Python bindings for the GGML GPT-J Laguage model
Project description
PyGPT-J
- Python bindings for GPT-J ggml language models.
- Almost the same API as pyllamacpp.
Table of contents
Installation
- The easy way is to use the prebuilt wheels
pip install pygptj
- Build from source:
git clone git+https://github.com/abdeladim-s/pygptj.git
CLI
You can run the following simple command line interface to test the package once it is installed:
pygtj path/to/ggml/model
Tutorial
Quick start
from pygptj.model import Model
model = Model(model_path='path/to/gptj/ggml/model')
for token in model.generate("Tell me a joke ?"):
print(token, end='', flush=True)
Interactive Dialogue
You can set up an interactive dialogue by simply keeping the model
variable alive:
from pygptj.model import Model
model = Model(model_path='/path/to/ggml/model')
while True:
try:
prompt = input("You: ", flush=True)
if prompt == '':
continue
print(f"AI:", end='')
for token in model.generate(prompt):
print(f"{token}", end='', flush=True)
print()
except KeyboardInterrupt:
break
Attribute a persona to the language model
The following is an example showing how to "attribute a persona to the language model" :
from pygptj.model import Model
prompt_context = """Act as Bob. Bob is helpful, kind, honest,
and never fails to answer the User's requests immediately and with precision.
User: Nice to meet you Bob!
Bob: Welcome! I'm here to assist you with anything you need. What can I do for you today?
"""
prompt_prefix = "\nUser:"
prompt_suffix = "\nBob:"
model = Model(model_path='/path/to/ggml/model',
prompt_context=prompt_context,
prompt_prefix=prompt_prefix,
prompt_suffix=prompt_suffix)
while True:
try:
prompt = input("User: ")
if prompt == '':
continue
print(f"Bob: ", end='')
for token in model.generate(prompt, antiprompt='User:'):
print(f"{token}", end='', flush=True)
print()
except KeyboardInterrupt:
break
- You can always refer to the short documentation for more details.
API reference
You can check the API reference documentation for more details.
License
This project is licensed under the MIT License.
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distributions
File details
Details for the file pygptj-2.0.3.tar.gz
.
File metadata
- Download URL: pygptj-2.0.3.tar.gz
- Upload date:
- Size: 221.3 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 35c073d0bb0be3f4e3a2f7d2fae406c1b3646050244a79f745661d809670df1b |
|
MD5 | b68ca59611270d615a19775e2d859499 |
|
BLAKE2b-256 | 3229cdbc82646fad86fe20e111f28c2dd1c15f69e68202ced75bedfa3173a9fc |
File details
Details for the file pygptj-2.0.3-pp39-pypy39_pp73-win_amd64.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp39-pypy39_pp73-win_amd64.whl
- Upload date:
- Size: 179.3 kB
- Tags: PyPy, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 418a53912f5be7e663aee211eb842271d9a9c00d7f4e1917ed40a3a32ff2dd3e |
|
MD5 | 2a470e5378a3f73c1acd76ac5946fe82 |
|
BLAKE2b-256 | 370254b090a49c17e68b54e42d8105e85793f41a38b2ee2753117eb4a8efcb9a |
File details
Details for the file pygptj-2.0.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 246.0 kB
- Tags: PyPy, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 8d1e0bcdd10146965ef72ceb302252f6cf67f283a7d3c914033186448a7c0dfa |
|
MD5 | 2b0cfece1f3e9ab6c5b1c2c96a45d08a |
|
BLAKE2b-256 | 242c4d89a714100a06443dffa4f4dce37e758afe47cede94635b7674bf7c1503 |
File details
Details for the file pygptj-2.0.3-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
- Upload date:
- Size: 264.4 kB
- Tags: PyPy, manylinux: glibc 2.17+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | c2d372f7443d75e326a1552a360f31c6ebd0d35a15117779b94d19fadb5f1722 |
|
MD5 | e1a23434f482e5bd62c8cca906c0d81d |
|
BLAKE2b-256 | 12c14a6668609b00586fc21cbf20cf521d156d7cb10cbbbb339bb37cb450d530 |
File details
Details for the file pygptj-2.0.3-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp39-pypy39_pp73-macosx_10_9_x86_64.whl
- Upload date:
- Size: 213.2 kB
- Tags: PyPy, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | f21f7c52e6bfe351b87193c2fe530f2d011cd0bd14a6462c0014c5af993faf9f |
|
MD5 | 5094a38714e464a2600830700cb528f9 |
|
BLAKE2b-256 | 31a47fe62b9db8f933a80e5a2082a2a1b8b2d99818dbf421f25ced7f30b3864c |
File details
Details for the file pygptj-2.0.3-pp38-pypy38_pp73-win_amd64.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp38-pypy38_pp73-win_amd64.whl
- Upload date:
- Size: 179.2 kB
- Tags: PyPy, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 30c74ef05b58d14fe2db3beb8f101c810360b7d76b32138993b777c99684f4c0 |
|
MD5 | cc1907f2e3651e1131e9de4d1d5f879b |
|
BLAKE2b-256 | 0049ca3b19d64717d9264172b37795c1f5ccee704f32ca7f58e35bc8be697327 |
File details
Details for the file pygptj-2.0.3-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp38-pypy38_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 245.6 kB
- Tags: PyPy, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | e22a66a4f49a251f5cad48a3a8dcd88acf7a4fc52b5e6ec431c4131d76b63a83 |
|
MD5 | dec2e69b28edb26e6acec17025d8c4ce |
|
BLAKE2b-256 | ece9a61edc1973c274d64bc0a1552b0174ac56c65f4a31636e42ce4cd8e13951 |
File details
Details for the file pygptj-2.0.3-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp38-pypy38_pp73-manylinux_2_17_i686.manylinux2014_i686.whl
- Upload date:
- Size: 264.3 kB
- Tags: PyPy, manylinux: glibc 2.17+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4857260830b49b4e1d5882c25c4d448b624cf8a9750e46fd8a2ce3f026438cfc |
|
MD5 | 4cee273ec2891c81db88f761d5af5b80 |
|
BLAKE2b-256 | 5db1c7e3f408e9d242a990e838226726f62f7a3087e07bad4026d8db86148360 |
File details
Details for the file pygptj-2.0.3-pp38-pypy38_pp73-macosx_10_9_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-pp38-pypy38_pp73-macosx_10_9_x86_64.whl
- Upload date:
- Size: 213.3 kB
- Tags: PyPy, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 706e68c6c6870e771f7bc2cd5de3ff3c56c8b4da909e868e029a25251b480a47 |
|
MD5 | 9c9d8b7647b9b72bc7d2e516ff7a9580 |
|
BLAKE2b-256 | ec6fe68bd3cdd267496fd45a9665b9ff2235decf9d74bf2a57f9c93f36d5bc07 |
File details
Details for the file pygptj-2.0.3-cp311-cp311-win_amd64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-win_amd64.whl
- Upload date:
- Size: 180.5 kB
- Tags: CPython 3.11, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | f241420c73b8a2039d4af941e1f9463f5b9c65912686fcc448e4d230a0adcbdd |
|
MD5 | 2ad63346fcbdb17d39cf41d25ef4fdac |
|
BLAKE2b-256 | cae9e32acea71a914e653656aa3919dbd7bcf5f4c3d3b81fae769828a02420a6 |
File details
Details for the file pygptj-2.0.3-cp311-cp311-win32.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-win32.whl
- Upload date:
- Size: 150.2 kB
- Tags: CPython 3.11, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | a3a2db3ce1b5184ca67f674b138c669bd4edb12d4cfb0cafd676543aea928cf0 |
|
MD5 | 5f41f88f7dce554d7d88294ac3cb54f0 |
|
BLAKE2b-256 | 85633b6c492712133fd0a3f7da986b74f6156bc569d78050931abafe7ec890ab |
File details
Details for the file pygptj-2.0.3-cp311-cp311-musllinux_1_1_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-musllinux_1_1_x86_64.whl
- Upload date:
- Size: 775.6 kB
- Tags: CPython 3.11, musllinux: musl 1.1+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4bbcb2a805685d0ee50d7830d2e8ea87473f0e8ebd280e75e19d3ebc834befbc |
|
MD5 | 81160b82cedce972986634dc4ef9abd2 |
|
BLAKE2b-256 | 2d19dcb8d7540e0c6002eb7504f404884f4f34dcd60191eb7f56e8ba6c3733c3 |
File details
Details for the file pygptj-2.0.3-cp311-cp311-musllinux_1_1_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-musllinux_1_1_i686.whl
- Upload date:
- Size: 842.8 kB
- Tags: CPython 3.11, musllinux: musl 1.1+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 0aab16226cb3616cf19fe064cdcc24aefe743ce11b17716e60b42ac65a77f0c9 |
|
MD5 | 744043f81724ce0eb90be5a215985182 |
|
BLAKE2b-256 | ffbfab0e257ec02e909ed5132f27af5a759add83630102071d4e6ef5528ba8ac |
File details
Details for the file pygptj-2.0.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 246.1 kB
- Tags: CPython 3.11, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 76d92c548e904b7be3c980eccf3b990301057f25f6a7a4d86f91aa8bb7d97882 |
|
MD5 | 6673388e222974611a0cde01c2def8a5 |
|
BLAKE2b-256 | f2f4333b4a88e0c2aadfe81e918bdd50c406b18a3ed8be8e503445d607aebbc3 |
File details
Details for the file pygptj-2.0.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl
- Upload date:
- Size: 262.6 kB
- Tags: CPython 3.11, manylinux: glibc 2.17+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | abfc73e134f4fdbda02ead38e2427b2c41e8166ab20ab65f08f8ae79edff6c71 |
|
MD5 | 8399c603208bb622de41d768be10c966 |
|
BLAKE2b-256 | c76e6d7aa7ea91c892eac50ed81c37a5b9049244ddb2340c8ad47195525dd4ff |
File details
Details for the file pygptj-2.0.3-cp311-cp311-macosx_10_9_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-macosx_10_9_x86_64.whl
- Upload date:
- Size: 216.1 kB
- Tags: CPython 3.11, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | c3c6f25a210a0269b7f3f07e091f14ac9380d099ca7469fb08960ffd7ffed10b |
|
MD5 | b934d820cd8b44ca83a31a4b44ed3fd8 |
|
BLAKE2b-256 | e0f38f47e944e9f46771c793e6f73f255627623eaa304fc0b1e2a124b9bd9b94 |
File details
Details for the file pygptj-2.0.3-cp311-cp311-macosx_10_9_universal2.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp311-cp311-macosx_10_9_universal2.whl
- Upload date:
- Size: 401.5 kB
- Tags: CPython 3.11, macOS 10.9+ universal2 (ARM64, x86-64)
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | c10e2726394f8e08b66e99719070e7c1959f07219fc0b62e5f70e7c5bb750f42 |
|
MD5 | 7f265506925cf64dab5ef9ee610e3c8a |
|
BLAKE2b-256 | 9ca1246def5f10edd6f1542faba65bf1d9259a37ec7dab8bbbfecd3dc5ecb2c9 |
File details
Details for the file pygptj-2.0.3-cp310-cp310-win_amd64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-win_amd64.whl
- Upload date:
- Size: 180.4 kB
- Tags: CPython 3.10, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 71775d1cd5a8bb072d66396f7e86c8135c49b21161f1a750a22ba2ff34ad7638 |
|
MD5 | b57931a2358bfa892ab20982c1c71110 |
|
BLAKE2b-256 | 68184ba83e8418679def6900678a176bf662e944fc6755429f1e8c6e202ee9ab |
File details
Details for the file pygptj-2.0.3-cp310-cp310-win32.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-win32.whl
- Upload date:
- Size: 150.2 kB
- Tags: CPython 3.10, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | b7e8d4210d6391699f822794f3b1d50748ec9c0cef1faad27c46a999b36cf664 |
|
MD5 | 29c60cfc522c7aceb432ba8c67c23549 |
|
BLAKE2b-256 | d2eefc09cff15cd2fc3ea312caa9faa523b56ee19cbf5ac941335660d5646549 |
File details
Details for the file pygptj-2.0.3-cp310-cp310-musllinux_1_1_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-musllinux_1_1_x86_64.whl
- Upload date:
- Size: 775.6 kB
- Tags: CPython 3.10, musllinux: musl 1.1+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 97acf9ba15a2bdc7777ceed13008a85a5164bec3f5d346a885f1c529720c7d4d |
|
MD5 | 68b6ff0b659d14a943e1fcf99b53a85e |
|
BLAKE2b-256 | 5faf174c9c68f528943756927d8e85b07bb6d1964e10d159bc06008bb464f7f5 |
File details
Details for the file pygptj-2.0.3-cp310-cp310-musllinux_1_1_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-musllinux_1_1_i686.whl
- Upload date:
- Size: 842.9 kB
- Tags: CPython 3.10, musllinux: musl 1.1+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | c442759a70e994562652c703b325bf4c472539f403ffa1a2b64045eb602d66b9 |
|
MD5 | a1d11fbe6ba961f0f78bcabffd532cdf |
|
BLAKE2b-256 | a7dac4f3312e652ebd4b669e73a609e761b7258d94af8b194fe76fe993d3a65d |
File details
Details for the file pygptj-2.0.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 246.0 kB
- Tags: CPython 3.10, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 464e316aae0dd170188a26418904dc1a3d9baf3f7ae44f0ed24cc5fab89d4501 |
|
MD5 | 0c203866ce01d4d34b9f9b66b7693121 |
|
BLAKE2b-256 | 2f903cde195ac02e6e915e782e566c6ec52479bcdac270576e06dbbfa5536cf2 |
File details
Details for the file pygptj-2.0.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-manylinux_2_17_i686.manylinux2014_i686.whl
- Upload date:
- Size: 262.6 kB
- Tags: CPython 3.10, manylinux: glibc 2.17+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 23ce99690cc270f90231ec9af3d677d5074105ac6cbaf1729f9f8a727f454a0e |
|
MD5 | 851fbcb419a06b18eb22277b968ed96d |
|
BLAKE2b-256 | ff1b28f24421b21ab1b456a1ae919dd9d417abd107c331882aad4315f3c4ef33 |
File details
Details for the file pygptj-2.0.3-cp310-cp310-macosx_10_9_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-macosx_10_9_x86_64.whl
- Upload date:
- Size: 216.1 kB
- Tags: CPython 3.10, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | cf59be55e3117b067be1f5862bd6f35c86a050e65d9a9b7aed81271dc20a1fb6 |
|
MD5 | 8e453702ec112bcfeb8614ded0b40a29 |
|
BLAKE2b-256 | 4e9cb771a7f8db0b9c072acbd6530af442ad8accc024e1152e26ba26b23ff683 |
File details
Details for the file pygptj-2.0.3-cp310-cp310-macosx_10_9_universal2.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp310-cp310-macosx_10_9_universal2.whl
- Upload date:
- Size: 401.4 kB
- Tags: CPython 3.10, macOS 10.9+ universal2 (ARM64, x86-64)
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 78b60acd436a58e1ac29151f25fb304c0eafc7620d36db3a264a477abc179d10 |
|
MD5 | d43d2e51a531a6e917ad8a59f5677410 |
|
BLAKE2b-256 | e36b0c893b95343ca62e9339411fbad93248d9811225e36ff1748a6e45da1ed2 |
File details
Details for the file pygptj-2.0.3-cp39-cp39-win_amd64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-win_amd64.whl
- Upload date:
- Size: 180.6 kB
- Tags: CPython 3.9, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9639fefee081ffec5d41bdb0fc326c21eedc463cafc4e2bd3b0e7302d95271b9 |
|
MD5 | 45c468b9b0df0cb795654121bbffd948 |
|
BLAKE2b-256 | 81bcb2be4dc75b404dc8c63e9d475efbb5de10cae81905bb4b64144ad1aadde8 |
File details
Details for the file pygptj-2.0.3-cp39-cp39-win32.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-win32.whl
- Upload date:
- Size: 150.3 kB
- Tags: CPython 3.9, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 69fe06bf107dc340dc2f16bd277925f2196cb3b7c4fcfb363ecf4f7f742da892 |
|
MD5 | c193f2d939b074dc196a84bd4d58f644 |
|
BLAKE2b-256 | a6d03fdd1540f90a60b437f64e262bc06de496c9d57344d4ecde27d8f15a7d4a |
File details
Details for the file pygptj-2.0.3-cp39-cp39-musllinux_1_1_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-musllinux_1_1_x86_64.whl
- Upload date:
- Size: 775.9 kB
- Tags: CPython 3.9, musllinux: musl 1.1+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 7a5ac35c375c7e9e05ad0322dc0ba1e1cfab95c664a929cea077faf81d1b19ac |
|
MD5 | 96ab7729cda4b2850d0601d44d2d36b6 |
|
BLAKE2b-256 | d92ee8bd85af0750deb18b03bb85e450fdcc7c3b6983db5fb9a65295b49d546e |
File details
Details for the file pygptj-2.0.3-cp39-cp39-musllinux_1_1_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-musllinux_1_1_i686.whl
- Upload date:
- Size: 843.2 kB
- Tags: CPython 3.9, musllinux: musl 1.1+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | acfc8e02aaa34db8fa36188a89f27441e76012c6deba13cec8200db336b1625b |
|
MD5 | 7ea0586a2966b8488073125bc67cf08c |
|
BLAKE2b-256 | df9a74c39433ee64be8a8e5688d41ed1556944c23747b9d83153d14fd6a029e1 |
File details
Details for the file pygptj-2.0.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 246.0 kB
- Tags: CPython 3.9, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 9bf6b6a2939f6e5039122c667844803e1941dbb702fe7179c99c1fd0bf29aa04 |
|
MD5 | 502498e6dcfa8a11c132d6e0f4b34e91 |
|
BLAKE2b-256 | 1df496cbccaf34ecd59fed3029d95b888116c50a0cc736cbb17c113331671b31 |
File details
Details for the file pygptj-2.0.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-manylinux_2_17_i686.manylinux2014_i686.whl
- Upload date:
- Size: 263.7 kB
- Tags: CPython 3.9, manylinux: glibc 2.17+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 24ceef065ca44e704723b659e48043eb51e86d1e9aa2be95aaa16cf57018962d |
|
MD5 | e6fb2a03bb86116d6c6d582e368c99ae |
|
BLAKE2b-256 | ba474bd8fa045db1828a9b8425948f74c4e5cba140c7d2b1fec8ff949e5c1337 |
File details
Details for the file pygptj-2.0.3-cp39-cp39-macosx_10_9_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-macosx_10_9_x86_64.whl
- Upload date:
- Size: 216.2 kB
- Tags: CPython 3.9, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | c56611ed3e9a360834bf8ad4b156c9d89f90cef0c6260abcc12fe35a2be562c3 |
|
MD5 | e3c9f230987d08468213c9f8a938d7b0 |
|
BLAKE2b-256 | eda6dfa913195b1d8fd815bc510652df78e09de3f592f7cd6ee417f9b89a01e0 |
File details
Details for the file pygptj-2.0.3-cp39-cp39-macosx_10_9_universal2.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp39-cp39-macosx_10_9_universal2.whl
- Upload date:
- Size: 401.7 kB
- Tags: CPython 3.9, macOS 10.9+ universal2 (ARM64, x86-64)
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | f63497c3d76c6f94391bc5b4db87a754189eaf85318a7bf813384c4fffa49465 |
|
MD5 | c5e62c7c8b74e361cd66c0eb64e68a7c |
|
BLAKE2b-256 | 60482156b18f7bdc961131bbce29a28d482b7754a692e5d4c72fd69c4a29db5d |
File details
Details for the file pygptj-2.0.3-cp38-cp38-win_amd64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-win_amd64.whl
- Upload date:
- Size: 180.2 kB
- Tags: CPython 3.8, Windows x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 63848c15cc3ac0298cf80e4c94f1d3a443d8a7c528e1c8b50e81c6c56c44ab8f |
|
MD5 | eebd15f4934900a20c7e55e88b01fec9 |
|
BLAKE2b-256 | 25bd54b9e1933bb2700edbfd10ab296f855a3cb04909367b4b8ba42566c33589 |
File details
Details for the file pygptj-2.0.3-cp38-cp38-win32.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-win32.whl
- Upload date:
- Size: 150.4 kB
- Tags: CPython 3.8, Windows x86
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | ecbae77b92ad4a1491f15546f7d70aa74bc2e459dda51d3261b16cef15e724ae |
|
MD5 | 41714314c97de6e26db230074ee8e303 |
|
BLAKE2b-256 | ae5999ed1291d990e96fd7d2f2e2410f8da315f8aebc51a40bd6a229d5d2adcc |
File details
Details for the file pygptj-2.0.3-cp38-cp38-musllinux_1_1_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-musllinux_1_1_x86_64.whl
- Upload date:
- Size: 775.4 kB
- Tags: CPython 3.8, musllinux: musl 1.1+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 58bbb76b924b907cf8c19d970f73a9c6b1fb787acf1bd649bdb0fe9299fde034 |
|
MD5 | 93b4d7c65b8909bf46871461e7b11435 |
|
BLAKE2b-256 | 7fa540f32f8cfb9a4a6e7edd4219f878d124d04cfbe6796c2e39babf082fc868 |
File details
Details for the file pygptj-2.0.3-cp38-cp38-musllinux_1_1_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-musllinux_1_1_i686.whl
- Upload date:
- Size: 842.6 kB
- Tags: CPython 3.8, musllinux: musl 1.1+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | ae80ce2d116e64a52d5a96a68b70fa4ae4fb81ecf1b056e8b28b89b5f22a7ad9 |
|
MD5 | 985dad832ad66882c7d03a6e30600b8c |
|
BLAKE2b-256 | 3a18922c2f283becad839e7f4843f15f253dbaa93e259fa0e527f4963d9c367d |
File details
Details for the file pygptj-2.0.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
- Upload date:
- Size: 245.8 kB
- Tags: CPython 3.8, manylinux: glibc 2.17+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 4cf912470f62f9def6d7e183f80218c7e880d376c65e028cc484151e13442c22 |
|
MD5 | b2eff8d19d10dabc94a66434ae006c2e |
|
BLAKE2b-256 | deefdaf5cff17d62d42f6ee7ea3def747c5587dfd50ccfd2268c5eb2794079db |
File details
Details for the file pygptj-2.0.3-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-manylinux_2_17_i686.manylinux2014_i686.whl
- Upload date:
- Size: 263.1 kB
- Tags: CPython 3.8, manylinux: glibc 2.17+ i686
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | e917e3e746796e4ebdc49bf8bf697b35f8e1c2d62194416f9047f866e9353ef8 |
|
MD5 | f5453ed33b5baf93638bd2f4253f6dc0 |
|
BLAKE2b-256 | 7776bf5fbda8e88a917532d8ce55cae5e5428c0b8ca6c71331d625369cede420 |
File details
Details for the file pygptj-2.0.3-cp38-cp38-macosx_10_9_x86_64.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-macosx_10_9_x86_64.whl
- Upload date:
- Size: 216.1 kB
- Tags: CPython 3.8, macOS 10.9+ x86-64
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | 932a7f9de2c67843f5ad3ed73d63a5a6ffc26256d1d379f25d221206ef7cbcd1 |
|
MD5 | 986d8631eebc3d1bf519c8f2acc44b8e |
|
BLAKE2b-256 | 570992bab2ca9d945de44f0980576b5df7714da3fa100b1b46f387c5651bbc1e |
File details
Details for the file pygptj-2.0.3-cp38-cp38-macosx_10_9_universal2.whl
.
File metadata
- Download URL: pygptj-2.0.3-cp38-cp38-macosx_10_9_universal2.whl
- Upload date:
- Size: 401.5 kB
- Tags: CPython 3.8, macOS 10.9+ universal2 (ARM64, x86-64)
- Uploaded using Trusted Publishing? No
- Uploaded via: twine/4.0.1 CPython/3.11.3
File hashes
Algorithm | Hash digest | |
---|---|---|
SHA256 | ae4c71d16d97c26c528bd83bc8aa2e5e6f580d418a54c82c896fe958a41c3998 |
|
MD5 | 4f09509b509a4a8f9c5752e1dbf722ba |
|
BLAKE2b-256 | 39b8e21fac97f127c07436f295b41227c355c8efa8884e61b7dd11c03d10ad1e |