except Exception as e:
                                    print(e)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
483

Timothy J. Baek's avatar
Timothy J. Baek committed
484
                                params = {**params, "__user__": __user__}
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
485

Timothy J. Baek's avatar
Timothy J. Baek committed
486
487
488
489
490
                            if "__id__" in sig.parameters:
                                params = {
                                    **params,
                                    "__id__": filter_id,
                                }
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
491

Timothy J. Baek's avatar
Timothy J. Baek committed
492
493
494
495
                            if inspect.iscoroutinefunction(inlet):
                                data = await inlet(**params)
                            else:
                                data = inlet(**params)
Timothy J. Baek's avatar
Timothy J. Baek committed
496

Timothy J. Baek's avatar
Timothy J. Baek committed
497
498
499
500
501
502
                    except Exception as e:
                        print(f"Error: {e}")
                        return JSONResponse(
                            status_code=status.HTTP_400_BAD_REQUEST,
                            content={"detail": str(e)},
                        )
Timothy J. Baek's avatar
Timothy J. Baek committed
503
504
505
506

            # Set the task model
            task_model_id = data["model"]
            # Check if the user has a custom task model and use that model
Timothy J. Baek's avatar
Timothy J. Baek committed
507
508
509
510
511
512
513
514
515
516
517
518
519
            if app.state.MODELS[task_model_id]["owned_by"] == "ollama":
                if (
                    app.state.config.TASK_MODEL
                    and app.state.config.TASK_MODEL in app.state.MODELS
                ):
                    task_model_id = app.state.config.TASK_MODEL
            else:
                if (
                    app.state.config.TASK_MODEL_EXTERNAL
                    and app.state.config.TASK_MODEL_EXTERNAL in app.state.MODELS
                ):
                    task_model_id = app.state.config.TASK_MODEL_EXTERNAL

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
520
            prompt = get_last_user_message(data["messages"])
Timothy J. Baek's avatar
Timothy J. Baek committed
521
522
523
            context = ""

            # If tool_ids field is present, call the functions
Timothy J. Baek's avatar
Timothy J. Baek committed
524
            if "tool_ids" in data:
Timothy J. Baek's avatar
Timothy J. Baek committed
525
                print(data["tool_ids"])
Timothy J. Baek's avatar
Timothy J. Baek committed
526
                for tool_id in data["tool_ids"]:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
527
                    print(tool_id)
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
528
                    try:
Timothy J. Baek's avatar
Timothy J. Baek committed
529
530
531
532
533
534
535
536
537
                        response, citation, file_handler = (
                            await get_function_call_response(
                                messages=data["messages"],
                                files=data.get("files", []),
                                tool_id=tool_id,
                                template=app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
                                task_model_id=task_model_id,
                                user=user,
                            )
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
538
                        )
Timothy J. Baek's avatar
Timothy J. Baek committed
539

540
                        print(file_handler)
541
                        if isinstance(response, str):
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
542
                            context += ("\n" if context != "" else "") + response
543

Timothy J. Baek's avatar
Timothy J. Baek committed
544
545
546
547
                        if citation:
                            citations.append(citation)
                            show_citations = True

548
549
550
                        if file_handler:
                            skip_files = True

Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
551
552
                    except Exception as e:
                        print(f"Error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
553
554
                del data["tool_ids"]

Timothy J. Baek's avatar
Timothy J. Baek committed
555
                print(f"tool_context: {context}")
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
556

Timothy J. Baek's avatar
Timothy J. Baek committed
557
            # If files field is present, generate RAG completions
558
            # If skip_files is True, skip the RAG completions
Timothy J. Baek's avatar
Timothy J. Baek committed
559
            if "files" in data:
560
561
                if not skip_files:
                    data = {**data}
Timothy J. Baek's avatar
Timothy J. Baek committed
562
                    rag_context, rag_citations = get_rag_context(
563
564
565
566
567
568
569
570
571
572
                        files=data["files"],
                        messages=data["messages"],
                        embedding_function=rag_app.state.EMBEDDING_FUNCTION,
                        k=rag_app.state.config.TOP_K,
                        reranking_function=rag_app.state.sentence_transformer_rf,
                        r=rag_app.state.config.RELEVANCE_THRESHOLD,
                        hybrid_search=rag_app.state.config.ENABLE_RAG_HYBRID_SEARCH,
                    )
                    if rag_context:
                        context += ("\n" if context != "" else "") + rag_context
Timothy J. Baek's avatar
Timothy J. Baek committed
573

574
                    log.debug(f"rag_context: {rag_context}, citations: {citations}")
575

Timothy J. Baek's avatar
Timothy J. Baek committed
576
577
                    if rag_citations:
                        citations.extend(rag_citations)
Timothy J. Baek's avatar
Timothy J. Baek committed
578

Timothy J. Baek's avatar
Timothy J. Baek committed
579
                del data["files"]
Timothy J. Baek's avatar
Timothy J. Baek committed
580

Timothy J. Baek's avatar
Timothy J. Baek committed
581
582
            if show_citations and len(citations) > 0:
                data_items.append({"citations": citations})
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
583

Timothy J. Baek's avatar
Timothy J. Baek committed
584
585
586
587
588
589
            if context != "":
                system_prompt = rag_template(
                    rag_app.state.config.RAG_TEMPLATE, context, prompt
                )
                print(system_prompt)
                data["messages"] = add_or_update_system_message(
590
                    system_prompt, data["messages"]
591
                )
Timothy J. Baek's avatar
Timothy J. Baek committed
592

Timothy J. Baek's avatar
Timothy J. Baek committed
593
            modified_body_bytes = json.dumps(data).encode("utf-8")
Timothy J. Baek's avatar
Timothy J. Baek committed
594
595
596
597
598
599
600
601
602
603
604
            # Replace the request body with the modified one
            request._body = modified_body_bytes
            # Set custom header to ensure content-length matches new body length
            request.headers.__dict__["_list"] = [
                (b"content-length", str(len(modified_body_bytes)).encode("utf-8")),
                *[
                    (k, v)
                    for k, v in request.headers.raw
                    if k.lower() != b"content-length"
                ],
            ]
Timothy J. Baek's avatar
Timothy J. Baek committed
605

Timothy J. Baek's avatar
Timothy J. Baek committed
606
            response = await call_next(request)
607
608
609
610
611
            if isinstance(response, StreamingResponse):
                # If it's a streaming response, inject it as SSE event or NDJSON line
                content_type = response.headers.get("Content-Type")
                if "text/event-stream" in content_type:
                    return StreamingResponse(
612
                        self.openai_stream_wrapper(response.body_iterator, data_items),
613
614
615
                    )
                if "application/x-ndjson" in content_type:
                    return StreamingResponse(
616
                        self.ollama_stream_wrapper(response.body_iterator, data_items),
617
                    )
Timothy J. Baek's avatar
Timothy J. Baek committed
618
619
            else:
                return response
620

Timothy J. Baek's avatar
Timothy J. Baek committed
621
622
        # If it's not a chat completion request, just pass it through
        response = await call_next(request)
Timothy J. Baek's avatar
Timothy J. Baek committed
623
624
625
626
627
        return response

    async def _receive(self, body: bytes):
        return {"type": "http.request", "body": body, "more_body": False}

628
629
630
631
    async def openai_stream_wrapper(self, original_generator, data_items):
        for item in data_items:
            yield f"data: {json.dumps(item)}\n\n"

632
633
634
        async for data in original_generator:
            yield data

635
636
637
638
    async def ollama_stream_wrapper(self, original_generator, data_items):
        for item in data_items:
            yield f"{json.dumps(item)}\n"

639
640
641
        async for data in original_generator:
            yield data

Timothy J. Baek's avatar
Timothy J. Baek committed
642

Timothy J. Baek's avatar
Timothy J. Baek committed
643
app.add_middleware(ChatCompletionMiddleware)
Timothy J. Baek's avatar
Timothy J. Baek committed
644

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
645
646
647
648
649
650
##################################
#
# Pipeline Middleware
#
##################################

Timothy J. Baek's avatar
Timothy J. Baek committed
651

Timothy J. Baek's avatar
Timothy J. Baek committed
652
def filter_pipeline(payload, user):
653
    user = {"id": user.id, "email": user.email, "name": user.name, "role": user.role}
Timothy J. Baek's avatar
Timothy J. Baek committed
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
    model_id = payload["model"]
    filters = [
        model
        for model in app.state.MODELS.values()
        if "pipeline" in model
        and "type" in model["pipeline"]
        and model["pipeline"]["type"] == "filter"
        and (
            model["pipeline"]["pipelines"] == ["*"]
            or any(
                model_id == target_model_id
                for target_model_id in model["pipeline"]["pipelines"]
            )
        )
    ]
    sorted_filters = sorted(filters, key=lambda x: x["pipeline"]["priority"])

    model = app.state.MODELS[model_id]

    if "pipeline" in model:
        sorted_filters.append(model)

    for filter in sorted_filters:
        r = None
        try:
            urlIdx = filter["urlIdx"]

            url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
            key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]

            if key != "":
                headers = {"Authorization": f"Bearer {key}"}
                r = requests.post(
                    f"{url}/{filter['id']}/filter/inlet",
                    headers=headers,
                    json={
                        "user": user,
                        "body": payload,
                    },
                )

                r.raise_for_status()
                payload = r.json()
        except Exception as e:
            # Handle connection error here
            print(f"Connection error: {e}")

            if r is not None:
                try:
                    res = r.json()
                except:
                    pass
Timothy J. Baek's avatar
Timothy J. Baek committed
706
707
                if "detail" in res:
                    raise Exception(r.status_code, res["detail"])
Timothy J. Baek's avatar
Timothy J. Baek committed
708
709
710
711
712
713
714
715
716
717

            else:
                pass

    if "pipeline" not in app.state.MODELS[model_id]:
        if "chat_id" in payload:
            del payload["chat_id"]

        if "title" in payload:
            del payload["title"]
Timothy J. Baek's avatar
Timothy J. Baek committed
718

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
719
720
721
        if "task" in payload:
            del payload["task"]

Timothy J. Baek's avatar
Timothy J. Baek committed
722
723
724
    return payload


Timothy J. Baek's avatar
Timothy J. Baek committed
725
726
727
class PipelineMiddleware(BaseHTTPMiddleware):
    async def dispatch(self, request: Request, call_next):
        if request.method == "POST" and (
728
729
            "/ollama/api/chat" in request.url.path
            or "/chat/completions" in request.url.path
Timothy J. Baek's avatar
Timothy J. Baek committed
730
731
732
733
734
735
736
737
738
739
        ):
            log.debug(f"request.url.path: {request.url.path}")

            # Read the original request body
            body = await request.body()
            # Decode body to string
            body_str = body.decode("utf-8")
            # Parse string to JSON
            data = json.loads(body_str) if body_str else {}

Timothy J. Baek's avatar
Timothy J. Baek committed
740
            user = get_current_user(
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
741
                request,
742
                get_http_authorization_cred(request.headers.get("Authorization")),
Timothy J. Baek's avatar
Timothy J. Baek committed
743
            )
Timothy J. Baek's avatar
Timothy J. Baek committed
744
745
746
747
748
749
750
751

            try:
                data = filter_pipeline(data, user)
            except Exception as e:
                return JSONResponse(
                    status_code=e.args[0],
                    content={"detail": e.args[1]},
                )
752

Timothy J. Baek's avatar
Timothy J. Baek committed
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
            modified_body_bytes = json.dumps(data).encode("utf-8")
            # Replace the request body with the modified one
            request._body = modified_body_bytes
            # Set custom header to ensure content-length matches new body length
            request.headers.__dict__["_list"] = [
                (b"content-length", str(len(modified_body_bytes)).encode("utf-8")),
                *[
                    (k, v)
                    for k, v in request.headers.raw
                    if k.lower() != b"content-length"
                ],
            ]

        response = await call_next(request)
        return response

    async def _receive(self, body: bytes):
        return {"type": "http.request", "body": body, "more_body": False}


app.add_middleware(PipelineMiddleware)


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
776
777
778
779
780
781
782
783
784
app.add_middleware(
    CORSMiddleware,
    allow_origins=origins,
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)


Timothy J. Baek's avatar
Timothy J. Baek committed
785
786
@app.middleware("http")
async def check_url(request: Request, call_next):
Timothy J. Baek's avatar
Timothy J. Baek committed
787
788
789
790
791
    if len(app.state.MODELS) == 0:
        await get_all_models()
    else:
        pass

Timothy J. Baek's avatar
Timothy J. Baek committed
792
793
794
795
796
797
798
799
    start_time = int(time.time())
    response = await call_next(request)
    process_time = int(time.time()) - start_time
    response.headers["X-Process-Time"] = str(process_time)

    return response


Timothy J. Baek's avatar
Timothy J. Baek committed
800
801
802
803
804
805
@app.middleware("http")
async def update_embedding_function(request: Request, call_next):
    response = await call_next(request)
    if "/embedding/update" in request.url.path:
        webui_app.state.EMBEDDING_FUNCTION = rag_app.state.EMBEDDING_FUNCTION
    return response
Timothy J. Baek's avatar
Timothy J. Baek committed
806

Timothy J. Baek's avatar
Timothy J. Baek committed
807

Timothy J. Baek's avatar
Timothy J. Baek committed
808
809
app.mount("/ws", socket_app)

810
app.mount("/ollama", ollama_app)
811
app.mount("/openai", openai_app)
Timothy J. Baek's avatar
Timothy J. Baek committed
812

Timothy J. Baek's avatar
Timothy J. Baek committed
813
app.mount("/images/api/v1", images_app)
Timothy J. Baek's avatar
Timothy J. Baek committed
814
app.mount("/audio/api/v1", audio_app)
Timothy J. Baek's avatar
Timothy J. Baek committed
815
816
app.mount("/rag/api/v1", rag_app)

Timothy J. Baek's avatar
Timothy J. Baek committed
817
818
819
820
app.mount("/api/v1", webui_app)

webui_app.state.EMBEDDING_FUNCTION = rag_app.state.EMBEDDING_FUNCTION

821

Timothy J. Baek's avatar
Timothy J. Baek committed
822
async def get_all_models():
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
823
    pipe_models = []
824
825
826
    openai_models = []
    ollama_models = []

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
827
828
    pipe_models = await get_pipe_models()

829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
    if app.state.config.ENABLE_OPENAI_API:
        openai_models = await get_openai_models()
        openai_models = openai_models["data"]

    if app.state.config.ENABLE_OLLAMA_API:
        ollama_models = await get_ollama_models()
        ollama_models = [
            {
                "id": model["model"],
                "name": model["name"],
                "object": "model",
                "created": int(time.time()),
                "owned_by": "ollama",
                "ollama": model,
            }
            for model in ollama_models["models"]
        ]

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
847
    models = pipe_models + openai_models + ollama_models
848

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
849
    custom_models = Models.get_all_models()
850
851
852
    for custom_model in custom_models:
        if custom_model.base_model_id == None:
            for model in models:
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
853
854
855
856
                if (
                    custom_model.id == model["id"]
                    or custom_model.id == model["id"].split(":")[0]
                ):
857
858
859
                    model["name"] = custom_model.name
                    model["info"] = custom_model.model_dump()
        else:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
860
861
            owned_by = "openai"
            for model in models:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
862
863
864
865
                if (
                    custom_model.base_model_id == model["id"]
                    or custom_model.base_model_id == model["id"].split(":")[0]
                ):
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
866
867
868
                    owned_by = model["owned_by"]
                    break

869
870
871
872
873
874
            models.append(
                {
                    "id": custom_model.id,
                    "name": custom_model.name,
                    "object": "model",
                    "created": custom_model.created_at,
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
875
                    "owned_by": owned_by,
876
                    "info": custom_model.model_dump(),
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
877
                    "preset": True,
878
879
880
                }
            )

Timothy J. Baek's avatar
Timothy J. Baek committed
881
882
883
884
885
886
887
888
889
890
    app.state.MODELS = {model["id"]: model for model in models}

    webui_app.state.MODELS = app.state.MODELS

    return models


@app.get("/api/models")
async def get_models(user=Depends(get_verified_user)):
    models = await get_all_models()
Timothy J. Baek's avatar
Timothy J. Baek committed
891

892
    # Filter out filter pipelines
Timothy J. Baek's avatar
Timothy J. Baek committed
893
894
895
    models = [
        model
        for model in models
Timothy J. Baek's avatar
Timothy J. Baek committed
896
        if "pipeline" not in model or model["pipeline"].get("type", None) != "filter"
Timothy J. Baek's avatar
Timothy J. Baek committed
897
898
    ]

899
900
901
902
903
904
905
906
907
908
909
910
911
    if app.state.config.ENABLE_MODEL_FILTER:
        if user.role == "user":
            models = list(
                filter(
                    lambda model: model["id"] in app.state.config.MODEL_FILTER_LIST,
                    models,
                )
            )
            return {"data": models}

    return {"data": models}


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
912
913
914
915
916
917
918
919
920
921
922
923
@app.post("/api/chat/completions")
async def generate_chat_completions(form_data: dict, user=Depends(get_verified_user)):
    model_id = form_data["model"]
    if model_id not in app.state.MODELS:
        raise HTTPException(
            status_code=status.HTTP_404_NOT_FOUND,
            detail="Model not found",
        )

    model = app.state.MODELS[model_id]
    print(model)

Timothy J. Baek's avatar
Timothy J. Baek committed
924
925
    pipe = model.get("pipe")
    if pipe:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
926
        return await generate_function_chat_completion(form_data, user=user)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
927
928
929
930
931
932
933
934
935
936
    if model["owned_by"] == "ollama":
        return await generate_ollama_chat_completion(form_data, user=user)
    else:
        return await generate_openai_chat_completion(form_data, user=user)


@app.post("/api/chat/completed")
async def chat_completed(form_data: dict, user=Depends(get_verified_user)):
    data = form_data
    model_id = data["model"]
Timothy J. Baek's avatar
Timothy J. Baek committed
937
938
939
940
941
942
    if model_id not in app.state.MODELS:
        raise HTTPException(
            status_code=status.HTTP_404_NOT_FOUND,
            detail="Model not found",
        )
    model = app.state.MODELS[model_id]
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958

    filters = [
        model
        for model in app.state.MODELS.values()
        if "pipeline" in model
        and "type" in model["pipeline"]
        and model["pipeline"]["type"] == "filter"
        and (
            model["pipeline"]["pipelines"] == ["*"]
            or any(
                model_id == target_model_id
                for target_model_id in model["pipeline"]["pipelines"]
            )
        )
    ]

Timothy J. Baek's avatar
Timothy J. Baek committed
959
960
961
    sorted_filters = sorted(filters, key=lambda x: x["pipeline"]["priority"])
    if "pipeline" in model:
        sorted_filters = [model] + sorted_filters
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976

    for filter in sorted_filters:
        r = None
        try:
            urlIdx = filter["urlIdx"]

            url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
            key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]

            if key != "":
                headers = {"Authorization": f"Bearer {key}"}
                r = requests.post(
                    f"{url}/{filter['id']}/filter/outlet",
                    headers=headers,
                    json={
Timothy J. Baek's avatar
Timothy J. Baek committed
977
978
979
980
981
982
                        "user": {
                            "id": user.id,
                            "name": user.name,
                            "email": user.email,
                            "role": user.role,
                        },
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
                        "body": data,
                    },
                )

                r.raise_for_status()
                data = r.json()
        except Exception as e:
            # Handle connection error here
            print(f"Connection error: {e}")

            if r is not None:
                try:
                    res = r.json()
                    if "detail" in res:
                        return JSONResponse(
                            status_code=r.status_code,
                            content=res,
                        )
                except:
                    pass

            else:
                pass

1007
1008
1009
1010
1011
1012
    def get_priority(function_id):
        function = Functions.get_function_by_id(function_id)
        if function is not None and hasattr(function, "valves"):
            return (function.valves if function.valves else {}).get("priority", 0)
        return 0

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1013
    filter_ids = []
Timothy J. Baek's avatar
Timothy J. Baek committed
1014
    if "info" in model and "meta" in model["info"]:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
        enabled_filter_ids = [
            function.id
            for function in Functions.get_functions_by_type(
                "filter", active_only=True
            )
        ]
        filter_ids = [
            filter_id
            for filter_id in enabled_filter_ids
            if filter_id in model["info"]["meta"].get("filterIds", [])
        ]
1026
        filter_ids = list(set(filter_ids))
Timothy J. Baek's avatar
Timothy J. Baek committed
1027

1028
1029
    # Sort filter_ids by priority, using the get_priority function
    filter_ids.sort(key=get_priority)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1030

1031
1032
1033
1034
1035
1036
    for filter_id in filter_ids:
        filter = Functions.get_function_by_id(filter_id)
        if filter:
            if filter_id in webui_app.state.FUNCTIONS:
                function_module = webui_app.state.FUNCTIONS[filter_id]
            else:
1037
1038
1039
                function_module, function_type, frontmatter = (
                    load_function_module_by_id(filter_id)
                )
1040
                webui_app.state.FUNCTIONS[filter_id] = function_module
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1041

1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
            if hasattr(function_module, "valves") and hasattr(
                function_module, "Valves"
            ):
                valves = Functions.get_function_valves_by_id(filter_id)
                function_module.valves = function_module.Valves(
                    **(valves if valves else {})
                )

            try:
                if hasattr(function_module, "outlet"):
                    outlet = function_module.outlet

                    # Get the signature of the function
                    sig = inspect.signature(outlet)
                    params = {"body": data}

                    if "__user__" in sig.parameters:
                        __user__ = {
                            "id": user.id,
                            "email": user.email,
                            "name": user.name,
                            "role": user.role,
                        }

                        try:
                            if hasattr(function_module, "UserValves"):
                                __user__["valves"] = function_module.UserValves(
                                    **Functions.get_user_valves_by_id_and_user_id(
                                        filter_id, user.id
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1071
                                    )
1072
1073
1074
                                )
                        except Exception as e:
                            print(e)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1075

1076
                        params = {**params, "__user__": __user__}
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1077

1078
1079
1080
1081
1082
                    if "__id__" in sig.parameters:
                        params = {
                            **params,
                            "__id__": filter_id,
                        }
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1083

1084
1085
1086
1087
                    if inspect.iscoroutinefunction(outlet):
                        data = await outlet(**params)
                    else:
                        data = outlet(**params)
Timothy J. Baek's avatar
Timothy J. Baek committed
1088

1089
1090
1091
1092
1093
1094
            except Exception as e:
                print(f"Error: {e}")
                return JSONResponse(
                    status_code=status.HTTP_400_BAD_REQUEST,
                    content={"detail": str(e)},
                )
Timothy J. Baek's avatar
Timothy J. Baek committed
1095

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
    return data


##################################
#
# Task Endpoints
#
##################################


# TODO: Refactor task API endpoints below into a separate file


Timothy J. Baek's avatar
Timothy J. Baek committed
1109
1110
1111
1112
1113
1114
1115
@app.get("/api/task/config")
async def get_task_config(user=Depends(get_verified_user)):
    return {
        "TASK_MODEL": app.state.config.TASK_MODEL,
        "TASK_MODEL_EXTERNAL": app.state.config.TASK_MODEL_EXTERNAL,
        "TITLE_GENERATION_PROMPT_TEMPLATE": app.state.config.TITLE_GENERATION_PROMPT_TEMPLATE,
        "SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE": app.state.config.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1116
        "SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD": app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD,
Timothy J. Baek's avatar
Timothy J. Baek committed
1117
        "TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE": app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1118
1119
1120
1121
1122
1123
1124
1125
    }


class TaskConfigForm(BaseModel):
    TASK_MODEL: Optional[str]
    TASK_MODEL_EXTERNAL: Optional[str]
    TITLE_GENERATION_PROMPT_TEMPLATE: str
    SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE: str
Timothy J. Baek's avatar
Timothy J. Baek committed
1126
    SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD: int
Timothy J. Baek's avatar
Timothy J. Baek committed
1127
    TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE: str
Timothy J. Baek's avatar
Timothy J. Baek committed
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139


@app.post("/api/task/config/update")
async def update_task_config(form_data: TaskConfigForm, user=Depends(get_admin_user)):
    app.state.config.TASK_MODEL = form_data.TASK_MODEL
    app.state.config.TASK_MODEL_EXTERNAL = form_data.TASK_MODEL_EXTERNAL
    app.state.config.TITLE_GENERATION_PROMPT_TEMPLATE = (
        form_data.TITLE_GENERATION_PROMPT_TEMPLATE
    )
    app.state.config.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE = (
        form_data.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE
    )
Timothy J. Baek's avatar
Timothy J. Baek committed
1140
1141
1142
    app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD = (
        form_data.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD
    )
Timothy J. Baek's avatar
Timothy J. Baek committed
1143
1144
1145
    app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE = (
        form_data.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE
    )
Timothy J. Baek's avatar
Timothy J. Baek committed
1146
1147
1148
1149
1150
1151

    return {
        "TASK_MODEL": app.state.config.TASK_MODEL,
        "TASK_MODEL_EXTERNAL": app.state.config.TASK_MODEL_EXTERNAL,
        "TITLE_GENERATION_PROMPT_TEMPLATE": app.state.config.TITLE_GENERATION_PROMPT_TEMPLATE,
        "SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE": app.state.config.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1152
        "SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD": app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD,
Timothy J. Baek's avatar
Timothy J. Baek committed
1153
        "TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE": app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1154
1155
1156
    }


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1157
@app.post("/api/task/title/completions")
Timothy J. Baek's avatar
Timothy J. Baek committed
1158
1159
async def generate_title(form_data: dict, user=Depends(get_verified_user)):
    print("generate_title")
Timothy J. Baek's avatar
Timothy J. Baek committed
1160

Timothy J. Baek's avatar
Timothy J. Baek committed
1161
1162
1163
1164
1165
1166
1167
    model_id = form_data["model"]
    if model_id not in app.state.MODELS:
        raise HTTPException(
            status_code=status.HTTP_404_NOT_FOUND,
            detail="Model not found",
        )

Timothy J. Baek's avatar
Timothy J. Baek committed
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
    # Check if the user has a custom task model
    # If the user has a custom task model, use that model
    if app.state.MODELS[model_id]["owned_by"] == "ollama":
        if app.state.config.TASK_MODEL:
            task_model_id = app.state.config.TASK_MODEL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id
    else:
        if app.state.config.TASK_MODEL_EXTERNAL:
            task_model_id = app.state.config.TASK_MODEL_EXTERNAL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id

    print(model_id)
Timothy J. Baek's avatar
Timothy J. Baek committed
1182
1183
1184
1185
1186
    model = app.state.MODELS[model_id]

    template = app.state.config.TITLE_GENERATION_PROMPT_TEMPLATE

    content = title_generation_template(
Timothy J. Baek's avatar
Timothy J. Baek committed
1187
1188
1189
1190
1191
1192
        template,
        form_data["prompt"],
        {
            "name": user.name,
            "location": user.info.get("location") if user.info else None,
        },
Timothy J. Baek's avatar
Timothy J. Baek committed
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
    )

    payload = {
        "model": model_id,
        "messages": [{"role": "user", "content": content}],
        "stream": False,
        "max_tokens": 50,
        "chat_id": form_data.get("chat_id", None),
        "title": True,
    }

1204
    log.debug(payload)
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1205
1206
1207
1208
1209
1210
1211
1212

    try:
        payload = filter_pipeline(payload, user)
    except Exception as e:
        return JSONResponse(
            status_code=e.args[0],
            content={"detail": e.args[1]},
        )
Timothy J. Baek's avatar
Timothy J. Baek committed
1213

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1214
    return await generate_chat_completions(form_data=payload, user=user)
Timothy J. Baek's avatar
Timothy J. Baek committed
1215
1216


Timothy J. Baek's avatar
Timothy J. Baek committed
1217
1218
1219
1220
@app.post("/api/task/query/completions")
async def generate_search_query(form_data: dict, user=Depends(get_verified_user)):
    print("generate_search_query")

Timothy J. Baek's avatar
Timothy J. Baek committed
1221
1222
1223
1224
1225
1226
    if len(form_data["prompt"]) < app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD:
        raise HTTPException(
            status_code=status.HTTP_400_BAD_REQUEST,
            detail=f"Skip search query generation for short prompts (< {app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD} characters)",
        )

Timothy J. Baek's avatar
Timothy J. Baek committed
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
    model_id = form_data["model"]
    if model_id not in app.state.MODELS:
        raise HTTPException(
            status_code=status.HTTP_404_NOT_FOUND,
            detail="Model not found",
        )

    # Check if the user has a custom task model
    # If the user has a custom task model, use that model
    if app.state.MODELS[model_id]["owned_by"] == "ollama":
        if app.state.config.TASK_MODEL:
            task_model_id = app.state.config.TASK_MODEL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id
    else:
        if app.state.config.TASK_MODEL_EXTERNAL:
            task_model_id = app.state.config.TASK_MODEL_EXTERNAL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id

    print(model_id)
    model = app.state.MODELS[model_id]

    template = app.state.config.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE

    content = search_query_generation_template(
Timothy J. Baek's avatar
Timothy J. Baek committed
1253
        template, form_data["prompt"], {"name": user.name}
Timothy J. Baek's avatar
Timothy J. Baek committed
1254
1255
1256
1257
1258
1259
1260
    )

    payload = {
        "model": model_id,
        "messages": [{"role": "user", "content": content}],
        "stream": False,
        "max_tokens": 30,
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
        "task": True,
    }

    print(payload)

    try:
        payload = filter_pipeline(payload, user)
    except Exception as e:
        return JSONResponse(
            status_code=e.args[0],
            content={"detail": e.args[1]},
        )

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1274
    return await generate_chat_completions(form_data=payload, user=user)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304


@app.post("/api/task/emoji/completions")
async def generate_emoji(form_data: dict, user=Depends(get_verified_user)):
    print("generate_emoji")

    model_id = form_data["model"]
    if model_id not in app.state.MODELS:
        raise HTTPException(
            status_code=status.HTTP_404_NOT_FOUND,
            detail="Model not found",
        )

    # Check if the user has a custom task model
    # If the user has a custom task model, use that model
    if app.state.MODELS[model_id]["owned_by"] == "ollama":
        if app.state.config.TASK_MODEL:
            task_model_id = app.state.config.TASK_MODEL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id
    else:
        if app.state.config.TASK_MODEL_EXTERNAL:
            task_model_id = app.state.config.TASK_MODEL_EXTERNAL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id

    print(model_id)
    model = app.state.MODELS[model_id]

    template = '''
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1305
Your task is to reflect the speaker's likely facial expression through a fitting emoji. Interpret emotions from the message and reflect their facial expression using fitting, diverse emojis (e.g., 😊, 😢, 😡, 😱).
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1306
1307
1308
1309
1310

Message: """{{prompt}}"""
'''

    content = title_generation_template(
Timothy J. Baek's avatar
Timothy J. Baek committed
1311
1312
1313
1314
1315
1316
        template,
        form_data["prompt"],
        {
            "name": user.name,
            "location": user.info.get("location") if user.info else None,
        },
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1317
1318
1319
1320
1321
1322
1323
1324
1325
    )

    payload = {
        "model": model_id,
        "messages": [{"role": "user", "content": content}],
        "stream": False,
        "max_tokens": 4,
        "chat_id": form_data.get("chat_id", None),
        "task": True,
Timothy J. Baek's avatar
Timothy J. Baek committed
1326
1327
    }

1328
    log.debug(payload)
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1329
1330
1331
1332
1333
1334
1335
1336

    try:
        payload = filter_pipeline(payload, user)
    except Exception as e:
        return JSONResponse(
            status_code=e.args[0],
            content={"detail": e.args[1]},
        )
Timothy J. Baek's avatar
Timothy J. Baek committed
1337

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1338
    return await generate_chat_completions(form_data=payload, user=user)
Timothy J. Baek's avatar
Timothy J. Baek committed
1339
1340


Timothy J. Baek's avatar
Timothy J. Baek committed
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
@app.post("/api/task/tools/completions")
async def get_tools_function_calling(form_data: dict, user=Depends(get_verified_user)):
    print("get_tools_function_calling")

    model_id = form_data["model"]
    if model_id not in app.state.MODELS:
        raise HTTPException(
            status_code=status.HTTP_404_NOT_FOUND,
            detail="Model not found",
        )

    # Check if the user has a custom task model
    # If the user has a custom task model, use that model
    if app.state.MODELS[model_id]["owned_by"] == "ollama":
        if app.state.config.TASK_MODEL:
            task_model_id = app.state.config.TASK_MODEL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id
    else:
        if app.state.config.TASK_MODEL_EXTERNAL:
            task_model_id = app.state.config.TASK_MODEL_EXTERNAL
            if task_model_id in app.state.MODELS:
                model_id = task_model_id

    print(model_id)
    template = app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE

Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1368
    try:
Timothy J. Baek's avatar
Timothy J. Baek committed
1369
        context, citation, file_handler = await get_function_call_response(
Timothy J. Baek's avatar
Timothy J. Baek committed
1370
1371
1372
1373
1374
1375
            form_data["messages"],
            form_data.get("files", []),
            form_data["tool_id"],
            template,
            model_id,
            user,
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1376
1377
1378
1379
1380
1381
1382
        )
        return context
    except Exception as e:
        return JSONResponse(
            status_code=e.args[0],
            content={"detail": e.args[1]},
        )
Timothy J. Baek's avatar
Timothy J. Baek committed
1383
1384


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1385
1386
1387
1388
1389
##################################
#
# Pipelines Endpoints
#
##################################
1390
1391


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1392
# TODO: Refactor pipelines API endpoints below into a separate file
1393
1394


1395
1396
@app.get("/api/pipelines/list")
async def get_pipelines_list(user=Depends(get_admin_user)):
Timothy J. Baek's avatar
Timothy J. Baek committed
1397
1398
1399
    responses = await get_openai_models(raw=True)

    print(responses)
Timothy J. Baek's avatar
Timothy J. Baek committed
1400
1401
1402
1403
1404
    urlIdxs = [
        idx
        for idx, response in enumerate(responses)
        if response != None and "pipelines" in response
    ]
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416

    return {
        "data": [
            {
                "url": openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx],
                "idx": urlIdx,
            }
            for urlIdx in urlIdxs
        ]
    }


Timothy J. Baek's avatar
Timothy J. Baek committed
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
@app.post("/api/pipelines/upload")
async def upload_pipeline(
    urlIdx: int = Form(...), file: UploadFile = File(...), user=Depends(get_admin_user)
):
    print("upload_pipeline", urlIdx, file.filename)
    # Check if the uploaded file is a python file
    if not file.filename.endswith(".py"):
        raise HTTPException(
            status_code=status.HTTP_400_BAD_REQUEST,
            detail="Only Python (.py) files are allowed.",
        )

    upload_folder = f"{CACHE_DIR}/pipelines"
    os.makedirs(upload_folder, exist_ok=True)
    file_path = os.path.join(upload_folder, file.filename)

    try:
        # Save the uploaded file
        with open(file_path, "wb") as buffer:
            shutil.copyfileobj(file.file, buffer)

        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]

        headers = {"Authorization": f"Bearer {key}"}

        with open(file_path, "rb") as f:
            files = {"file": f}
            r = requests.post(f"{url}/pipelines/upload", headers=headers, files=files)

        r.raise_for_status()
        data = r.json()

        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")

        detail = "Pipeline not found"
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass

        raise HTTPException(
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
            detail=detail,
        )
    finally:
        # Ensure the file is deleted after the upload is completed or on failure
        if os.path.exists(file_path):
            os.remove(file_path)


Timothy J. Baek's avatar
Timothy J. Baek committed
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
class AddPipelineForm(BaseModel):
    url: str
    urlIdx: int


@app.post("/api/pipelines/add")
async def add_pipeline(form_data: AddPipelineForm, user=Depends(get_admin_user)):

    r = None
    try:
        urlIdx = form_data.urlIdx

        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]

        headers = {"Authorization": f"Bearer {key}"}
        r = requests.post(
            f"{url}/pipelines/add", headers=headers, json={"url": form_data.url}
        )

        r.raise_for_status()
        data = r.json()

        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")

        detail = "Pipeline not found"
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass

        raise HTTPException(
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
            detail=detail,
        )


class DeletePipelineForm(BaseModel):
    id: str
    urlIdx: int


@app.delete("/api/pipelines/delete")
async def delete_pipeline(form_data: DeletePipelineForm, user=Depends(get_admin_user)):

    r = None
    try:
        urlIdx = form_data.urlIdx

        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]

        headers = {"Authorization": f"Bearer {key}"}
        r = requests.delete(
            f"{url}/pipelines/delete", headers=headers, json={"id": form_data.id}
        )

        r.raise_for_status()
        data = r.json()

        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")

        detail = "Pipeline not found"
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass

        raise HTTPException(
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
            detail=detail,
        )


Timothy J. Baek's avatar
Timothy J. Baek committed
1560
@app.get("/api/pipelines")
1561
async def get_pipelines(urlIdx: Optional[int] = None, user=Depends(get_admin_user)):
Timothy J. Baek's avatar
Timothy J. Baek committed
1562
1563
1564
    r = None
    try:
        urlIdx
1565

Timothy J. Baek's avatar
Timothy J. Baek committed
1566
1567
        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]
1568

Timothy J. Baek's avatar
Timothy J. Baek committed
1569
1570
        headers = {"Authorization": f"Bearer {key}"}
        r = requests.get(f"{url}/pipelines", headers=headers)
1571

Timothy J. Baek's avatar
Timothy J. Baek committed
1572
1573
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1574

Timothy J. Baek's avatar
Timothy J. Baek committed
1575
1576
1577
1578
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
1579

Timothy J. Baek's avatar
Timothy J. Baek committed
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
        detail = "Pipeline not found"
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass

        raise HTTPException(
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
            detail=detail,
        )
Timothy J. Baek's avatar
Timothy J. Baek committed
1593
1594


Timothy J. Baek's avatar
Timothy J. Baek committed
1595
1596
1597
1598
1599
1600
1601
@app.get("/api/pipelines/{pipeline_id}/valves")
async def get_pipeline_valves(
    urlIdx: Optional[int], pipeline_id: str, user=Depends(get_admin_user)
):
    models = await get_all_models()
    r = None
    try:
Timothy J. Baek's avatar
Timothy J. Baek committed
1602

Timothy J. Baek's avatar
Timothy J. Baek committed
1603
1604
        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]
Timothy J. Baek's avatar
Timothy J. Baek committed
1605

Timothy J. Baek's avatar
Timothy J. Baek committed
1606
1607
        headers = {"Authorization": f"Bearer {key}"}
        r = requests.get(f"{url}/{pipeline_id}/valves", headers=headers)
Timothy J. Baek's avatar
Timothy J. Baek committed
1608

Timothy J. Baek's avatar
Timothy J. Baek committed
1609
1610
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1611

Timothy J. Baek's avatar
Timothy J. Baek committed
1612
1613
1614
1615
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
1616

Timothy J. Baek's avatar
Timothy J. Baek committed
1617
        detail = "Pipeline not found"
1618

Timothy J. Baek's avatar
Timothy J. Baek committed
1619
1620
1621
1622
1623
1624
1625
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass
Timothy J. Baek's avatar
Timothy J. Baek committed
1626
1627

        raise HTTPException(
Timothy J. Baek's avatar
Timothy J. Baek committed
1628
1629
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
            detail=detail,
Timothy J. Baek's avatar
Timothy J. Baek committed
1630
1631
1632
1633
        )


@app.get("/api/pipelines/{pipeline_id}/valves/spec")
Timothy J. Baek's avatar
Timothy J. Baek committed
1634
1635
1636
async def get_pipeline_valves_spec(
    urlIdx: Optional[int], pipeline_id: str, user=Depends(get_admin_user)
):
Timothy J. Baek's avatar
Timothy J. Baek committed
1637
1638
    models = await get_all_models()

Timothy J. Baek's avatar
Timothy J. Baek committed
1639
1640
1641
1642
    r = None
    try:
        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]
Timothy J. Baek's avatar
Timothy J. Baek committed
1643

Timothy J. Baek's avatar
Timothy J. Baek committed
1644
1645
        headers = {"Authorization": f"Bearer {key}"}
        r = requests.get(f"{url}/{pipeline_id}/valves/spec", headers=headers)
Timothy J. Baek's avatar
Timothy J. Baek committed
1646

Timothy J. Baek's avatar
Timothy J. Baek committed
1647
1648
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1649

Timothy J. Baek's avatar
Timothy J. Baek committed
1650
1651
1652
1653
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
1654

Timothy J. Baek's avatar
Timothy J. Baek committed
1655
1656
1657
1658
1659
1660
1661
1662
        detail = "Pipeline not found"
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass
1663

Timothy J. Baek's avatar
Timothy J. Baek committed
1664
        raise HTTPException(
Timothy J. Baek's avatar
Timothy J. Baek committed
1665
1666
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
            detail=detail,
Timothy J. Baek's avatar
Timothy J. Baek committed
1667
1668
1669
1670
1671
        )


@app.post("/api/pipelines/{pipeline_id}/valves/update")
async def update_pipeline_valves(
Timothy J. Baek's avatar
Timothy J. Baek committed
1672
1673
1674
1675
    urlIdx: Optional[int],
    pipeline_id: str,
    form_data: dict,
    user=Depends(get_admin_user),
Timothy J. Baek's avatar
Timothy J. Baek committed
1676
1677
1678
):
    models = await get_all_models()

Timothy J. Baek's avatar
Timothy J. Baek committed
1679
1680
1681
1682
    r = None
    try:
        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]
Timothy J. Baek's avatar
Timothy J. Baek committed
1683

Timothy J. Baek's avatar
Timothy J. Baek committed
1684
1685
1686
1687
1688
1689
        headers = {"Authorization": f"Bearer {key}"}
        r = requests.post(
            f"{url}/{pipeline_id}/valves/update",
            headers=headers,
            json={**form_data},
        )
Timothy J. Baek's avatar
Timothy J. Baek committed
1690

Timothy J. Baek's avatar
Timothy J. Baek committed
1691
1692
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1693

Timothy J. Baek's avatar
Timothy J. Baek committed
1694
1695
1696
1697
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
1698

Timothy J. Baek's avatar
Timothy J. Baek committed
1699
        detail = "Pipeline not found"
1700

Timothy J. Baek's avatar
Timothy J. Baek committed
1701
1702
1703
1704
1705
1706
1707
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass
1708

Timothy J. Baek's avatar
Timothy J. Baek committed
1709
        raise HTTPException(
Timothy J. Baek's avatar
Timothy J. Baek committed
1710
            status_code=(r.status_code if r is not None else status.HTTP_404_NOT_FOUND),
Timothy J. Baek's avatar
Timothy J. Baek committed
1711
            detail=detail,
Timothy J. Baek's avatar
Timothy J. Baek committed
1712
1713
1714
        )


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1715
1716
1717
1718
1719
1720
1721
##################################
#
# Config Endpoints
#
##################################


Timothy J. Baek's avatar
Timothy J. Baek committed
1722
1723
@app.get("/api/config")
async def get_app_config():
1724
    # Checking and Handling the Absence of 'ui' in CONFIG_DATA
1725
1726

    default_locale = "en-US"
1727
1728
1729
1730
    if "ui" in CONFIG_DATA:
        default_locale = CONFIG_DATA["ui"].get("default_locale", "en-US")

    # The Rest of the Function Now Uses the Variables Defined Above
Timothy J. Baek's avatar
Timothy J. Baek committed
1731
1732
    return {
        "status": True,
1733
        "name": WEBUI_NAME,
Timothy J. Baek's avatar
Timothy J. Baek committed
1734
        "version": VERSION,
1735
        "default_locale": default_locale,
1736
1737
        "default_models": webui_app.state.config.DEFAULT_MODELS,
        "default_prompt_suggestions": webui_app.state.config.DEFAULT_PROMPT_SUGGESTIONS,
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1738
        "features": {
1739
1740
            "auth": WEBUI_AUTH,
            "auth_trusted_header": bool(webui_app.state.AUTH_TRUSTED_EMAIL_HEADER),
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1741
            "enable_signup": webui_app.state.config.ENABLE_SIGNUP,
Timothy J. Baek's avatar
Timothy J. Baek committed
1742
            "enable_web_search": rag_app.state.config.ENABLE_RAG_WEB_SEARCH,
1743
            "enable_image_generation": images_app.state.config.ENABLED,
1744
            "enable_community_sharing": webui_app.state.config.ENABLE_COMMUNITY_SHARING,
1745
            "enable_admin_export": ENABLE_ADMIN_EXPORT,
1746
        },
Timothy J. Baek's avatar
Timothy J. Baek committed
1747
1748
1749
1750
1751
1752
1753
1754
1755
        "audio": {
            "tts": {
                "engine": audio_app.state.config.TTS_ENGINE,
                "voice": audio_app.state.config.TTS_VOICE,
            },
            "stt": {
                "engine": audio_app.state.config.STT_ENGINE,
            },
        },
1756
1757
1758
1759
1760
1761
        "oauth": {
            "providers": {
                name: config.get("name", name)
                for name, config in OAUTH_PROVIDERS.items()
            }
        },
Timothy J. Baek's avatar
Timothy J. Baek committed
1762
1763
1764
    }


Timothy J. Baek's avatar
Timothy J. Baek committed
1765
1766
@app.get("/api/config/model/filter")
async def get_model_filter_config(user=Depends(get_admin_user)):
1767
    return {
1768
1769
        "enabled": app.state.config.ENABLE_MODEL_FILTER,
        "models": app.state.config.MODEL_FILTER_LIST,
1770
    }
Timothy J. Baek's avatar
Timothy J. Baek committed
1771
1772
1773
1774
1775
1776
1777
1778


class ModelFilterConfigForm(BaseModel):
    enabled: bool
    models: List[str]


@app.post("/api/config/model/filter")
Timothy J. Baek's avatar
Timothy J. Baek committed
1779
async def update_model_filter_config(
Timothy J. Baek's avatar
Timothy J. Baek committed
1780
1781
    form_data: ModelFilterConfigForm, user=Depends(get_admin_user)
):
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1782
1783
    app.state.config.ENABLE_MODEL_FILTER = form_data.enabled
    app.state.config.MODEL_FILTER_LIST = form_data.models
Timothy J. Baek's avatar
Timothy J. Baek committed
1784

1785
    return {
1786
1787
        "enabled": app.state.config.ENABLE_MODEL_FILTER,
        "models": app.state.config.MODEL_FILTER_LIST,
1788
    }
Timothy J. Baek's avatar
Timothy J. Baek committed
1789
1790


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1791
1792
1793
# TODO: webhook endpoint should be under config endpoints


Timothy J. Baek's avatar
Timothy J. Baek committed
1794
1795
1796
@app.get("/api/webhook")
async def get_webhook_url(user=Depends(get_admin_user)):
    return {
1797
        "url": app.state.config.WEBHOOK_URL,
Timothy J. Baek's avatar
Timothy J. Baek committed
1798
1799
1800
1801
1802
1803
1804
1805
1806
    }


class UrlForm(BaseModel):
    url: str


@app.post("/api/webhook")
async def update_webhook_url(form_data: UrlForm, user=Depends(get_admin_user)):
1807
1808
    app.state.config.WEBHOOK_URL = form_data.url
    webui_app.state.WEBHOOK_URL = app.state.config.WEBHOOK_URL
1809
    return {"url": app.state.config.WEBHOOK_URL}
1810
1811


1812
1813
1814
1815
1816
1817
1818
@app.get("/api/version")
async def get_app_config():
    return {
        "version": VERSION,
    }


Timothy J. Baek's avatar
Timothy J. Baek committed
1819
1820
@app.get("/api/changelog")
async def get_app_changelog():
1821
    return {key: CHANGELOG[key] for idx, key in enumerate(CHANGELOG) if idx < 5}
Timothy J. Baek's avatar
Timothy J. Baek committed
1822
1823


1824
1825
1826
@app.get("/api/version/updates")
async def get_app_latest_release_version():
    try:
1827
        async with aiohttp.ClientSession(trust_env=True) as session:
Timothy J. Baek's avatar
Timothy J. Baek committed
1828
1829
1830
1831
1832
1833
1834
1835
1836
            async with session.get(
                "https://api.github.com/repos/open-webui/open-webui/releases/latest"
            ) as response:
                response.raise_for_status()
                data = await response.json()
                latest_version = data["tag_name"]

                return {"current": VERSION, "latest": latest_version[1:]}
    except aiohttp.ClientError as e:
1837
1838
        raise HTTPException(
            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1839
            detail=ERROR_MESSAGES.RATE_LIMIT_EXCEEDED,
1840
1841
        )

Timothy J. Baek's avatar
Timothy J. Baek committed
1842

1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
############################
# OAuth Login & Callback
############################

oauth = OAuth()

for provider_name, provider_config in OAUTH_PROVIDERS.items():
    oauth.register(
        name=provider_name,
        client_id=provider_config["client_id"],
        client_secret=provider_config["client_secret"],
        server_metadata_url=provider_config["server_metadata_url"],
        client_kwargs={
            "scope": provider_config["scope"],
        },
    )

# SessionMiddleware is used by authlib for oauth
if len(OAUTH_PROVIDERS) > 0:
    app.add_middleware(
1863
1864
1865
1866
        SessionMiddleware,
        secret_key=WEBUI_SECRET_KEY,
        session_cookie="oui-session",
        same_site=WEBUI_SESSION_COOKIE_SAME_SITE,
1867
        https_only=WEBUI_SESSION_COOKIE_SECURE,
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
    )


@app.get("/oauth/{provider}/login")
async def oauth_login(provider: str, request: Request):
    if provider not in OAUTH_PROVIDERS:
        raise HTTPException(404)
    redirect_uri = request.url_for("oauth_callback", provider=provider)
    return await oauth.create_client(provider).authorize_redirect(request, redirect_uri)


1879
1880
1881
1882
1883
1884
# OAuth login logic is as follows:
# 1. Attempt to find a user with matching subject ID, tied to the provider
# 2. If OAUTH_MERGE_ACCOUNTS_BY_EMAIL is true, find a user with the email address provided via OAuth
#    - This is considered insecure in general, as OAuth providers do not always verify email addresses
# 3. If there is no user, and ENABLE_OAUTH_SIGNUP is true, create a user
#    - Email addresses are considered unique, so we fail registration if the email address is alreayd taken
1885
@app.get("/oauth/{provider}/callback")
1886
async def oauth_callback(provider: str, request: Request, response: Response):
1887
1888
1889
    if provider not in OAUTH_PROVIDERS:
        raise HTTPException(404)
    client = oauth.create_client(provider)
1890
1891
1892
    try:
        token = await client.authorize_access_token(request)
    except Exception as e:
1893
        log.warning(f"OAuth callback error: {e}")
1894
        raise HTTPException(400, detail=ERROR_MESSAGES.INVALID_CRED)
1895
1896
1897
1898
    user_data: UserInfo = token["userinfo"]

    sub = user_data.get("sub")
    if not sub:
1899
        log.warning(f"OAuth callback failed, sub is missing: {user_data}")
1900
1901
        raise HTTPException(400, detail=ERROR_MESSAGES.INVALID_CRED)
    provider_sub = f"{provider}@{sub}"
1902
1903
1904
    email = user_data.get("email", "").lower()
    # We currently mandate that email addresses are provided
    if not email:
1905
        log.warning(f"OAuth callback failed, email is missing: {user_data}")
1906
        raise HTTPException(400, detail=ERROR_MESSAGES.INVALID_CRED)
1907
1908
1909
1910
1911
1912

    # Check if the user exists
    user = Users.get_user_by_oauth_sub(provider_sub)

    if not user:
        # If the user does not exist, check if merging is enabled
1913
        if OAUTH_MERGE_ACCOUNTS_BY_EMAIL.value:
1914
            # Check if the user exists by email
1915
            user = Users.get_user_by_email(email)
1916
1917
1918
1919
1920
1921
1922
            if user:
                # Update the user with the new oauth sub
                Users.update_user_oauth_sub_by_id(user.id, provider_sub)

    if not user:
        # If the user does not exist, check if signups are enabled
        if ENABLE_OAUTH_SIGNUP.value:
1923
1924
1925
1926
1927
            # Check if an existing user with the same email already exists
            existing_user = Users.get_user_by_email(user_data.get("email", "").lower())
            if existing_user:
                raise HTTPException(400, detail=ERROR_MESSAGES.EMAIL_TAKEN)

1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
            picture_url = user_data.get("picture", "")
            if picture_url:
                # Download the profile image into a base64 string
                try:
                    async with aiohttp.ClientSession() as session:
                        async with session.get(picture_url) as resp:
                            picture = await resp.read()
                            base64_encoded_picture = base64.b64encode(picture).decode(
                                "utf-8"
                            )
                            guessed_mime_type = mimetypes.guess_type(picture_url)[0]
                            if guessed_mime_type is None:
                                # assume JPG, browsers are tolerant enough of image formats
                                guessed_mime_type = "image/jpeg"
                            picture_url = f"data:{guessed_mime_type};base64,{base64_encoded_picture}"
                except Exception as e:
1944
                    log.error(f"Error downloading profile image '{picture_url}': {e}")
1945
1946
1947
                    picture_url = ""
            if not picture_url:
                picture_url = "/user.png"
1948
            user = Auths.insert_new_auth(
1949
                email=email,
1950
1951
1952
1953
                password=get_password_hash(
                    str(uuid.uuid4())
                ),  # Random password, not used
                name=user_data.get("name", "User"),
1954
                profile_image_url=picture_url,
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
                role=webui_app.state.config.DEFAULT_USER_ROLE,
                oauth_sub=provider_sub,
            )

            if webui_app.state.config.WEBHOOK_URL:
                post_webhook(
                    webui_app.state.config.WEBHOOK_URL,
                    WEBHOOK_MESSAGES.USER_SIGNUP(user.name),
                    {
                        "action": "signup",
                        "message": WEBHOOK_MESSAGES.USER_SIGNUP(user.name),
                        "user": user.model_dump_json(exclude_none=True),
                    },
                )
        else:
1970
1971
1972
            raise HTTPException(
                status.HTTP_403_FORBIDDEN, detail=ERROR_MESSAGES.ACCESS_PROHIBITED
            )
1973
1974
1975
1976
1977
1978

    jwt_token = create_token(
        data={"id": user.id},
        expires_delta=parse_duration(webui_app.state.config.JWT_EXPIRES_IN),
    )

1979
1980
1981
1982
1983
1984
1985
    # Set the cookie token
    response.set_cookie(
        key="token",
        value=token,
        httponly=True,  # Ensures the cookie is not accessible via JavaScript
    )

1986
1987
1988
1989
1990
    # Redirect back to the frontend with the JWT token
    redirect_url = f"{request.base_url}auth#token={jwt_token}"
    return RedirectResponse(url=redirect_url)


1991
1992
1993
@app.get("/manifest.json")
async def get_manifest_json():
    return {
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1994
1995
        "name": WEBUI_NAME,
        "short_name": WEBUI_NAME,
1996
1997
1998
1999
        "start_url": "/",
        "display": "standalone",
        "background_color": "#343541",
        "orientation": "portrait-primary",
Timothy J. Baek's avatar
Timothy J. Baek committed
2000
        "icons": [{"src": "/static/logo.png", "type": "image/png", "sizes": "500x500"}],
2001
2002
    }

Timothy J. Baek's avatar
Timothy J. Baek committed
2003

2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
@app.get("/opensearch.xml")
async def get_opensearch_xml():
    xml_content = rf"""
    <OpenSearchDescription xmlns="http://a9.com/-/spec/opensearch/1.1/" xmlns:moz="http://www.mozilla.org/2006/browser/search/">
    <ShortName>{WEBUI_NAME}</ShortName>
    <Description>Search {WEBUI_NAME}</Description>
    <InputEncoding>UTF-8</InputEncoding>
    <Image width="16" height="16" type="image/x-icon">{WEBUI_URL}/favicon.png</Image>
    <Url type="text/html" method="get" template="{WEBUI_URL}/?q={"{searchTerms}"}"/>
    <moz:SearchForm>{WEBUI_URL}</moz:SearchForm>
    </OpenSearchDescription>
    """
    return Response(content=xml_content, media_type="application/xml")


Timothy J. Baek's avatar
Timothy J. Baek committed
2019
2020
2021
2022
2023
@app.get("/health")
async def healthcheck():
    return {"status": True}


2024
2025
app.mount("/static", StaticFiles(directory=STATIC_DIR), name="static")
app.mount("/cache", StaticFiles(directory=CACHE_DIR), name="cache")
2026

2027
if os.path.exists(FRONTEND_BUILD_DIR):
Timothy J. Baek's avatar
Timothy J. Baek committed
2028
    mimetypes.add_type("text/javascript", ".js")
2029
2030
2031
2032
2033
2034
2035
2036
2037
    app.mount(
        "/",
        SPAStaticFiles(directory=FRONTEND_BUILD_DIR, html=True),
        name="spa-static-files",
    )
else:
    log.warning(
        f"Frontend build directory not found at '{FRONTEND_BUILD_DIR}'. Serving API only."
    )