main.py 59.1 KB
Newer Older
1
from contextlib import asynccontextmanager
Timothy J. Baek's avatar
Timothy J. Baek committed
2
3
4
from bs4 import BeautifulSoup
import json
import markdown
5
import time
Timothy J. Baek's avatar
Timothy J. Baek committed
6
7
import os
import sys
8
import logging
Timothy J. Baek's avatar
Timothy J. Baek committed
9
import aiohttp
10
import requests
11
import mimetypes
Timothy J. Baek's avatar
Timothy J. Baek committed
12
13
import shutil
import os
Timothy J. Baek's avatar
Timothy J. Baek committed
14
import uuid
Timothy J. Baek's avatar
Timothy J. Baek committed
15
import inspect
Timothy J. Baek's avatar
Timothy J. Baek committed
16
import asyncio
Timothy J. Baek's avatar
Timothy J. Baek committed
17

Timothy J. Baek's avatar
Timothy J. Baek committed
18
from fastapi.concurrency import run_in_threadpool
Timothy J. Baek's avatar
Timothy J. Baek committed
19
from fastapi import FastAPI, Request, Depends, status, UploadFile, File, Form
Timothy J. Baek's avatar
Timothy J. Baek committed
20
from fastapi.staticfiles import StaticFiles
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
21
from fastapi.responses import JSONResponse
Timothy J. Baek's avatar
Timothy J. Baek committed
22
23
24
from fastapi import HTTPException
from fastapi.middleware.wsgi import WSGIMiddleware
from fastapi.middleware.cors import CORSMiddleware
25
from starlette.exceptions import HTTPException as StarletteHTTPException
Timothy J. Baek's avatar
Timothy J. Baek committed
26
from starlette.middleware.base import BaseHTTPMiddleware
27
from starlette.responses import StreamingResponse, Response
Timothy J. Baek's avatar
Timothy J. Baek committed
28

Timothy J. Baek's avatar
Timothy J. Baek committed
29
30

from apps.socket.main import app as socket_app
31
32
33
34
35
36
37
38
39
40
41
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
42

Timothy J. Baek's avatar
Timothy J. Baek committed
43
from apps.audio.main import app as audio_app
Timothy J. Baek's avatar
Timothy J. Baek committed
44
45
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
46
from apps.webui.main import app as webui_app, get_pipe_models
Timothy J. Baek's avatar
Timothy J. Baek committed
47

Timothy J. Baek's avatar
Timothy J. Baek committed
48

Timothy J. Baek's avatar
Timothy J. Baek committed
49
from pydantic import BaseModel
Timothy J. Baek's avatar
Timothy J. Baek committed
50
from typing import List, Optional, Iterator, Generator, Union
Timothy J. Baek's avatar
Timothy J. Baek committed
51

52
from apps.webui.models.models import Models, ModelModel
Timothy J. Baek's avatar
Timothy J. Baek committed
53
from apps.webui.models.tools import Tools
Timothy J. Baek's avatar
Timothy J. Baek committed
54
55
56
from apps.webui.models.functions import Functions

from apps.webui.utils import load_toolkit_module_by_id, load_function_module_by_id
Timothy J. Baek's avatar
Timothy J. Baek committed
57
58


59
60
61
62
63
64
from utils.utils import (
    get_admin_user,
    get_verified_user,
    get_current_user,
    get_http_authorization_cred,
)
Timothy J. Baek's avatar
Timothy J. Baek committed
65
66
67
68
69
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
70
71
72
73
74
from utils.misc import (
    get_last_user_message,
    add_or_update_system_message,
    stream_message_template,
)
Timothy J. Baek's avatar
Timothy J. Baek committed
75

Timothy J. Baek's avatar
Timothy J. Baek committed
76
from apps.rag.utils import get_rag_context, rag_template
Timothy J. Baek's avatar
Timothy J. Baek committed
77

78
from config import (
79
    CONFIG_DATA,
80
    WEBUI_NAME,
81
    WEBUI_URL,
82
    WEBUI_AUTH,
83
84
85
86
    ENV,
    VERSION,
    CHANGELOG,
    FRONTEND_BUILD_DIR,
Timothy J. Baek's avatar
Timothy J. Baek committed
87
    UPLOAD_DIR,
88
89
    CACHE_DIR,
    STATIC_DIR,
90
91
    ENABLE_OPENAI_API,
    ENABLE_OLLAMA_API,
Timothy J. Baek's avatar
Timothy J. Baek committed
92
    ENABLE_MODEL_FILTER,
93
    MODEL_FILTER_LIST,
94
95
    GLOBAL_LOG_LEVEL,
    SRC_LOG_LEVELS,
Timothy J. Baek's avatar
Timothy J. Baek committed
96
    WEBHOOK_URL,
97
    ENABLE_ADMIN_EXPORT,
98
    WEBUI_BUILD_HASH,
Timothy J. Baek's avatar
Timothy J. Baek committed
99
100
    TASK_MODEL,
    TASK_MODEL_EXTERNAL,
Timothy J. Baek's avatar
Timothy J. Baek committed
101
    TITLE_GENERATION_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
102
    SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
103
    SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD,
Timothy J. Baek's avatar
Timothy J. Baek committed
104
    TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
105
    AppConfig,
106
)
107
108
from constants import ERROR_MESSAGES

109
110
111
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
112

113

Timothy J. Baek's avatar
Timothy J. Baek committed
114
115
116
117
118
119
120
121
122
123
124
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
125
print(
Timothy J. Baek's avatar
Timothy J. Baek committed
126
    rf"""
Timothy J. Baek's avatar
Timothy J. Baek committed
127
128
129
130
131
132
133
134
  ___                    __        __   _     _   _ ___ 
 / _ \ _ __   ___ _ __   \ \      / /__| |__ | | | |_ _|
| | | | '_ \ / _ \ '_ \   \ \ /\ / / _ \ '_ \| | | || | 
| |_| | |_) |  __/ | | |   \ V  V /  __/ |_) | |_| || | 
 \___/| .__/ \___|_| |_|    \_/\_/ \___|_.__/ \___/|___|
      |_|                                               

      
135
v{VERSION} - building the best open-source AI user interface.
136
{f"Commit: {WEBUI_BUILD_HASH}" if WEBUI_BUILD_HASH != "dev-build" else ""}
Timothy J. Baek's avatar
Timothy J. Baek committed
137
138
139
140
https://github.com/open-webui/open-webui
"""
)

Timothy J. Baek's avatar
Timothy J. Baek committed
141

142
143
144
145
146
147
148
149
@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
150

151
app.state.config = AppConfig()
152
153
154
155

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

156
157
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
158

159
app.state.config.WEBHOOK_URL = WEBHOOK_URL
Timothy J. Baek's avatar
Timothy J. Baek committed
160
161
162
163


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
164
app.state.config.TITLE_GENERATION_PROMPT_TEMPLATE = TITLE_GENERATION_PROMPT_TEMPLATE
Timothy J. Baek's avatar
Timothy J. Baek committed
165
166
167
app.state.config.SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE = (
    SEARCH_QUERY_GENERATION_PROMPT_TEMPLATE
)
Timothy J. Baek's avatar
Timothy J. Baek committed
168
169
170
app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD = (
    SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD
)
Timothy J. Baek's avatar
Timothy J. Baek committed
171
172
173
app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE = (
    TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE
)
Timothy J. Baek's avatar
Timothy J. Baek committed
174
175
176

app.state.MODELS = {}

Timothy J. Baek's avatar
Timothy J. Baek committed
177
178
origins = ["*"]

Timothy J. Baek's avatar
Timothy J. Baek committed
179

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
180
181
182
183
184
185
186
##################################
#
# ChatCompletion Middleware
#
##################################


Timothy J. Baek's avatar
Timothy J. Baek committed
187
188
189
async def get_function_call_response(
    messages, files, tool_id, template, task_model_id, user
):
Timothy J. Baek's avatar
Timothy J. Baek committed
190
191
192
    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
193

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
194
195
196
197
198
    user_message = get_last_user_message(messages)
    prompt = (
        "History:\n"
        + "\n".join(
            [
Timothy J. Baek's avatar
Timothy J. Baek committed
199
                f"{message['role'].upper()}: \"\"\"{message['content']}\"\"\""
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
200
201
202
203
204
205
206
207
                for message in messages[::-1][:4]
            ]
        )
        + f"\nQuery: {user_message}"
    )

    print(prompt)

Timothy J. Baek's avatar
Timothy J. Baek committed
208
209
210
211
212
213
214
215
216
    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
217
218
219
220
221
    try:
        payload = filter_pipeline(payload, user)
    except Exception as e:
        raise e

Timothy J. Baek's avatar
Timothy J. Baek committed
222
    model = app.state.MODELS[task_model_id]
Timothy J. Baek's avatar
Timothy J. Baek committed
223

Timothy J. Baek's avatar
Timothy J. Baek committed
224
    response = None
Timothy J. Baek's avatar
Timothy J. Baek committed
225
226
    try:
        if model["owned_by"] == "ollama":
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
227
            response = await generate_ollama_chat_completion(payload, user=user)
Timothy J. Baek's avatar
Timothy J. Baek committed
228
229
230
231
232
        else:
            response = await generate_openai_chat_completion(payload, user=user)

        content = None

Timothy J. Baek's avatar
Timothy J. Baek committed
233
234
235
236
237
238
239
240
241
242
        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
243
244
245

        # Parse the function response
        if content is not None:
Timothy J. Baek's avatar
Timothy J. Baek committed
246
            print(f"content: {content}")
Timothy J. Baek's avatar
Timothy J. Baek committed
247
248
249
            result = json.loads(content)
            print(result)

Timothy J. Baek's avatar
Timothy J. Baek committed
250
            citation = None
Timothy J. Baek's avatar
Timothy J. Baek committed
251
252
253
254
255
256
257
258
            # Call the function
            if "name" in result:
                if tool_id in webui_app.state.TOOLS:
                    toolkit_module = webui_app.state.TOOLS[tool_id]
                else:
                    toolkit_module = load_toolkit_module_by_id(tool_id)
                    webui_app.state.TOOLS[tool_id] = toolkit_module

259
260
261
262
263
264
                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
Timothy J. Baek committed
265
266
267
                function = getattr(toolkit_module, result["name"])
                function_result = None
                try:
Timothy J. Baek's avatar
Timothy J. Baek committed
268
269
                    # Get the signature of the function
                    sig = inspect.signature(function)
270
271
                    params = result["parameters"]

Timothy J. Baek's avatar
Timothy J. Baek committed
272
273
                    if "__user__" in sig.parameters:
                        # Call the function with the '__user__' parameter included
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
                        params = {
                            **params,
                            "__user__": {
                                "id": user.id,
                                "email": user.email,
                                "name": user.name,
                                "role": user.role,
                            },
                        }

                    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
291
292
293
294
295
296
297
                    if "__files__" in sig.parameters:
                        # Call the function with the '__files__' parameter included
                        params = {
                            **params,
                            "__files__": files,
                        }

298
299
300
301
302
303
304
                    if "__model__" in sig.parameters:
                        # Call the function with the '__model__' parameter included
                        params = {
                            **params,
                            "__model__": model,
                        }

305
306
307
308
309
310
311
                    if "__id__" in sig.parameters:
                        # Call the function with the '__id__' parameter included
                        params = {
                            **params,
                            "__id__": tool_id,
                        }

312
                    function_result = function(**params)
Timothy J. Baek's avatar
Timothy J. Baek committed
313
314
315
316
317
318
319

                    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
320
321
322
323
                except Exception as e:
                    print(e)

                # Add the function result to the system prompt
324
                if function_result is not None:
Timothy J. Baek's avatar
Timothy J. Baek committed
325
                    return function_result, citation, file_handler
Timothy J. Baek's avatar
Timothy J. Baek committed
326
327
    except Exception as e:
        print(f"Error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
328

Timothy J. Baek's avatar
Timothy J. Baek committed
329
    return None, None, False
Timothy J. Baek's avatar
Timothy J. Baek committed
330
331
332


class ChatCompletionMiddleware(BaseHTTPMiddleware):
Timothy J. Baek's avatar
Timothy J. Baek committed
333
    async def dispatch(self, request: Request, call_next):
334
        data_items = []
335

Timothy J. Baek's avatar
Timothy J. Baek committed
336
337
338
        show_citations = False
        citations = []

Timothy J. Baek's avatar
Timothy J. Baek committed
339
340
341
        if request.method == "POST" and any(
            endpoint in request.url.path
            for endpoint in ["/ollama/api/chat", "/chat/completions"]
342
        ):
343
            log.debug(f"request.url.path: {request.url.path}")
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
344

Timothy J. Baek's avatar
Timothy J. Baek committed
345
346
347
348
            # 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
349

Timothy J. Baek's avatar
Timothy J. Baek committed
350
            user = get_current_user(
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
351
                request,
352
                get_http_authorization_cred(request.headers.get("Authorization")),
Timothy J. Baek's avatar
Timothy J. Baek committed
353
            )
Timothy J. Baek's avatar
Timothy J. Baek committed
354
355
            # 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
356
357
358
            if data.get("citations"):
                show_citations = True
                del data["citations"]
Timothy J. Baek's avatar
Timothy J. Baek committed
359
360
361

            model_id = data["model"]
            if model_id not in app.state.MODELS:
Timothy J. Baek's avatar
Timothy J. Baek committed
362
363
364
365
                raise HTTPException(
                    status_code=status.HTTP_404_NOT_FOUND,
                    detail="Model not found",
                )
Timothy J. Baek's avatar
Timothy J. Baek committed
366
367
368
            model = app.state.MODELS[model_id]

            # Check if the model has any filters
Timothy J. Baek's avatar
Timothy J. Baek committed
369
370
371
372
373
374
375
376
377
378
379
            if "info" in model and "meta" in model["info"]:
                for filter_id in model["info"]["meta"].get("filterIds", []):
                    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:
                            function_module, function_type = load_function_module_by_id(
                                filter_id
                            )
                            webui_app.state.FUNCTIONS[filter_id] = function_module
Timothy J. Baek's avatar
Timothy J. Baek committed
380

Timothy J. Baek's avatar
Timothy J. Baek committed
381
                        # Check if the function has a file_handler variable
Timothy J. Baek's avatar
Timothy J. Baek committed
382
383
                        if hasattr(function_module, "file_handler"):
                            skip_files = function_module.file_handler
Timothy J. Baek's avatar
Timothy J. Baek committed
384

Timothy J. Baek's avatar
Timothy J. Baek committed
385
386
                        try:
                            if hasattr(function_module, "inlet"):
Timothy J. Baek's avatar
Timothy J. Baek committed
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
                                inlet = function_module.inlet

                                if inspect.iscoroutinefunction(inlet):
                                    data = await inlet(
                                        data,
                                        {
                                            "id": user.id,
                                            "email": user.email,
                                            "name": user.name,
                                            "role": user.role,
                                        },
                                    )
                                else:
                                    data = inlet(
                                        data,
                                        {
                                            "id": user.id,
                                            "email": user.email,
                                            "name": user.name,
                                            "role": user.role,
                                        },
                                    )

Timothy J. Baek's avatar
Timothy J. Baek committed
410
411
412
413
414
                        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
415
416
417
418
419
                            )

            # 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
420
421
422
423
424
425
426
427
428
429
430
431
432
            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
433
            prompt = get_last_user_message(data["messages"])
Timothy J. Baek's avatar
Timothy J. Baek committed
434
435
436
            context = ""

            # If tool_ids field is present, call the functions
Timothy J. Baek's avatar
Timothy J. Baek committed
437
            if "tool_ids" in data:
Timothy J. Baek's avatar
Timothy J. Baek committed
438
                print(data["tool_ids"])
Timothy J. Baek's avatar
Timothy J. Baek committed
439
                for tool_id in data["tool_ids"]:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
440
                    print(tool_id)
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
441
                    try:
Timothy J. Baek's avatar
Timothy J. Baek committed
442
443
444
445
446
447
448
449
450
                        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
451
                        )
Timothy J. Baek's avatar
Timothy J. Baek committed
452

453
                        print(file_handler)
454
                        if isinstance(response, str):
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
455
                            context += ("\n" if context != "" else "") + response
456

Timothy J. Baek's avatar
Timothy J. Baek committed
457
458
459
460
                        if citation:
                            citations.append(citation)
                            show_citations = True

461
462
463
                        if file_handler:
                            skip_files = True

Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
464
465
                    except Exception as e:
                        print(f"Error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
466
467
                del data["tool_ids"]

Timothy J. Baek's avatar
Timothy J. Baek committed
468
                print(f"tool_context: {context}")
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
469

Timothy J. Baek's avatar
Timothy J. Baek committed
470
            # If files field is present, generate RAG completions
471
            # If skip_files is True, skip the RAG completions
Timothy J. Baek's avatar
Timothy J. Baek committed
472
            if "files" in data:
473
474
                if not skip_files:
                    data = {**data}
Timothy J. Baek's avatar
Timothy J. Baek committed
475
                    rag_context, rag_citations = get_rag_context(
476
477
478
479
480
481
482
483
484
485
                        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
486

487
                    log.debug(f"rag_context: {rag_context}, citations: {citations}")
488

Timothy J. Baek's avatar
Timothy J. Baek committed
489
490
                    if rag_citations:
                        citations.extend(rag_citations)
Timothy J. Baek's avatar
Timothy J. Baek committed
491

Timothy J. Baek's avatar
Timothy J. Baek committed
492
                del data["files"]
Timothy J. Baek's avatar
Timothy J. Baek committed
493

Timothy J. Baek's avatar
Timothy J. Baek committed
494
495
            if show_citations and len(citations) > 0:
                data_items.append({"citations": citations})
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
496

Timothy J. Baek's avatar
Timothy J. Baek committed
497
498
499
500
501
502
            if context != "":
                system_prompt = rag_template(
                    rag_app.state.config.RAG_TEMPLATE, context, prompt
                )
                print(system_prompt)
                data["messages"] = add_or_update_system_message(
503
                    system_prompt, data["messages"]
504
                )
Timothy J. Baek's avatar
Timothy J. Baek committed
505

Timothy J. Baek's avatar
Timothy J. Baek committed
506
            modified_body_bytes = json.dumps(data).encode("utf-8")
Timothy J. Baek's avatar
Timothy J. Baek committed
507
508
509
510
511
512
513
514
515
516
517
            # 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
518

Timothy J. Baek's avatar
Timothy J. Baek committed
519
            response = await call_next(request)
520
521
522
523
524
            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(
525
                        self.openai_stream_wrapper(response.body_iterator, data_items),
526
527
528
                    )
                if "application/x-ndjson" in content_type:
                    return StreamingResponse(
529
                        self.ollama_stream_wrapper(response.body_iterator, data_items),
530
                    )
Timothy J. Baek's avatar
Timothy J. Baek committed
531
532
            else:
                return response
533

Timothy J. Baek's avatar
Timothy J. Baek committed
534
535
        # 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
536
537
538
539
540
        return response

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

541
542
543
544
    async def openai_stream_wrapper(self, original_generator, data_items):
        for item in data_items:
            yield f"data: {json.dumps(item)}\n\n"

545
546
547
        async for data in original_generator:
            yield data

548
549
550
551
    async def ollama_stream_wrapper(self, original_generator, data_items):
        for item in data_items:
            yield f"{json.dumps(item)}\n"

552
553
554
        async for data in original_generator:
            yield data

Timothy J. Baek's avatar
Timothy J. Baek committed
555

Timothy J. Baek's avatar
Timothy J. Baek committed
556
app.add_middleware(ChatCompletionMiddleware)
Timothy J. Baek's avatar
Timothy J. Baek committed
557

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
558
559
560
561
562
563
##################################
#
# Pipeline Middleware
#
##################################

Timothy J. Baek's avatar
Timothy J. Baek committed
564

Timothy J. Baek's avatar
Timothy J. Baek committed
565
def filter_pipeline(payload, user):
566
    user = {"id": user.id, "email": user.email, "name": user.name, "role": user.role}
Timothy J. Baek's avatar
Timothy J. Baek committed
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
    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
619
620
                if "detail" in res:
                    raise Exception(r.status_code, res["detail"])
Timothy J. Baek's avatar
Timothy J. Baek committed
621
622
623
624
625
626
627
628
629
630

            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
631

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
632
633
634
        if "task" in payload:
            del payload["task"]

Timothy J. Baek's avatar
Timothy J. Baek committed
635
636
637
    return payload


Timothy J. Baek's avatar
Timothy J. Baek committed
638
639
640
class PipelineMiddleware(BaseHTTPMiddleware):
    async def dispatch(self, request: Request, call_next):
        if request.method == "POST" and (
641
642
            "/ollama/api/chat" in request.url.path
            or "/chat/completions" in request.url.path
Timothy J. Baek's avatar
Timothy J. Baek committed
643
644
645
646
647
648
649
650
651
652
        ):
            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
653
            user = get_current_user(
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
654
                request,
655
                get_http_authorization_cred(request.headers.get("Authorization")),
Timothy J. Baek's avatar
Timothy J. Baek committed
656
            )
Timothy J. Baek's avatar
Timothy J. Baek committed
657
658
659
660
661
662
663
664

            try:
                data = filter_pipeline(data, user)
            except Exception as e:
                return JSONResponse(
                    status_code=e.args[0],
                    content={"detail": e.args[1]},
                )
665

Timothy J. Baek's avatar
Timothy J. Baek committed
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
            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
689
690
691
692
693
694
695
696
697
app.add_middleware(
    CORSMiddleware,
    allow_origins=origins,
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)


Timothy J. Baek's avatar
Timothy J. Baek committed
698
699
@app.middleware("http")
async def check_url(request: Request, call_next):
Timothy J. Baek's avatar
Timothy J. Baek committed
700
701
702
703
704
    if len(app.state.MODELS) == 0:
        await get_all_models()
    else:
        pass

Timothy J. Baek's avatar
Timothy J. Baek committed
705
706
707
708
709
710
711
712
    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
713
714
715
716
717
718
@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
719

Timothy J. Baek's avatar
Timothy J. Baek committed
720

Timothy J. Baek's avatar
Timothy J. Baek committed
721
722
app.mount("/ws", socket_app)

723
app.mount("/ollama", ollama_app)
724
app.mount("/openai", openai_app)
Timothy J. Baek's avatar
Timothy J. Baek committed
725

Timothy J. Baek's avatar
Timothy J. Baek committed
726
app.mount("/images/api/v1", images_app)
Timothy J. Baek's avatar
Timothy J. Baek committed
727
app.mount("/audio/api/v1", audio_app)
Timothy J. Baek's avatar
Timothy J. Baek committed
728
729
app.mount("/rag/api/v1", rag_app)

Timothy J. Baek's avatar
Timothy J. Baek committed
730
731
732
733
app.mount("/api/v1", webui_app)

webui_app.state.EMBEDDING_FUNCTION = rag_app.state.EMBEDDING_FUNCTION

734

Timothy J. Baek's avatar
Timothy J. Baek committed
735
async def get_all_models():
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
736
    pipe_models = []
737
738
739
    openai_models = []
    ollama_models = []

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
740
741
    pipe_models = await get_pipe_models()

742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
    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
760
    models = pipe_models + openai_models + ollama_models
761

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
762
    custom_models = Models.get_all_models()
763
764
765
    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
766
767
768
769
                if (
                    custom_model.id == model["id"]
                    or custom_model.id == model["id"].split(":")[0]
                ):
770
771
772
                    model["name"] = custom_model.name
                    model["info"] = custom_model.model_dump()
        else:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
773
774
            owned_by = "openai"
            for model in models:
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
775
776
777
778
                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
779
780
781
                    owned_by = model["owned_by"]
                    break

782
783
784
785
786
787
            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
788
                    "owned_by": owned_by,
789
                    "info": custom_model.model_dump(),
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
790
                    "preset": True,
791
792
793
                }
            )

Timothy J. Baek's avatar
Timothy J. Baek committed
794
795
796
797
798
799
800
801
802
803
    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
804

805
    # Filter out filter pipelines
Timothy J. Baek's avatar
Timothy J. Baek committed
806
807
808
    models = [
        model
        for model in models
Timothy J. Baek's avatar
Timothy J. Baek committed
809
        if "pipeline" not in model or model["pipeline"].get("type", None) != "filter"
Timothy J. Baek's avatar
Timothy J. Baek committed
810
811
    ]

812
813
814
815
816
817
818
819
820
821
822
823
824
    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
825
826
827
828
829
830
831
832
833
834
835
836
@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
837
838
    pipe = model.get("pipe")
    if pipe:
Timothy J. Baek's avatar
Timothy J. Baek committed
839
840
841
842
843
844
        form_data["user"] = {
            "id": user.id,
            "email": user.email,
            "name": user.name,
            "role": user.role,
        }
Timothy J. Baek's avatar
Timothy J. Baek committed
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895

        def job():
            pipe_id = form_data["model"]
            if "." in pipe_id:
                pipe_id, sub_pipe_id = pipe_id.split(".", 1)
            print(pipe_id)

            pipe = webui_app.state.FUNCTIONS[pipe_id].pipe
            if form_data["stream"]:

                def stream_content():
                    res = pipe(body=form_data)

                    if isinstance(res, str):
                        message = stream_message_template(form_data["model"], res)
                        yield f"data: {json.dumps(message)}\n\n"

                    if isinstance(res, Iterator):
                        for line in res:
                            if isinstance(line, BaseModel):
                                line = line.model_dump_json()
                                line = f"data: {line}"
                            try:
                                line = line.decode("utf-8")
                            except:
                                pass

                            if line.startswith("data:"):
                                yield f"{line}\n\n"
                            else:
                                line = stream_message_template(form_data["model"], line)
                                yield f"data: {json.dumps(line)}\n\n"

                    if isinstance(res, str) or isinstance(res, Generator):
                        finish_message = {
                            "id": f"{form_data['model']}-{str(uuid.uuid4())}",
                            "object": "chat.completion.chunk",
                            "created": int(time.time()),
                            "model": form_data["model"],
                            "choices": [
                                {
                                    "index": 0,
                                    "delta": {},
                                    "logprobs": None,
                                    "finish_reason": "stop",
                                }
                            ],
                        }

                        yield f"data: {json.dumps(finish_message)}\n\n"
                        yield f"data: [DONE]"
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
896

Timothy J. Baek's avatar
Timothy J. Baek committed
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
                return StreamingResponse(
                    stream_content(), media_type="text/event-stream"
                )
            else:
                res = pipe(body=form_data)

                if isinstance(res, dict):
                    return res
                elif isinstance(res, BaseModel):
                    return res.model_dump()
                else:
                    message = ""
                    if isinstance(res, str):
                        message = res
                    if isinstance(res, Generator):
                        for stream in res:
                            message = f"{message}{stream}"

                    return {
                        "id": f"{form_data['model']}-{str(uuid.uuid4())}",
                        "object": "chat.completion",
                        "created": int(time.time()),
                        "model": form_data["model"],
                        "choices": [
                            {
                                "index": 0,
                                "message": {
                                    "role": "assistant",
                                    "content": message,
                                },
                                "logprobs": None,
                                "finish_reason": "stop",
                            }
                        ],
                    }

        return await run_in_threadpool(job)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
934
935
936
937
938
939
940
941
942
943
    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
944
945
946
947
948
949
    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
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965

    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
966
967
968
    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
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008

    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={
                        "user": {"id": user.id, "name": user.name, "role": user.role},
                        "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

Timothy J. Baek's avatar
Timothy J. Baek committed
1009
    # Check if the model has any filters
Timothy J. Baek's avatar
Timothy J. Baek committed
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
    if "info" in model and "meta" in model["info"]:
        for filter_id in model["info"]["meta"].get("filterIds", []):
            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:
                    function_module, function_type = load_function_module_by_id(
                        filter_id
                    )
                    webui_app.state.FUNCTIONS[filter_id] = function_module
Timothy J. Baek's avatar
Timothy J. Baek committed
1021

Timothy J. Baek's avatar
Timothy J. Baek committed
1022
1023
                try:
                    if hasattr(function_module, "outlet"):
Timothy J. Baek's avatar
Timothy J. Baek committed
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
                        outlet = function_module.outlet
                        if inspect.iscoroutinefunction(outlet):
                            data = await outlet(
                                data,
                                {
                                    "id": user.id,
                                    "email": user.email,
                                    "name": user.name,
                                    "role": user.role,
                                },
                            )
                        else:
                            data = outlet(
                                data,
                                {
                                    "id": user.id,
                                    "email": user.email,
                                    "name": user.name,
                                    "role": user.role,
                                },
                            )

Timothy J. Baek's avatar
Timothy J. Baek committed
1046
1047
1048
1049
1050
                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
1051
1052
                    )

Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
    return data


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


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


Timothy J. Baek's avatar
Timothy J. Baek committed
1066
1067
1068
1069
1070
1071
1072
@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
1073
        "SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD": app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD,
Timothy J. Baek's avatar
Timothy J. Baek committed
1074
        "TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE": app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1075
1076
1077
1078
1079
1080
1081
1082
    }


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
1083
    SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD: int
Timothy J. Baek's avatar
Timothy J. Baek committed
1084
    TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE: str
Timothy J. Baek's avatar
Timothy J. Baek committed
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096


@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
1097
1098
1099
    app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD = (
        form_data.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD
    )
Timothy J. Baek's avatar
Timothy J. Baek committed
1100
1101
1102
    app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE = (
        form_data.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE
    )
Timothy J. Baek's avatar
Timothy J. Baek committed
1103
1104
1105
1106
1107
1108

    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
1109
        "SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD": app.state.config.SEARCH_QUERY_PROMPT_LENGTH_THRESHOLD,
Timothy J. Baek's avatar
Timothy J. Baek committed
1110
        "TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE": app.state.config.TOOLS_FUNCTION_CALLING_PROMPT_TEMPLATE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1111
1112
1113
    }


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1114
@app.post("/api/task/title/completions")
Timothy J. Baek's avatar
Timothy J. Baek committed
1115
1116
async def generate_title(form_data: dict, user=Depends(get_verified_user)):
    print("generate_title")
Timothy J. Baek's avatar
Timothy J. Baek committed
1117

Timothy J. Baek's avatar
Timothy J. Baek committed
1118
1119
1120
1121
1122
1123
1124
    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
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
    # 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
1139
1140
1141
1142
1143
    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
1144
1145
1146
1147
1148
1149
        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
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
    )

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

1161
    log.debug(payload)
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1162
1163
1164
1165
1166
1167
1168
1169

    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
1170
1171

    if model["owned_by"] == "ollama":
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1172
        return await generate_ollama_chat_completion(payload, user=user)
Timothy J. Baek's avatar
Timothy J. Baek committed
1173
1174
1175
1176
    else:
        return await generate_openai_chat_completion(payload, user=user)


Timothy J. Baek's avatar
Timothy J. Baek committed
1177
1178
1179
1180
@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
1181
1182
1183
1184
1185
1186
    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
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
    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
1213
        template, form_data["prompt"], {"name": user.name}
Timothy J. Baek's avatar
Timothy J. Baek committed
1214
1215
1216
1217
1218
1219
1220
    )

    payload = {
        "model": model_id,
        "messages": [{"role": "user", "content": content}],
        "stream": False,
        "max_tokens": 30,
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
        "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]},
        )

    if model["owned_by"] == "ollama":
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1235
        return await generate_ollama_chat_completion(payload, user=user)
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
    else:
        return await generate_openai_chat_completion(payload, user=user)


@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
1268
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
1269
1270
1271
1272
1273

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

    content = title_generation_template(
Timothy J. Baek's avatar
Timothy J. Baek committed
1274
1275
1276
1277
1278
1279
        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
1280
1281
1282
1283
1284
1285
1286
1287
1288
    )

    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
1289
1290
    }

1291
    log.debug(payload)
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1292
1293
1294
1295
1296
1297
1298
1299

    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
1300
1301

    if model["owned_by"] == "ollama":
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1302
        return await generate_ollama_chat_completion(payload, user=user)
Timothy J. Baek's avatar
Timothy J. Baek committed
1303
1304
1305
1306
    else:
        return await generate_openai_chat_completion(payload, user=user)


Timothy J. Baek's avatar
Timothy J. Baek committed
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
@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
1334
    try:
Timothy J. Baek's avatar
Timothy J. Baek committed
1335
        context, citation, file_handler = await get_function_call_response(
Timothy J. Baek's avatar
Timothy J. Baek committed
1336
1337
1338
1339
1340
1341
            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
1342
1343
1344
1345
1346
1347
1348
        )
        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
1349
1350


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1351
1352
1353
1354
1355
##################################
#
# Pipelines Endpoints
#
##################################
1356
1357


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1358
# TODO: Refactor pipelines API endpoints below into a separate file
1359
1360


1361
1362
@app.get("/api/pipelines/list")
async def get_pipelines_list(user=Depends(get_admin_user)):
Timothy J. Baek's avatar
Timothy J. Baek committed
1363
1364
1365
    responses = await get_openai_models(raw=True)

    print(responses)
Timothy J. Baek's avatar
Timothy J. Baek committed
1366
1367
1368
1369
1370
    urlIdxs = [
        idx
        for idx, response in enumerate(responses)
        if response != None and "pipelines" in response
    ]
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382

    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
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
@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
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
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
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
1526
@app.get("/api/pipelines")
1527
async def get_pipelines(urlIdx: Optional[int] = None, user=Depends(get_admin_user)):
Timothy J. Baek's avatar
Timothy J. Baek committed
1528
1529
1530
    r = None
    try:
        urlIdx
1531

Timothy J. Baek's avatar
Timothy J. Baek committed
1532
1533
        url = openai_app.state.config.OPENAI_API_BASE_URLS[urlIdx]
        key = openai_app.state.config.OPENAI_API_KEYS[urlIdx]
1534

Timothy J. Baek's avatar
Timothy J. Baek committed
1535
1536
        headers = {"Authorization": f"Bearer {key}"}
        r = requests.get(f"{url}/pipelines", headers=headers)
1537

Timothy J. Baek's avatar
Timothy J. Baek committed
1538
1539
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1540

Timothy J. Baek's avatar
Timothy J. Baek committed
1541
1542
1543
1544
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
1545

Timothy J. Baek's avatar
Timothy J. Baek committed
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
        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
1559
1560


Timothy J. Baek's avatar
Timothy J. Baek committed
1561
1562
1563
1564
1565
1566
1567
@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
1568

Timothy J. Baek's avatar
Timothy J. Baek committed
1569
1570
        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
1571

Timothy J. Baek's avatar
Timothy J. Baek committed
1572
1573
        headers = {"Authorization": f"Bearer {key}"}
        r = requests.get(f"{url}/{pipeline_id}/valves", headers=headers)
Timothy J. Baek's avatar
Timothy J. Baek committed
1574

Timothy J. Baek's avatar
Timothy J. Baek committed
1575
1576
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1577

Timothy J. Baek's avatar
Timothy J. Baek committed
1578
1579
1580
1581
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
1582

Timothy J. Baek's avatar
Timothy J. Baek committed
1583
        detail = "Pipeline not found"
1584

Timothy J. Baek's avatar
Timothy J. Baek committed
1585
1586
1587
1588
1589
1590
1591
        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
1592
1593

        raise HTTPException(
Timothy J. Baek's avatar
Timothy J. Baek committed
1594
1595
            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
1596
1597
1598
1599
        )


@app.get("/api/pipelines/{pipeline_id}/valves/spec")
Timothy J. Baek's avatar
Timothy J. Baek committed
1600
1601
1602
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
1603
1604
    models = await get_all_models()

Timothy J. Baek's avatar
Timothy J. Baek committed
1605
1606
1607
1608
    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
1609

Timothy J. Baek's avatar
Timothy J. Baek committed
1610
1611
        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
1612

Timothy J. Baek's avatar
Timothy J. Baek committed
1613
1614
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1615

Timothy J. Baek's avatar
Timothy J. Baek committed
1616
1617
1618
1619
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
1620

Timothy J. Baek's avatar
Timothy J. Baek committed
1621
1622
1623
1624
1625
1626
1627
1628
        detail = "Pipeline not found"
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass
1629

Timothy J. Baek's avatar
Timothy J. Baek committed
1630
        raise HTTPException(
Timothy J. Baek's avatar
Timothy J. Baek committed
1631
1632
            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
1633
1634
1635
1636
1637
        )


@app.post("/api/pipelines/{pipeline_id}/valves/update")
async def update_pipeline_valves(
Timothy J. Baek's avatar
Timothy J. Baek committed
1638
1639
1640
1641
    urlIdx: Optional[int],
    pipeline_id: str,
    form_data: dict,
    user=Depends(get_admin_user),
Timothy J. Baek's avatar
Timothy J. Baek committed
1642
1643
1644
):
    models = await get_all_models()

Timothy J. Baek's avatar
Timothy J. Baek committed
1645
1646
1647
1648
    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
1649

Timothy J. Baek's avatar
Timothy J. Baek committed
1650
1651
1652
1653
1654
1655
        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
1656

Timothy J. Baek's avatar
Timothy J. Baek committed
1657
1658
        r.raise_for_status()
        data = r.json()
Timothy J. Baek's avatar
Timothy J. Baek committed
1659

Timothy J. Baek's avatar
Timothy J. Baek committed
1660
1661
1662
1663
        return {**data}
    except Exception as e:
        # Handle connection error here
        print(f"Connection error: {e}")
Timothy J. Baek's avatar
Timothy J. Baek committed
1664

Timothy J. Baek's avatar
Timothy J. Baek committed
1665
        detail = "Pipeline not found"
1666

Timothy J. Baek's avatar
Timothy J. Baek committed
1667
1668
1669
1670
1671
1672
1673
        if r is not None:
            try:
                res = r.json()
                if "detail" in res:
                    detail = res["detail"]
            except:
                pass
1674

Timothy J. Baek's avatar
Timothy J. Baek committed
1675
        raise HTTPException(
Timothy J. Baek's avatar
Timothy J. Baek committed
1676
            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
1677
            detail=detail,
Timothy J. Baek's avatar
Timothy J. Baek committed
1678
1679
1680
        )


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1681
1682
1683
1684
1685
1686
1687
##################################
#
# Config Endpoints
#
##################################


Timothy J. Baek's avatar
Timothy J. Baek committed
1688
1689
@app.get("/api/config")
async def get_app_config():
1690
    # Checking and Handling the Absence of 'ui' in CONFIG_DATA
1691
1692

    default_locale = "en-US"
1693
1694
1695
1696
    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
1697
1698
    return {
        "status": True,
1699
        "name": WEBUI_NAME,
Timothy J. Baek's avatar
Timothy J. Baek committed
1700
        "version": VERSION,
1701
        "default_locale": default_locale,
1702
1703
        "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
1704
        "features": {
1705
1706
            "auth": WEBUI_AUTH,
            "auth_trusted_header": bool(webui_app.state.AUTH_TRUSTED_EMAIL_HEADER),
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1707
            "enable_signup": webui_app.state.config.ENABLE_SIGNUP,
Timothy J. Baek's avatar
Timothy J. Baek committed
1708
            "enable_web_search": rag_app.state.config.ENABLE_RAG_WEB_SEARCH,
1709
            "enable_image_generation": images_app.state.config.ENABLED,
1710
            "enable_community_sharing": webui_app.state.config.ENABLE_COMMUNITY_SHARING,
1711
            "enable_admin_export": ENABLE_ADMIN_EXPORT,
1712
        },
Timothy J. Baek's avatar
Timothy J. Baek committed
1713
1714
1715
1716
1717
1718
1719
1720
1721
        "audio": {
            "tts": {
                "engine": audio_app.state.config.TTS_ENGINE,
                "voice": audio_app.state.config.TTS_VOICE,
            },
            "stt": {
                "engine": audio_app.state.config.STT_ENGINE,
            },
        },
Timothy J. Baek's avatar
Timothy J. Baek committed
1722
1723
1724
    }


Timothy J. Baek's avatar
Timothy J. Baek committed
1725
1726
@app.get("/api/config/model/filter")
async def get_model_filter_config(user=Depends(get_admin_user)):
1727
    return {
1728
1729
        "enabled": app.state.config.ENABLE_MODEL_FILTER,
        "models": app.state.config.MODEL_FILTER_LIST,
1730
    }
Timothy J. Baek's avatar
Timothy J. Baek committed
1731
1732
1733
1734
1735
1736
1737
1738


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


@app.post("/api/config/model/filter")
Timothy J. Baek's avatar
Timothy J. Baek committed
1739
async def update_model_filter_config(
Timothy J. Baek's avatar
Timothy J. Baek committed
1740
1741
    form_data: ModelFilterConfigForm, user=Depends(get_admin_user)
):
Timothy J. Baek's avatar
fix  
Timothy J. Baek committed
1742
1743
    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
1744

1745
    return {
1746
1747
        "enabled": app.state.config.ENABLE_MODEL_FILTER,
        "models": app.state.config.MODEL_FILTER_LIST,
1748
    }
Timothy J. Baek's avatar
Timothy J. Baek committed
1749
1750


Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1751
1752
1753
# TODO: webhook endpoint should be under config endpoints


Timothy J. Baek's avatar
Timothy J. Baek committed
1754
1755
1756
@app.get("/api/webhook")
async def get_webhook_url(user=Depends(get_admin_user)):
    return {
1757
        "url": app.state.config.WEBHOOK_URL,
Timothy J. Baek's avatar
Timothy J. Baek committed
1758
1759
1760
1761
1762
1763
1764
1765
1766
    }


class UrlForm(BaseModel):
    url: str


@app.post("/api/webhook")
async def update_webhook_url(form_data: UrlForm, user=Depends(get_admin_user)):
1767
1768
    app.state.config.WEBHOOK_URL = form_data.url
    webui_app.state.WEBHOOK_URL = app.state.config.WEBHOOK_URL
1769
    return {"url": app.state.config.WEBHOOK_URL}
1770
1771


1772
1773
1774
1775
1776
1777
1778
@app.get("/api/version")
async def get_app_config():
    return {
        "version": VERSION,
    }


Timothy J. Baek's avatar
Timothy J. Baek committed
1779
1780
@app.get("/api/changelog")
async def get_app_changelog():
1781
    return {key: CHANGELOG[key] for idx, key in enumerate(CHANGELOG) if idx < 5}
Timothy J. Baek's avatar
Timothy J. Baek committed
1782
1783


1784
1785
1786
@app.get("/api/version/updates")
async def get_app_latest_release_version():
    try:
1787
        async with aiohttp.ClientSession(trust_env=True) as session:
Timothy J. Baek's avatar
Timothy J. Baek committed
1788
1789
1790
1791
1792
1793
1794
1795
1796
            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:
1797
1798
        raise HTTPException(
            status_code=status.HTTP_503_SERVICE_UNAVAILABLE,
Timothy J. Baek's avatar
Timothy J. Baek committed
1799
            detail=ERROR_MESSAGES.RATE_LIMIT_EXCEEDED,
1800
1801
        )

Timothy J. Baek's avatar
Timothy J. Baek committed
1802

1803
1804
1805
@app.get("/manifest.json")
async def get_manifest_json():
    return {
Timothy J. Baek's avatar
refac  
Timothy J. Baek committed
1806
1807
        "name": WEBUI_NAME,
        "short_name": WEBUI_NAME,
1808
1809
1810
1811
1812
        "start_url": "/",
        "display": "standalone",
        "background_color": "#343541",
        "theme_color": "#343541",
        "orientation": "portrait-primary",
Timothy J. Baek's avatar
Timothy J. Baek committed
1813
        "icons": [{"src": "/static/logo.png", "type": "image/png", "sizes": "500x500"}],
1814
1815
    }

Timothy J. Baek's avatar
Timothy J. Baek committed
1816

1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
@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
1832
1833
1834
1835
1836
@app.get("/health")
async def healthcheck():
    return {"status": True}


1837
1838
app.mount("/static", StaticFiles(directory=STATIC_DIR), name="static")
app.mount("/cache", StaticFiles(directory=CACHE_DIR), name="cache")
1839

1840
if os.path.exists(FRONTEND_BUILD_DIR):
Timothy J. Baek's avatar
Timothy J. Baek committed
1841
    mimetypes.add_type("text/javascript", ".js")
1842
1843
1844
1845
1846
1847
1848
1849
1850
    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."
    )