Skip to main content

precog-api

Precog REST Execution API: Google TimesFM-3 zero-shot forecasting as a synchronous, typed HTTP service.

This is the Python distribution of the Precog API. Containers and Helm remain the preferred production deployment path; install this package for development, labs and Python-native environments. The distribution contains no model weights.

Install

pip install precog-api             # base install: fake engine only, no torch
pip install "precog-api[engine]"   # real TimesFM-3 engine (weights download at runtime)

The base install is lightweight and runs the deterministic fake engine, which is enough to exercise the REST contract.

Run

PRECOG_ENGINE=fake precog-api      # http://localhost:8000
precog-api                         # real engine (requires the [engine] extra)

Configuration uses the PRECOG_ prefix (PRECOG_ENGINE, PRECOG_DEVICE, PRECOG_MAX_*, PRECOG_API_KEY, ...). See the repository documentation.

License

Application code is MIT. The TimesFM-3 model weights are distributed under the TimesFM Non-Commercial License v1.0 and are not part of this distribution.

Release files for precog-api 1.3.2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for precog-api 1.3.2
File Size Uploaded
precog_api-1.3.2.tar.gz 20.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for precog-api 1.3.2
File Interpreter ABI Platform
precog_api-1.3.2-py3-none-any.whl Python 3 none any Details

Total release size: 39.1 kB

Release files / precog_api-1.3.2.tar.gz

Download URL precog_api-1.3.2.tar.gz
Size 20.7 kB
Tags Source
SHA-256 checksum
How to use checksums
f60e679cb1501ff6bd1d84e5465d614a0e83a923b17d5d6a6ec2cafec38dfe56
BLAKE2b-256 checksum
How to use checksums
39be6750dff5c437efe57f6ad5c4d1cae6949671f6fc5eb9e21689357f8df5e3
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 20, 2026.

Transparency log

Release files / precog_api-1.3.2-py3-none-any.whl

Download URL precog_api-1.3.2-py3-none-any.whl
Size 18.5 kB
Tags Python 3
SHA-256 checksum
How to use checksums
fc35fcc5e357d1f3b0bb321b4eef492ac5e30308342489b3811fa1834c469c7f
BLAKE2b-256 checksum
How to use checksums
37623c7c7eeb50404f2ea930a46ba73d24a3c096a619d76300dffbee31d252a2
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 20, 2026.

Transparency log

Release history Release notifications | RSS feed

This release

1.3.2 This release

2 release files

1.3.1

2 release files

1.3.0

2 release files

1.2.2

2 release files

1.2.1

2 release files

1.2.0

2 release files

1.1.0

2 release files

1.0.1

2 release files

1.0.0

2 release files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page