import { listDatasets } from "@arizeai/ax-client";const { data: datasets, pagination } = await listDatasets({ space: "my-space", // space name or ID (optional) name: "qa", // substring filter on dataset name (optional) limit: 10,});
import { createDataset } from "@arizeai/ax-client";const dataset = await createDataset({ space: "my-space", // space name or ID name: "your_dataset_name", examples: [{ question: "What is 2+2?", answer: "4", topic: "math" }],});
Rename a dataset. The new name must be unique within the space.
import { updateDataset } from "@arizeai/ax-client";const dataset = await updateDataset({ dataset: "my-dataset", // dataset name or ID space: "my-space", // required when dataset is a name name: "my-renamed-dataset",});
import { appendExamples } from "@arizeai/ax-client";const result = await appendExamples({ dataset: "my-dataset", // dataset name or ID space: "my-space", // required when dataset is a name examples: [ { question: "What is 3+3?", answer: "6", topic: "math" }, ],});console.log(result.exampleIds); // IDs of the inserted examples
import { updateExamples } from "@arizeai/ax-client";const result = await updateExamples({ dataset: "my-dataset", // dataset name or ID space: "my-space", // required when dataset is a name examples: [ { id: "your_example_id", question: "What is 2+2?", answer: "4", topic: "math", }, ], newVersion: "v2", // optional: create a new version instead of updating in place});console.log(result.exampleIds); // IDs of the updated examples
Write human annotations to a batch of examples in a dataset. Annotations are upserted by annotation config name for each example; submitting the same name for the same example overwrites the previous value. Up to 1000 examples may be annotated per request.
import { annotateDatasetExamples } from "@arizeai/ax-client";await annotateDatasetExamples({ dataset: "my-dataset", // dataset name or ID space: "my-space", // required when dataset is a name annotations: [ { recordId: "your_example_id", values: [ { name: "quality", score: 0.9 }, { name: "topic", label: "science" }, ], }, ],});
Delete a batch of examples from a dataset version by their IDs. Examples are removed in place from the given version; no new version is created. The request is partial-tolerant and idempotent ā re-submitting already-deleted IDs is safe. Between 1 and 1000 IDs per request.
import { deleteDatasetExamples } from "@arizeai/ax-client";const result = await deleteDatasetExamples({ dataset: "my-dataset", // dataset name or ID space: "my-space", // required when dataset is a name datasetVersionId: "your_dataset_version_id", examples: ["your_example_id_1", "your_example_id_2"],});if (!result.completed) { // retry the original full request ā the delete is idempotent}console.log(result.deletedExampleIds, result.notDeletedExampleIds);
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`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`from`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:` \"@arizeai/ax-client\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`;`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`const`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#79C0FF`},children:` result`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:` =`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:` await`}),_jsx(_components.span,{style:{color:`#8250DF`,\"--shiki-dark\":`#D2A8FF`},children:` appendExamples`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`({`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` dataset: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"my-dataset\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// dataset name or ID`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` space: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"my-space\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// required when dataset is a name`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` examples: [`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` { question: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"What is 3+3?\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, answer: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"6\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, topic: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"math\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` },`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` ],`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`});`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`console.`}),_jsx(_components.span,{style:{color:`#8250DF`,\"--shiki-dark\":`#D2A8FF`},children:`log`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`(result.exampleIds); `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// IDs of the inserted examples`})]}),`\n`]})})}),`\n`,_jsx(Heading,{level:`2`,id:`update-dataset-examples`,children:`Update Dataset Examples`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`16`,language:`typescript`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default github-dark-default`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0d1117`,color:`#1f2328`,\"--shiki-dark\":`#e6edf3`},language:`typescript`,children:_jsxs(_components.code,{language:`typescript`,numberOfLines:`16`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` { updateExamples } `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`from`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:` \"@arizeai/ax-client\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`;`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`const`}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#79C0FF`},children:` result`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:` =`}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:` await`}),_jsx(_components.span,{style:{color:`#8250DF`,\"--shiki-dark\":`#D2A8FF`},children:` updateExamples`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`({`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` dataset: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"my-dataset\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// dataset name or ID`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` space: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"my-space\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// required when dataset is a name`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` examples: [`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` {`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` id: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"your_example_id\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` question: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"What is 2+2?\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` answer: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"4\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`,`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` topic: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"math\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`,`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` },`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` ],`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` newVersion: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"v2\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// optional: create a new version instead of updating in place`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`});`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`console.`}),_jsx(_components.span,{style:{color:`#8250DF`,\"--shiki-dark\":`#D2A8FF`},children:`log`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`(result.exampleIds); `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// IDs of the updated examples`})]}),`\n`]})})}),`\n`,_jsx(Heading,{level:`2`,id:`annotate-dataset-examples`,children:`Annotate Dataset Examples`}),`\n`,_jsx(_components.p,{children:`Write human annotations to a batch of examples in a dataset. Annotations are upserted by annotation config name for each example; submitting the same name for the same example overwrites the previous value. Up to 1000 examples may be annotated per request.`}),`\n`,_jsx(CodeBlock,{filename:``,numberOfLines:`15`,language:`typescript`,children:_jsx(_components.pre,{className:`shiki shiki-themes github-light-default github-dark-default`,style:{backgroundColor:`#ffffff`,\"--shiki-dark-bg\":`#0d1117`,color:`#1f2328`,\"--shiki-dark\":`#e6edf3`},language:`typescript`,children:_jsxs(_components.code,{language:`typescript`,numberOfLines:`15`,children:[_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`import`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` { annotateDatasetExamples } `}),_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`from`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:` \"@arizeai/ax-client\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`;`})]}),`\n`,_jsx(_components.span,{className:`line`}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#CF222E`,\"--shiki-dark\":`#FF7B72`},children:`await`}),_jsx(_components.span,{style:{color:`#8250DF`,\"--shiki-dark\":`#D2A8FF`},children:` annotateDatasetExamples`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`({`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` dataset: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"my-dataset\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, `}),_jsx(_components.span,{style:{color:`#6E7781`,\"--shiki-dark\":`#8B949E`},children:`// dataset name or 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`}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"your_example_id\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`,`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` values: [`})}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` { name: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"quality\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, score: `}),_jsx(_components.span,{style:{color:`#0550AE`,\"--shiki-dark\":`#79C0FF`},children:`0.9`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` },`})]}),`\n`,_jsxs(_components.span,{className:`line`,children:[_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` { name: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"topic\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:`, label: `}),_jsx(_components.span,{style:{color:`#0A3069`,\"--shiki-dark\":`#A5D6FF`},children:`\"science\"`}),_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` },`})]}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` ],`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` },`})}),`\n`,_jsx(_components.span,{className:`line`,children:_jsx(_components.span,{style:{color:`#1F2328`,\"--shiki-dark\":`#E6EDF3`},children:` 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Examples are removed in place from the given version; no new version is created. The request is partial-tolerant and idempotent ā re-submitting already-deleted IDs is safe. 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