Skip to main content

Dex SDK for Python

Python SDK for Dex workflow engine

New user contracts

The rewrite targets Python 3.11+ and exposes strongly typed workflow contracts from dex. This phase includes definitions, attributes, channels, waits, decisions, codecs, registry validation, synchronous client calls, and synchronous worker handlers. Python owns its gRPC Client and Worker transport; the shared Rust Core is used only for BlobCache.

from datetime import timedelta

import dex

counter = dex.Attribute("counter", int)
counters_by_region = dex.AttributeMap("counters-by-region", int)

class Run(dex.Step[str]):
    def wait_for(
        self, context: dex.Context, input: str
    ) -> dex.Wait:
        return dex.Wait.until(
            dex.Timer.by_duration(timedelta(seconds=1))
        )

    def execute(
        self, context: dex.Context, input: str
    ) -> dex.StepDecision:
        return dex.graceful_complete(input)

class CounterFlow(dex.Flow[str]):
    run = Run()

    def get_flow_type(self) -> str:
        return "Counter"

    def get_steps(self) -> dex.StepList[str]:
        return dex.StepList.start_step(self.run)

    def get_persistence_schema(self) -> dex.PersistenceSchema:
        return dex.PersistenceSchema.of(counter, counters_by_region)

    @dex.rpc(name="Increment")
    def increment(
        self, context: dex.Context, input: int
    ) -> dex.RPCResult[int]:
        return dex.RPCResult(input + 1)

flow = CounterFlow()
registry = dex.Registry((flow,))

Registry derives codecs from declared Python types and handler annotations. Built-in primitive types and dataclasses need no codec arguments. Register an explicit codec only for a custom encoding or a type Registry cannot derive. PersistenceSchema.of(...) accepts attributes and channels together and partitions them by definition type.

Worker and AsyncWorker synchronize all registered Indexed Attributes with Dex Server before opening their listener. Existing indexes return immediately; failure or the default two-minute deadline aborts startup. An indexed AttributeMap must provide one fixed index_key.

Initial attributes retain their value types without a public wrapper class:

options = (
    dex.StartFlowOptions()
    .with_attribute(counter, 1)
    .with_attribute(counters_by_region, "us-west", 1)
)

Opt in when declaring an Attribute or AttributeMap, and select the Store in Flow configuration:

email = dex.Attribute("customer-email", str, sync_to_attribute_store=True)
config = dex.FlowConfig(attribute_store_name="profiles")

The Store is an asynchronous latest-state projection. Deletion writes SQL NULL, and projection failures do not roll back Flow Attributes. None preserves the current target; an explicit empty string disables future synchronization while retaining protocol presence.

pip install dex-python-sdk==0.1.0

See samples for use case examples.

Requirements

Concepts

Applications implement two generic interfaces from dex:

  • Flow[START_INPUT] returns StepList.start_step(...), followed by optional .other_steps(...), from one get_steps() method. The StepList generic binds the Flow input to the starting Step input. Use StepList.empty() when a Flow has no Steps.
  • Step[INPUT] implements execute and optionally wait_for. The default Worker path requires synchronous handlers. With AsyncWorker and Registry(..., allow_async_handlers=True), handlers may be async def and await an AsyncClient.

StepOptions.wait_for_method_timeout and execute_method_timeout bound the two handler calls. Timer and channel conditions determine how long a Step waits.

wait_for_retry and execute_retry limit one logical handler execution. With StepDurability.ASYNC, local and fallback regular activities share maximum attempts, total duration, and 1-based attempt numbers. Fallback starts immediately; later regular retries continue the backoff sequence at the cumulative attempt.

Registry validates every Flow, Step, RPC signature, durable name, lock, and codec before Client or Worker startup. Client methods use these typed objects instead of raw Flow, Step, or RPC strings.

Waiting and map inspection

Wait.all_of and Wait.any_of may use unnamed Conditions. Every Condition in Wait.any_combination_of must have a non-empty user ID; the same Condition instance may appear in multiple combinations.

Both Client and AsyncClient provide singleton and AttributeMap-instance overloads of wait_for_attribute_equal. They target the current run and accept only string, bool, int, or float wire values. JSON objects, bytes, and null fail before transport. AttributeMap.get_map_size/get_all_instance_keys include buffered sets and deletes. The matching ChannelMap methods are RPC-only, include buffered publishes, and omit empty instances. Keys are decoded and sorted. Use force_complete_if_channels_empty(...) for conditional completion.

Client.wait_for_flow and AsyncClient.wait_for_flow return a WaitForFlowResult after hydrating every output-bearing completion. Use single_output only when the Flow contract produces exactly one output:

output = client.wait_for_flow(flow_id).single_output(OrderResult)

result = client.wait_for_flow(flow_id)
for completion in result.completions:
    if completion.step_execution_id == expected_execution_id:
        output = completion.decode(OrderResult)

completions is an immutable tuple in server collection order. Parallel branch order is not deterministic, so select by step_type or step_execution_id. No-output Flows return an empty tuple; single_output raises ValueError for zero or multiple completions. FlowUncompletedError.completions uses the same hydrated model for partial outputs.

Errors

Client calls raise concrete DexServiceError subclasses. Existing-Flow reads (get_attribute, describe_flow, wait_for_flow, and reset_flow) raise FlowNotFoundError when the Flow does not exist. Mutations, RPCs, timer/Step waits, config updates, and continue-as-new triggers raise FlowNotActiveError when no running Flow can accept the operation.

try:
    client.publish(flow_id, orders.approved, order_id)
except dex.FlowNotActiveError:
    # The Flow is missing or already closed.
    pass

Duplicate starts, worker failures, RPC lock contention, and long-poll timeouts raise FlowAlreadyStartedError, WorkerInvocationError, RpcLockConflictError, and LongPollTimeoutError. All service errors retain code, sub_status, detail, operation, flow_id, and the original gRPC exception through Python exception chaining. Worker failures also expose worker_code, worker_error_type, and worker_error_detail. Registration, serialization, and invalid handler returns use FlowDefinitionError, ValueMappingError, and InvalidStepResultError.

Sync vs asyncio

  • Sync (default): Client and Worker use blocking gRPC and a thread-pool Worker. Blocking Client calls inside Step.execute are safe (one pool thread is occupied; other RPCs still run).
  • Asyncio: AsyncClient and AsyncWorker use grpc.aio. Use Registry(..., allow_async_handlers=True) when Steps/RPCs are coroutines. Inside async execute, inject AsyncClient — do not call sync Client on the Worker event loop. Sync Worker still rejects coroutine handlers at registry construction unless allow_async_handlers=True (and even then the sync Worker dispatcher rejects awaitable return values).

Integration scenarios live under tests/integ. They exercise the same workflows, client operations, and assertions as the Java suite against an isolated dexcli dev environment.

Implementation status

The strongly typed contracts, registry, synchronous Client/Worker, optional AsyncClient/AsyncWorker (grpc.aio), and Rust-backed BlobCache are implemented. Python owns its gRPC transport; the native bridge is limited to the shared BlobCache. Design notes: docs/design/plan/python-sdk-async-apis.md.

Running Dex locally

Install and start the complete local environment with dexcli:

brew install superdurable/tap/dexcli
dexcli dev

Dex Server listens on 127.0.0.1:8801. See the CLI README for endpoints and persistence options.

How To Contribute

This project uses uv for Python versions, dependencies, virtual environments, locking, building, and publishing.

To install requirements:

uv sync --locked

Run the complete Python SDK integration suite with an isolated Dex development environment:

./run-integration-tests.sh

Measure integration coverage

Run the same integration suite with Python source coverage:

./run-integration-tests.sh --coverage

Only the integration scenarios contribute execution data, and only production Python modules under dex are measured. Generated protobuf modules under dex/dexpb are excluded. The terminal report lists uncovered line ranges. The browser report starts at coverage/html/index.html; coverage/coverage.xml and coverage/lcov.info are also generated.

CI uploads LCOV to Codecov with GitHub OIDC under the sdk-python-integration flag and retains the full report as the sdk-python-integration-coverage Actions artifact.

Update IDL

Edit protos/dex.proto. Rename catalog: docs/design/idl-renames.md.

Generate stubs from IDL

make -C ../protos proto-python

Checked-in Python stubs land in dex/dexpb/.

Linting

Validate that every dex.__all__ class, function, constant, public method, argument, return value, dataclass field, enum value, and public instance attribute has a Google-style docstring:

uv run --frozen python scripts/check_public_docs.py

The checker resolves definitions from the public package export table, so private helpers and generated protobuf modules are excluded. Use help(dex.Client) or IDE hover information to read the same documentation. To run all other linting for this project:

uv run --frozen pre-commit run --show-diff-on-failure --color=always --all-files

Code of Conduct

This project is governed by the Contributor Covenant v 1.4.1. (Review the Code of Conduct and remove this sentence before publishing your project.)

Publishing to PyPI

  1. Optionally run Publish Python SDK to PyPI via workflow_dispatch with a version and publish=false to validate all distributions without uploading.
  2. Create a GitHub Release with tag sdk-python/vX.Y.Z (for example sdk-python/v0.1.0). CI stamps that version into pyproject.toml for the build (same idea as the TypeScript SDK release), then builds and smoke-tests Linux x86_64/ARM64, macOS x86_64/ARM64, and Windows x86_64 wheels, verifies the source distribution, and publishes with PYPI_TOKEN.
  3. After publishing, bump the committed pyproject.toml / docs install line when you want the repo tip to reflect the released version.

A manual run publishes only from main, and only when publish is explicitly selected. The dispatch version input is stamped the same way as a release tag.

See CONTRIBUTING.md for monorepo tag conventions.

License

Super Durable Source License 1.0, with legacy portions under their original terms as described in LEGACY_NOTICES.md.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

dex_python_sdk-0.1.4.tar.gz (139.1 kB view details)

Uploaded Source

Built Distributions

If you're not sure about the file name format, learn more about wheel file names.

dex_python_sdk-0.1.4-cp311-abi3-win_amd64.whl (506.8 kB view details)

Uploaded CPython 3.11+Windows x86-64

dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (663.0 kB view details)

Uploaded CPython 3.11+manylinux: glibc 2.17+ x86-64

dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl (660.7 kB view details)

Uploaded CPython 3.11+manylinux: glibc 2.17+ ARM64

dex_python_sdk-0.1.4-cp311-abi3-macosx_11_0_arm64.whl (597.8 kB view details)

Uploaded CPython 3.11+macOS 11.0+ ARM64

dex_python_sdk-0.1.4-cp311-abi3-macosx_10_12_x86_64.whl (619.2 kB view details)

Uploaded CPython 3.11+macOS 10.12+ x86-64

File details

Details for the file dex_python_sdk-0.1.4.tar.gz.

File metadata

  • Download URL: dex_python_sdk-0.1.4.tar.gz
  • Upload date:
  • Size: 139.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.2 {"installer":{"name":"uv","version":"0.12.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for dex_python_sdk-0.1.4.tar.gz
Algorithm Hash digest
SHA256 6ff5b64b204b6f2a2205b46ee2c41cc5158cc8b7a01b81e2407fd62008051bbd
MD5 1bd685636a3eaa028cfd3556b0be43b8
BLAKE2b-256 a8cb02c7873d9a3dfe11e27d3a99afe796cca287fa776d057af57323e0df6be4

See more details on using hashes here.

File details

Details for the file dex_python_sdk-0.1.4-cp311-abi3-win_amd64.whl.

File metadata

  • Download URL: dex_python_sdk-0.1.4-cp311-abi3-win_amd64.whl
  • Upload date:
  • Size: 506.8 kB
  • Tags: CPython 3.11+, Windows x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.2 {"installer":{"name":"uv","version":"0.12.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for dex_python_sdk-0.1.4-cp311-abi3-win_amd64.whl
Algorithm Hash digest
SHA256 ee35f98cc44802318ab1980ca7cc08d9e76a083ad29f630c3ca4b4cbe7034e4c
MD5 fd3ed91024ed5d0066e81e7d2a0fe6ea
BLAKE2b-256 d9b2e0e3ba0587683334bd2fe7e18ba98701e2c7faacde36281c2be8d8af6fda

See more details on using hashes here.

File details

Details for the file dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.

File metadata

  • Download URL: dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
  • Upload date:
  • Size: 663.0 kB
  • Tags: CPython 3.11+, manylinux: glibc 2.17+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.2 {"installer":{"name":"uv","version":"0.12.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl
Algorithm Hash digest
SHA256 6474952a50c34bfef8c95611069c6524d301898fd1f0f72ca636ea28a310192f
MD5 ab4741257ff8f80b264ff0c911bf9ef0
BLAKE2b-256 fec4d1948be947d58e11d040e717e46c4d43f01eb8393733bddd03e34ab49624

See more details on using hashes here.

File details

Details for the file dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl.

File metadata

  • Download URL: dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
  • Upload date:
  • Size: 660.7 kB
  • Tags: CPython 3.11+, manylinux: glibc 2.17+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.2 {"installer":{"name":"uv","version":"0.12.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for dex_python_sdk-0.1.4-cp311-abi3-manylinux_2_17_aarch64.manylinux2014_aarch64.whl
Algorithm Hash digest
SHA256 fd8166227a6be34dda784c78138be985d383f3a5a2b801dc0231606fae2f649e
MD5 c1c8e2f909f03105e5c9a4e80f3be0cb
BLAKE2b-256 715f608b98776b1a298e86a469cf5772c71908bda6b82fb9b409ad93c6d8b3d9

See more details on using hashes here.

File details

Details for the file dex_python_sdk-0.1.4-cp311-abi3-macosx_11_0_arm64.whl.

File metadata

  • Download URL: dex_python_sdk-0.1.4-cp311-abi3-macosx_11_0_arm64.whl
  • Upload date:
  • Size: 597.8 kB
  • Tags: CPython 3.11+, macOS 11.0+ ARM64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.2 {"installer":{"name":"uv","version":"0.12.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for dex_python_sdk-0.1.4-cp311-abi3-macosx_11_0_arm64.whl
Algorithm Hash digest
SHA256 f9aecab13ac475d8168352fa26d85ca56ac162cdd153575bf024d94d3d32f55e
MD5 fecd239a05a9113c894ab07bbfa13f2d
BLAKE2b-256 23759d310194b57169e5d24c84b8024f104e6d7caa46afad4639b43062ca9290

See more details on using hashes here.

File details

Details for the file dex_python_sdk-0.1.4-cp311-abi3-macosx_10_12_x86_64.whl.

File metadata

  • Download URL: dex_python_sdk-0.1.4-cp311-abi3-macosx_10_12_x86_64.whl
  • Upload date:
  • Size: 619.2 kB
  • Tags: CPython 3.11+, macOS 10.12+ x86-64
  • Uploaded using Trusted Publishing? No
  • Uploaded via: uv/0.12.2 {"installer":{"name":"uv","version":"0.12.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"24.04","id":"noble","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":true}

File hashes

Hashes for dex_python_sdk-0.1.4-cp311-abi3-macosx_10_12_x86_64.whl
Algorithm Hash digest
SHA256 e039fb0544d57146fd6cf0ef68857d3a817c97509c5434aa4bcdc7d7e7444d0d
MD5 aa0f4b7f47c0b1f74467db995603cc7c
BLAKE2b-256 5e58b295af7b243cec8dec78834ade06f94086722aacdca9da7280495c1685a7

See more details on using hashes here.

Release history Release notifications | RSS feed

0.7.0

6 files

0.6.0

6 files

0.5.0

6 files

0.4.0

6 files

0.3.2

6 files

0.3.1

6 files

0.2.11

6 files

0.2.10

6 files

0.2.9

6 files

0.2.8

6 files

0.2.7

6 files

0.2.6

6 files

0.2.5

6 files

0.2.4

6 files

0.2.3

6 files

0.2.2

6 files

0.2.1

6 files

0.2.0

6 files

0.1.11

6 files

0.1.10

6 files

0.1.5

6 files

This release

0.1.4 This release

6 files

0.1.3

6 files

0.1.2

6 files

0.1.1

6 files

0.0.2

6 files

0.0.1

2 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