Skip to main content

glyphh

Ada for Python: calls the Ada models in your Glyphh runtime, at its address, with a runtime key. Python 3.9 or later, no dependencies.

pip install glyphh
from glyphh import Ada, AdaError

incidents = Ada().model("incidents")   # GLYPHH_RUNTIME_URL, GLYPHH_RUNTIME_KEY; or Ada(url, key)

incidents.record({"error": {...}, "resolution": {...}}, outcome="raise circuit breaker")

r = incidents.decide({"error": {"what": {"class": "TimeoutError", "message": "payment gateway timed out"}}})
if r.done:
    apply(r.data["fix"])
elif r.waiting:                        # needs_input or needs_approval: r.prompt says what
    r = incidents.resume(r.run_id, ask_someone(r.prompt))

bot = incidents.query({...}, clearance=0.5)   # a caller who may not see the secured layers

GLYPHH_RUNTIME_URL is the runtime's address: https://<machine>.glyphh.app (hosted) or https://<host> (self-hosted). The key is made on the platform's API Keys page (https://platform.glyphh.ai).

Ada models(), deploy(repo, commit, token=None), model(name), run(run_id), log(run_id), resume(run_id, answer), cancel(run_id)
Model record(data, outcome=None), query, facts(top=), probabilities, decide, learn(sample=), each with clearance=; call(function, inputs, version=, clearance=) for any function; resume(run_id, answer)
Result run_id, model, version, function, status, data, step, prompt, seconds; done, waiting, ended, limit_exceeded
AdaError code, message, status, detail, retry_after: the runtime's code (E_AUTH, E_LIMIT, E_MODEL_MISSING, E_RUN_MISSING, E_BAD_REQUEST, ...), E_UNREACHABLE or E_CONFIG

In a cluster (self-hosted rrotor, several nodes behind a load balancer) the client:

  • retries E_NO_HEAD (no head for a moment: writes wait, reads go on), and a read the runtime could not answer, with backoff and Retry-After, for up to Ada(retry_deadline=) seconds (default 30; 0: never). A write that may have been applied is never sent again.
  • sends the highest Rrotor-Cluster-Seq it has seen as Rrotor-Min-Seq, so reads see its writes on any node (Ada(read_your_writes=False) to stop; ada.cluster_seq shows it).
  • raises NoHeadError, HeadLostError (the head went with the write, which may have been applied: check before resending), NotCommittedError (the write is kept and commits later: do not resend it), RunLostError (the run's node left) and ReadOnlyError (a function marked "writes": false wrote), each an AdaError.

A self-hosted record past the licence key's precedent cap is done with r.limit_exceeded true: nothing was indexed, and r.data says why. On a hosted runtime, a record past the plan's managed precedents is a failed run whose data.code is E_LIMIT_PRECEDENTS. The routes and the contract are in the repository's README.

Pin glyphh>=3: versions up to 2.6.7 are a different, older library.

License

MIT (LICENSE).

Metadata

Release files for glyphh 3.1.0

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

Source distribution (sdist)

Source distribution for glyphh 3.1.0
File Size Uploaded Provenance
glyphh-3.1.0.tar.gz 11.2 kB With provenance Details

Built distribution (wheel)

Table of built distributions (wheels) for glyphh 3.1.0
File Interpreter ABI Platform
glyphh-3.1.0-py3-none-any.whl Python 3 none any Details

Total release size: 20.2 kB

Release files / glyphh-3.1.0.tar.gz

Download URL glyphh-3.1.0.tar.gz
Size 11.2 kB
Tags Source
SHA-256 checksum
How to use checksums
551ff49ba95d259ea3f6ebda2a78b1a01ff8050b92714d2371e3e9776dbea878
BLAKE2b-256 checksum
How to use checksums
3a713f462facc22f29abca2d9dedbeb35f9e02179eb07cfc0401570d8a939889
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 Oct 19, 2026.

Transparency log

Release files / glyphh-3.1.0-py3-none-any.whl

Download URL glyphh-3.1.0-py3-none-any.whl
Size 9.1 kB
Tags Python 3
SHA-256 checksum
How to use checksums
2556b5c13aa5513a03e9ed64ff97a32e492f4ad1b5ac4178cc34e617d4dcf7c2
BLAKE2b-256 checksum
How to use checksums
f2f2dfc6ada3305b4d75e7c4390509eb7b543e7e382fad09f3bdb8c45f472348
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 Oct 19, 2026.

Transparency log

Security for glyphh 3.1.0

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.

Full provenance

All 2 files in this release have been uploaded with provenance metadata.

Select from 2 files

Attestation for glyphh-3.1.0.tar.gz

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 Oct 19, 2026.

Transparency log

A note on package security

PyPI is a repository for distributing packages, not a service for auditing them. While third-party security researchers and our staff do their best to detect and remove malicious packages, PyPI cannot guarantee the quality, security or suitability of any given package.

To learn more about protecting yourself from malicious actors, visit our package security documentation.

Release history Release notifications | RSS feed

This release

3.1.0 This release

2 release files Full provenance

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