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54 changes: 54 additions & 0 deletions packages/tasks/src/model-libraries-snippets.ts
Original file line number Diff line number Diff line change
Expand Up @@ -132,6 +132,60 @@ wav = model.generate(text, audio_prompt_path=AUDIO_PROMPT_PATH)
ta.save("test-2.wav", wav, model.sr)`,
];

export const contexttab = (): string[] => [
`# pip install git+https://github.com/SAP-samples/contexttab

# Run a classification task
from sklearn.datasets import load_breast_cancer
from sklearn.metrics import accuracy_score
from sklearn.model_selection import train_test_split

from contexttab import ConTextTabClassifier

# Load sample data
X, y = load_breast_cancer(return_X_y=True)
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=42)

# Initialize a classifier
clf = ConTextTabClassifier(bagging=1, max_context_size=2048)

clf.fit(X_train, y_train)

# Predict probabilities
prediction_probabilities = clf.predict_proba(X_test)
# Predict labels
predictions = clf.predict(X_test)
print("Accuracy", accuracy_score(y_test, predictions))

# Run a regression task
from sklearn.datasets import fetch_openml
from sklearn.metrics import r2_score
from sklearn.model_selection import train_test_split

from contexttab import ConTextTabRegressor


# Load sample data
df = fetch_openml(data_id=531, as_frame=True)
X = df.data
y = df.target.astype(float)

# Train-test split
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=42)

# Initialize the regressor
regressor = ConTextTabRegressor(bagging=1, max_context_size=2048)

regressor.fit(X_train, y_train)

# Predict on the test set
predictions = regressor.predict(X_test)

r2 = r2_score(y_test, predictions)
print("R² Score:", r2)`,
];


export const cxr_foundation = (): string[] => [
`# pip install git+https://github.com/Google-Health/cxr-foundation.git#subdirectory=python

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7 changes: 7 additions & 0 deletions packages/tasks/src/model-libraries.ts
Original file line number Diff line number Diff line change
Expand Up @@ -208,6 +208,13 @@ export const MODEL_LIBRARIES_UI_ELEMENTS = {
repoUrl: "https://github.com/Unbabel/COMET/",
countDownloads: `path:"hparams.yaml"`,
},
contexttab: {
prettyLabel: "ConTextTab",
repoName: "contexttab",
repoUrl: "https://github.com/SAP-samples/contexttab",
countDownloads: `path_extension:"pt"`,
snippets: snippets.contexttab,
},
cosmos: {
prettyLabel: "Cosmos",
repoName: "Cosmos",
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