This is a Typescript client for the Unstructured API and you can sign up for your API key on https://app.unstructured.io.
Please refer to the Unstructured docs for a full guide to using the client.
npm install unstructured-client --include=dev
yarn add unstructured-client --dev
import { UnstructuredClient } from "unstructured-client";
import { PartitionResponse } from "unstructured-client/sdk/models/operations";
import { Strategy } from "unstructured-client/sdk/models/shared";
import * as fs from "fs";
const unstructuredClient = new UnstructuredClient({
security: {
apiKeyAuth: "YOUR_API_KEY",
},
});
const filename = "./sample-file";
const data = fs.readFileSync(filename);
unstructuredClient.general.partition({
partitionParameters: {
files: {
content: data,
fileName: filename,
},
strategy: Strategy.Auto,
}
}).then((res: PartitionResponse) => {
if (res.statusCode == 200) {
console.log(res.elements);
}
}).catch((e) => {
console.log(e.statusCode);
console.log(e.body);
});
Refer to the API parameters page for all available parameters.
If you are self hosting the API, or developing locally, you can change the server URL when setting up the client.
const client = new UnstructuredClient({
serverURL: "http://localhost:8000",
security: {
apiKeyAuth: key,
},
});
// OR
const client = new UnstructuredClient({
serverURL: "https://my-server-url",
security: {
apiKeyAuth: key,
},
});
The TypeScript SDK makes API calls using an HTTPClient
that wraps the native
Fetch API. This
client is a thin wrapper around fetch
and provides the ability to attach hooks
around the request lifecycle that can be used to modify the request or handle
errors and response.
The HTTPClient
constructor takes an optional fetcher
argument that can be
used to integrate a third-party HTTP client or when writing tests to mock out
the HTTP client and feed in fixtures.
The following example shows how to use the "beforeRequest"
hook to to add a
custom header and a timeout to requests and how to use the "requestError"
hook
to log errors:
import { UnstructuredClient } from "unstructured-client";
import { HTTPClient } from "unstructured-client/lib/http";
const httpClient = new HTTPClient({
// fetcher takes a function that has the same signature as native `fetch`.
fetcher: (request) => {
return fetch(request);
}
});
httpClient.addHook("beforeRequest", (request) => {
const nextRequest = new Request(request, {
signal: request.signal || AbortSignal.timeout(5000)
});
nextRequest.headers.set("x-custom-header", "custom value");
return nextRequest;
});
httpClient.addHook("requestError", (error, request) => {
console.group("Request Error");
console.log("Reason:", `${error}`);
console.log("Endpoint:", `${request.method} ${request.url}`);
console.groupEnd();
});
const sdk = new UnstructuredClient({ httpClient });
Some of the endpoints in this SDK support retries. If you use the SDK without any configuration, it will fall back to the default retry strategy provided by the API. However, the default retry strategy can be overridden on a per-operation basis, or across the entire SDK.
To change the default retry strategy for a single API call, simply provide a retryConfig object to the call:
import { openAsBlob } from "node:fs";
import { UnstructuredClient } from "unstructured-client";
import {
ChunkingStrategy,
Strategy,
} from "unstructured-client/sdk/models/shared";
const unstructuredClient = new UnstructuredClient();
async function run() {
const result = await unstructuredClient.general.partition({
partitionParameters: {
files: await openAsBlob("example.file"),
chunkingStrategy: ChunkingStrategy.ByTitle,
splitPdfPageRange: [
1,
10,
],
strategy: Strategy.HiRes,
},
}, {
retries: {
strategy: "backoff",
backoff: {
initialInterval: 1,
maxInterval: 50,
exponent: 1.1,
maxElapsedTime: 100,
},
retryConnectionErrors: false,
},
});
// Handle the result
console.log(result);
}
run();
If you'd like to override the default retry strategy for all operations that support retries, you can provide a retryConfig at SDK initialization:
import { openAsBlob } from "node:fs";
import { UnstructuredClient } from "unstructured-client";
import {
ChunkingStrategy,
Strategy,
} from "unstructured-client/sdk/models/shared";
const unstructuredClient = new UnstructuredClient({
retryConfig: {
strategy: "backoff",
backoff: {
initialInterval: 1,
maxInterval: 50,
exponent: 1.1,
maxElapsedTime: 100,
},
retryConnectionErrors: false,
},
});
async function run() {
const result = await unstructuredClient.general.partition({
partitionParameters: {
files: await openAsBlob("example.file"),
chunkingStrategy: ChunkingStrategy.ByTitle,
splitPdfPageRange: [
1,
10,
],
strategy: Strategy.HiRes,
},
});
// Handle the result
console.log(result);
}
run();
See page splitting for more details.
In order to speed up processing of large PDF files, the client splits up PDFs into smaller files, sends these to the API concurrently, and recombines the results. splitPdfPage
can be set to false
to disable this.
The amount of parallel requests is controlled by splitPdfConcurrencyLevel
parameter. By default it equals to 5. It can't be more than 15, to avoid too high resource usage and costs. The size of each batch is determined internally and it can vary between 2 and 20 pages per split.
client.general.partition({
partitionParameters: {
files: {
content: data,
fileName: filename,
},
// Set splitPdfPage parameter to false in order to disable splitting PDF
splitPdfPage: true,
// Modify splitPdfConcurrencyLevel to change the limit of parallel requests
splitPdfConcurrencyLevel: 10,
},
}};
- SDK Installation
- Requirements
- SDK Example Usage
- Available Resources and Operations
- Standalone functions
- File uploads
- Retries
- Error Handling
- Server Selection
- Custom HTTP Client
- Authentication
- Debugging
For supported JavaScript runtimes, please consult RUNTIMES.md.
All the methods listed above are available as standalone functions. These functions are ideal for use in applications running in the browser, serverless runtimes or other environments where application bundle size is a primary concern. When using a bundler to build your application, all unused functionality will be either excluded from the final bundle or tree-shaken away.
To read more about standalone functions, check FUNCTIONS.md.
Available standalone functions
generalPartition
- Summary
Certain SDK methods accept files as part of a multi-part request. It is possible and typically recommended to upload files as a stream rather than reading the entire contents into memory. This avoids excessive memory consumption and potentially crashing with out-of-memory errors when working with very large files. The following example demonstrates how to attach a file stream to a request.
Tip
Depending on your JavaScript runtime, there are convenient utilities that return a handle to a file without reading the entire contents into memory:
- Node.js v20+: Since v20, Node.js comes with a native
openAsBlob
function innode:fs
. - Bun: The native
Bun.file
function produces a file handle that can be used for streaming file uploads. - Browsers: All supported browsers return an instance to a
File
when reading the value from an<input type="file">
element. - Node.js v18: A file stream can be created using the
fileFrom
helper fromfetch-blob/from.js
.
import { openAsBlob } from "node:fs";
import { UnstructuredClient } from "unstructured-client";
import {
ChunkingStrategy,
Strategy,
} from "unstructured-client/sdk/models/shared";
const unstructuredClient = new UnstructuredClient();
async function run() {
const result = await unstructuredClient.general.partition({
partitionParameters: {
files: await openAsBlob("example.file"),
chunkingStrategy: ChunkingStrategy.ByTitle,
splitPdfPageRange: [
1,
10,
],
strategy: Strategy.HiRes,
},
});
// Handle the result
console.log(result);
}
run();
You can setup your SDK to emit debug logs for SDK requests and responses.
You can pass a logger that matches console
's interface as an SDK option.
Warning
Beware that debug logging will reveal secrets, like API tokens in headers, in log messages printed to a console or files. It's recommended to use this feature only during local development and not in production.
import { UnstructuredClient } from "unstructured-client";
const sdk = new UnstructuredClient({ debugLogger: console });
This SDK is in beta, and there may be breaking changes between versions without a major version update. Therefore, we recommend pinning usage to a specific package version. This way, you can install the same version each time without breaking changes unless you are intentionally looking for the latest version.
While we value open-source contributions to this SDK, this library is generated programmatically. Feel free to open a PR or a Github issue as a proof of concept and we'll do our best to include it in a future release!