Python SDK Installation

pip install nimbus-bci

pip install nimbus-bci[mne]

pip install nimbus-bci[viz]

pip install nimbus-bci[softmax]

pip install nimbus-bci[riemann]

pip install nimbus-bci[all]

# Clone repository
git clone https://github.com/nimbusbci/nimbuspysdk.git
cd nimbuspysdk

# Install in editable mode with dev dependencies
pip install -e ".[dev,all]"

import nimbus_bci
print(f"nimbus-bci version: {nimbus_bci.__version__}")

from nimbus_bci import Personalizer, wrap, BrainState
print("Personalizer / wrap / BrainState imported successfully")

from nimbus_bci import NimbusLDA, NimbusQDA, NimbusSTS
print("Core heads imported successfully")

import numpy as np
X = np.random.randn(100, 10)
y = np.random.randint(0, 2, 100)

enc = wrap(lambda Z: Z, model_id="verify-encoder", embedding_dim=10)
adapter = Personalizer(encoder=enc, head="lda", classes=["a", "b"])
adapter.fit(X, y)
states = adapter.predict(X[:5])
assert isinstance(states[0], BrainState)
print("Personalizer smoke test works")

nimbus-bci version: 0.5.0
Personalizer / wrap / BrainState imported successfully
Core heads imported successfully
Personalizer smoke test works

pip install nimbus-bci

pip install nimbus-bci

pip install nimbus-bci

# CPU-only JAX
pip install jax[cpu]

# Then install the softmax extra
pip install nimbus-bci[softmax]

import numpy
import sklearn
import scipy

print(f"NumPy: {numpy.__version__}")
print(f"scikit-learn: {sklearn.__version__}")
print(f"SciPy: {scipy.__version__}")

pip install --upgrade mne scipy

pip install --upgrade nimbus-bci

import nimbus_bci
print(nimbus_bci.__version__)

pip uninstall nimbus-bci