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YAML syntax for Spicepod manifests

Spicepod manifests use YAML syntax. They are stored in the root directory of the application and must be named spicepod.yaml or spicepod.yml.

Tip

If you are new to YAML and want to learn more, see "Learn YAML in Y minutes."

version​

The version of the Spicepod manifest. The current version is v1.

kind​

The kind of Spicepod manifest. The kind is Spicepod.

name​

The name of the Spicepod.

secrets​

The secrets section in the Spicepod manifest is optional and is used to configure how secrets are stored and accessed by the Spicepod. For more information, see Secret Stores.

secrets.from​

The from field is a string that represents the Uniform Resource Identifier (URI) for the secret store. This URI is composed of two parts: a prefix indicating the Secret Store to use, and an optional selector that specifies the secret to retrieve.

The syntax for the from field is as follows:

from: <secret_store>:<selector>

Where:

  • <secret_store>: The Secret Store to use

    Currently supported secret stores:

    If no secret stores are explicitly specified, it defaults to env.

  • <selector>: The secret within the secret store to load.

The type of secret store for reading secrets.

Example

secrets:
- from: env
name: env

secrets.name​

The name of the secret store. This is used to reference the store in the secret replacement syntax, ${<secret_store_name>:<key_name>}.

runtime​

The runtime section specifies configuration settings for the Spice runtime. For detailed documentation, see the Runtime YAML reference.

metadata​

An optional map of metadata.

Example

metadata:
epoch_time: 1605312000
period: 72h
interval: 1m
granularity: 10s
episodes: 10

datasets​

A Spicepod can contain one or more datasets referenced by relative path.

Example

A datasets referenced by relative path.

datasets:
- ref: datasets/uniswap_v2_eth_usdc

A dataset defined inline.

datasets:
- from: spice.ai/spiceai/quickstart/datasets/taxi_trips
name: taxi_trips
acceleration:
enabled: true
refresh_mode: full
refresh_check_interval: 1h

models​

A Spicepod can contain one or more models referenced by relative path.

Example

A model referenced by path.

models:
- from: models/drive_stats

A model defined inline.

models:
- from: spiceai/lukekim/smart/models/drive_stats:latest
name: drive_stats
datasets:
- drive_stats_inferencing

embeddings​

A Spicepod can contain one or more embeddings referenced by relative path.

Example

An embeddings model referenced by path.

embeddings:
- from: embeddings/openai_text_embedding_3

An embedding defined inline.

embeddings:
- name: hf_baai_bge
from: huggingface:huggingface.co/BAAI/bge-small-en-v1.5

evals​

A Spicepod can contain one or more evaluations referenced by relative path.

Example

evals:
- name: australia
description: Make sure the model understands Aussies, and importantly Cricket.
dataset: cricket_logic
scorers:
- Match

dependencies​

A list of dependent Spicepods.

dependencies:
- lukekim/demo
- spicehq/nfts

views​

A Spicepod can contain one or more views which are virtual tables defined by SQL queries.

Example

views:
- name: rankings
sql: |
WITH a AS (
SELECT products.id, SUM(count) AS count
FROM orders
INNER JOIN products ON orders.product_id = products.id
GROUP BY products.id
)
SELECT name, count
FROM products
LEFT JOIN a ON products.id = a.id
ORDER BY count DESC
LIMIT 5