Skip to content
Navigation Menu
{{ message }}
forked from replicate/replicate-python
-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathdeployment.py
More file actions
552 lines (436 loc) · 14.8 KB
/
Copy pathdeployment.py
File metadata and controls
552 lines (436 loc) · 14.8 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
from typing import TYPE_CHECKING, Any, Dict, Optional, Tuple, TypedDict, Union
from typing_extensions import Unpack, deprecated
from replicate.account import Account
from replicate.helpers import async_encode_json, encode_json
from replicate.pagination import Page
from replicate.prediction import (
Prediction,
_create_prediction_body,
_create_prediction_headers,
_json_to_prediction,
)
from replicate.resource import Namespace, Resource
try:
from pydantic import v1 as pydantic # type: ignore
except ImportError:
import pydantic # type: ignore
if TYPE_CHECKING:
from replicate.client import Client
from replicate.prediction import Predictions
class Deployment(Resource):
"""
A deployment of a model hosted on Replicate.
"""
_client: "Client" = pydantic.PrivateAttr()
owner: str
"""
The name of the user or organization that owns the deployment.
"""
name: str
"""
The name of the deployment.
"""
class Release(Resource):
"""
A release of a deployment.
"""
number: int
"""
The release number.
"""
model: str
"""
The model identifier string in the format of `{model_owner}/{model_name}`.
"""
version: str
"""
The ID of the model version used in the release.
"""
created_at: str
"""
The time the release was created.
"""
created_by: Optional[Account]
"""
The account that created the release.
"""
class Configuration(Resource):
"""
A configuration for a deployment.
"""
hardware: str
"""
The SKU for the hardware used to run the model.
"""
min_instances: int
"""
The minimum number of instances for scaling.
"""
max_instances: int
"""
The maximum number of instances for scaling.
"""
configuration: Configuration
"""
The deployment configuration.
"""
current_release: Optional[Release]
"""
The current release of the deployment.
"""
@property
@deprecated("Use `deployment.owner` instead.")
def username(self) -> str:
"""
The name of the user or organization that owns the deployment.
This attribute is deprecated and will be removed in future versions.
"""
return self.owner
@property
def id(self) -> str:
"""
Return the qualified deployment name, in the format `owner/name`.
"""
return f"{self.owner}/{self.name}"
@property
def predictions(self) -> "DeploymentPredictions":
"""
Get the predictions for this deployment.
"""
return DeploymentPredictions(client=self._client, deployment=self)
class Deployments(Namespace):
"""
Namespace for operations related to deployments.
"""
_client: "Client"
def list(
self,
cursor: Union[str, "ellipsis", None] = ..., # noqa: F821
) -> Page[Deployment]:
"""
List all deployments.
Returns:
A page of Deployments.
"""
if cursor is None:
raise ValueError("cursor cannot be None")
resp = self._client._request(
"GET", "/v1/deployments" if cursor is ... else cursor
)
obj = resp.json()
obj["results"] = [
_json_to_deployment(self._client, result) for result in obj["results"]
]
return Page[Deployment](**obj)
async def async_list(
self,
cursor: Union[str, "ellipsis", None] = ..., # noqa: F821
) -> Page[Deployment]:
"""
List all deployments.
Returns:
A page of Deployments.
"""
if cursor is None:
raise ValueError("cursor cannot be None")
resp = await self._client._async_request(
"GET", "/v1/deployments" if cursor is ... else cursor
)
obj = resp.json()
obj["results"] = [
_json_to_deployment(self._client, result) for result in obj["results"]
]
return Page[Deployment](**obj)
def get(self, name: str) -> Deployment:
"""
Get a deployment by name.
Args:
name: The name of the deployment, in the format `owner/model-name`.
Returns:
The model.
"""
owner, name = name.split("/", 1)
resp = self._client._request(
"GET",
f"/v1/deployments/{owner}/{name}",
)
return _json_to_deployment(self._client, resp.json())
async def async_get(self, name: str) -> Deployment:
"""
Get a deployment by name.
Args:
name: The name of the deployment, in the format `owner/model-name`.
Returns:
The model.
"""
owner, name = name.split("/", 1)
resp = await self._client._async_request(
"GET",
f"/v1/deployments/{owner}/{name}",
)
return _json_to_deployment(self._client, resp.json())
class CreateDeploymentParams(TypedDict):
"""
Parameters for creating a new deployment.
"""
name: str
"""The name of the deployment."""
model: str
"""The model identifier string in the format of `{model_owner}/{model_name}`."""
version: str
"""The version of the model to deploy."""
hardware: str
"""The SKU for the hardware used to run the model."""
min_instances: int
"""The minimum number of instances for scaling."""
max_instances: int
"""The maximum number of instances for scaling."""
def create(self, **params: Unpack[CreateDeploymentParams]) -> Deployment:
"""
Create a new deployment.
Args:
params: Configuration for the new deployment.
Returns:
The newly created Deployment.
"""
if name := params.get("name", None):
if "/" in name:
_, name = name.split("/", 1)
params["name"] = name
resp = self._client._request(
"POST",
"/v1/deployments",
json=params,
)
return _json_to_deployment(self._client, resp.json())
async def async_create(
self, **params: Unpack[CreateDeploymentParams]
) -> Deployment:
"""
Create a new deployment.
Args:
params: Configuration for the new deployment.
Returns:
The newly created Deployment.
"""
if name := params.get("name", None):
if "/" in name:
_, name = name.split("/", 1)
params["name"] = name
resp = await self._client._async_request(
"POST",
"/v1/deployments",
json=params,
)
return _json_to_deployment(self._client, resp.json())
class UpdateDeploymentParams(TypedDict, total=False):
"""
Parameters for updating an existing deployment.
"""
version: str
"""The version of the model to deploy."""
hardware: str
"""The SKU for the hardware used to run the model."""
min_instances: int
"""The minimum number of instances for scaling."""
max_instances: int
"""The maximum number of instances for scaling."""
def update(
self,
deployment_owner: str,
deployment_name: str,
**params: Unpack[UpdateDeploymentParams],
) -> Deployment:
"""
Update an existing deployment.
Args:
deployment_owner: The owner of the deployment.
deployment_name: The name of the deployment.
params: Configuration updates for the deployment.
Returns:
The updated Deployment.
"""
resp = self._client._request(
"PATCH",
f"/v1/deployments/{deployment_owner}/{deployment_name}",
json=params,
)
return _json_to_deployment(self._client, resp.json())
async def async_update(
self,
deployment_owner: str,
deployment_name: str,
**params: Unpack[UpdateDeploymentParams],
) -> Deployment:
"""
Update an existing deployment.
Args:
deployment_owner: The owner of the deployment.
deployment_name: The name of the deployment.
params: Configuration updates for the deployment.
Returns:
The updated Deployment.
"""
resp = await self._client._async_request(
"PATCH",
f"/v1/deployments/{deployment_owner}/{deployment_name}",
json=params,
)
return _json_to_deployment(self._client, resp.json())
def delete(self, deployment_owner: str, deployment_name: str) -> bool:
"""
Delete an existing deployment.
Args:
deployment_owner: The owner of the deployment.
deployment_name: The name of the deployment.
"""
resp = self._client._request(
"DELETE",
f"/v1/deployments/{deployment_owner}/{deployment_name}",
)
return resp.status_code == 204
async def async_delete(self, deployment_owner: str, deployment_name: str) -> bool:
"""
Delete an existing deployment asynchronously.
Args:
deployment_owner: The owner of the deployment.
deployment_name: The name of the deployment.
"""
resp = await self._client._async_request(
"DELETE",
f"/v1/deployments/{deployment_owner}/{deployment_name}",
)
return resp.status_code == 204
@property
def predictions(self) -> "DeploymentsPredictions":
"""
Get predictions for deployments.
"""
return DeploymentsPredictions(client=self._client)
def _json_to_deployment(client: "Client", json: Dict[str, Any]) -> Deployment:
deployment = Deployment(**json)
deployment._client = client
return deployment
class DeploymentPredictions(Namespace):
"""
Namespace for operations related to predictions in a deployment.
"""
_deployment: Deployment
def __init__(self, client: "Client", deployment: Deployment) -> None:
super().__init__(client=client)
self._deployment = deployment
def create(
self,
input: Dict[str, Any],
**params: Unpack["Predictions.CreatePredictionParams"],
) -> Prediction:
"""
Create a new prediction with the deployment.
"""
file_encoding_strategy = params.pop("file_encoding_strategy", None)
if input is not None:
input = encode_json(
input,
client=self._client,
file_encoding_strategy=file_encoding_strategy,
)
headers = _create_prediction_headers(wait=params.pop("wait", None))
body = _create_prediction_body(version=None, input=input, **params)
resp = self._client._request(
"POST",
f"/v1/deployments/{self._deployment.owner}/{self._deployment.name}/predictions",
json=body,
headers=headers,
)
return _json_to_prediction(self._client, resp.json())
async def async_create(
self,
input: Dict[str, Any],
**params: Unpack["Predictions.CreatePredictionParams"],
) -> Prediction:
"""
Create a new prediction with the deployment.
"""
file_encoding_strategy = params.pop("file_encoding_strategy", None)
if input is not None:
input = await async_encode_json(
input,
client=self._client,
file_encoding_strategy=file_encoding_strategy,
)
headers = _create_prediction_headers(wait=params.pop("wait", None))
body = _create_prediction_body(version=None, input=input, **params)
resp = await self._client._async_request(
"POST",
f"/v1/deployments/{self._deployment.owner}/{self._deployment.name}/predictions",
json=body,
headers=headers,
)
return _json_to_prediction(self._client, resp.json())
class DeploymentsPredictions(Namespace):
"""
Namespace for operations related to predictions in deployments.
"""
def create(
self,
deployment: Union[str, Tuple[str, str], Deployment],
input: Dict[str, Any],
**params: Unpack["Predictions.CreatePredictionParams"],
) -> Prediction:
"""
Create a new prediction with the deployment.
"""
url = _create_prediction_url_from_deployment(deployment)
file_encoding_strategy = params.pop("file_encoding_strategy", None)
if input is not None:
input = encode_json(
input,
client=self._client,
file_encoding_strategy=file_encoding_strategy,
)
body = _create_prediction_body(version=None, input=input, **params)
resp = self._client._request(
"POST",
url,
json=body,
)
return _json_to_prediction(self._client, resp.json())
async def async_create(
self,
deployment: Union[str, Tuple[str, str], Deployment],
input: Dict[str, Any],
**params: Unpack["Predictions.CreatePredictionParams"],
) -> Prediction:
"""
Create a new prediction with the deployment.
"""
url = _create_prediction_url_from_deployment(deployment)
file_encoding_strategy = params.pop("file_encoding_strategy", None)
if input is not None:
input = await async_encode_json(
input,
client=self._client,
file_encoding_strategy=file_encoding_strategy,
)
body = _create_prediction_body(version=None, input=input, **params)
resp = await self._client._async_request(
"POST",
url,
json=body,
)
return _json_to_prediction(self._client, resp.json())
def _create_prediction_url_from_deployment(
deployment: Union[str, Tuple[str, str], Deployment],
) -> str:
owner, name = None, None
if isinstance(deployment, Deployment):
owner, name = deployment.owner, deployment.name
elif isinstance(deployment, tuple):
owner, name = deployment[0], deployment[1]
elif isinstance(deployment, str):
owner, name = deployment.split("/", 1)
if owner is None or name is None:
raise ValueError(
"deployment must be a Deployment, a tuple of (owner, name), or a string in the format 'owner/name'"
)
return f"/v1/deployments/{owner}/{name}/predictions"
You can’t perform that action at this time.