File size: 13,272 Bytes
aeb6dbc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
8bc2fc9
cf772f7
aeb6dbc
 
 
cf772f7
aeb6dbc
cf772f7
aeb6dbc
cf772f7
 
 
 
aeb6dbc
 
 
 
af9653e
aeb6dbc
 
cf772f7
6101699
 
af9653e
cf772f7
98a13e9
aeb6dbc
 
 
 
 
 
 
 
 
 
 
 
 
af9653e
aeb6dbc
 
 
 
6101699
aeb6dbc
 
6101699
aeb6dbc
 
6101699
aeb6dbc
 
 
 
 
 
 
 
 
 
 
 
 
6101699
aeb6dbc
 
 
 
 
 
 
 
 
98a13e9
aeb6dbc
 
 
 
 
 
 
 
6101699
196c662
2320b60
aeb6dbc
196c662
a042063
aeb6dbc
 
196c662
aeb6dbc
 
 
 
 
 
 
8bc2fc9
aeb6dbc
 
196c662
aeb6dbc
 
 
 
6101699
9cfd69b
 
 
 
6101699
aeb6dbc
 
196c662
 
 
aeb6dbc
 
196c662
 
aeb6dbc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6101699
aeb6dbc
cf772f7
aeb6dbc
cf772f7
aeb6dbc
 
6c8312a
362fa06
 
 
 
 
 
 
 
 
6c8312a
362fa06
6c8312a
362fa06
 
aeb6dbc
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6101699
196c662
aeb6dbc
 
6c8312a
ebde808
 
 
 
 
 
 
6101699
ebde808
 
 
 
 
 
 
6101699
196c662
ebde808
196c662
ebde808
 
aeb6dbc
6101699
196c662
 
aeb6dbc
 
196c662
aeb6dbc
 
 
 
 
 
 
 
 
 
 
 
 
cf772f7
6101699
a042063
aeb6dbc
 
 
 
 
 
 
 
 
6101699
aeb6dbc
 
 
 
 
 
 
8bc2fc9
aeb6dbc
 
6101699
aeb6dbc
 
 
6101699
 
cf772f7
 
 
 
 
6c8312a
792f830
6c8312a
 
1483d00
6c8312a
1483d00
cf772f7
 
 
6c8312a
 
cf772f7
 
 
 
 
2e482fd
af9653e
6101699
196c662
2e482fd
196c662
2e482fd
196c662
2e482fd
196c662
2e482fd
 
af9653e
6101699
40a1db3
2e482fd
196c662
a042063
2e482fd
 
 
 
 
 
af9653e
 
 
 
 
ee8a916
 
 
6c8312a
 
 
 
 
 
 
 
ee8a916
6c8312a
ee8a916
6c8312a
 
95da4bf
6c8312a
95da4bf
 
 
 
6c8312a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
#
#  Copyright 2024 The InfiniFlow Authors. All Rights Reserved.
#
#  Licensed under the Apache License, Version 2.0 (the "License");
#  you may not use this file except in compliance with the License.
#  You may obtain a copy of the License at
#
#      http://www.apache.org/licenses/LICENSE-2.0
#
#  Unless required by applicable law or agreed to in writing, software
#  distributed under the License is distributed on an "AS IS" BASIS,
#  WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
#  See the License for the specific language governing permissions and
#  limitations under the License.
#
import logging
import functools
import json
import random
import time
from base64 import b64encode
from functools import wraps
from hmac import HMAC
from io import BytesIO
from urllib.parse import quote, urlencode
from uuid import uuid1

import requests
from flask import (
    Response, jsonify, send_file, make_response,
    request as flask_request,
)
from itsdangerous import URLSafeTimedSerializer
from werkzeug.http import HTTP_STATUS_CODES

from api.db.db_models import APIToken
from api import settings

from api.utils import CustomJSONEncoder, get_uuid
from api.utils import json_dumps
from api.constants import REQUEST_WAIT_SEC, REQUEST_MAX_WAIT_SEC

requests.models.complexjson.dumps = functools.partial(
    json.dumps, cls=CustomJSONEncoder)


def request(**kwargs):
    sess = requests.Session()
    stream = kwargs.pop('stream', sess.stream)
    timeout = kwargs.pop('timeout', None)
    kwargs['headers'] = {
        k.replace(
            '_',
            '-').upper(): v for k,
                                v in kwargs.get(
            'headers',
            {}).items()}
    prepped = requests.Request(**kwargs).prepare()

    if settings.CLIENT_AUTHENTICATION and settings.HTTP_APP_KEY and settings.SECRET_KEY:
        timestamp = str(round(time() * 1000))
        nonce = str(uuid1())
        signature = b64encode(HMAC(settings.SECRET_KEY.encode('ascii'), b'\n'.join([
            timestamp.encode('ascii'),
            nonce.encode('ascii'),
            settings.HTTP_APP_KEY.encode('ascii'),
            prepped.path_url.encode('ascii'),
            prepped.body if kwargs.get('json') else b'',
            urlencode(
                sorted(
                    kwargs['data'].items()),
                quote_via=quote,
                safe='-._~').encode('ascii')
            if kwargs.get('data') and isinstance(kwargs['data'], dict) else b'',
        ]), 'sha1').digest()).decode('ascii')

        prepped.headers.update({
            'TIMESTAMP': timestamp,
            'NONCE': nonce,
            'APP-KEY': settings.HTTP_APP_KEY,
            'SIGNATURE': signature,
        })

    return sess.send(prepped, stream=stream, timeout=timeout)


def get_exponential_backoff_interval(retries, full_jitter=False):
    """Calculate the exponential backoff wait time."""
    # Will be zero if factor equals 0
    countdown = min(REQUEST_MAX_WAIT_SEC, REQUEST_WAIT_SEC * (2 ** retries))
    # Full jitter according to
    # https://aws.amazon.com/blogs/architecture/exponential-backoff-and-jitter/
    if full_jitter:
        countdown = random.randrange(countdown + 1)
    # Adjust according to maximum wait time and account for negative values.
    return max(0, countdown)


def get_data_error_result(code=settings.RetCode.DATA_ERROR,
                          message='Sorry! Data missing!'):
    logging.exception(Exception(message))
    result_dict = {
        "code": code,
        "message": message}
    response = {}
    for key, value in result_dict.items():
        if value is None and key != "code":
            continue
        else:
            response[key] = value
    return jsonify(response)


def server_error_response(e):
    logging.exception(e)
    try:
        if e.code == 401:
            return get_json_result(code=401, message=repr(e))
    except BaseException:
        pass
    if len(e.args) > 1:
        return get_json_result(
            code=settings.RetCode.EXCEPTION_ERROR, message=repr(e.args[0]), data=e.args[1])
    if repr(e).find("index_not_found_exception") >= 0:
        return get_json_result(code=settings.RetCode.EXCEPTION_ERROR,
                               message="No chunk found, please upload file and parse it.")

    return get_json_result(code=settings.RetCode.EXCEPTION_ERROR, message=repr(e))


def error_response(response_code, message=None):
    if message is None:
        message = HTTP_STATUS_CODES.get(response_code, 'Unknown Error')

    return Response(json.dumps({
        'message': message,
        'code': response_code,
    }), status=response_code, mimetype='application/json')


def validate_request(*args, **kwargs):
    def wrapper(func):
        @wraps(func)
        def decorated_function(*_args, **_kwargs):
            input_arguments = flask_request.json or flask_request.form.to_dict()
            no_arguments = []
            error_arguments = []
            for arg in args:
                if arg not in input_arguments:
                    no_arguments.append(arg)
            for k, v in kwargs.items():
                config_value = input_arguments.get(k, None)
                if config_value is None:
                    no_arguments.append(k)
                elif isinstance(v, (tuple, list)):
                    if config_value not in v:
                        error_arguments.append((k, set(v)))
                elif config_value != v:
                    error_arguments.append((k, v))
            if no_arguments or error_arguments:
                error_string = ""
                if no_arguments:
                    error_string += "required argument are missing: {}; ".format(
                        ",".join(no_arguments))
                if error_arguments:
                    error_string += "required argument values: {}".format(
                        ",".join(["{}={}".format(a[0], a[1]) for a in error_arguments]))
                return get_json_result(
                    code=settings.RetCode.ARGUMENT_ERROR, message=error_string)
            return func(*_args, **_kwargs)

        return decorated_function

    return wrapper


def not_allowed_parameters(*params):
    def decorator(f):
        def wrapper(*args, **kwargs):
            input_arguments = flask_request.json or flask_request.form.to_dict()
            for param in params:
                if param in input_arguments:
                    return get_json_result(
                        code=settings.RetCode.ARGUMENT_ERROR, message=f"Parameter {param} isn't allowed")
            return f(*args, **kwargs)

        return wrapper

    return decorator


def is_localhost(ip):
    return ip in {'127.0.0.1', '::1', '[::1]', 'localhost'}


def send_file_in_mem(data, filename):
    if not isinstance(data, (str, bytes)):
        data = json_dumps(data)
    if isinstance(data, str):
        data = data.encode('utf-8')

    f = BytesIO()
    f.write(data)
    f.seek(0)

    return send_file(f, as_attachment=True, attachment_filename=filename)


def get_json_result(code=settings.RetCode.SUCCESS, message='success', data=None):
    response = {"code": code, "message": message, "data": data}
    return jsonify(response)


def apikey_required(func):
    @wraps(func)
    def decorated_function(*args, **kwargs):
        token = flask_request.headers.get('Authorization').split()[1]
        objs = APIToken.query(token=token)
        if not objs:
            return build_error_result(
                message='API-KEY is invalid!', code=settings.RetCode.FORBIDDEN
            )
        kwargs['tenant_id'] = objs[0].tenant_id
        return func(*args, **kwargs)

    return decorated_function


def build_error_result(code=settings.RetCode.FORBIDDEN, message='success'):
    response = {"code": code, "message": message}
    response = jsonify(response)
    response.status_code = code
    return response


def construct_response(code=settings.RetCode.SUCCESS,
                       message='success', data=None, auth=None):
    result_dict = {"code": code, "message": message, "data": data}
    response_dict = {}
    for key, value in result_dict.items():
        if value is None and key != "code":
            continue
        else:
            response_dict[key] = value
    response = make_response(jsonify(response_dict))
    if auth:
        response.headers["Authorization"] = auth
    response.headers["Access-Control-Allow-Origin"] = "*"
    response.headers["Access-Control-Allow-Method"] = "*"
    response.headers["Access-Control-Allow-Headers"] = "*"
    response.headers["Access-Control-Allow-Headers"] = "*"
    response.headers["Access-Control-Expose-Headers"] = "Authorization"
    return response


def construct_result(code=settings.RetCode.DATA_ERROR, message='data is missing'):
    result_dict = {"code": code, "message": message}
    response = {}
    for key, value in result_dict.items():
        if value is None and key != "code":
            continue
        else:
            response[key] = value
    return jsonify(response)


def construct_json_result(code=settings.RetCode.SUCCESS, message='success', data=None):
    if data is None:
        return jsonify({"code": code, "message": message})
    else:
        return jsonify({"code": code, "message": message, "data": data})


def construct_error_response(e):
    logging.exception(e)
    try:
        if e.code == 401:
            return construct_json_result(code=settings.RetCode.UNAUTHORIZED, message=repr(e))
    except BaseException:
        pass
    if len(e.args) > 1:
        return construct_json_result(code=settings.RetCode.EXCEPTION_ERROR, message=repr(e.args[0]), data=e.args[1])
    return construct_json_result(code=settings.RetCode.EXCEPTION_ERROR, message=repr(e))


def token_required(func):
    @wraps(func)
    def decorated_function(*args, **kwargs):
        authorization_str = flask_request.headers.get('Authorization')
        if not authorization_str:
            return get_json_result(data=False, message="`Authorization` can't be empty")
        authorization_list = authorization_str.split()
        if len(authorization_list) < 2:
            return get_json_result(data=False, message="Please check your authorization format.")
        token = authorization_list[1]
        objs = APIToken.query(token=token)
        if not objs:
            return get_json_result(
                data=False, message='Authentication error: API key is invalid!',
                code=settings.RetCode.AUTHENTICATION_ERROR
            )
        kwargs['tenant_id'] = objs[0].tenant_id
        return func(*args, **kwargs)

    return decorated_function


def get_result(code=settings.RetCode.SUCCESS, message="", data=None):
    if code == 0:
        if data is not None:
            response = {"code": code, "data": data}
        else:
            response = {"code": code}
    else:
        response = {"code": code, "message": message}
    return jsonify(response)


def get_error_data_result(message='Sorry! Data missing!', code=settings.RetCode.DATA_ERROR,
                          ):
    result_dict = {
        "code": code,
        "message": message}
    response = {}
    for key, value in result_dict.items():
        if value is None and key != "code":
            continue
        else:
            response[key] = value
    return jsonify(response)


def generate_confirmation_token(tenent_id):
    serializer = URLSafeTimedSerializer(tenent_id)
    return "ragflow-" + serializer.dumps(get_uuid(), salt=tenent_id)[2:34]


def valid(permission, valid_permission, language, valid_language, chunk_method, valid_chunk_method):
    if valid_parameter(permission, valid_permission):
        return valid_parameter(permission, valid_permission)
    if valid_parameter(language, valid_language):
        return valid_parameter(language, valid_language)
    if valid_parameter(chunk_method, valid_chunk_method):
        return valid_parameter(chunk_method, valid_chunk_method)


def valid_parameter(parameter, valid_values):
    if parameter and parameter not in valid_values:
        return get_error_data_result(f"'{parameter}' is not in {valid_values}")


def get_parser_config(chunk_method, parser_config):
    if parser_config:
        return parser_config
    if not chunk_method:
        chunk_method = "naive"
    key_mapping = {
        "naive": {"chunk_token_num": 128, "delimiter": "\\n!?;。;!?", "html4excel": False, "layout_recognize": True,
                  "raptor": {"use_raptor": False}},
        "qa": {"raptor": {"use_raptor": False}},
        "tag": None,
        "resume": None,
        "manual": {"raptor": {"use_raptor": False}},
        "table": None,
        "paper": {"raptor": {"use_raptor": False}},
        "book": {"raptor": {"use_raptor": False}},
        "laws": {"raptor": {"use_raptor": False}},
        "presentation": {"raptor": {"use_raptor": False}},
        "one": None,
        "knowledge_graph": {"chunk_token_num": 8192, "delimiter": "\\n!?;。;!?",
                            "entity_types": ["organization", "person", "location", "event", "time"]},
        "email": None,
        "picture": None}
    parser_config = key_mapping[chunk_method]
    return parser_config