---
title: Hugging Face
---

## Overview

This code block demonstrates how to query machine learning datasets from the Hugging Face Datasets library. The file path must start with `hf://`. The supported file types are `.parquet`, `.csv` and `.jsonl`.

```sql
-- CSV format is assumed
CREATE FOREIGN DATA WRAPPER csv_wrapper
HANDLER csv_fdw_handler
VALIDATOR csv_fdw_validator;

CREATE SERVER csv_server
FOREIGN DATA WRAPPER csv_wrapper;

CREATE FOREIGN TABLE csv_table ()
SERVER csv_server
OPTIONS (files 'hf://datasets/datasets-examples/doc-formats-csv-1/data.csv');
```

## Providing Credentials

`CREATE USER MAPPING` is used to provide Hugging Face credentials. These credentials are tied to a specific Postgres user, which enables
multiple users to query the same foreign table with their own credentials.

```sql
CREATE USER MAPPING FOR <current_user>
SERVER <server_name>
OPTIONS (
  type 'HUGGINGFACE',
  token '<your_hf_token>'
);
```

<ParamField body="current_user" required>
  The name of the Postgres user. If set to `public`, these credentials will be
  applied to all users. `SELECT current_user` can be used to get the name of the
  current Postgres user.
</ParamField>
<ParamField body="server_name" required>
  Foreign server name.
</ParamField>

## Credentials Options

The following options can be passed into `CREATE USER MAPPING`:

<ParamField body="token">Your Hugging Face token.</ParamField>

## Credential Chain Provider

The `CREDENTIAL_CHAIN` provider allows connecting using credentials automatically fetched from `~/.cache/huggingface/token`.

```sql
CREATE USER MAPPING FOR <current_user>
SERVER <server_name>
OPTIONS (
  type 'HUGGINGFACE',
  provider 'CREDENTIAL_CHAIN',
);
```