├── .gitignore
├── LICENSE
├── README.md
├── poetry.lock
├── pyproject.toml
└── tardis_client
├── __init__.py
├── channel.py
├── consts.py
├── data_downloader.py
├── handy.py
├── reconstructors
├── __init__.py
├── bitmex.py
└── market_reconstructor.py
└── tardis_client.py
/.gitignore:
--------------------------------------------------------------------------------
1 | .coverage
2 | _build
3 | .DS_Store
4 | .vscode
5 | __pycache__
6 | build/
7 | dist/
8 | tardis_client.egg-info
--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
1 | Mozilla Public License Version 2.0
2 | ==================================
3 |
4 | 1. Definitions
5 | --------------
6 |
7 | 1.1. "Contributor"
8 | means each individual or legal entity that creates, contributes to
9 | the creation of, or owns Covered Software.
10 |
11 | 1.2. "Contributor Version"
12 | means the combination of the Contributions of others (if any) used
13 | by a Contributor and that particular Contributor's Contribution.
14 |
15 | 1.3. "Contribution"
16 | means Covered Software of a particular Contributor.
17 |
18 | 1.4. "Covered Software"
19 | means Source Code Form to which the initial Contributor has attached
20 | the notice in Exhibit A, the Executable Form of such Source Code
21 | Form, and Modifications of such Source Code Form, in each case
22 | including portions thereof.
23 |
24 | 1.5. "Incompatible With Secondary Licenses"
25 | means
26 |
27 | (a) that the initial Contributor has attached the notice described
28 | in Exhibit B to the Covered Software; or
29 |
30 | (b) that the Covered Software was made available under the terms of
31 | version 1.1 or earlier of the License, but not also under the
32 | terms of a Secondary License.
33 |
34 | 1.6. "Executable Form"
35 | means any form of the work other than Source Code Form.
36 |
37 | 1.7. "Larger Work"
38 | means a work that combines Covered Software with other material, in
39 | a separate file or files, that is not Covered Software.
40 |
41 | 1.8. "License"
42 | means this document.
43 |
44 | 1.9. "Licensable"
45 | means having the right to grant, to the maximum extent possible,
46 | whether at the time of the initial grant or subsequently, any and
47 | all of the rights conveyed by this License.
48 |
49 | 1.10. "Modifications"
50 | means any of the following:
51 |
52 | (a) any file in Source Code Form that results from an addition to,
53 | deletion from, or modification of the contents of Covered
54 | Software; or
55 |
56 | (b) any new file in Source Code Form that contains any Covered
57 | Software.
58 |
59 | 1.11. "Patent Claims" of a Contributor
60 | means any patent claim(s), including without limitation, method,
61 | process, and apparatus claims, in any patent Licensable by such
62 | Contributor that would be infringed, but for the grant of the
63 | License, by the making, using, selling, offering for sale, having
64 | made, import, or transfer of either its Contributions or its
65 | Contributor Version.
66 |
67 | 1.12. "Secondary License"
68 | means either the GNU General Public License, Version 2.0, the GNU
69 | Lesser General Public License, Version 2.1, the GNU Affero General
70 | Public License, Version 3.0, or any later versions of those
71 | licenses.
72 |
73 | 1.13. "Source Code Form"
74 | means the form of the work preferred for making modifications.
75 |
76 | 1.14. "You" (or "Your")
77 | means an individual or a legal entity exercising rights under this
78 | License. For legal entities, "You" includes any entity that
79 | controls, is controlled by, or is under common control with You. For
80 | purposes of this definition, "control" means (a) the power, direct
81 | or indirect, to cause the direction or management of such entity,
82 | whether by contract or otherwise, or (b) ownership of more than
83 | fifty percent (50%) of the outstanding shares or beneficial
84 | ownership of such entity.
85 |
86 | 2. License Grants and Conditions
87 | --------------------------------
88 |
89 | 2.1. Grants
90 |
91 | Each Contributor hereby grants You a world-wide, royalty-free,
92 | non-exclusive license:
93 |
94 | (a) under intellectual property rights (other than patent or trademark)
95 | Licensable by such Contributor to use, reproduce, make available,
96 | modify, display, perform, distribute, and otherwise exploit its
97 | Contributions, either on an unmodified basis, with Modifications, or
98 | as part of a Larger Work; and
99 |
100 | (b) under Patent Claims of such Contributor to make, use, sell, offer
101 | for sale, have made, import, and otherwise transfer either its
102 | Contributions or its Contributor Version.
103 |
104 | 2.2. Effective Date
105 |
106 | The licenses granted in Section 2.1 with respect to any Contribution
107 | become effective for each Contribution on the date the Contributor first
108 | distributes such Contribution.
109 |
110 | 2.3. Limitations on Grant Scope
111 |
112 | The licenses granted in this Section 2 are the only rights granted under
113 | this License. No additional rights or licenses will be implied from the
114 | distribution or licensing of Covered Software under this License.
115 | Notwithstanding Section 2.1(b) above, no patent license is granted by a
116 | Contributor:
117 |
118 | (a) for any code that a Contributor has removed from Covered Software;
119 | or
120 |
121 | (b) for infringements caused by: (i) Your and any other third party's
122 | modifications of Covered Software, or (ii) the combination of its
123 | Contributions with other software (except as part of its Contributor
124 | Version); or
125 |
126 | (c) under Patent Claims infringed by Covered Software in the absence of
127 | its Contributions.
128 |
129 | This License does not grant any rights in the trademarks, service marks,
130 | or logos of any Contributor (except as may be necessary to comply with
131 | the notice requirements in Section 3.4).
132 |
133 | 2.4. Subsequent Licenses
134 |
135 | No Contributor makes additional grants as a result of Your choice to
136 | distribute the Covered Software under a subsequent version of this
137 | License (see Section 10.2) or under the terms of a Secondary License (if
138 | permitted under the terms of Section 3.3).
139 |
140 | 2.5. Representation
141 |
142 | Each Contributor represents that the Contributor believes its
143 | Contributions are its original creation(s) or it has sufficient rights
144 | to grant the rights to its Contributions conveyed by this License.
145 |
146 | 2.6. Fair Use
147 |
148 | This License is not intended to limit any rights You have under
149 | applicable copyright doctrines of fair use, fair dealing, or other
150 | equivalents.
151 |
152 | 2.7. Conditions
153 |
154 | Sections 3.1, 3.2, 3.3, and 3.4 are conditions of the licenses granted
155 | in Section 2.1.
156 |
157 | 3. Responsibilities
158 | -------------------
159 |
160 | 3.1. Distribution of Source Form
161 |
162 | All distribution of Covered Software in Source Code Form, including any
163 | Modifications that You create or to which You contribute, must be under
164 | the terms of this License. You must inform recipients that the Source
165 | Code Form of the Covered Software is governed by the terms of this
166 | License, and how they can obtain a copy of this License. You may not
167 | attempt to alter or restrict the recipients' rights in the Source Code
168 | Form.
169 |
170 | 3.2. Distribution of Executable Form
171 |
172 | If You distribute Covered Software in Executable Form then:
173 |
174 | (a) such Covered Software must also be made available in Source Code
175 | Form, as described in Section 3.1, and You must inform recipients of
176 | the Executable Form how they can obtain a copy of such Source Code
177 | Form by reasonable means in a timely manner, at a charge no more
178 | than the cost of distribution to the recipient; and
179 |
180 | (b) You may distribute such Executable Form under the terms of this
181 | License, or sublicense it under different terms, provided that the
182 | license for the Executable Form does not attempt to limit or alter
183 | the recipients' rights in the Source Code Form under this License.
184 |
185 | 3.3. Distribution of a Larger Work
186 |
187 | You may create and distribute a Larger Work under terms of Your choice,
188 | provided that You also comply with the requirements of this License for
189 | the Covered Software. If the Larger Work is a combination of Covered
190 | Software with a work governed by one or more Secondary Licenses, and the
191 | Covered Software is not Incompatible With Secondary Licenses, this
192 | License permits You to additionally distribute such Covered Software
193 | under the terms of such Secondary License(s), so that the recipient of
194 | the Larger Work may, at their option, further distribute the Covered
195 | Software under the terms of either this License or such Secondary
196 | License(s).
197 |
198 | 3.4. Notices
199 |
200 | You may not remove or alter the substance of any license notices
201 | (including copyright notices, patent notices, disclaimers of warranty,
202 | or limitations of liability) contained within the Source Code Form of
203 | the Covered Software, except that You may alter any license notices to
204 | the extent required to remedy known factual inaccuracies.
205 |
206 | 3.5. Application of Additional Terms
207 |
208 | You may choose to offer, and to charge a fee for, warranty, support,
209 | indemnity or liability obligations to one or more recipients of Covered
210 | Software. However, You may do so only on Your own behalf, and not on
211 | behalf of any Contributor. You must make it absolutely clear that any
212 | such warranty, support, indemnity, or liability obligation is offered by
213 | You alone, and You hereby agree to indemnify every Contributor for any
214 | liability incurred by such Contributor as a result of warranty, support,
215 | indemnity or liability terms You offer. You may include additional
216 | disclaimers of warranty and limitations of liability specific to any
217 | jurisdiction.
218 |
219 | 4. Inability to Comply Due to Statute or Regulation
220 | ---------------------------------------------------
221 |
222 | If it is impossible for You to comply with any of the terms of this
223 | License with respect to some or all of the Covered Software due to
224 | statute, judicial order, or regulation then You must: (a) comply with
225 | the terms of this License to the maximum extent possible; and (b)
226 | describe the limitations and the code they affect. Such description must
227 | be placed in a text file included with all distributions of the Covered
228 | Software under this License. Except to the extent prohibited by statute
229 | or regulation, such description must be sufficiently detailed for a
230 | recipient of ordinary skill to be able to understand it.
231 |
232 | 5. Termination
233 | --------------
234 |
235 | 5.1. The rights granted under this License will terminate automatically
236 | if You fail to comply with any of its terms. However, if You become
237 | compliant, then the rights granted under this License from a particular
238 | Contributor are reinstated (a) provisionally, unless and until such
239 | Contributor explicitly and finally terminates Your grants, and (b) on an
240 | ongoing basis, if such Contributor fails to notify You of the
241 | non-compliance by some reasonable means prior to 60 days after You have
242 | come back into compliance. Moreover, Your grants from a particular
243 | Contributor are reinstated on an ongoing basis if such Contributor
244 | notifies You of the non-compliance by some reasonable means, this is the
245 | first time You have received notice of non-compliance with this License
246 | from such Contributor, and You become compliant prior to 30 days after
247 | Your receipt of the notice.
248 |
249 | 5.2. If You initiate litigation against any entity by asserting a patent
250 | infringement claim (excluding declaratory judgment actions,
251 | counter-claims, and cross-claims) alleging that a Contributor Version
252 | directly or indirectly infringes any patent, then the rights granted to
253 | You by any and all Contributors for the Covered Software under Section
254 | 2.1 of this License shall terminate.
255 |
256 | 5.3. In the event of termination under Sections 5.1 or 5.2 above, all
257 | end user license agreements (excluding distributors and resellers) which
258 | have been validly granted by You or Your distributors under this License
259 | prior to termination shall survive termination.
260 |
261 | ************************************************************************
262 | * *
263 | * 6. Disclaimer of Warranty *
264 | * ------------------------- *
265 | * *
266 | * Covered Software is provided under this License on an "as is" *
267 | * basis, without warranty of any kind, either expressed, implied, or *
268 | * statutory, including, without limitation, warranties that the *
269 | * Covered Software is free of defects, merchantable, fit for a *
270 | * particular purpose or non-infringing. The entire risk as to the *
271 | * quality and performance of the Covered Software is with You. *
272 | * Should any Covered Software prove defective in any respect, You *
273 | * (not any Contributor) assume the cost of any necessary servicing, *
274 | * repair, or correction. This disclaimer of warranty constitutes an *
275 | * essential part of this License. No use of any Covered Software is *
276 | * authorized under this License except under this disclaimer. *
277 | * *
278 | ************************************************************************
279 |
280 | ************************************************************************
281 | * *
282 | * 7. Limitation of Liability *
283 | * -------------------------- *
284 | * *
285 | * Under no circumstances and under no legal theory, whether tort *
286 | * (including negligence), contract, or otherwise, shall any *
287 | * Contributor, or anyone who distributes Covered Software as *
288 | * permitted above, be liable to You for any direct, indirect, *
289 | * special, incidental, or consequential damages of any character *
290 | * including, without limitation, damages for lost profits, loss of *
291 | * goodwill, work stoppage, computer failure or malfunction, or any *
292 | * and all other commercial damages or losses, even if such party *
293 | * shall have been informed of the possibility of such damages. This *
294 | * limitation of liability shall not apply to liability for death or *
295 | * personal injury resulting from such party's negligence to the *
296 | * extent applicable law prohibits such limitation. Some *
297 | * jurisdictions do not allow the exclusion or limitation of *
298 | * incidental or consequential damages, so this exclusion and *
299 | * limitation may not apply to You. *
300 | * *
301 | ************************************************************************
302 |
303 | 8. Litigation
304 | -------------
305 |
306 | Any litigation relating to this License may be brought only in the
307 | courts of a jurisdiction where the defendant maintains its principal
308 | place of business and such litigation shall be governed by laws of that
309 | jurisdiction, without reference to its conflict-of-law provisions.
310 | Nothing in this Section shall prevent a party's ability to bring
311 | cross-claims or counter-claims.
312 |
313 | 9. Miscellaneous
314 | ----------------
315 |
316 | This License represents the complete agreement concerning the subject
317 | matter hereof. If any provision of this License is held to be
318 | unenforceable, such provision shall be reformed only to the extent
319 | necessary to make it enforceable. Any law or regulation which provides
320 | that the language of a contract shall be construed against the drafter
321 | shall not be used to construe this License against a Contributor.
322 |
323 | 10. Versions of the License
324 | ---------------------------
325 |
326 | 10.1. New Versions
327 |
328 | Mozilla Foundation is the license steward. Except as provided in Section
329 | 10.3, no one other than the license steward has the right to modify or
330 | publish new versions of this License. Each version will be given a
331 | distinguishing version number.
332 |
333 | 10.2. Effect of New Versions
334 |
335 | You may distribute the Covered Software under the terms of the version
336 | of the License under which You originally received the Covered Software,
337 | or under the terms of any subsequent version published by the license
338 | steward.
339 |
340 | 10.3. Modified Versions
341 |
342 | If you create software not governed by this License, and you want to
343 | create a new license for such software, you may create and use a
344 | modified version of this License if you rename the license and remove
345 | any references to the name of the license steward (except to note that
346 | such modified license differs from this License).
347 |
348 | 10.4. Distributing Source Code Form that is Incompatible With Secondary
349 | Licenses
350 |
351 | If You choose to distribute Source Code Form that is Incompatible With
352 | Secondary Licenses under the terms of this version of the License, the
353 | notice described in Exhibit B of this License must be attached.
354 |
355 | Exhibit A - Source Code Form License Notice
356 | -------------------------------------------
357 |
358 | This Source Code Form is subject to the terms of the Mozilla Public
359 | License, v. 2.0. If a copy of the MPL was not distributed with this
360 | file, You can obtain one at http://mozilla.org/MPL/2.0/.
361 |
362 | If it is not possible or desirable to put the notice in a particular
363 | file, then You may include the notice in a location (such as a LICENSE
364 | file in a relevant directory) where a recipient would be likely to look
365 | for such a notice.
366 |
367 | You may add additional accurate notices of copyright ownership.
368 |
369 | Exhibit B - "Incompatible With Secondary Licenses" Notice
370 | ---------------------------------------------------------
371 |
372 | This Source Code Form is "Incompatible With Secondary Licenses", as
373 | defined by the Mozilla Public License, v. 2.0.
--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # tardis-client
2 |
3 | [](https://pypi.org/project/tardis-client/)
4 | [](https://pypi.org/project/tardis-client/)
5 |
6 |
7 | Python client for [tardis.dev](https://tardis.dev) - historical tick-level cryptocurrency market data replay API.
8 | Provides fast, high level and developer friendly wrapper for more low level [HTTP API](https://docs.tardis.dev/api#http-api) with local file based caching build in.
9 |
10 | ## Installation
11 |
12 | Requires Python 3.7.0+ installed.
13 |
14 | ```sh
15 | pip install tardis-client
16 | ```
17 |
18 | ## Usage
19 |
20 | ```python
21 | import asyncio
22 | from tardis_client import TardisClient, Channel
23 |
24 | async def replay():
25 | tardis_client = TardisClient()
26 |
27 | # replay method returns Async Generator
28 | # https://rickyhan.com/jekyll/update/2018/01/27/python36.html
29 | messages = tardis_client.replay(
30 | exchange="bitmex",
31 | from_date="2019-06-01",
32 | to_date="2019-06-02",
33 | filters=[Channel(name="trade", symbols=["XBTUSD","ETHUSD"]), Channel("orderBookL2", ["XBTUSD"])],
34 | )
35 |
36 | # this will print all trades and orderBookL2 messages for XBTUSD
37 | # and all trades for ETHUSD for bitmex exchange
38 | # between 2019-06-01T00:00:00.000Z and 2019-06-02T00:00:00.000Z (whole first day of June 2019)
39 | async for local_timestamp, message in messages:
40 | # local timestamp is a Python datetime that marks timestamp when given message has been received
41 | # message is a message object as provided by exchange real-time stream
42 | print(message)
43 |
44 | asyncio.run(replay())
45 | ```
46 |
47 | [](https://repl.it/@TardisThad/tardis-python-client-example)
48 |
49 | ## API
50 |
51 | `tardis-client` package provides `TardisClient` and `Channel` classes.
52 |
53 | ```python
54 | from tardis_client import TardisClient, Channel
55 | ```
56 |
57 | ### TardisClient
58 |
59 | Optional client constructor parameters.
60 |
61 | | name | type | default value | description |
62 | | ---------------------- | -------- | --------------------------- | --------------------------------------------------------------------------------------------------------------------------------------------------------------- |
63 | | `api_key` (optional) | `string` | `""` | optional `string` containing API key for [tardis.dev](https://tardis.dev) API. If not provided only first day of each month of data is accessible (free access) |
64 | | `cache_dir` (optional) | `string` | `/.tardis-cache` | optional `string` with path to local dir that will be used as cache location. If not provided default `temp` dir for given OS will be used. |
65 |
66 | Example:
67 |
68 | ```python
69 | # creates new client instance with access only to sample data (first day of each month)
70 | tardis_client = TardisClient()
71 |
72 | # creates new client with access to all data for given API key
73 | tardis_client = TardisClient(api_key="YOUR_API_KEY")
74 |
75 | # creates new client with custom cache dir
76 | tardis_client = TardisClient(cache_dir="./cache")
77 | ```
78 |
79 | - ### `tardis_client.clear_cache()`
80 |
81 | Removes local file cache dir and it's contents.
82 |
83 | Example:
84 |
85 | ```python
86 | tardis_client = TardisClient()
87 |
88 | tardis_client.clear_cache()
89 | ```
90 |
91 | - ### `tardis_client.replay(exchange, from_date, to_date, filters=[])`
92 |
93 | Replays historical market data messages for given replay arguments.
94 |
95 | Returns [Async Generator](https://rickyhan.com/jekyll/update/2018/01/27/python36.html) with named tuples (`namedtuple("Response", ["local_timestamp", "message"])`).
96 |
97 | - `local_timestamp` is a Python datetime object specyfying when message has been received from the exchange real-time data feed.
98 |
99 | - `message` is Python dict with parsed JSON that has exactly the same format as message provided by particular exchange's real-time data feed.
100 |
101 | #### `replay` method parameters:
102 |
103 | | name | type | default value | description |
104 | | -------------------- | --------------------------------- | ------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |
105 | | `exchange` | `string` | - | requested exchange name - Use [/exchanges](https://docs.tardis.dev/api/http#exchanges) API call to get allowed exchanges ids |
106 | | `from_date` | `string` | - | requested UTC start date of data feed - [valid ISO date string](https://docs.python.org/3/library/datetime.html#datetime.date.fromisoformat), eg: `2019-04-05` or `2019-05-05T00:00:00` |
107 | | `to_date` | `string` | - | requested UTC end date of data feed - [valid ISO date string](https://docs.python.org/3/library/datetime.html#datetime.date.fromisoformat), eg: `2019-04-05` or `2019-05-05T00:00:00` |
108 | | `filters` (optional) | [`List[Channel]`](#channel-class) | [] | optional filters of requested data feed. Use [/exchanges/:exchange](https://docs.tardis.dev/api/http#exchanges-exchange) API call to get allowed channel names and symbols for requested exchange |
109 |
110 | ##### `Channel` class
111 |
112 | `Channel` class constructor parameters.
113 |
114 | | name | type | description |
115 | | --------- | -------------- | --------------------------------------------------------------------------------------------------------------------------------------------------- |
116 | | `name` | `string` | Use [/exchanges/:exchange](https://docs.tardis.dev/api#exchanges-exchange) API call to get allowed channel names and symbols for requested exchange |
117 | | `symbols` | `List[string]` | Use [/exchanges/:exchange](https://docs.tardis.dev/api#exchanges-exchange) API call to get allowed channel names and symbols for requested exchange |
118 |
119 | ```python
120 | Channel(name="trade", symbols=["XBTUSD","ETHUSD"])
121 | Channel("orderBookL2", ["XBTUSD"])
122 | ```
123 |
124 | ## FAQ
125 |
126 | #### How to debug it if something went wrong?
127 |
128 | `tardis-client` uses Python logging on `DEBUG` level for that purpose. In doubt please create issue in this repository with steps how to reproduce the issue.
129 |
130 | #### Where can I find more details about tardis.dev API?
131 |
132 | Check out [API docs](https://docs.tardis.dev/api).
133 |
134 | ## License
135 |
136 | MPL-2.0
137 |
--------------------------------------------------------------------------------
/poetry.lock:
--------------------------------------------------------------------------------
1 | # This file is automatically @generated by Poetry and should not be changed by hand.
2 |
3 | [[package]]
4 | name = "aiofiles"
5 | version = "24.1.0"
6 | description = "File support for asyncio."
7 | category = "main"
8 | optional = false
9 | python-versions = ">=3.8"
10 | files = [
11 | {file = "aiofiles-24.1.0-py3-none-any.whl", hash = "sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5"},
12 | {file = "aiofiles-24.1.0.tar.gz", hash = "sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c"},
13 | ]
14 |
15 | [[package]]
16 | name = "aiohappyeyeballs"
17 | version = "2.4.3"
18 | description = "Happy Eyeballs for asyncio"
19 | category = "main"
20 | optional = false
21 | python-versions = ">=3.8"
22 | files = [
23 | {file = "aiohappyeyeballs-2.4.3-py3-none-any.whl", hash = "sha256:8a7a83727b2756f394ab2895ea0765a0a8c475e3c71e98d43d76f22b4b435572"},
24 | {file = "aiohappyeyeballs-2.4.3.tar.gz", hash = "sha256:75cf88a15106a5002a8eb1dab212525c00d1f4c0fa96e551c9fbe6f09a621586"},
25 | ]
26 |
27 | [[package]]
28 | name = "aiohttp"
29 | version = "3.10.8"
30 | description = "Async http client/server framework (asyncio)"
31 | category = "main"
32 | optional = false
33 | python-versions = ">=3.8"
34 | files = [
35 | {file = "aiohttp-3.10.8-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:a1ba7bc139592339ddeb62c06486d0fa0f4ca61216e14137a40d626c81faf10c"},
36 | {file = "aiohttp-3.10.8-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:85e4d7bd05d18e4b348441e7584c681eff646e3bf38f68b2626807f3add21aa2"},
37 | {file = "aiohttp-3.10.8-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:69de056022e7abf69cb9fec795515973cc3eeaff51e3ea8d72a77aa933a91c52"},
38 | {file = "aiohttp-3.10.8-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:ee3587506898d4a404b33bd19689286ccf226c3d44d7a73670c8498cd688e42c"},
39 | {file = "aiohttp-3.10.8-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:fe285a697c851734285369614443451462ce78aac2b77db23567507484b1dc6f"},
40 | {file = "aiohttp-3.10.8-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:10c7932337285a6bfa3a5fe1fd4da90b66ebfd9d0cbd1544402e1202eb9a8c3e"},
41 | {file = "aiohttp-3.10.8-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cd9716ef0224fe0d0336997eb242f40619f9f8c5c57e66b525a1ebf9f1d8cebe"},
42 | {file = "aiohttp-3.10.8-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:ceacea31f8a55cdba02bc72c93eb2e1b77160e91f8abd605969c168502fd71eb"},
43 | {file = "aiohttp-3.10.8-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:9721554bfa9e15f6e462da304374c2f1baede3cb06008c36c47fa37ea32f1dc4"},
44 | {file = "aiohttp-3.10.8-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:22cdeb684d8552490dd2697a5138c4ecb46f844892df437aaf94f7eea99af879"},
45 | {file = "aiohttp-3.10.8-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:e56bb7e31c4bc79956b866163170bc89fd619e0581ce813330d4ea46921a4881"},
46 | {file = "aiohttp-3.10.8-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:3a95d2686bc4794d66bd8de654e41b5339fab542b2bca9238aa63ed5f4f2ce82"},
47 | {file = "aiohttp-3.10.8-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:d82404a0e7b10e0d7f022cf44031b78af8a4f99bd01561ac68f7c24772fed021"},
48 | {file = "aiohttp-3.10.8-cp310-cp310-win32.whl", hash = "sha256:4e10b04542d27e21538e670156e88766543692a0a883f243ba8fad9ddea82e53"},
49 | {file = "aiohttp-3.10.8-cp310-cp310-win_amd64.whl", hash = "sha256:680dbcff5adc7f696ccf8bf671d38366a1f620b5616a1d333d0cb33956065395"},
50 | {file = "aiohttp-3.10.8-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:33a68011a38020ed4ff41ae0dbf4a96a202562ecf2024bdd8f65385f1d07f6ef"},
51 | {file = "aiohttp-3.10.8-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6c7efa6616a95e3bd73b8a69691012d2ef1f95f9ea0189e42f338fae080c2fc6"},
52 | {file = "aiohttp-3.10.8-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:ddb9b9764cfb4459acf01c02d2a59d3e5066b06a846a364fd1749aa168efa2be"},
53 | {file = "aiohttp-3.10.8-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3c7f270f4ca92760f98a42c45a58674fff488e23b144ec80b1cc6fa2effed377"},
54 | {file = "aiohttp-3.10.8-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6984dda9d79064361ab58d03f6c1e793ea845c6cfa89ffe1a7b9bb400dfd56bd"},
55 | {file = "aiohttp-3.10.8-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3f6d47e392c27206701565c8df4cac6ebed28fdf6dcaea5b1eea7a4631d8e6db"},
56 | {file = "aiohttp-3.10.8-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a72f89aea712c619b2ca32c6f4335c77125ede27530ad9705f4f349357833695"},
57 | {file = "aiohttp-3.10.8-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c36074b26f3263879ba8e4dbd33db2b79874a3392f403a70b772701363148b9f"},
58 | {file = "aiohttp-3.10.8-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:e32148b4a745e70a255a1d44b5664de1f2e24fcefb98a75b60c83b9e260ddb5b"},
59 | {file = "aiohttp-3.10.8-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:5aa1a073514cf59c81ad49a4ed9b5d72b2433638cd53160fd2f3a9cfa94718db"},
60 | {file = "aiohttp-3.10.8-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:d3a79200a9d5e621c4623081ddb25380b713c8cf5233cd11c1aabad990bb9381"},
61 | {file = "aiohttp-3.10.8-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:e45fdfcb2d5bcad83373e4808825b7512953146d147488114575780640665027"},
62 | {file = "aiohttp-3.10.8-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:f78e2a78432c537ae876a93013b7bc0027ba5b93ad7b3463624c4b6906489332"},
63 | {file = "aiohttp-3.10.8-cp311-cp311-win32.whl", hash = "sha256:f8179855a4e4f3b931cb1764ec87673d3fbdcca2af496c8d30567d7b034a13db"},
64 | {file = "aiohttp-3.10.8-cp311-cp311-win_amd64.whl", hash = "sha256:ef9b484604af05ca745b6108ca1aaa22ae1919037ae4f93aaf9a37ba42e0b835"},
65 | {file = "aiohttp-3.10.8-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:ab2d6523575fc98896c80f49ac99e849c0b0e69cc80bf864eed6af2ae728a52b"},
66 | {file = "aiohttp-3.10.8-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:f5d5d5401744dda50b943d8764508d0e60cc2d3305ac1e6420935861a9d544bc"},
67 | {file = "aiohttp-3.10.8-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:de23085cf90911600ace512e909114385026b16324fa203cc74c81f21fd3276a"},
68 | {file = "aiohttp-3.10.8-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4618f0d2bf523043866a9ff8458900d8eb0a6d4018f251dae98e5f1fb699f3a8"},
69 | {file = "aiohttp-3.10.8-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:21c1925541ca84f7b5e0df361c0a813a7d6a56d3b0030ebd4b220b8d232015f9"},
70 | {file = "aiohttp-3.10.8-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:497a7d20caea8855c5429db3cdb829385467217d7feb86952a6107e033e031b9"},
71 | {file = "aiohttp-3.10.8-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:c887019dbcb4af58a091a45ccf376fffe800b5531b45c1efccda4bedf87747ea"},
72 | {file = "aiohttp-3.10.8-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:40d2d719c3c36a7a65ed26400e2b45b2d9ed7edf498f4df38b2ae130f25a0d01"},
73 | {file = "aiohttp-3.10.8-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:57359785f27394a8bcab0da6dcd46706d087dfebf59a8d0ad2e64a4bc2f6f94f"},
74 | {file = "aiohttp-3.10.8-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:a961ee6f2cdd1a2be4735333ab284691180d40bad48f97bb598841bfcbfb94ec"},
75 | {file = "aiohttp-3.10.8-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:fe3d79d6af839ffa46fdc5d2cf34295390894471e9875050eafa584cb781508d"},
76 | {file = "aiohttp-3.10.8-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:9a281cba03bdaa341c70b7551b2256a88d45eead149f48b75a96d41128c240b3"},
77 | {file = "aiohttp-3.10.8-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:c6769d71bfb1ed60321363a9bc05e94dcf05e38295ef41d46ac08919e5b00d19"},
78 | {file = "aiohttp-3.10.8-cp312-cp312-win32.whl", hash = "sha256:a3081246bab4d419697ee45e555cef5cd1def7ac193dff6f50be761d2e44f194"},
79 | {file = "aiohttp-3.10.8-cp312-cp312-win_amd64.whl", hash = "sha256:ab1546fc8e00676febc81c548a876c7bde32f881b8334b77f84719ab2c7d28dc"},
80 | {file = "aiohttp-3.10.8-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:b1a012677b8e0a39e181e218de47d6741c5922202e3b0b65e412e2ce47c39337"},
81 | {file = "aiohttp-3.10.8-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:2df786c96c57cd6b87156ba4c5f166af7b88f3fc05f9d592252fdc83d8615a3c"},
82 | {file = "aiohttp-3.10.8-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:8885ca09d3a9317219c0831276bfe26984b17b2c37b7bf70dd478d17092a4772"},
83 | {file = "aiohttp-3.10.8-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:4dbf252ac19860e0ab56cd480d2805498f47c5a2d04f5995d8d8a6effd04b48c"},
84 | {file = "aiohttp-3.10.8-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3b2036479b6b94afaaca7d07b8a68dc0e67b0caf5f6293bb6a5a1825f5923000"},
85 | {file = "aiohttp-3.10.8-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:365783e1b7c40b59ed4ce2b5a7491bae48f41cd2c30d52647a5b1ee8604c68ad"},
86 | {file = "aiohttp-3.10.8-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:270e653b5a4b557476a1ed40e6b6ce82f331aab669620d7c95c658ef976c9c5e"},
87 | {file = "aiohttp-3.10.8-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:8960fabc20bfe4fafb941067cda8e23c8c17c98c121aa31c7bf0cdab11b07842"},
88 | {file = "aiohttp-3.10.8-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:f21e8f2abed9a44afc3d15bba22e0dfc71e5fa859bea916e42354c16102b036f"},
89 | {file = "aiohttp-3.10.8-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:fecd55e7418fabd297fd836e65cbd6371aa4035a264998a091bbf13f94d9c44d"},
90 | {file = "aiohttp-3.10.8-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:badb51d851358cd7535b647bb67af4854b64f3c85f0d089c737f75504d5910ec"},
91 | {file = "aiohttp-3.10.8-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:e860985f30f3a015979e63e7ba1a391526cdac1b22b7b332579df7867848e255"},
92 | {file = "aiohttp-3.10.8-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:71462f8eeca477cbc0c9700a9464e3f75f59068aed5e9d4a521a103692da72dc"},
93 | {file = "aiohttp-3.10.8-cp313-cp313-win32.whl", hash = "sha256:177126e971782769b34933e94fddd1089cef0fe6b82fee8a885e539f5b0f0c6a"},
94 | {file = "aiohttp-3.10.8-cp313-cp313-win_amd64.whl", hash = "sha256:98a4eb60e27033dee9593814ca320ee8c199489fbc6b2699d0f710584db7feb7"},
95 | {file = "aiohttp-3.10.8-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:ffef3d763e4c8fc97e740da5b4d0f080b78630a3914f4e772a122bbfa608c1db"},
96 | {file = "aiohttp-3.10.8-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:597128cb7bc5f068181b49a732961f46cb89f85686206289d6ccb5e27cb5fbe2"},
97 | {file = "aiohttp-3.10.8-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:f23a6c1d09de5de89a33c9e9b229106cb70dcfdd55e81a3a3580eaadaa32bc92"},
98 | {file = "aiohttp-3.10.8-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da57af0c54a302b7c655fa1ccd5b1817a53739afa39924ef1816e7b7c8a07ccb"},
99 | {file = "aiohttp-3.10.8-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1e7a6af57091056a79a35104d6ec29d98ec7f1fb7270ad9c6fff871b678d1ff8"},
100 | {file = "aiohttp-3.10.8-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:32710d6b3b6c09c60c794d84ca887a3a2890131c0b02b3cefdcc6709a2260a7c"},
101 | {file = "aiohttp-3.10.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b91f4f62ad39a8a42d511d66269b46cb2fb7dea9564c21ab6c56a642d28bff5"},
102 | {file = "aiohttp-3.10.8-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:471a8c47344b9cc309558b3fcc469bd2c12b49322b4b31eb386c4a2b2d44e44a"},
103 | {file = "aiohttp-3.10.8-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:fc0e7f91705445d79beafba9bb3057dd50830e40fe5417017a76a214af54e122"},
104 | {file = "aiohttp-3.10.8-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:85431c9131a9a0f65260dc7a65c800ca5eae78c4c9931618f18c8e0933a0e0c1"},
105 | {file = "aiohttp-3.10.8-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:b91557ee0893da52794b25660d4f57bb519bcad8b7df301acd3898f7197c5d81"},
106 | {file = "aiohttp-3.10.8-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:4954e6b06dd0be97e1a5751fc606be1f9edbdc553c5d9b57d72406a8fbd17f9d"},
107 | {file = "aiohttp-3.10.8-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:a087c84b4992160ffef7afd98ef24177c8bd4ad61c53607145a8377457385100"},
108 | {file = "aiohttp-3.10.8-cp38-cp38-win32.whl", hash = "sha256:e1f0f7b27171b2956a27bd8f899751d0866ddabdd05cbddf3520f945130a908c"},
109 | {file = "aiohttp-3.10.8-cp38-cp38-win_amd64.whl", hash = "sha256:c4916070e12ae140110aa598031876c1bf8676a36a750716ea0aa5bd694aa2e7"},
110 | {file = "aiohttp-3.10.8-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:5284997e3d88d0dfb874c43e51ae8f4a6f4ca5b90dcf22995035187253d430db"},
111 | {file = "aiohttp-3.10.8-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:9443d9ebc5167ce1fbb552faf2d666fb22ef5716a8750be67efd140a7733738c"},
112 | {file = "aiohttp-3.10.8-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:b667e2a03407d79a76c618dc30cedebd48f082d85880d0c9c4ec2faa3e10f43e"},
113 | {file = "aiohttp-3.10.8-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:98fae99d5c2146f254b7806001498e6f9ffb0e330de55a35e72feb7cb2fa399b"},
114 | {file = "aiohttp-3.10.8-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:8296edd99d0dd9d0eb8b9e25b3b3506eef55c1854e9cc230f0b3f885f680410b"},
115 | {file = "aiohttp-3.10.8-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:1ce46dfb49cfbf9e92818be4b761d4042230b1f0e05ffec0aad15b3eb162b905"},
116 | {file = "aiohttp-3.10.8-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:7c38cfd355fd86c39b2d54651bd6ed7d63d4fe3b5553f364bae3306e2445f847"},
117 | {file = "aiohttp-3.10.8-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:713dff3f87ceec3bde4f3f484861464e722cf7533f9fa6b824ec82bb5a9010a7"},
118 | {file = "aiohttp-3.10.8-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:21a72f4a9c69a8567a0aca12042f12bba25d3139fd5dd8eeb9931f4d9e8599cd"},
119 | {file = "aiohttp-3.10.8-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:6d1ad868624f6cea77341ef2877ad4e71f7116834a6cd7ec36ec5c32f94ee6ae"},
120 | {file = "aiohttp-3.10.8-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:a78ba86d5a08207d1d1ad10b97aed6ea48b374b3f6831d02d0b06545ac0f181e"},
121 | {file = "aiohttp-3.10.8-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:aff048793d05e1ce05b62e49dccf81fe52719a13f4861530706619506224992b"},
122 | {file = "aiohttp-3.10.8-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:d088ca05381fd409793571d8e34eca06daf41c8c50a05aeed358d2d340c7af81"},
123 | {file = "aiohttp-3.10.8-cp39-cp39-win32.whl", hash = "sha256:ee97c4e54f457c366e1f76fbbf3e8effee9de57dae671084a161c00f481106ce"},
124 | {file = "aiohttp-3.10.8-cp39-cp39-win_amd64.whl", hash = "sha256:d95ae4420669c871667aad92ba8cce6251d61d79c1a38504621094143f94a8b4"},
125 | {file = "aiohttp-3.10.8.tar.gz", hash = "sha256:21f8225f7dc187018e8433c9326be01477fb2810721e048b33ac49091b19fb4a"},
126 | ]
127 |
128 | [package.dependencies]
129 | aiohappyeyeballs = ">=2.3.0"
130 | aiosignal = ">=1.1.2"
131 | async-timeout = {version = ">=4.0,<5.0", markers = "python_version < \"3.11\""}
132 | attrs = ">=17.3.0"
133 | frozenlist = ">=1.1.1"
134 | multidict = ">=4.5,<7.0"
135 | yarl = ">=1.12.0,<2.0"
136 |
137 | [package.extras]
138 | speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
139 |
140 | [[package]]
141 | name = "aiosignal"
142 | version = "1.3.1"
143 | description = "aiosignal: a list of registered asynchronous callbacks"
144 | category = "main"
145 | optional = false
146 | python-versions = ">=3.7"
147 | files = [
148 | {file = "aiosignal-1.3.1-py3-none-any.whl", hash = "sha256:f8376fb07dd1e86a584e4fcdec80b36b7f81aac666ebc724e2c090300dd83b17"},
149 | {file = "aiosignal-1.3.1.tar.gz", hash = "sha256:54cd96e15e1649b75d6c87526a6ff0b6c1b0dd3459f43d9ca11d48c339b68cfc"},
150 | ]
151 |
152 | [package.dependencies]
153 | frozenlist = ">=1.1.0"
154 |
155 | [[package]]
156 | name = "async-timeout"
157 | version = "4.0.3"
158 | description = "Timeout context manager for asyncio programs"
159 | category = "main"
160 | optional = false
161 | python-versions = ">=3.7"
162 | files = [
163 | {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
164 | {file = "async_timeout-4.0.3-py3-none-any.whl", hash = "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"},
165 | ]
166 |
167 | [[package]]
168 | name = "attrs"
169 | version = "24.2.0"
170 | description = "Classes Without Boilerplate"
171 | category = "main"
172 | optional = false
173 | python-versions = ">=3.7"
174 | files = [
175 | {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
176 | {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
177 | ]
178 |
179 | [package.extras]
180 | benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
181 | cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
182 | dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
183 | docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
184 | tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
185 | tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
186 |
187 | [[package]]
188 | name = "frozenlist"
189 | version = "1.4.1"
190 | description = "A list-like structure which implements collections.abc.MutableSequence"
191 | category = "main"
192 | optional = false
193 | python-versions = ">=3.8"
194 | files = [
195 | {file = "frozenlist-1.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f9aa1878d1083b276b0196f2dfbe00c9b7e752475ed3b682025ff20c1c1f51ac"},
196 | {file = "frozenlist-1.4.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:29acab3f66f0f24674b7dc4736477bcd4bc3ad4b896f5f45379a67bce8b96868"},
197 | {file = "frozenlist-1.4.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:74fb4bee6880b529a0c6560885fce4dc95936920f9f20f53d99a213f7bf66776"},
198 | {file = "frozenlist-1.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:590344787a90ae57d62511dd7c736ed56b428f04cd8c161fcc5e7232c130c69a"},
199 | {file = "frozenlist-1.4.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:068b63f23b17df8569b7fdca5517edef76171cf3897eb68beb01341131fbd2ad"},
200 | {file = "frozenlist-1.4.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5c849d495bf5154cd8da18a9eb15db127d4dba2968d88831aff6f0331ea9bd4c"},
201 | {file = "frozenlist-1.4.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:9750cc7fe1ae3b1611bb8cfc3f9ec11d532244235d75901fb6b8e42ce9229dfe"},
202 | {file = "frozenlist-1.4.1-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:a9b2de4cf0cdd5bd2dee4c4f63a653c61d2408055ab77b151c1957f221cabf2a"},
203 | {file = "frozenlist-1.4.1-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:0633c8d5337cb5c77acbccc6357ac49a1770b8c487e5b3505c57b949b4b82e98"},
204 | {file = "frozenlist-1.4.1-cp310-cp310-musllinux_1_1_i686.whl", hash = "sha256:27657df69e8801be6c3638054e202a135c7f299267f1a55ed3a598934f6c0d75"},
205 | {file = "frozenlist-1.4.1-cp310-cp310-musllinux_1_1_ppc64le.whl", hash = "sha256:f9a3ea26252bd92f570600098783d1371354d89d5f6b7dfd87359d669f2109b5"},
206 | {file = "frozenlist-1.4.1-cp310-cp310-musllinux_1_1_s390x.whl", hash = "sha256:4f57dab5fe3407b6c0c1cc907ac98e8a189f9e418f3b6e54d65a718aaafe3950"},
207 | {file = "frozenlist-1.4.1-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:e02a0e11cf6597299b9f3bbd3f93d79217cb90cfd1411aec33848b13f5c656cc"},
208 | {file = "frozenlist-1.4.1-cp310-cp310-win32.whl", hash = "sha256:a828c57f00f729620a442881cc60e57cfcec6842ba38e1b19fd3e47ac0ff8dc1"},
209 | {file = "frozenlist-1.4.1-cp310-cp310-win_amd64.whl", hash = "sha256:f56e2333dda1fe0f909e7cc59f021eba0d2307bc6f012a1ccf2beca6ba362439"},
210 | {file = "frozenlist-1.4.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:a0cb6f11204443f27a1628b0e460f37fb30f624be6051d490fa7d7e26d4af3d0"},
211 | {file = "frozenlist-1.4.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:b46c8ae3a8f1f41a0d2ef350c0b6e65822d80772fe46b653ab6b6274f61d4a49"},
212 | {file = "frozenlist-1.4.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:fde5bd59ab5357e3853313127f4d3565fc7dad314a74d7b5d43c22c6a5ed2ced"},
213 | {file = "frozenlist-1.4.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:722e1124aec435320ae01ee3ac7bec11a5d47f25d0ed6328f2273d287bc3abb0"},
214 | {file = "frozenlist-1.4.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:2471c201b70d58a0f0c1f91261542a03d9a5e088ed3dc6c160d614c01649c106"},
215 | {file = "frozenlist-1.4.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c757a9dd70d72b076d6f68efdbb9bc943665ae954dad2801b874c8c69e185068"},
216 | {file = "frozenlist-1.4.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f146e0911cb2f1da549fc58fc7bcd2b836a44b79ef871980d605ec392ff6b0d2"},
217 | {file = "frozenlist-1.4.1-cp311-cp311-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4f9c515e7914626b2a2e1e311794b4c35720a0be87af52b79ff8e1429fc25f19"},
218 | {file = "frozenlist-1.4.1-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:c302220494f5c1ebeb0912ea782bcd5e2f8308037b3c7553fad0e48ebad6ad82"},
219 | {file = "frozenlist-1.4.1-cp311-cp311-musllinux_1_1_i686.whl", hash = "sha256:442acde1e068288a4ba7acfe05f5f343e19fac87bfc96d89eb886b0363e977ec"},
220 | {file = "frozenlist-1.4.1-cp311-cp311-musllinux_1_1_ppc64le.whl", hash = "sha256:1b280e6507ea8a4fa0c0a7150b4e526a8d113989e28eaaef946cc77ffd7efc0a"},
221 | {file = "frozenlist-1.4.1-cp311-cp311-musllinux_1_1_s390x.whl", hash = "sha256:fe1a06da377e3a1062ae5fe0926e12b84eceb8a50b350ddca72dc85015873f74"},
222 | {file = "frozenlist-1.4.1-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:db9e724bebd621d9beca794f2a4ff1d26eed5965b004a97f1f1685a173b869c2"},
223 | {file = "frozenlist-1.4.1-cp311-cp311-win32.whl", hash = "sha256:e774d53b1a477a67838a904131c4b0eef6b3d8a651f8b138b04f748fccfefe17"},
224 | {file = "frozenlist-1.4.1-cp311-cp311-win_amd64.whl", hash = "sha256:fb3c2db03683b5767dedb5769b8a40ebb47d6f7f45b1b3e3b4b51ec8ad9d9825"},
225 | {file = "frozenlist-1.4.1-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:1979bc0aeb89b33b588c51c54ab0161791149f2461ea7c7c946d95d5f93b56ae"},
226 | {file = "frozenlist-1.4.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:cc7b01b3754ea68a62bd77ce6020afaffb44a590c2289089289363472d13aedb"},
227 | {file = "frozenlist-1.4.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c9c92be9fd329ac801cc420e08452b70e7aeab94ea4233a4804f0915c14eba9b"},
228 | {file = "frozenlist-1.4.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5c3894db91f5a489fc8fa6a9991820f368f0b3cbdb9cd8849547ccfab3392d86"},
229 | {file = "frozenlist-1.4.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:ba60bb19387e13597fb059f32cd4d59445d7b18b69a745b8f8e5db0346f33480"},
230 | {file = "frozenlist-1.4.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:8aefbba5f69d42246543407ed2461db31006b0f76c4e32dfd6f42215a2c41d09"},
231 | {file = "frozenlist-1.4.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:780d3a35680ced9ce682fbcf4cb9c2bad3136eeff760ab33707b71db84664e3a"},
232 | {file = "frozenlist-1.4.1-cp312-cp312-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9acbb16f06fe7f52f441bb6f413ebae6c37baa6ef9edd49cdd567216da8600cd"},
233 | {file = "frozenlist-1.4.1-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:23b701e65c7b36e4bf15546a89279bd4d8675faabc287d06bbcfac7d3c33e1e6"},
234 | {file = "frozenlist-1.4.1-cp312-cp312-musllinux_1_1_i686.whl", hash = "sha256:3e0153a805a98f5ada7e09826255ba99fb4f7524bb81bf6b47fb702666484ae1"},
235 | {file = "frozenlist-1.4.1-cp312-cp312-musllinux_1_1_ppc64le.whl", hash = "sha256:dd9b1baec094d91bf36ec729445f7769d0d0cf6b64d04d86e45baf89e2b9059b"},
236 | {file = "frozenlist-1.4.1-cp312-cp312-musllinux_1_1_s390x.whl", hash = "sha256:1a4471094e146b6790f61b98616ab8e44f72661879cc63fa1049d13ef711e71e"},
237 | {file = "frozenlist-1.4.1-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:5667ed53d68d91920defdf4035d1cdaa3c3121dc0b113255124bcfada1cfa1b8"},
238 | {file = "frozenlist-1.4.1-cp312-cp312-win32.whl", hash = "sha256:beee944ae828747fd7cb216a70f120767fc9f4f00bacae8543c14a6831673f89"},
239 | {file = "frozenlist-1.4.1-cp312-cp312-win_amd64.whl", hash = "sha256:64536573d0a2cb6e625cf309984e2d873979709f2cf22839bf2d61790b448ad5"},
240 | {file = "frozenlist-1.4.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:20b51fa3f588ff2fe658663db52a41a4f7aa6c04f6201449c6c7c476bd255c0d"},
241 | {file = "frozenlist-1.4.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:410478a0c562d1a5bcc2f7ea448359fcb050ed48b3c6f6f4f18c313a9bdb1826"},
242 | {file = "frozenlist-1.4.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:c6321c9efe29975232da3bd0af0ad216800a47e93d763ce64f291917a381b8eb"},
243 | {file = "frozenlist-1.4.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:48f6a4533887e189dae092f1cf981f2e3885175f7a0f33c91fb5b7b682b6bab6"},
244 | {file = "frozenlist-1.4.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6eb73fa5426ea69ee0e012fb59cdc76a15b1283d6e32e4f8dc4482ec67d1194d"},
245 | {file = "frozenlist-1.4.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fbeb989b5cc29e8daf7f976b421c220f1b8c731cbf22b9130d8815418ea45887"},
246 | {file = "frozenlist-1.4.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:32453c1de775c889eb4e22f1197fe3bdfe457d16476ea407472b9442e6295f7a"},
247 | {file = "frozenlist-1.4.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:693945278a31f2086d9bf3df0fe8254bbeaef1fe71e1351c3bd730aa7d31c41b"},
248 | {file = "frozenlist-1.4.1-cp38-cp38-musllinux_1_1_aarch64.whl", hash = "sha256:1d0ce09d36d53bbbe566fe296965b23b961764c0bcf3ce2fa45f463745c04701"},
249 | {file = "frozenlist-1.4.1-cp38-cp38-musllinux_1_1_i686.whl", hash = "sha256:3a670dc61eb0d0eb7080890c13de3066790f9049b47b0de04007090807c776b0"},
250 | {file = "frozenlist-1.4.1-cp38-cp38-musllinux_1_1_ppc64le.whl", hash = "sha256:dca69045298ce5c11fd539682cff879cc1e664c245d1c64da929813e54241d11"},
251 | {file = "frozenlist-1.4.1-cp38-cp38-musllinux_1_1_s390x.whl", hash = "sha256:a06339f38e9ed3a64e4c4e43aec7f59084033647f908e4259d279a52d3757d09"},
252 | {file = "frozenlist-1.4.1-cp38-cp38-musllinux_1_1_x86_64.whl", hash = "sha256:b7f2f9f912dca3934c1baec2e4585a674ef16fe00218d833856408c48d5beee7"},
253 | {file = "frozenlist-1.4.1-cp38-cp38-win32.whl", hash = "sha256:e7004be74cbb7d9f34553a5ce5fb08be14fb33bc86f332fb71cbe5216362a497"},
254 | {file = "frozenlist-1.4.1-cp38-cp38-win_amd64.whl", hash = "sha256:5a7d70357e7cee13f470c7883a063aae5fe209a493c57d86eb7f5a6f910fae09"},
255 | {file = "frozenlist-1.4.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:bfa4a17e17ce9abf47a74ae02f32d014c5e9404b6d9ac7f729e01562bbee601e"},
256 | {file = "frozenlist-1.4.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:b7e3ed87d4138356775346e6845cccbe66cd9e207f3cd11d2f0b9fd13681359d"},
257 | {file = "frozenlist-1.4.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:c99169d4ff810155ca50b4da3b075cbde79752443117d89429595c2e8e37fed8"},
258 | {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:edb678da49d9f72c9f6c609fbe41a5dfb9a9282f9e6a2253d5a91e0fc382d7c0"},
259 | {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6db4667b187a6742b33afbbaf05a7bc551ffcf1ced0000a571aedbb4aa42fc7b"},
260 | {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:55fdc093b5a3cb41d420884cdaf37a1e74c3c37a31f46e66286d9145d2063bd0"},
261 | {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:82e8211d69a4f4bc360ea22cd6555f8e61a1bd211d1d5d39d3d228b48c83a897"},
262 | {file = "frozenlist-1.4.1-cp39-cp39-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:89aa2c2eeb20957be2d950b85974b30a01a762f3308cd02bb15e1ad632e22dc7"},
263 | {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:9d3e0c25a2350080e9319724dede4f31f43a6c9779be48021a7f4ebde8b2d742"},
264 | {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_i686.whl", hash = "sha256:7268252af60904bf52c26173cbadc3a071cece75f873705419c8681f24d3edea"},
265 | {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_ppc64le.whl", hash = "sha256:0c250a29735d4f15321007fb02865f0e6b6a41a6b88f1f523ca1596ab5f50bd5"},
266 | {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_s390x.whl", hash = "sha256:96ec70beabbd3b10e8bfe52616a13561e58fe84c0101dd031dc78f250d5128b9"},
267 | {file = "frozenlist-1.4.1-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:23b2d7679b73fe0e5a4560b672a39f98dfc6f60df63823b0a9970525325b95f6"},
268 | {file = "frozenlist-1.4.1-cp39-cp39-win32.whl", hash = "sha256:a7496bfe1da7fb1a4e1cc23bb67c58fab69311cc7d32b5a99c2007b4b2a0e932"},
269 | {file = "frozenlist-1.4.1-cp39-cp39-win_amd64.whl", hash = "sha256:e6a20a581f9ce92d389a8c7d7c3dd47c81fd5d6e655c8dddf341e14aa48659d0"},
270 | {file = "frozenlist-1.4.1-py3-none-any.whl", hash = "sha256:04ced3e6a46b4cfffe20f9ae482818e34eba9b5fb0ce4056e4cc9b6e212d09b7"},
271 | {file = "frozenlist-1.4.1.tar.gz", hash = "sha256:c037a86e8513059a2613aaba4d817bb90b9d9b6b69aace3ce9c877e8c8ed402b"},
272 | ]
273 |
274 | [[package]]
275 | name = "idna"
276 | version = "3.10"
277 | description = "Internationalized Domain Names in Applications (IDNA)"
278 | category = "main"
279 | optional = false
280 | python-versions = ">=3.6"
281 | files = [
282 | {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
283 | {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
284 | ]
285 |
286 | [package.extras]
287 | all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
288 |
289 | [[package]]
290 | name = "multidict"
291 | version = "6.1.0"
292 | description = "multidict implementation"
293 | category = "main"
294 | optional = false
295 | python-versions = ">=3.8"
296 | files = [
297 | {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3380252550e372e8511d49481bd836264c009adb826b23fefcc5dd3c69692f60"},
298 | {file = "multidict-6.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:99f826cbf970077383d7de805c0681799491cb939c25450b9b5b3ced03ca99f1"},
299 | {file = "multidict-6.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:a114d03b938376557927ab23f1e950827c3b893ccb94b62fd95d430fd0e5cf53"},
300 | {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b1c416351ee6271b2f49b56ad7f308072f6f44b37118d69c2cad94f3fa8a40d5"},
301 | {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:6b5d83030255983181005e6cfbac1617ce9746b219bc2aad52201ad121226581"},
302 | {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3e97b5e938051226dc025ec80980c285b053ffb1e25a3db2a3aa3bc046bf7f56"},
303 | {file = "multidict-6.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d618649d4e70ac6efcbba75be98b26ef5078faad23592f9b51ca492953012429"},
304 | {file = "multidict-6.1.0-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10524ebd769727ac77ef2278390fb0068d83f3acb7773792a5080f2b0abf7748"},
305 | {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:ff3827aef427c89a25cc96ded1759271a93603aba9fb977a6d264648ebf989db"},
306 | {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:06809f4f0f7ab7ea2cabf9caca7d79c22c0758b58a71f9d32943ae13c7ace056"},
307 | {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:f179dee3b863ab1c59580ff60f9d99f632f34ccb38bf67a33ec6b3ecadd0fd76"},
308 | {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:aaed8b0562be4a0876ee3b6946f6869b7bcdb571a5d1496683505944e268b160"},
309 | {file = "multidict-6.1.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:3c8b88a2ccf5493b6c8da9076fb151ba106960a2df90c2633f342f120751a9e7"},
310 | {file = "multidict-6.1.0-cp310-cp310-win32.whl", hash = "sha256:4a9cb68166a34117d6646c0023c7b759bf197bee5ad4272f420a0141d7eb03a0"},
311 | {file = "multidict-6.1.0-cp310-cp310-win_amd64.whl", hash = "sha256:20b9b5fbe0b88d0bdef2012ef7dee867f874b72528cf1d08f1d59b0e3850129d"},
312 | {file = "multidict-6.1.0-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:3efe2c2cb5763f2f1b275ad2bf7a287d3f7ebbef35648a9726e3b69284a4f3d6"},
313 | {file = "multidict-6.1.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c7053d3b0353a8b9de430a4f4b4268ac9a4fb3481af37dfe49825bf45ca24156"},
314 | {file = "multidict-6.1.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:27e5fc84ccef8dfaabb09d82b7d179c7cf1a3fbc8a966f8274fcb4ab2eb4cadb"},
315 | {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0e2b90b43e696f25c62656389d32236e049568b39320e2735d51f08fd362761b"},
316 | {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:d83a047959d38a7ff552ff94be767b7fd79b831ad1cd9920662db05fec24fe72"},
317 | {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:d1a9dd711d0877a1ece3d2e4fea11a8e75741ca21954c919406b44e7cf971304"},
318 | {file = "multidict-6.1.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ec2abea24d98246b94913b76a125e855eb5c434f7c46546046372fe60f666351"},
319 | {file = "multidict-6.1.0-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4867cafcbc6585e4b678876c489b9273b13e9fff9f6d6d66add5e15d11d926cb"},
320 | {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:5b48204e8d955c47c55b72779802b219a39acc3ee3d0116d5080c388970b76e3"},
321 | {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:d8fff389528cad1618fb4b26b95550327495462cd745d879a8c7c2115248e399"},
322 | {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:a7a9541cd308eed5e30318430a9c74d2132e9a8cb46b901326272d780bf2d423"},
323 | {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:da1758c76f50c39a2efd5e9859ce7d776317eb1dd34317c8152ac9251fc574a3"},
324 | {file = "multidict-6.1.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:c943a53e9186688b45b323602298ab727d8865d8c9ee0b17f8d62d14b56f0753"},
325 | {file = "multidict-6.1.0-cp311-cp311-win32.whl", hash = "sha256:90f8717cb649eea3504091e640a1b8568faad18bd4b9fcd692853a04475a4b80"},
326 | {file = "multidict-6.1.0-cp311-cp311-win_amd64.whl", hash = "sha256:82176036e65644a6cc5bd619f65f6f19781e8ec2e5330f51aa9ada7504cc1926"},
327 | {file = "multidict-6.1.0-cp312-cp312-macosx_10_9_universal2.whl", hash = "sha256:b04772ed465fa3cc947db808fa306d79b43e896beb677a56fb2347ca1a49c1fa"},
328 | {file = "multidict-6.1.0-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:6180c0ae073bddeb5a97a38c03f30c233e0a4d39cd86166251617d1bbd0af436"},
329 | {file = "multidict-6.1.0-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:071120490b47aa997cca00666923a83f02c7fbb44f71cf7f136df753f7fa8761"},
330 | {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:50b3a2710631848991d0bf7de077502e8994c804bb805aeb2925a981de58ec2e"},
331 | {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:b58c621844d55e71c1b7f7c498ce5aa6985d743a1a59034c57a905b3f153c1ef"},
332 | {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:55b6d90641869892caa9ca42ff913f7ff1c5ece06474fbd32fb2cf6834726c95"},
333 | {file = "multidict-6.1.0-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:4b820514bfc0b98a30e3d85462084779900347e4d49267f747ff54060cc33925"},
334 | {file = "multidict-6.1.0-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:10a9b09aba0c5b48c53761b7c720aaaf7cf236d5fe394cd399c7ba662d5f9966"},
335 | {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:1e16bf3e5fc9f44632affb159d30a437bfe286ce9e02754759be5536b169b305"},
336 | {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:76f364861c3bfc98cbbcbd402d83454ed9e01a5224bb3a28bf70002a230f73e2"},
337 | {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:820c661588bd01a0aa62a1283f20d2be4281b086f80dad9e955e690c75fb54a2"},
338 | {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:0e5f362e895bc5b9e67fe6e4ded2492d8124bdf817827f33c5b46c2fe3ffaca6"},
339 | {file = "multidict-6.1.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:3ec660d19bbc671e3a6443325f07263be452c453ac9e512f5eb935e7d4ac28b3"},
340 | {file = "multidict-6.1.0-cp312-cp312-win32.whl", hash = "sha256:58130ecf8f7b8112cdb841486404f1282b9c86ccb30d3519faf301b2e5659133"},
341 | {file = "multidict-6.1.0-cp312-cp312-win_amd64.whl", hash = "sha256:188215fc0aafb8e03341995e7c4797860181562380f81ed0a87ff455b70bf1f1"},
342 | {file = "multidict-6.1.0-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:d569388c381b24671589335a3be6e1d45546c2988c2ebe30fdcada8457a31008"},
343 | {file = "multidict-6.1.0-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:052e10d2d37810b99cc170b785945421141bf7bb7d2f8799d431e7db229c385f"},
344 | {file = "multidict-6.1.0-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:f90c822a402cb865e396a504f9fc8173ef34212a342d92e362ca498cad308e28"},
345 | {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b225d95519a5bf73860323e633a664b0d85ad3d5bede6d30d95b35d4dfe8805b"},
346 | {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:23bfd518810af7de1116313ebd9092cb9aa629beb12f6ed631ad53356ed6b86c"},
347 | {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:5c09fcfdccdd0b57867577b719c69e347a436b86cd83747f179dbf0cc0d4c1f3"},
348 | {file = "multidict-6.1.0-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bf6bea52ec97e95560af5ae576bdac3aa3aae0b6758c6efa115236d9e07dae44"},
349 | {file = "multidict-6.1.0-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:57feec87371dbb3520da6192213c7d6fc892d5589a93db548331954de8248fd2"},
350 | {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:0c3f390dc53279cbc8ba976e5f8035eab997829066756d811616b652b00a23a3"},
351 | {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:59bfeae4b25ec05b34f1956eaa1cb38032282cd4dfabc5056d0a1ec4d696d3aa"},
352 | {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:b2f59caeaf7632cc633b5cf6fc449372b83bbdf0da4ae04d5be36118e46cc0aa"},
353 | {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:37bb93b2178e02b7b618893990941900fd25b6b9ac0fa49931a40aecdf083fe4"},
354 | {file = "multidict-6.1.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:4e9f48f58c2c523d5a06faea47866cd35b32655c46b443f163d08c6d0ddb17d6"},
355 | {file = "multidict-6.1.0-cp313-cp313-win32.whl", hash = "sha256:3a37ffb35399029b45c6cc33640a92bef403c9fd388acce75cdc88f58bd19a81"},
356 | {file = "multidict-6.1.0-cp313-cp313-win_amd64.whl", hash = "sha256:e9aa71e15d9d9beaad2c6b9319edcdc0a49a43ef5c0a4c8265ca9ee7d6c67774"},
357 | {file = "multidict-6.1.0-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:db7457bac39421addd0c8449933ac32d8042aae84a14911a757ae6ca3eef1392"},
358 | {file = "multidict-6.1.0-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:d094ddec350a2fb899fec68d8353c78233debde9b7d8b4beeafa70825f1c281a"},
359 | {file = "multidict-6.1.0-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:5845c1fd4866bb5dd3125d89b90e57ed3138241540897de748cdf19de8a2fca2"},
360 | {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9079dfc6a70abe341f521f78405b8949f96db48da98aeb43f9907f342f627cdc"},
361 | {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3914f5aaa0f36d5d60e8ece6a308ee1c9784cd75ec8151062614657a114c4478"},
362 | {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c08be4f460903e5a9d0f76818db3250f12e9c344e79314d1d570fc69d7f4eae4"},
363 | {file = "multidict-6.1.0-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:d093be959277cb7dee84b801eb1af388b6ad3ca6a6b6bf1ed7585895789d027d"},
364 | {file = "multidict-6.1.0-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:3702ea6872c5a2a4eeefa6ffd36b042e9773f05b1f37ae3ef7264b1163c2dcf6"},
365 | {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:2090f6a85cafc5b2db085124d752757c9d251548cedabe9bd31afe6363e0aff2"},
366 | {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:f67f217af4b1ff66c68a87318012de788dd95fcfeb24cc889011f4e1c7454dfd"},
367 | {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:189f652a87e876098bbc67b4da1049afb5f5dfbaa310dd67c594b01c10388db6"},
368 | {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:6bb5992037f7a9eff7991ebe4273ea7f51f1c1c511e6a2ce511d0e7bdb754492"},
369 | {file = "multidict-6.1.0-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:ac10f4c2b9e770c4e393876e35a7046879d195cd123b4f116d299d442b335bcd"},
370 | {file = "multidict-6.1.0-cp38-cp38-win32.whl", hash = "sha256:e27bbb6d14416713a8bd7aaa1313c0fc8d44ee48d74497a0ff4c3a1b6ccb5167"},
371 | {file = "multidict-6.1.0-cp38-cp38-win_amd64.whl", hash = "sha256:22f3105d4fb15c8f57ff3959a58fcab6ce36814486500cd7485651230ad4d4ef"},
372 | {file = "multidict-6.1.0-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:4e18b656c5e844539d506a0a06432274d7bd52a7487e6828c63a63d69185626c"},
373 | {file = "multidict-6.1.0-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:a185f876e69897a6f3325c3f19f26a297fa058c5e456bfcff8015e9a27e83ae1"},
374 | {file = "multidict-6.1.0-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:ab7c4ceb38d91570a650dba194e1ca87c2b543488fe9309b4212694174fd539c"},
375 | {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:e617fb6b0b6953fffd762669610c1c4ffd05632c138d61ac7e14ad187870669c"},
376 | {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:16e5f4bf4e603eb1fdd5d8180f1a25f30056f22e55ce51fb3d6ad4ab29f7d96f"},
377 | {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f4c035da3f544b1882bac24115f3e2e8760f10a0107614fc9839fd232200b875"},
378 | {file = "multidict-6.1.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:957cf8e4b6e123a9eea554fa7ebc85674674b713551de587eb318a2df3e00255"},
379 | {file = "multidict-6.1.0-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:483a6aea59cb89904e1ceabd2b47368b5600fb7de78a6e4a2c2987b2d256cf30"},
380 | {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:87701f25a2352e5bf7454caa64757642734da9f6b11384c1f9d1a8e699758057"},
381 | {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:682b987361e5fd7a139ed565e30d81fd81e9629acc7d925a205366877d8c8657"},
382 | {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:ce2186a7df133a9c895dea3331ddc5ddad42cdd0d1ea2f0a51e5d161e4762f28"},
383 | {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:9f636b730f7e8cb19feb87094949ba54ee5357440b9658b2a32a5ce4bce53972"},
384 | {file = "multidict-6.1.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:73eae06aa53af2ea5270cc066dcaf02cc60d2994bbb2c4ef5764949257d10f43"},
385 | {file = "multidict-6.1.0-cp39-cp39-win32.whl", hash = "sha256:1ca0083e80e791cffc6efce7660ad24af66c8d4079d2a750b29001b53ff59ada"},
386 | {file = "multidict-6.1.0-cp39-cp39-win_amd64.whl", hash = "sha256:aa466da5b15ccea564bdab9c89175c762bc12825f4659c11227f515cee76fa4a"},
387 | {file = "multidict-6.1.0-py3-none-any.whl", hash = "sha256:48e171e52d1c4d33888e529b999e5900356b9ae588c2f09a52dcefb158b27506"},
388 | {file = "multidict-6.1.0.tar.gz", hash = "sha256:22ae2ebf9b0c69d206c003e2f6a914ea33f0a932d4aa16f236afc049d9958f4a"},
389 | ]
390 |
391 | [package.dependencies]
392 | typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
393 |
394 | [[package]]
395 | name = "sortedcontainers"
396 | version = "2.4.0"
397 | description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
398 | category = "main"
399 | optional = false
400 | python-versions = "*"
401 | files = [
402 | {file = "sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0"},
403 | {file = "sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88"},
404 | ]
405 |
406 | [[package]]
407 | name = "typing-extensions"
408 | version = "4.12.2"
409 | description = "Backported and Experimental Type Hints for Python 3.8+"
410 | category = "main"
411 | optional = false
412 | python-versions = ">=3.8"
413 | files = [
414 | {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
415 | {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
416 | ]
417 |
418 | [[package]]
419 | name = "yarl"
420 | version = "1.13.1"
421 | description = "Yet another URL library"
422 | category = "main"
423 | optional = false
424 | python-versions = ">=3.8"
425 | files = [
426 | {file = "yarl-1.13.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:82e692fb325013a18a5b73a4fed5a1edaa7c58144dc67ad9ef3d604eccd451ad"},
427 | {file = "yarl-1.13.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df4e82e68f43a07735ae70a2d84c0353e58e20add20ec0af611f32cd5ba43fb4"},
428 | {file = "yarl-1.13.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:ec9dd328016d8d25702a24ee274932aebf6be9787ed1c28d021945d264235b3c"},
429 | {file = "yarl-1.13.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:5820bd4178e6a639b3ef1db8b18500a82ceab6d8b89309e121a6859f56585b05"},
430 | {file = "yarl-1.13.1-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:86c438ce920e089c8c2388c7dcc8ab30dfe13c09b8af3d306bcabb46a053d6f7"},
431 | {file = "yarl-1.13.1-cp310-cp310-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:3de86547c820e4f4da4606d1c8ab5765dd633189791f15247706a2eeabc783ae"},
432 | {file = "yarl-1.13.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8ca53632007c69ddcdefe1e8cbc3920dd88825e618153795b57e6ebcc92e752a"},
433 | {file = "yarl-1.13.1-cp310-cp310-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:d4ee1d240b84e2f213565f0ec08caef27a0e657d4c42859809155cf3a29d1735"},
434 | {file = "yarl-1.13.1-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:c49f3e379177f4477f929097f7ed4b0622a586b0aa40c07ac8c0f8e40659a1ac"},
435 | {file = "yarl-1.13.1-cp310-cp310-musllinux_1_2_i686.whl", hash = "sha256:5c5e32fef09ce101fe14acd0f498232b5710effe13abac14cd95de9c274e689e"},
436 | {file = "yarl-1.13.1-cp310-cp310-musllinux_1_2_ppc64le.whl", hash = "sha256:ab9524e45ee809a083338a749af3b53cc7efec458c3ad084361c1dbf7aaf82a2"},
437 | {file = "yarl-1.13.1-cp310-cp310-musllinux_1_2_s390x.whl", hash = "sha256:b1481c048fe787f65e34cb06f7d6824376d5d99f1231eae4778bbe5c3831076d"},
438 | {file = "yarl-1.13.1-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:31497aefd68036d8e31bfbacef915826ca2e741dbb97a8d6c7eac66deda3b606"},
439 | {file = "yarl-1.13.1-cp310-cp310-win32.whl", hash = "sha256:1fa56f34b2236f5192cb5fceba7bbb09620e5337e0b6dfe2ea0ddbd19dd5b154"},
440 | {file = "yarl-1.13.1-cp310-cp310-win_amd64.whl", hash = "sha256:1bbb418f46c7f7355084833051701b2301092e4611d9e392360c3ba2e3e69f88"},
441 | {file = "yarl-1.13.1-cp311-cp311-macosx_10_9_universal2.whl", hash = "sha256:216a6785f296169ed52cd7dcdc2612f82c20f8c9634bf7446327f50398732a51"},
442 | {file = "yarl-1.13.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:40c6e73c03a6befb85b72da213638b8aaa80fe4136ec8691560cf98b11b8ae6e"},
443 | {file = "yarl-1.13.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:2430cf996113abe5aee387d39ee19529327205cda975d2b82c0e7e96e5fdabdc"},
444 | {file = "yarl-1.13.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9fb4134cc6e005b99fa29dbc86f1ea0a298440ab6b07c6b3ee09232a3b48f495"},
445 | {file = "yarl-1.13.1-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:309c104ecf67626c033845b860d31594a41343766a46fa58c3309c538a1e22b2"},
446 | {file = "yarl-1.13.1-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f90575e9fe3aae2c1e686393a9689c724cd00045275407f71771ae5d690ccf38"},
447 | {file = "yarl-1.13.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9d2e1626be8712333a9f71270366f4a132f476ffbe83b689dd6dc0d114796c74"},
448 | {file = "yarl-1.13.1-cp311-cp311-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:5b66c87da3c6da8f8e8b648878903ca54589038a0b1e08dde2c86d9cd92d4ac9"},
449 | {file = "yarl-1.13.1-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:cf1ad338620249f8dd6d4b6a91a69d1f265387df3697ad5dc996305cf6c26fb2"},
450 | {file = "yarl-1.13.1-cp311-cp311-musllinux_1_2_i686.whl", hash = "sha256:9915300fe5a0aa663c01363db37e4ae8e7c15996ebe2c6cce995e7033ff6457f"},
451 | {file = "yarl-1.13.1-cp311-cp311-musllinux_1_2_ppc64le.whl", hash = "sha256:703b0f584fcf157ef87816a3c0ff868e8c9f3c370009a8b23b56255885528f10"},
452 | {file = "yarl-1.13.1-cp311-cp311-musllinux_1_2_s390x.whl", hash = "sha256:1d8e3ca29f643dd121f264a7c89f329f0fcb2e4461833f02de6e39fef80f89da"},
453 | {file = "yarl-1.13.1-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:7055bbade838d68af73aea13f8c86588e4bcc00c2235b4b6d6edb0dbd174e246"},
454 | {file = "yarl-1.13.1-cp311-cp311-win32.whl", hash = "sha256:a3442c31c11088e462d44a644a454d48110f0588de830921fd201060ff19612a"},
455 | {file = "yarl-1.13.1-cp311-cp311-win_amd64.whl", hash = "sha256:81bad32c8f8b5897c909bf3468bf601f1b855d12f53b6af0271963ee67fff0d2"},
456 | {file = "yarl-1.13.1-cp312-cp312-macosx_10_13_universal2.whl", hash = "sha256:f452cc1436151387d3d50533523291d5f77c6bc7913c116eb985304abdbd9ec9"},
457 | {file = "yarl-1.13.1-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:9cec42a20eae8bebf81e9ce23fb0d0c729fc54cf00643eb251ce7c0215ad49fe"},
458 | {file = "yarl-1.13.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:d959fe96e5c2712c1876d69af0507d98f0b0e8d81bee14cfb3f6737470205419"},
459 | {file = "yarl-1.13.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:b8c837ab90c455f3ea8e68bee143472ee87828bff19ba19776e16ff961425b57"},
460 | {file = "yarl-1.13.1-cp312-cp312-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:94a993f976cdcb2dc1b855d8b89b792893220db8862d1a619efa7451817c836b"},
461 | {file = "yarl-1.13.1-cp312-cp312-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:2b2442a415a5f4c55ced0fade7b72123210d579f7d950e0b5527fc598866e62c"},
462 | {file = "yarl-1.13.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:3fdbf0418489525231723cdb6c79e7738b3cbacbaed2b750cb033e4ea208f220"},
463 | {file = "yarl-1.13.1-cp312-cp312-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:6b7f6e699304717fdc265a7e1922561b02a93ceffdaefdc877acaf9b9f3080b8"},
464 | {file = "yarl-1.13.1-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:bcd5bf4132e6a8d3eb54b8d56885f3d3a38ecd7ecae8426ecf7d9673b270de43"},
465 | {file = "yarl-1.13.1-cp312-cp312-musllinux_1_2_i686.whl", hash = "sha256:2a93a4557f7fc74a38ca5a404abb443a242217b91cd0c4840b1ebedaad8919d4"},
466 | {file = "yarl-1.13.1-cp312-cp312-musllinux_1_2_ppc64le.whl", hash = "sha256:22b739f99c7e4787922903f27a892744189482125cc7b95b747f04dd5c83aa9f"},
467 | {file = "yarl-1.13.1-cp312-cp312-musllinux_1_2_s390x.whl", hash = "sha256:2db874dd1d22d4c2c657807562411ffdfabec38ce4c5ce48b4c654be552759dc"},
468 | {file = "yarl-1.13.1-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:4feaaa4742517eaceafcbe74595ed335a494c84634d33961214b278126ec1485"},
469 | {file = "yarl-1.13.1-cp312-cp312-win32.whl", hash = "sha256:bbf9c2a589be7414ac4a534d54e4517d03f1cbb142c0041191b729c2fa23f320"},
470 | {file = "yarl-1.13.1-cp312-cp312-win_amd64.whl", hash = "sha256:d07b52c8c450f9366c34aa205754355e933922c79135125541daae6cbf31c799"},
471 | {file = "yarl-1.13.1-cp313-cp313-macosx_10_13_universal2.whl", hash = "sha256:95c6737f28069153c399d875317f226bbdea939fd48a6349a3b03da6829fb550"},
472 | {file = "yarl-1.13.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:cd66152561632ed4b2a9192e7f8e5a1d41e28f58120b4761622e0355f0fe034c"},
473 | {file = "yarl-1.13.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:6a2acde25be0cf9be23a8f6cbd31734536a264723fca860af3ae5e89d771cd71"},
474 | {file = "yarl-1.13.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9a18595e6a2ee0826bf7dfdee823b6ab55c9b70e8f80f8b77c37e694288f5de1"},
475 | {file = "yarl-1.13.1-cp313-cp313-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:a31d21089894942f7d9a8df166b495101b7258ff11ae0abec58e32daf8088813"},
476 | {file = "yarl-1.13.1-cp313-cp313-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:45f209fb4bbfe8630e3d2e2052535ca5b53d4ce2d2026bed4d0637b0416830da"},
477 | {file = "yarl-1.13.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8f722f30366474a99745533cc4015b1781ee54b08de73260b2bbe13316079851"},
478 | {file = "yarl-1.13.1-cp313-cp313-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:f3bf60444269345d712838bb11cc4eadaf51ff1a364ae39ce87a5ca8ad3bb2c8"},
479 | {file = "yarl-1.13.1-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:942c80a832a79c3707cca46bd12ab8aa58fddb34b1626d42b05aa8f0bcefc206"},
480 | {file = "yarl-1.13.1-cp313-cp313-musllinux_1_2_i686.whl", hash = "sha256:44b07e1690f010c3c01d353b5790ec73b2f59b4eae5b0000593199766b3f7a5c"},
481 | {file = "yarl-1.13.1-cp313-cp313-musllinux_1_2_ppc64le.whl", hash = "sha256:396e59b8de7e4d59ff5507fb4322d2329865b909f29a7ed7ca37e63ade7f835c"},
482 | {file = "yarl-1.13.1-cp313-cp313-musllinux_1_2_s390x.whl", hash = "sha256:3bb83a0f12701c0b91112a11148b5217617982e1e466069d0555be9b372f2734"},
483 | {file = "yarl-1.13.1-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:c92b89bffc660f1274779cb6fbb290ec1f90d6dfe14492523a0667f10170de26"},
484 | {file = "yarl-1.13.1-cp313-cp313-win32.whl", hash = "sha256:269c201bbc01d2cbba5b86997a1e0f73ba5e2f471cfa6e226bcaa7fd664b598d"},
485 | {file = "yarl-1.13.1-cp313-cp313-win_amd64.whl", hash = "sha256:1d0828e17fa701b557c6eaed5edbd9098eb62d8838344486248489ff233998b8"},
486 | {file = "yarl-1.13.1-cp38-cp38-macosx_10_9_universal2.whl", hash = "sha256:8be8cdfe20787e6a5fcbd010f8066227e2bb9058331a4eccddec6c0db2bb85b2"},
487 | {file = "yarl-1.13.1-cp38-cp38-macosx_10_9_x86_64.whl", hash = "sha256:08d7148ff11cb8e886d86dadbfd2e466a76d5dd38c7ea8ebd9b0e07946e76e4b"},
488 | {file = "yarl-1.13.1-cp38-cp38-macosx_11_0_arm64.whl", hash = "sha256:4afdf84610ca44dcffe8b6c22c68f309aff96be55f5ea2fa31c0c225d6b83e23"},
489 | {file = "yarl-1.13.1-cp38-cp38-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:d0d12fe78dcf60efa205e9a63f395b5d343e801cf31e5e1dda0d2c1fb618073d"},
490 | {file = "yarl-1.13.1-cp38-cp38-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:298c1eecfd3257aa16c0cb0bdffb54411e3e831351cd69e6b0739be16b1bdaa8"},
491 | {file = "yarl-1.13.1-cp38-cp38-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:c14c16831b565707149c742d87a6203eb5597f4329278446d5c0ae7a1a43928e"},
492 | {file = "yarl-1.13.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:5a9bacedbb99685a75ad033fd4de37129449e69808e50e08034034c0bf063f99"},
493 | {file = "yarl-1.13.1-cp38-cp38-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:658e8449b84b92a4373f99305de042b6bd0d19bf2080c093881e0516557474a5"},
494 | {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_aarch64.whl", hash = "sha256:373f16f38721c680316a6a00ae21cc178e3a8ef43c0227f88356a24c5193abd6"},
495 | {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_i686.whl", hash = "sha256:45d23c4668d4925688e2ea251b53f36a498e9ea860913ce43b52d9605d3d8177"},
496 | {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_ppc64le.whl", hash = "sha256:f7917697bcaa3bc3e83db91aa3a0e448bf5cde43c84b7fc1ae2427d2417c0224"},
497 | {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_s390x.whl", hash = "sha256:5989a38ba1281e43e4663931a53fbf356f78a0325251fd6af09dd03b1d676a09"},
498 | {file = "yarl-1.13.1-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:11b3ca8b42a024513adce810385fcabdd682772411d95bbbda3b9ed1a4257644"},
499 | {file = "yarl-1.13.1-cp38-cp38-win32.whl", hash = "sha256:dcaef817e13eafa547cdfdc5284fe77970b891f731266545aae08d6cce52161e"},
500 | {file = "yarl-1.13.1-cp38-cp38-win_amd64.whl", hash = "sha256:7addd26594e588503bdef03908fc207206adac5bd90b6d4bc3e3cf33a829f57d"},
501 | {file = "yarl-1.13.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:a0ae6637b173d0c40b9c1462e12a7a2000a71a3258fa88756a34c7d38926911c"},
502 | {file = "yarl-1.13.1-cp39-cp39-macosx_10_9_x86_64.whl", hash = "sha256:576365c9f7469e1f6124d67b001639b77113cfd05e85ce0310f5f318fd02fe85"},
503 | {file = "yarl-1.13.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:78f271722423b2d4851cf1f4fa1a1c4833a128d020062721ba35e1a87154a049"},
504 | {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:9d74f3c335cfe9c21ea78988e67f18eb9822f5d31f88b41aec3a1ec5ecd32da5"},
505 | {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:1891d69a6ba16e89473909665cd355d783a8a31bc84720902c5911dbb6373465"},
506 | {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fb382fd7b4377363cc9f13ba7c819c3c78ed97c36a82f16f3f92f108c787cbbf"},
507 | {file = "yarl-1.13.1-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9c8854b9f80693d20cec797d8e48a848c2fb273eb6f2587b57763ccba3f3bd4b"},
508 | {file = "yarl-1.13.1-cp39-cp39-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:bbf2c3f04ff50f16404ce70f822cdc59760e5e2d7965905f0e700270feb2bbfc"},
509 | {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:fb9f59f3848edf186a76446eb8bcf4c900fe147cb756fbbd730ef43b2e67c6a7"},
510 | {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_i686.whl", hash = "sha256:ef9b85fa1bc91c4db24407e7c4da93a5822a73dd4513d67b454ca7064e8dc6a3"},
511 | {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_ppc64le.whl", hash = "sha256:098b870c18f1341786f290b4d699504e18f1cd050ed179af8123fd8232513424"},
512 | {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_s390x.whl", hash = "sha256:8c723c91c94a3bc8033dd2696a0f53e5d5f8496186013167bddc3fb5d9df46a3"},
513 | {file = "yarl-1.13.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:44a4c40a6f84e4d5955b63462a0e2a988f8982fba245cf885ce3be7618f6aa7d"},
514 | {file = "yarl-1.13.1-cp39-cp39-win32.whl", hash = "sha256:84bbcdcf393139f0abc9f642bf03f00cac31010f3034faa03224a9ef0bb74323"},
515 | {file = "yarl-1.13.1-cp39-cp39-win_amd64.whl", hash = "sha256:fc2931ac9ce9c61c9968989ec831d3a5e6fcaaff9474e7cfa8de80b7aff5a093"},
516 | {file = "yarl-1.13.1-py3-none-any.whl", hash = "sha256:6a5185ad722ab4dd52d5fb1f30dcc73282eb1ed494906a92d1a228d3f89607b0"},
517 | {file = "yarl-1.13.1.tar.gz", hash = "sha256:ec8cfe2295f3e5e44c51f57272afbd69414ae629ec7c6b27f5a410efc78b70a0"},
518 | ]
519 |
520 | [package.dependencies]
521 | idna = ">=2.0"
522 | multidict = ">=4.0"
523 |
524 | [metadata]
525 | lock-version = "2.0"
526 | python-versions = ">=3.8,<4.0"
527 | content-hash = "07d9faf249b2fe3b9a6caab051b2d05395d820a26a63711a78ec97586344a78b"
528 |
--------------------------------------------------------------------------------
/pyproject.toml:
--------------------------------------------------------------------------------
1 | [tool.black]
2 | line-length = 125
3 |
4 | [tool.poetry]
5 | name = "tardis-client"
6 | version = "1.3.10"
7 | description = "Python client for tardis.dev - historical tick-level cryptocurrency market data replay API."
8 | readme = "README.md"
9 | homepage = "https://github.com/tardis-dev/python-client"
10 | license = "MPL-2.0"
11 | authors = ["Thad "]
12 | keywords = [
13 | "cryptocurrency data feed",
14 | "market data",
15 | "api client",
16 | "orderbook",
17 | "crypto markets data replay",
18 | "historical data",
19 | "historical cryptocurrency prices",
20 | "cryptocurrency api"]
21 |
22 | [tool.poetry.dependencies]
23 | python = ">=3.8,<4.0"
24 | aiohttp = ">=3.10.0"
25 | aiofiles = "^24.1.0"
26 | sortedcontainers = "^2.1"
27 |
28 | [build-system]
29 | requires = ["poetry>=0.12"]
30 | build-backend = "poetry.masonry.api"
31 |
--------------------------------------------------------------------------------
/tardis_client/__init__.py:
--------------------------------------------------------------------------------
1 | __version__ = "1.3.10"
2 | from tardis_client.tardis_client import TardisClient
3 | from tardis_client.channel import Channel
4 | from tardis_client.reconstructors.market_reconstructor import MESSAGE_TYPE, BOOK_UPDATE_TYPE
5 |
--------------------------------------------------------------------------------
/tardis_client/channel.py:
--------------------------------------------------------------------------------
1 | from dataclasses import dataclass
2 | from typing import List
3 |
4 |
5 | @dataclass(frozen=True)
6 | class Channel:
7 | name: str
8 | symbols: List[str]
9 |
10 | def __post_init__(self):
11 | self.symbols.sort()
12 |
--------------------------------------------------------------------------------
/tardis_client/consts.py:
--------------------------------------------------------------------------------
1 | ASK = "ask"
2 | BID = "bid"
3 |
--------------------------------------------------------------------------------
/tardis_client/data_downloader.py:
--------------------------------------------------------------------------------
1 | import os
2 | import logging
3 | import urllib
4 | import urllib.parse
5 | import pathlib
6 | import asyncio
7 | import aiohttp
8 | import aiofiles
9 | import secrets
10 | import random
11 | import json
12 | import tardis_client
13 |
14 | from datetime import datetime, timedelta
15 | from time import time
16 | from tardis_client.handy import get_slice_cache_path
17 |
18 |
19 | logger = logging.getLogger(__name__)
20 |
21 |
22 | async def fetch_data_to_replay(exchange, from_date, to_date, filters, endpoint, cache_dir, api_key, http_timeout, http_proxy):
23 | timeout = aiohttp.ClientTimeout(total=http_timeout)
24 | headers = {
25 | "Authorization": f"Bearer {api_key}" if api_key else "",
26 | "User-Agent": f"tardis-client/{tardis_client.__version__} (+https://github.com/tardis-dev/tardis-python)",
27 | }
28 |
29 | minutes_diff = int(round((to_date - from_date).total_seconds() / 60))
30 | offset = 0
31 | FETCH_DATA_CONCURRENCY_LIMIT = 60
32 | fetch_data_tasks = set()
33 |
34 | start_time = time()
35 |
36 | logger.debug(
37 | "fetch data started for '%s' exchange from: %s, to: %s, filters: %s",
38 | exchange,
39 | from_date.isoformat(),
40 | to_date.isoformat(),
41 | filters,
42 | )
43 |
44 | async with aiohttp.ClientSession(auto_decompress=False, timeout=timeout, headers=headers, trust_env=True) as session:
45 | # loop below will fetch data slices if not cached already concurrently up to the conecurrency limit
46 | while offset < minutes_diff:
47 | if len(fetch_data_tasks) >= FETCH_DATA_CONCURRENCY_LIMIT:
48 | # if there are going to be more pending fetch data downloads than concurrency limit
49 | # wait before adding another one
50 | done, fetch_data_tasks = await asyncio.wait(fetch_data_tasks, return_when=asyncio.FIRST_COMPLETED)
51 | # need to check the result that may throw if task finished with an error
52 | done.pop().result()
53 |
54 | fetch_data_tasks.add(
55 | asyncio.create_task(
56 | _fetch_data_if_not_cached(session, endpoint, cache_dir, exchange, from_date, offset, filters, http_proxy)
57 | )
58 | )
59 | offset += 1
60 |
61 | # finally wait for the remaining fetch data download tasks
62 | await asyncio.gather(*fetch_data_tasks)
63 |
64 | end_time = time()
65 |
66 | logger.debug(
67 | "fetch data finished for '%s' exchange - from: %s, to: %s, filters: %s, total time: %s seconds",
68 | exchange,
69 | from_date.isoformat(),
70 | to_date.isoformat(),
71 | filters,
72 | end_time - start_time,
73 | )
74 |
75 |
76 | async def _fetch_data_if_not_cached(session, endpoint, cache_dir, exchange, from_date, offset, filters, http_proxy):
77 | slice_date = from_date + timedelta(seconds=offset * 60)
78 | cache_path = get_slice_cache_path(cache_dir, exchange, slice_date, filters)
79 |
80 | # fetch and cache slice only if it's not cached already
81 | if os.path.isfile(cache_path) == False:
82 | await _reliably_fetch_and_cache_slice(session, endpoint, exchange, from_date, offset, filters, cache_path, http_proxy)
83 | logger.debug("fetched data slice for date %s from the API and cached - %s", slice_date, cache_path)
84 | else:
85 | logger.debug("data slice for date %s already in local cache - %s", slice_date, cache_path)
86 |
87 |
88 | async def _reliably_fetch_and_cache_slice(session, endpoint, exchange, from_date, offset, filters, cache_path, http_proxy):
89 | fetch_url = f"{endpoint}/v1/data-feeds/{exchange}?from={from_date.isoformat()}&offset={offset}"
90 |
91 | if filters is not None and len(filters) > 0:
92 | # convert fitlers to dictionary so can be json serialized (use names required by the API: channel, symbols)
93 | filters_serializable = [{"channel": filter.name, "symbols": filter.symbols} for filter in filters]
94 | filters_serialized = json.dumps(filters_serializable, separators=(",", ":"))
95 | filters_url_encoded = urllib.parse.quote(filters_serialized, safe="~()*!.'")
96 | fetch_url += f"&filters={filters_url_encoded}"
97 |
98 | MAX_ATTEMPTS = 5
99 | attempts = 0
100 |
101 | while True:
102 | attempts += 1
103 | too_many_requests = False
104 | try:
105 | await _fetch_and_cache_slice(session, url=fetch_url, cache_path=cache_path, http_proxy=http_proxy)
106 | break
107 |
108 | except asyncio.CancelledError:
109 | break
110 |
111 | except Exception as ex:
112 | if attempts == MAX_ATTEMPTS or isinstance(ex, RuntimeError):
113 | raise ex
114 |
115 | if isinstance(ex, urllib.error.HTTPError):
116 | # do not retry when we've got bad or unauthorized request or enough attempts
117 | if (ex.code == 400 and 'ISO 8601 format' not in ex.msg) or ex.code == 401:
118 | raise ex
119 | if ex.code == 429:
120 | too_many_requests = True
121 |
122 | random_ingridient = random.random()
123 | attempts_delay = 2 ** attempts
124 | next_attempts_delay = random_ingridient + attempts_delay
125 |
126 | if too_many_requests:
127 | # when too many requests error received wait longer than normal
128 | next_attempts_delay = 61
129 | logger.debug(
130 | "_fetch_and_cache_slice error: %s, next attempt delay: %is, path: %s", ex, next_attempts_delay, cache_path
131 | )
132 |
133 | await asyncio.sleep(next_attempts_delay)
134 |
135 |
136 | async def _fetch_and_cache_slice(session, url, cache_path, http_proxy):
137 | async with session.get(url,proxy=http_proxy) as response:
138 | if response.status != 200:
139 | error_text = await response.text()
140 | raise urllib.error.HTTPError(url, code=response.status, msg=error_text, hdrs=None, fp=None)
141 |
142 | # ensure that directory where we want to cache data slice exists
143 | pathlib.Path(cache_path).parent.mkdir(parents=True, exist_ok=True)
144 | temp_cache_path = f"{cache_path}{secrets.token_hex(8)}.unconfirmed"
145 | # write response stream to unconfirmed temp file
146 | async with aiofiles.open(temp_cache_path, "wb") as temp_file:
147 | async for data in response.content.iter_any():
148 | await temp_file.write(data)
149 |
150 | # rename temp file to desired name only if file has been fully and successfully saved
151 | # it there is an error during renaming file it means that target file aready exists
152 | # and we're fine as only successfully save files exist
153 | try:
154 | os.rename(temp_cache_path, cache_path)
155 | except Exception as ex:
156 | logger.debug("_fetch_and_cache_slice rename error: %s", ex)
--------------------------------------------------------------------------------
/tardis_client/handy.py:
--------------------------------------------------------------------------------
1 | import os
2 | import json
3 | import hashlib
4 | from dataclasses import asdict
5 | from functools import reduce
6 |
7 |
8 | def get_slice_cache_path(cache_dir, exchange, date, filters):
9 | return os.path.join(cache_dir, "feeds", exchange, get_filters_hash(filters), format_date_to_path(date)) + ".json.gz"
10 |
11 |
12 | def get_filters_hash(filters):
13 | # it not filters were provided or were empty return empty list hash
14 | if filters is None or len(filters) == 0:
15 | return hashlib.sha256(json.dumps([]).encode("utf-8")).hexdigest()
16 |
17 | # convert fitlers to dictionary so can be json serialized (use the same names as other clients - channel, symbols)
18 | filters_serializable = [{"channel": filter.name, "symbols": filter.symbols} for filter in filters]
19 | filters_serialized = json.dumps(filters_serializable, separators=(",", ":"))
20 | # return sha 256 hash digest of serialized filters
21 | return hashlib.sha256(filters_serialized.encode("utf-8")).hexdigest()
22 |
23 |
24 | def format_date_to_path(date):
25 | year = str(date.year)
26 | month = double_digit(date.month)
27 | day = double_digit(date.day)
28 | hour = double_digit(date.hour)
29 | minute = double_digit(date.minute)
30 |
31 | return os.path.join(year, month, day, hour, minute)
32 |
33 |
34 | def double_digit(input):
35 | return f"0{input}" if input < 10 else f"{input}"
36 |
--------------------------------------------------------------------------------
/tardis_client/reconstructors/__init__.py:
--------------------------------------------------------------------------------
1 | from typing import List
2 | from tardis_client.reconstructors.bitmex import BitmexMarketReconstructor
3 | from tardis_client.reconstructors.market_reconstructor import MarketReconstructor
4 |
5 | reconstructors = {"bitmex": BitmexMarketReconstructor}
6 |
7 |
8 | def get_market_reconstructor(exchange: str, symbols: List[str]) -> MarketReconstructor:
9 | return reconstructors[exchange](symbols)
10 |
--------------------------------------------------------------------------------
/tardis_client/reconstructors/bitmex.py:
--------------------------------------------------------------------------------
1 | from typing import Optional, Any
2 | from datetime import datetime
3 |
4 | from tardis_client.consts import ASK, BID
5 | from tardis_client.channel import Channel
6 |
7 | from tardis_client.reconstructors.market_reconstructor import (
8 | MarketReconstructor,
9 | MarketResponse,
10 | MESSAGE_TYPE,
11 | Trade,
12 | BookUpdate,
13 | BOOK_UPDATE_TYPE,
14 | )
15 |
16 |
17 | class BitmexMarketReconstructor(MarketReconstructor):
18 | def __init__(self, symbols):
19 | super().__init__(symbols)
20 | self._id_to_price_map = {}
21 | self._action_to_update_type_map = {
22 | "partial": BOOK_UPDATE_TYPE.NEW,
23 | "insert": BOOK_UPDATE_TYPE.NEW,
24 | "delete": BOOK_UPDATE_TYPE.DELETE,
25 | "update": BOOK_UPDATE_TYPE.CHANGE,
26 | }
27 |
28 | def get_filters(self):
29 | return [Channel("orderBookL2", self._symbols), Channel("trade", self._symbols)]
30 |
31 | def reconstruct(self, local_timestamp, message) -> Optional[MarketResponse]:
32 | table = message["table"]
33 | action = message["action"]
34 | is_trade = table == "trade"
35 | is_order_book_delta = table == "orderBookL2"
36 | is_partial = action == "partial"
37 |
38 | if is_trade == False and is_order_book_delta == False:
39 | return
40 | # ignore trade partials, we could end up with duplicated trades otherwise
41 | if is_trade and is_partial:
42 | return
43 |
44 | message_type = MESSAGE_TYPE.TRADES if is_trade else MESSAGE_TYPE.BOOK_DELTA
45 | items = []
46 |
47 | for item in message["data"]:
48 | symbol = item["symbol"]
49 | # ignore data items for symbols we're not requested for
50 | # that could happen for example for partial messages that contained multiple symbols in single message
51 | if symbol not in self._symbols:
52 | continue
53 |
54 | if is_trade:
55 | items.append(self._map_trade(item))
56 | else:
57 |
58 | if action == "partial" or action == "insert":
59 | # bitmex update messages do not contain price only id, so we need to keep state about mapping from id to price level locally
60 | self._id_to_price_map[item["id"]] = item["price"]
61 |
62 | price_level = item["price"] if "price" in item else self._id_to_price_map[item["id"]]
63 | # ignore book update when we don't know price level for it, in theory it could happen
64 | # when there was WS reconnection and after reconnection there was an immediate book update before partial message with book snapshot
65 | # and that update didn't have matching price level, as we could miss insert message durring reconnection
66 | # slim chances but in theory possible
67 |
68 | if price_level is None:
69 | continue
70 |
71 | book_update = self._map_order_book_update(item, price_level, self._action_to_update_type_map[action])
72 | items.append(book_update)
73 |
74 | self._apply_book_update_to_order_book(book_update)
75 |
76 | # return order book state for symbol that is in first normalized item - BitMEX messages are uniform (same symbol for all items in the message)
77 | symbol = items[0].symbol
78 | order_book_state = self._books_views[symbol]
79 |
80 | return MarketResponse(
81 | local_timestamp=local_timestamp, message_type=message_type, message=items, order_book_state=order_book_state
82 | )
83 |
84 | def _map_trade(self, item: Any) -> Trade:
85 | return Trade(
86 | symbol=item["symbol"],
87 | side="buy" if item["side"] == "Buy" else "sell",
88 | amount=item["size"],
89 | price=item["price"],
90 | timestamp=datetime.fromisoformat(item["timestamp"][:-1]),
91 | )
92 |
93 | def _map_order_book_update(self, item: Any, price_level: float, update_type: BOOK_UPDATE_TYPE) -> BookUpdate:
94 | side = BID if item["side"] == "Buy" else ASK
95 | amount = 0 if update_type == BOOK_UPDATE_TYPE.DELETE else item["size"]
96 |
97 | return BookUpdate(symbol=item["symbol"], side=side, update_type=update_type, price_level=price_level, amount=amount)
98 |
99 | def _apply_book_update_to_order_book(self, book_update: BookUpdate):
100 | matching_book = self._books[book_update.symbol]
101 |
102 | if book_update.update_type == BOOK_UPDATE_TYPE.DELETE:
103 | del matching_book[book_update.side][book_update.price_level]
104 | else:
105 | matching_book[book_update.side][book_update.price_level] = book_update.amount
106 |
107 |
--------------------------------------------------------------------------------
/tardis_client/reconstructors/market_reconstructor.py:
--------------------------------------------------------------------------------
1 | from typing import List, NamedTuple, Any, Optional, Union
2 | from sortedcontainers import SortedDict
3 | from enum import Enum
4 | from decimal import Decimal
5 | from datetime import datetime
6 | from tardis_client.channel import Channel
7 | from tardis_client.consts import ASK, BID
8 |
9 |
10 | class BOOK_UPDATE_TYPE(Enum):
11 | NEW = 1
12 | CHANGE = 2
13 | DELETE = 3
14 |
15 |
16 | class MESSAGE_TYPE(Enum):
17 | BOOK_DELTA = 1
18 | TRADES = 2
19 |
20 |
21 | class Trade(NamedTuple):
22 | symbol: str
23 | side: str
24 | amount: float
25 | price: float
26 | timestamp: datetime
27 |
28 |
29 | class BookUpdate(NamedTuple):
30 | symbol: str
31 | side: str
32 | update_type: BOOK_UPDATE_TYPE
33 | price_level: float
34 | amount: float
35 |
36 |
37 | class MarketResponse(NamedTuple):
38 | local_timestamp: datetime
39 | message_type: MESSAGE_TYPE
40 | message: Union[List[Trade], List[BookUpdate]]
41 | order_book_state: Any
42 |
43 |
44 | class MarketReconstructor:
45 | def __init__(self, symbols):
46 | self._books = {}
47 | self._books_views = {}
48 | self._symbols = symbols
49 |
50 | for symbol in symbols:
51 | self._books[symbol] = {ASK: SortedDict(), BID: SortedDict()}
52 |
53 | self._books_views[symbol] = {ASK: self._books[symbol][ASK].items(), BID: self._books[symbol][BID].items()}
54 |
55 | def get_filters(self) -> List[Channel]:
56 | raise NotImplementedError
57 |
58 | def reconstruct(local_timestamp, message) -> Optional[MarketResponse]:
59 | raise NotImplementedError
60 |
--------------------------------------------------------------------------------
/tardis_client/tardis_client.py:
--------------------------------------------------------------------------------
1 | import asyncio
2 | import gzip
3 | import logging
4 | import json as default_json
5 | import os
6 | import tempfile
7 | import shutil
8 |
9 | from time import time
10 | from typing import List, AsyncIterable
11 | from collections import namedtuple
12 | from datetime import datetime, timedelta
13 |
14 | from tardis_client.handy import get_slice_cache_path
15 | from tardis_client.channel import Channel
16 | from tardis_client.data_downloader import fetch_data_to_replay
17 | from tardis_client.reconstructors import get_market_reconstructor
18 | from tardis_client.reconstructors.market_reconstructor import MarketResponse
19 |
20 | Response = namedtuple("Response", ["local_timestamp", "message"])
21 |
22 | DATE_MESSAGE_SPLIT_INDEX = 28
23 | DEFAULT_CACHE_DIR = os.path.join(tempfile.gettempdir(), ".tardis-cache")
24 |
25 |
26 | class TardisClient:
27 | def __init__(self, endpoint="https://api.tardis.dev", cache_dir=DEFAULT_CACHE_DIR, api_key="", http_timeout=60, http_proxy=None):
28 | self.logger = logging.getLogger(__name__)
29 | self.endpoint = endpoint
30 | self.cache_dir = cache_dir
31 | self.api_key = api_key
32 | self.http_timeout = http_timeout
33 | self.http_proxy = http_proxy
34 |
35 | self.logger.debug("initialized with: %s", {"endpoint": endpoint, "cache_dir": cache_dir, "api_key": api_key})
36 |
37 | async def replay(
38 | self,
39 | exchange: str,
40 | from_date: str,
41 | to_date: str,
42 | filters: List[Channel] = [],
43 | decode_response=True,
44 | with_disconnects=False,
45 | json=default_json,
46 | ):
47 | # start with validation of provided args
48 | self._validate_payload(exchange, from_date, to_date, filters)
49 |
50 | from_date = datetime.fromisoformat(from_date)
51 | to_date = datetime.fromisoformat(to_date)
52 | from_date = from_date.replace(second=0, microsecond=0)
53 | to_date = to_date.replace(second=0, microsecond=0)
54 | current_slice_date = from_date
55 | start_time = time()
56 |
57 | # sort filters to improve local disk cache ratio - same filters same has
58 | if filters is not None:
59 | filters.sort(key=lambda filter: filter.name)
60 |
61 | self.logger.debug(
62 | "replay for '%s' exchange started from: %s, to: %s, filters: %s",
63 | exchange,
64 | from_date.isoformat(),
65 | to_date.isoformat(),
66 | filters,
67 | )
68 |
69 | # start fetch_data_to_replay task
70 | fetch_data_task = asyncio.create_task(
71 | fetch_data_to_replay(exchange, from_date, to_date, filters, self.endpoint, self.cache_dir, self.api_key, self.http_timeout, self.http_proxy)
72 | )
73 |
74 | # iterate over every minute in <=from_date,to_date> date range
75 | # get cached 'slice' (single minute) files, decompress
76 | # and return each line as Response - using yield
77 | while current_slice_date < to_date:
78 | current_slice_path = None
79 | while current_slice_path is None:
80 | # this allows other tasks to run (suspends current task)
81 | await asyncio.sleep(0)
82 | path_to_check = get_slice_cache_path(self.cache_dir, exchange, current_slice_date, filters)
83 |
84 | self.logger.debug("getting slice: %s", path_to_check)
85 |
86 | # always check if data fetching task has finished prematurely
87 | # with exception (network issue, auth issue etc) and if it did raise such exception
88 | # and stop the loop
89 | if fetch_data_task.done() and fetch_data_task.exception():
90 | raise fetch_data_task.exception()
91 |
92 | # if data for requested date already exists we can proceed further
93 | if os.path.isfile(path_to_check):
94 | current_slice_path = path_to_check
95 | # otherwise if data for requested date is not ready yet (cached) wait 100ms and check again
96 | else:
97 | self.logger.debug("waiting for slice: %s", path_to_check)
98 | await asyncio.sleep(0.1)
99 |
100 | messages_count = 0
101 |
102 | # open data file as binary and read line by line
103 | with gzip.open(current_slice_path, "rb") as file:
104 | for line in file:
105 | # each line ends with \n byte, so in order to exclude empty lines (\n only) we must check if line length is < 1
106 | if len(line) <= 1:
107 | if with_disconnects:
108 | yield None
109 | continue
110 |
111 | messages_count = messages_count + 1
112 |
113 | # local timestamps provided by the API always have 28 characters
114 | # eg 2019-08-01T08:52:00.0324272Z
115 | # let's split each line to date and message part and yield them as Response
116 | if decode_response:
117 | # if returning decoded response we need to convert:
118 | # timestamp returned by the API to Python datetime
119 | # message returned by the API to JSON object
120 |
121 | # since python datetime has microsecond precision and provided timestamp has 100ns precision
122 | # we ignore last two characters of timestmap provided by the API (last character is Z)
123 | # so we can decode it as python datetime
124 | timestamp = datetime.fromisoformat(line[0 : DATE_MESSAGE_SPLIT_INDEX - 2].decode("utf-8"))
125 |
126 | yield Response(timestamp, json.loads(line[DATE_MESSAGE_SPLIT_INDEX + 1 :]))
127 | else:
128 | yield Response(line[0:DATE_MESSAGE_SPLIT_INDEX], line[DATE_MESSAGE_SPLIT_INDEX + 1 :])
129 |
130 | self.logger.debug("processed slice: %s, messages count: %i", current_slice_path, messages_count)
131 |
132 | current_slice_date = current_slice_date + timedelta(seconds=60)
133 |
134 | end_time = time()
135 |
136 | # always await on fetch_data_task as theoreticaly it could still be pending
137 | await fetch_data_task
138 |
139 | self.logger.debug(
140 | "replay for '%s' exchange finished from: %s, to: %s, filters: %s, total time: %s seconds",
141 | exchange,
142 | from_date.isoformat(),
143 | to_date.isoformat(),
144 | filters,
145 | end_time - start_time,
146 | )
147 |
148 | async def reconstruct_market(
149 | self, exchange: str, from_date: str, to_date: str, symbols: List[str]
150 | ) -> AsyncIterable[MarketResponse]:
151 | market_reconstructor = get_market_reconstructor(exchange, symbols)
152 | filters = market_reconstructor.get_filters()
153 |
154 | self._validate_payload(exchange, from_date, to_date, filters)
155 |
156 | async for local_timestamp, message in self.replay(exchange, from_date, to_date, filters):
157 | market_response = market_reconstructor.reconstruct(local_timestamp, message)
158 | if market_response is not None:
159 | yield market_response
160 |
161 | def clear_cache(self):
162 | shutil.rmtree(self.cache_dir)
163 |
164 | def _validate_payload(self, exchange, from_date, to_date, filters):
165 | if from_date is None or self._try_parse_as_iso_date(from_date) is False:
166 | raise ValueError(
167 | f"""Invalid 'from_date' argument: {from_date}. Please provide valid ISO date string.
168 | https://docs.python.org/3/library/datetime.html#datetime.date.fromisoformat"""
169 | )
170 |
171 | if to_date is None or self._try_parse_as_iso_date(to_date) is False:
172 | raise ValueError(
173 | f"""Invalid 'to_date' argument: {to_date}. Please provide valid ISO date string.
174 | https://docs.python.org/3/library/datetime.html#datetime.date.fromisoformat"""
175 | )
176 |
177 | if datetime.fromisoformat(from_date) >= datetime.fromisoformat(to_date):
178 | raise ValueError(
179 | f""" 'from_date' and 'to_date' arguments combination.
180 | Please provide 'to_date' date string that is later than 'from_date'."""
181 | )
182 |
183 | if filters is None:
184 | return
185 |
186 | if isinstance(filters, list) is False:
187 | raise ValueError("Invalid 'filters' argument. Please provide valid filters Channel list")
188 |
189 | if len(filters) > 0:
190 | for filter in filters:
191 |
192 | if filter.symbols is None:
193 | continue
194 |
195 | if isinstance(filter.symbols, list) is False or any(
196 | isinstance(symbol, str) == False for symbol in filter.symbols
197 | ):
198 | raise ValueError(
199 | f"Invalid 'symbols[]' argument: {filter.symbols}. Please provide list of symbol strings."
200 | )
201 |
202 | def _try_parse_as_iso_date(self, date_string):
203 | try:
204 | datetime.fromisoformat(date_string)
205 | return True
206 | except ValueError:
207 | return False
208 |
209 |
--------------------------------------------------------------------------------