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24 changes: 24 additions & 0 deletions packages/tasks/src/model-libraries-snippets.ts
Original file line number Diff line number Diff line change
Expand Up @@ -132,6 +132,30 @@ wav = model.generate(text, audio_prompt_path=AUDIO_PROMPT_PATH)
ta.save("test-2.wav", wav, model.sr)`,
];

export const chronos_forecasting = (model: ModelData): string[] => {
const installSnippet = `pip install chronos-forecasting`;

const exampleSnippet = `import pandas as pd
from chronos import BaseChronosPipeline

pipeline = BaseChronosPipeline.from_pretrained("${model.id}", device_map="cuda")

# Load historical data
context_df = pd.read_csv("https://autogluon.s3.us-west-2.amazonaws.com/datasets/timeseries/misc/AirPassengers.csv")

# Generate predictions
pred_df = pipeline.predict_df(
context_df,
prediction_length=36, # Number of steps to forecast
quantile_levels=[0.1, 0.5, 0.9], # Quantiles for probabilistic forecast
id_column="item_id", # Column identifying different time series
timestamp_column="Month", # Column with datetime information
target="#Passengers", # Column(s) with time series values to predict
)`;

return [installSnippet, exampleSnippet];
};

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

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6 changes: 6 additions & 0 deletions packages/tasks/src/model-libraries.ts
Original file line number Diff line number Diff line change
Expand Up @@ -209,6 +209,12 @@ export const MODEL_LIBRARIES_UI_ELEMENTS = {
filter: false,
countDownloads: `path:"asset/GPT.pt"`,
},
"chronos-forecasting": {
prettyLabel: "Chronos",
repoName: "Chronos",
repoUrl: "https://github.com/amazon-science/chronos-forecasting",
snippets: snippets.chronos_forecasting,
},
"cloud-agents": {
prettyLabel: "Cloud Agents",
repoName: "Cloud Agents",
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