|
1 | 1 | import os
|
2 | 2 | import re
|
3 |
| -from json import JSONDecodeError |
4 |
| -from typing import Any, Dict, Iterator, Optional, Union |
| 3 | +from typing import Any, Iterator, Optional, Union |
5 | 4 |
|
6 |
| -import requests |
7 |
| -from requests.adapters import HTTPAdapter, Retry |
8 |
| -from requests.cookies import RequestsCookieJar |
| 5 | +import httpx |
9 | 6 |
|
10 |
| -from replicate.__about__ import __version__ |
11 |
| -from replicate.exceptions import ModelError, ReplicateError |
12 |
| -from replicate.model import ModelCollection |
13 |
| -from replicate.prediction import PredictionCollection |
14 |
| -from replicate.training import TrainingCollection |
| 7 | +from .__about__ import __version__ |
| 8 | +from .exceptions import ModelError, ReplicateError |
| 9 | +from .model import ModelCollection |
| 10 | +from .prediction import PredictionCollection |
| 11 | +from .training import TrainingCollection |
15 | 12 |
|
16 | 13 |
|
17 | 14 | class Client:
|
18 |
| - def __init__(self, api_token: Optional[str] = None) -> None: |
| 15 | + """A Replicate API client library""" |
| 16 | + |
| 17 | + def __init__( |
| 18 | + self, |
| 19 | + api_token: Optional[str] = None, |
| 20 | + *, |
| 21 | + base_url: Optional[str] = None, |
| 22 | + timeout: Optional[httpx.Timeout] = None, |
| 23 | + **kwargs, |
| 24 | + ) -> None: |
19 | 25 | super().__init__()
|
20 |
| - # Client is instantiated at import time, so do as little as possible. |
21 |
| - # This includes resolving environment variables -- they might be set programmatically. |
22 |
| - self.api_token = api_token |
23 |
| - self.base_url = os.environ.get( |
| 26 | + |
| 27 | + api_token = api_token or os.environ.get("REPLICATE_API_TOKEN") |
| 28 | + |
| 29 | + base_url = base_url or os.environ.get( |
24 | 30 | "REPLICATE_API_BASE_URL", "https://api.replicate.com"
|
25 | 31 | )
|
26 |
| - self.poll_interval = float(os.environ.get("REPLICATE_POLL_INTERVAL", "0.5")) |
27 | 32 |
|
28 |
| - # TODO: make thread safe |
29 |
| - self.read_session = _create_session() |
30 |
| - read_retries = Retry( |
31 |
| - total=5, |
32 |
| - backoff_factor=2, |
33 |
| - # Only retry 500s on GET so we don't unintionally mutute data |
34 |
| - allowed_methods=["GET"], |
35 |
| - # https://support.cloudflare.com/hc/en-us/articles/115003011431-Troubleshooting-Cloudflare-5XX-errors |
36 |
| - status_forcelist=[ |
37 |
| - 429, |
38 |
| - 500, |
39 |
| - 502, |
40 |
| - 503, |
41 |
| - 504, |
42 |
| - 520, |
43 |
| - 521, |
44 |
| - 522, |
45 |
| - 523, |
46 |
| - 524, |
47 |
| - 526, |
48 |
| - 527, |
49 |
| - ], |
| 33 | + timeout = timeout or httpx.Timeout( |
| 34 | + 5.0, read=30.0, write=30.0, connect=5.0, pool=10.0 |
50 | 35 | )
|
51 |
| - self.read_session.mount("http://", HTTPAdapter(max_retries=read_retries)) |
52 |
| - self.read_session.mount("https://", HTTPAdapter(max_retries=read_retries)) |
53 |
| - |
54 |
| - self.write_session = _create_session() |
55 |
| - write_retries = Retry( |
56 |
| - total=5, |
57 |
| - backoff_factor=2, |
58 |
| - allowed_methods=["POST", "PUT"], |
59 |
| - # Only retry POST/PUT requests on rate limits, so we don't unintionally mutute data |
60 |
| - status_forcelist=[429], |
61 |
| - ) |
62 |
| - self.write_session.mount("http://", HTTPAdapter(max_retries=write_retries)) |
63 |
| - self.write_session.mount("https://", HTTPAdapter(max_retries=write_retries)) |
64 |
| - |
65 |
| - def _request(self, method: str, path: str, **kwargs) -> requests.Response: |
66 |
| - # from requests.Session |
67 |
| - if method in ["GET", "OPTIONS"]: |
68 |
| - kwargs.setdefault("allow_redirects", True) |
69 |
| - if method in ["HEAD"]: |
70 |
| - kwargs.setdefault("allow_redirects", False) |
71 |
| - kwargs.setdefault("headers", {}) |
72 |
| - kwargs["headers"].update(self._headers()) |
73 |
| - session = self.read_session |
74 |
| - if method in ["POST", "PUT", "DELETE", "PATCH"]: |
75 |
| - session = self.write_session |
76 |
| - resp = session.request(method, self.base_url + path, **kwargs) |
77 |
| - if 400 <= resp.status_code < 600: |
78 |
| - try: |
79 |
| - raise ReplicateError(resp.json()["detail"]) |
80 |
| - except (JSONDecodeError, KeyError): |
81 |
| - pass |
82 |
| - raise ReplicateError(f"HTTP error: {resp.status_code, resp.reason}") |
83 |
| - return resp |
84 | 36 |
|
85 |
| - def _headers(self) -> Dict[str, str]: |
86 |
| - return { |
87 |
| - "Authorization": f"Token {self._api_token()}", |
| 37 | + self.poll_interval = float(os.environ.get("REPLICATE_POLL_INTERVAL", "0.5")) |
| 38 | + |
| 39 | + headers = { |
| 40 | + "Authorization": f"Token {api_token}", |
88 | 41 | "User-Agent": f"replicate-python/{__version__}",
|
89 | 42 | }
|
90 | 43 |
|
91 |
| - def _api_token(self) -> str: |
92 |
| - token = self.api_token |
93 |
| - # Evaluate lazily in case environment variable is set with dotenv, or something |
94 |
| - if token is None: |
95 |
| - token = os.environ.get("REPLICATE_API_TOKEN") |
96 |
| - if not token: |
97 |
| - raise ReplicateError( |
98 |
| - """No API token provided. You need to set the REPLICATE_API_TOKEN environment variable or create a client with `replicate.Client(api_token=...)`. |
| 44 | + self._client = self._build_client( |
| 45 | + **kwargs, |
| 46 | + base_url=base_url, |
| 47 | + headers=headers, |
| 48 | + timeout=timeout, |
| 49 | + ) |
99 | 50 |
|
100 |
| -You can find your API key on https://replicate.com""" |
101 |
| - ) |
102 |
| - return token |
| 51 | + def _build_client(self, **kwargs) -> httpx.Client: |
| 52 | + return httpx.Client(**kwargs) |
| 53 | + |
| 54 | + def _request(self, method: str, path: str, **kwargs) -> httpx.Response: |
| 55 | + resp = self._client.request(method, path, **kwargs) |
| 56 | + |
| 57 | + if 400 <= resp.status_code < 600: |
| 58 | + raise ReplicateError(resp.json()["detail"]) |
| 59 | + |
| 60 | + return resp |
103 | 61 |
|
104 | 62 | @property
|
105 | 63 | def models(self) -> ModelCollection:
|
@@ -145,21 +103,3 @@ def run(self, model_version: str, **kwargs) -> Union[Any, Iterator[Any]]:
|
145 | 103 | if prediction.status == "failed":
|
146 | 104 | raise ModelError(prediction.error)
|
147 | 105 | return prediction.output
|
148 |
| - |
149 |
| - |
150 |
| -class _NonpersistentCookieJar(RequestsCookieJar): |
151 |
| - """ |
152 |
| - A cookie jar that doesn't persist cookies between requests. |
153 |
| - """ |
154 |
| - |
155 |
| - def set(self, name, value, **kwargs) -> None: |
156 |
| - return |
157 |
| - |
158 |
| - def set_cookie(self, cookie, *args, **kwargs) -> None: |
159 |
| - return |
160 |
| - |
161 |
| - |
162 |
| -def _create_session() -> requests.Session: |
163 |
| - s = requests.Session() |
164 |
| - s.cookies = _NonpersistentCookieJar() |
165 |
| - return s |
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