This release is a pre-release and may not be stable for production use.
🏖️ Nbox
nbox is NimbleBox.ai's official SDK.
The entire purpose of this package is to make using ML 🥶.
pip install nbox
🔥 Usage
nbox provides first class support API for all NimbleBox.ai infrastructure (NBX-Build, Jobs, Deploy) and services (NBX-Workspaces) components. Write jobs using nbox.Operators:
from nbox import Operator
from nbox.nbxlib.ops import Magic
# define a class object
weekly_trainer: Operator = Magic()
# call your operators
weekly_trainer(
pass_values = "directly",
)
# confident? deploy it to your cloud
weekly_trainer.deploy(
job_id_or_name = "magic_jobs",
schedule = Schedule(4, 30, ['fri']) # schedule like humans
)
Deploy your machine learning or statistical models:
from nbox import Model
from transformers import AutoModelForSequenceClassification, AutoTokenizer
# define your pre and post processing functions
def pre(x: Dict):
return AutoTokenizer(**x)
# load your classifier with functions
model = AutoModelForSequenceClassification.from_pretrained("distill-bert")
classifier = Model(model, pre = pre)
# call your model
classifier(f"Is this a good picture?")
# get full control on exporting it
spec = classifier.torch_to_onnx(
TorchToOnnx(...)
)
# confident? deploy it your cloud
url, key = classifier.deploy(
spec, deployment_id_or_name = "classification"
)
# use it anywhere
pred = requests.post(
url,
json = {
"text": f"Is this a good picture?"
},
header = {"Authorization": f"Bearer {key}"}
).json()
🧩 License
The code in thist repo is licensed as Apache License 2.0. Please check for individual repositories for licenses.
1 maintainer
Metadata
1 maintainer
Release files for nbox 0.9.14rc13
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Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| nbox-0.9.14rc13.tar.gz | 115.2 kB | Without provenance | Details for nbox-0.9.14rc13.tar.gz |
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| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| nbox-0.9.14rc13-py3-none-any.whl | Python 3 | none | any | Details for nbox-0.9.14rc13-py3-none-any.whl |
Total release size: 241.7 kB
Release files / nbox-0.9.14rc13.tar.gz
| Download URL | nbox-0.9.14rc13.tar.gz |
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|---|---|
| Size | 126.6 kB |
| Tags | Python 3 |
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