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zn2M_wm#kae+hE%QN@~pn|EcOvSGyf)NHvLve3&ZD-Wd;;oKZ);*|6(80Hgb%0b89E z2#Y2e=$U|T5J&7%Rm*pxQ_0jf)b!yBRNR|qDEb#(k>}(U_eRPhPspbXzCTqRKZ3&G z;&zCZE1^No$-&RhOY_4_-RY>2A%uNTX;SmRgagtFzFb5IC-ES#JI%(fs-V;9)WB0% z-sRGtxSERQI2$bwrePH`yT=bp9|R#RRs!CpOghDGGX_MOxV5##Rl(abL-7Nz4M1-l zEr8sVafKVC{%1Ny?LCt?yVkPK`b6ICvG-<8elXau%|uSwsg^!}f9_i2GxlFdZ}Nu? zkpI)u!E7=2$pcAHn3Y)nu*3+?H0)qe+*hx&otzcGLiuY0c`%jt4~*EavZVSk$E|Da)4{cJB& W4&5|(`Sc9)qetJeTFyy literal 0 HcmV?d00001 diff --git a/_sources/concepts/actions.rst.txt b/_sources/concepts/actions.rst.txt new file mode 100644 index 000000000..3f1e9a2d2 --- /dev/null +++ b/_sources/concepts/actions.rst.txt @@ -0,0 +1,182 @@ +======= +Actions +======= + +.. _actions: + + +Actions do the heavy-lifting in a workflow. They should contain all complex compute. You can define actions +either through a class-based or function-based API. If actions implement ``async def run`` then will be run in an +asynchronous context (and thus require one of the async application functions). + +Actions have two primary responsibilities: + +1. ``run`` -- compute a result +2. ``update`` -- modify the state + +The ``run`` method should return a dictionary of the result and the ``update`` method should return +the updated state. They declare their dependencies so the framework knows *which* state variables they read and write. This allows the +framework to optimize the execution of the workflow. We call (1) a ``Function`` and (2) a ``Reducer`` (similar to `Redux `_, if you're familiar with frontend UI technology). + +.. _inputref: + +-------------- +Runtime Inputs +-------------- + +Actions can declare inputs that are not part of the state. This is for the case that you want to pause workflow execution for human input. + +For instance, say you have a chatbot. The first step will declare the ``input`` parameter ``prompt`` -- it will take that, process it, and put +it in the state. The subsequent steps will read the result of that from state. + +There are two APIs for defining actions: class-based and function-based. They are largely equivalent, but differ in use. + +- use the function-based API when you want to write something quick and terse that reads from a fixed set of state variables +- use the class-based API when you want to leverage inheritance or parameterize the action in more powerful ways + +------------------- +Class-Based Actions +------------------- + +You can define an action by implementing the :py:class:`Action ` class: + +.. code-block:: python + + from burr.core import Action, State + + class CustomAction(Action): + @property + def reads(self) -> list[str]: + return ["var_from_state"] + + def run(self, state: State) -> dict: + return {"var_to_update": state["var_from_state"] + 1} + + @property + def writes(self) -> list[str]: + return ["var_to_update"] + + def update(self, result: dict, state: State) -> State: + return state.update(**result) + +You then pass the action to the :py:class:`ApplicationBuilder `: + +.. code-block:: python + + from burr.core import ApplicationBuilder + + app = ApplicationBuilder().with_actions( + custom_action=CustomAction() + )... + + +Note that if the action has inputs, you have to define the optional ``inputs`` property: + +.. code-block:: python + + from burr.core import Action, State + + class CustomAction(Action): + @property + def reads(self) -> list[str]: + return ["var_from_state"] + + def run(self, state: State, increment_by: int) -> dict: + return {"var_to_update": state["var_from_state"] + increment_by} + + @property + def writes(self) -> list[str]: + return ["var_to_update"] + + def update(self, result: dict, state: State) -> State: + return state.update(**result) + + @property + def inputs(self) -> list[str]: + return ["increment_by"] + + +---------------------- +Function-based actions +---------------------- + +You can also define actions by decorating a function with the :py:func:`@action ` decorator: + +.. code-block:: python + + from burr.core import action, State + + @action(reads=["var_from_state"], writes=["var_to_update"]) + def custom_action(state: State) -> Tuple[dict, State]: + result = {"var_to_update": state["var_from_state"] + 1} + return result, state.update(**result) + + app = ApplicationBuilder().with_actions( + custom_action=custom_action + )... + +Function-based actions can take in parameters which are akin to passing in constructor parameters. This is done through the :py:meth:`bind ` method: + +.. code-block:: python + + @action(reads=["var_from_state"], writes=["var_to_update"]) + def custom_action(state: State, increment_by: int) -> Tuple[dict, State]: + result = {"var_to_update": state["var_from_state"] + increment_by} + return result, state.update(**result) + + app = ApplicationBuilder().with_actions( + custom_action=custom_action.bind(increment_by=2) + )... + +This is the same as ``functools.partial``, but it is more explicit and easier to read. If an action has parameters that are not +bound, they will be referred to as inputs. For example: + + +.. code-block:: python + + @action(reads=["var_from_state"], writes=["var_to_update"]) + def custom_action(state: State, increment_by: int) -> Tuple[dict, State]: + result = {"var_to_update": state["var_from_state"] + increment_by} + return result, state.update(**result) + + app = ApplicationBuilder().with_actions( + custom_action=custom_action + )... + +Will require the inputs to be passed in at runtime. + +Note that these combine the ``update`` and ``run`` methods into a single function, and they're both executed at the same time. + +----------- +``Inputs`` +----------- + +If you simply want a node to take in inputs and pass them to the state, you can use the `Input` action: + +.. code-block:: python + + app = ApplicationBuilder().with_actions( + get_input=Input("var_from_state") + )... + +This will look for the `var_from_state` in the inputs and pass it to the state. Note this is just syntactic sugar +for declaring inputs through one of the other APIs and adding it to state -- if you want to do anything more complex +with the input, you should use other APIs. + +----------- +``Results`` +----------- + +If you just want to fill a result from the state, you can use the `Result` action: + +.. code-block:: python + + app = ApplicationBuilder().with_actions( + get_result=Result("var_from_state") + )... + + +This simply grabs the value from the state and returns it as the result. It is purely a placeholder +for an action that should just use the result, although you do not need it. + +Refer to :ref:`actions ` for documentation. diff --git a/_sources/concepts/additional-visibility.rst.txt b/_sources/concepts/additional-visibility.rst.txt new file mode 100644 index 000000000..9a6fa14d2 --- /dev/null +++ b/_sources/concepts/additional-visibility.rst.txt @@ -0,0 +1,93 @@ +===================== +Additional Visibility +===================== + +Burr comes with the ability to see inside your actions. This is a very pluggable framework +that comes with the default tracking client. + + +------- +Tracing +------- + +Burr comes with a tracing capability to see recursive spans inside an action. This is similar to +the `OpenTelemetry `_ sdk, although it is simplified significantly. + +To add the tracing capability, the action first has to declare a ``__tracer`` input. This is a +an object that instantiates spans and tracks state. + +Then, using the `__tracer` as a callable, you can instantiate spans and track state. + +For the function-based API, this would look as follows: + +.. code-block:: python + + from burr.visibility import TracingFactory + from burr.core import action + + @action(reads=['input_var'], writes=['output_var']) + def my_action(state: State, __tracer: TracingFactory) -> Tuple[dict, State]: + with __tracer('process_data'): + initial_data = _process_data(state['input_var']) + with __tracer('validate_data'): + _validate(initial_data) + with __tracer('transform_data', dependencies=['process_data']): + transformed_data = _transform(initial_data) + return {'output_var': transformed_data}, state.update({'output_var': transformed_data}) + + +This would create the following traces: + +#. ``process_data`` +#. ``validate_data`` as a child of ``process_data`` +#. ``transform_data`` as a causal dependent of ``process_data`` + +Dependencies are used to express [dag](-style structures of spans within actions. This is useful for gaining visibility into the internal structure +of an action, but is likely best used with integrations with micro-orchestration systems for implementating actions, such as Hamilton or Lanchain. +This maps to the `span link `_ concept in OpenTelemetry. + +Note that, on the surface, this doesn't actually *do* anything. It has to be paired with the appropriate hooks. +These just function as callbacks (on enter/exit). The :py:class:`LocalTrackingClient `, used by the +:ref:`tracking ` feature forms one of these hooks, but we will be adding more, including: + +1. An OpenTelemetry client +2. A DataDog client + +.. note:: + + The class-based API can leverage this by declaring ``inputs`` as ``__tracer`` and then using the ``__tracer`` inside the ``run`` method. + +------------ +Observations +------------ + +(This is a work in progress, and is not complete) + +You can make observations on the state by calling out to the `log_artifact` method on the `__tracer` context manager. +For instance: + +.. code-block:: python + + from burr.visibility import TracingFactory, ArtifactLogger + from burr.core import action + + @action(reads=['input_var'], writes=['output_var']) + def my_action( + state: State, + __tracer: TracingFactory, + __logger: ArtifactLogger + ) -> Tuple[dict, State]: + with __tracer('process_data'): + initial_data = _process_data(state['input_var']) + with __tracer('validate_data'): + validation_results = _validate(initial_data) + t.log_artifact(validation_results=validation_results) + with __tracer('transform_data', dependencies=['process_data']) + transformed_data = _transform(initial_data) + __logger.log_artifact(transformed_data_size=len(transformed_data)) + + return {'output_var': transformed_data}, state.update({'output_var': transformed_data}) + +The output can be any "json-dumpable" object (or pydantic model). This will be stored along with the span and can be used for debugging or analysis. + +You can read more in the :ref:`reference documentation `. diff --git a/_sources/concepts/hooks.rst.txt b/_sources/concepts/hooks.rst.txt new file mode 100644 index 000000000..3708573b2 --- /dev/null +++ b/_sources/concepts/hooks.rst.txt @@ -0,0 +1,65 @@ +===== +Hooks +===== + +.. _hooks: + +Burr has a system of lifecycle adapters (adapted from the similar `Hamilton `_ concept), which allow you to run tooling before and after +various places in a node's execution. For instance, you could: + +1. Log every step as a trace in datadog +2. Add a time-delay to your steps to allow for rendering +3. Add a print statement to every step to see what happened (E.G. implement the printline in cowsay above) +4. Synchronize state/updates to an external database +5. Put results on a queue to feed to some monitoring system + +Note some of the above are yet to be implemented. + +To implement hooks, you subclass any number of the :ref:`available lifecycle hooks `. +These have synchronous and asynchronous versions, and your hook can subclass as many as you want +(as long as it doesn't do both the synchronous and asynchronous versions of the same hook). + +To use them, you pass them into the :py:class:`ApplicationBuilder ` as a ``*args`` list of hooks. For instance, +a hook that prints out the nodes name during execution looks like this. +We implement the pre/post run step hooks. + +.. code-block:: python + + class PrintLnHook(PostRunStepHook, PreRunStepHook): + def pre_run_step(self, *, state: "State", action: "Action", **future_kwargs: Any): + print(f"Starting action: {action.node.name}") + + def post_run_step( + self, + *, + state: "State", + action: "Action", + result: Optional[dict], + sequence_id: int, + exception: Exception, + **future_kwargs: Any, + ): + print(f"Finishing action: {action.node.name}") + +To include this in the application, you pass it into the :py:meth:`with_hooks ` method. + +.. code-block:: python + + app = ( + ApplicationBuilder() + .with_hooks(PrintLnHook()) + ... + .build()) + +.. note:: + + There are synchronous and asynchronous hooks. Synchronous hooks will be called with both synchronous and asynchronous run methods + (all of ``step``, ``astep``, ``iterate``, ``aiterate``, ``run``, and ``arun``), whereas synchronous hooks will only be called with + the asynchronous methods (``astep``, ``aiterate``, ``arun``). + +.. warning:: + Hook order is currently undefined -- they happen to be called now in the order in which they are defined. We will likely + alter them to be called in the order they are defined (for `pre...`) hooks and in reverse order for `post...` hooks, + but this is not yet implemented. + +Read more about the hook API in the :ref:`hooks section `. diff --git a/_sources/concepts/index.rst.txt b/_sources/concepts/index.rst.txt new file mode 100644 index 000000000..1458d5ef3 --- /dev/null +++ b/_sources/concepts/index.rst.txt @@ -0,0 +1,21 @@ +==================== +Concepts +==================== + +Overview of the concepts -- read these to get a mental model for how Burr works. + +.. _concepts: + +.. toctree:: + :maxdepth: 2 + + state-machine + state + actions + transitions + hooks + tracking + state-persistence + streaming-actions + additional-visibility + planned-capabilities diff --git a/_sources/concepts/planned-capabilities.rst.txt b/_sources/concepts/planned-capabilities.rst.txt new file mode 100644 index 000000000..664c958d3 --- /dev/null +++ b/_sources/concepts/planned-capabilities.rst.txt @@ -0,0 +1,129 @@ +==================== +Planned Capabilities +==================== + +These are on the roadmap (and will be part of Burr in the imminent future), but have not been built yet. + +We build fast though, so let us know which ones you need and they'll be in there before you know it! + +----------- +Typed State +----------- + +We plan to add the ability to type-check state with some (or all) of the following: + +- Pydantic +- dataclasses +- TypedDict +- Custom state schemas (through the ``reads``/``writes`` parameters) + +The idea is you would define state at the function level, parameterized by the state type, and Burr would be able to validate +against that state. + +.. code-block:: python + + class InputState(TypedDict): + foo: int + bar: str + + class OutputState(TypedDict): + baz: int + qux: str + + @action(reads=["foo", "bar"], writes=["baz"]) + def my_action(state: State[InputState]) -> Tuple[dict, State[OutputState]]: + result = {"baz": state["foo"] + 1, "qux": state["bar"] + "!"} + return result, state.update(**result) + +The above could also be dataclasses/pydantic models. We could also add something as simple as: + +.. code-block:: python + + @action(reads={"foo": int, "bar": str}, writes={"baz": int, "qux": str}) + ... + +----------------------------- +State Management/Immutability +----------------------------- + +We plan the ability to manage state in a few ways: + +1. ``commit`` -- an internal tool to commit/compile a series of changes so that we have the latest state evaluated +2. ``persist`` -- a user-facing API to persist state to a database. This will be pluggable by the user, and we will have a few built-in options (e.g. a simple in-memory store, a file store, a database store, etc...) +3. ``hydrate`` -- a static method to hydrate state from a database. This will be pluggable by the user, and we will have a few built-in options that mirror those in ``persist`` options. + +Currently state is immutable, but it utilizes an inefficient copy mechanism. This is out of expedience -- we don't anticipate this will +be painful for the time being, but plan to build a more efficient functional paradigm. We will likely have: + +1. Each state object be a node in a linked list, with a pointer to the previous state. It carries a diff of the changes from the previous state. +2. An ability to ``checkpoint`` (allowing for state garbage collection), and store state in memory/kill out the pointers. + +We will also consider having the ability to have a state solely backed by redis (and not memory), but we are still thinking through the API. + +---------------------- +Compilation/Validation +---------------------- + +We currently do not validate that the chain of actions provide a valid state, although we plan to walk the graph to ensure that no "impossible" +situation is reached. E.G. if an action reads from a state that is not written to (or not initialized), we will raise an error, likely upon calling `validate`. +We may be changing the behavior with defaults over time. + +-------------------- +Exception Management +-------------------- + +Currently, exceptions will break the control flow of an action, stopping the program early. Thus, +if an exception is expected, the program will stop early. We will be adding the ability to conditionally transition based +on exceptions, which will allow you to transition to an error-handling (or retry) action that does not +need the full outputs of the prior action. + +Here is what it would look liek in the current API: + +.. code-block:: python + + @action(reads=["attempts"], writes=["output", "attempts"]) + def some_flaky_action(state: State, max_retries: int=3) -> Tuple[dict, State]: + result = {"output": None, "attempts": state["attempts"] + 1} + try: + result["output"] = call_some_api(...) + excecpt APIException as e: + if state["attempts"] >= max_retries: + raise e + return result, state.update(**result) + +One could imagine adding it as a condition (a few possibilities) + +.. code-block:: python + + @action(reads=[], writes=["output"]) + def some_flaky_action(state: State) -> Tuple[dict, State]: + result = {"output": call_some_api(...)} + return result, state.update(**result) + + builder.with_actions( + some_flaky_action=some_flaky_action + ).with_transitions( + ( + "some_flaky_action", + "some_flaky_action", + error(APIException) # infinite retries + error(APIException, max=3) # 3 visits to this edge then it gets reset if this is not chosen + # That's stored in state + ) + ) + +Will have to come up with ergonomic APIs -- the above are just some ideas. + +----------------- +Streaming results +----------------- + +Results should be able to stream in, but we'll want to store the final output in state. + +Still thinking through the UX. + +------------ +Integrations +------------ + +Langchain is next up (using LCEL). Please request any other integrations you'd like to see. diff --git a/_sources/concepts/state-machine.rst.txt b/_sources/concepts/state-machine.rst.txt new file mode 100644 index 000000000..4101dcd07 --- /dev/null +++ b/_sources/concepts/state-machine.rst.txt @@ -0,0 +1,141 @@ +==================== +Applications +==================== + +.. _applications: + +Applications form the core representation of the state machine. You build them with the ``ApplicationBuilder``. +Here is the minimum that is required: + +1. A ``**kwargs`` of actions passed to ``with_actions(...)`` +2. Any relevant transitions (with conditions) +3. An entry point -- this is the first action to execute + +This is shown in the example from :ref:`getting started ` + +.. code-block:: python + + from burr.core import ApplicationBuilder, default, expr + app = ( + ApplicationBuilder() + .with_state(counter=0) # initialize the count to zero + .with_actions( + count=count, # add the counter action with the name "counter" + done=done # add the printer action with the name "printer" + ).with_transitions( + ("count", "count", expr("counter < 10")), # Keep counting if the counter is less than 10 + ("count", "done", default) # Otherwise, we're done + ).with_entrypoint("counter") # we have to start somewhere + .build() + ) + + +------- +Running +------- + +There are three APIs for executing an application. + +``step``/``astep`` +------------------ + +Returns the tuple of the action, the result of that action, and the new state. Call this if you want to run the application step-by-step. + +.. code-block:: python + + action, result, state = application.step() + +If you're in an async context, you can run `astep` instead: + +.. code-block:: python + + action, result, state = await application.astep() + + +Step can also take in ``inputs`` as a dictionary, which will be passed to the action's run function as keyword arguments. +This is specifically meant for a "human in the loop" scenario, where the action needs to ask for input from a user. In this case, +the control flow is meant to be interrupted to allow for the user to provide input. See :ref:`inputs ` for more information. + +.. code-block:: python + + action, result, state = application.step(inputs={"prompt": input()}) + +``iterate``/``aiterate`` +------------------------ + +Iterate just runs ``step`` in a row, functioning as a generator: + +.. code-block:: python + + for action, result, state in application.iterate(halt_after=["final_action_1", "final_action_2"]): + print(action.name, result) + +You can also run ``aiterate`` in an async context: + +.. code-block:: python + + async for action, result, state in application.aiterate(): + print(action.name, result) + + +In the synchronous context this also has a return value of a tuple of: + + +#. the action that was specified in ``halt_after`` or ``halt_before``. In the `after` case the action will have already run. In the ``before`` case the action will not have run. + +#. The result of that action, in the ``halt_after`` case, else None in the ``halt_before`` case. + +#. The state of the application at the time of halting. + +You can access this by looking at the ``value`` variable of the ``StopIteration`` exception that is thrown +at the end of the loop, as is standard for python generators. +See the function implementation of ``run`` to show how this is done. + +In the async context, this does not return anything (asynchronous generators are not allowed a return value). + +If you want it to (attempt to) run forever, you can pass empty lists to ``halt_after`` and ``halt_before``. + +.. note:: + You can add inputs to ``iterate``/``aiterate`` by passing in a dictionary of inputs through the ``inputs`` parameter. + This will only apply to the first action. Actions that are not the first but require inputs are considered undefined behavior. + +.. warning:: + The state machine has the capability of halting even if it does not reach one of the specified conditions -- if there are + no more transitions to take. This, however, is not a supported feature (and will log a warning). This is considered undefined behavior + -- use at your own risk, and consider adding a halting condition, or a default transition to a terminal. + +``run``/``arun`` +---------------- + +Run just calls out to ``iterate`` and returns the final state. + +The ``halt_after`` and ``halt_before`` keyword arguments specify when to break out of running the state machine +and return control back. ``halt_after`` will stop after the specified action(s) has run, and ``halt_before`` will stop before the specified action(s) has run. +If multiple are specified, it will stop after the first one encountered, and the return values will be for that action. + +.. code-block:: python + + final_state, results = application.run(halt_after=["final_action_1", "final_action_2"]) + + +In the async context, you can run ``arun``: + +.. code-block:: python + + final_state = await application.arun(halt_after=["final_action_1", "final_action_2"]) + +.. note:: + You can add inputs to ``run``/``arun`` in the same way as you can with ``iterate`` -- it will only apply to the first action. + +``run`` and ``arun`` largely have the same behavior as ``iterate`` and ``aiterate``. + +---------- +Inspection +---------- + +You can ask various questions of the state machine using publicly-supported APIs: + +- ``application.graph`` will give you a static representation of the state machine with enough information to visualize +- ``application.state`` will give you the current state of the state machine. Note that if you modify it the results will not show up -- state is immutable! Modify the state through actions. + +See the :ref:`application docs ` diff --git a/_sources/concepts/state-persistence.rst.txt b/_sources/concepts/state-persistence.rst.txt new file mode 100644 index 000000000..f31b708b3 --- /dev/null +++ b/_sources/concepts/state-persistence.rst.txt @@ -0,0 +1,92 @@ +================= +State Persistence +================= + +.. _state-persistence: + +The key to writing a real life ``burr`` application is state persistence. For example, say you're building a chat bot and you +want to store the conversation history and then reload it when you restart. Or, you have a long running process/series of agents, +and you want to store the state of the process after each action, and then reload it if it fails, etc.... + +``Burr`` provides a few simple interfaces to do this with minimal changes. Let's walk through a simple chatbot example as we're explaining concepts: + +State Keys +---------- +Burr `applications` are, by defult, keyed on two entities: + +1. ``app_uid`` - A unique identifier for the application. This is used to identify the application in the persistence layer. +2. ``partition_key`` - An identifier for grouping (partitioning) applications + +In the case of a chatbot, the ``app_uid`` could be a uuid, and the ``partition_key`` could be the user's name. +Note that ``partition_key`` can be `None` if this is not relevant. A UUID is always generated for the ``app_uid`` if not provided. + +Initializing state +------------------ + +To initialize state from a database, you can employ the :py:meth:`initialize_from ` method +in the :py:class:`ApplicationBuilder `. + +This action takes in an initializer (an implementation of :py:class:`StateInitializer `) a well as: + +- ``resume_at_next_action`` -- a boolean that says whether to start where you left off, or go back to the ``default_entrypoint``. +- ``default_entrypoint`` -- the entry point to start at if ``resume_at_next_action`` is False, or no state is found +- ``default_state`` -- the default state to use if no state is found + +Note that you cannot use this in conjunction with :py:meth:`with_state ` +or :py:meth:`with_entrypoint ` -- these are mutually exclusive. +Either you load from state or you start from scratch. + +Writing state +_____________ + +To write state to a database, you can use the :py:meth:`with_state_persister ` method in the +:py:class:`ApplicationBuilder `. This takes in a persister (an implementation of +:py:class:`StatePersister `). It writes state to the database after each action. + + +An example +__________ + +To make the above more concrete, let's look at a basic chatbot: + +.. code-block:: python + + state_persister = SQLLitePersister(db_path=".sqllite.db", table_name="table") + app = ( + ApplicationBuilder() + .with_actions( + ai_converse=ai_converse, + human_converse=human_converse, + terminal=burr.core.Result("chat_history"), + ) + .with_transitions( + ("ai_converse", "human_converse", default), + ("human_converse", "terminal", expr("'exit' in question")), + ("human_converse", "ai_converse", default), + ) + .initialize( + initializer=state_persister, + resume_at_next_action=True, + default_state={"chat_history" : []}, + default_entrypoint="human_converse + ) + .with_state_persister(state_persister) + .with_identifiers(app_id=app_id) + .build() + ) + +In this case, we both read and write using the ``SQLLitePersistor``. Note that this is the most common case. +However, if you want to just read (E.G. for debugging), or you want to just write (if you're always creating a new app), +you can leave out ``initialize`` or ``with_state_persister`` respectively. + +Supported Persistence Backends +______________________________ +See :ref:`available persisters here `. +Note that the tracker also allows reloading from a file, but this is not recommended for production use. + + +Customizing State Persistence +----------------------------- + +Burr exposes the :py:class:`BaseStatePersister ` API for custom state persistence. Implement, +pass into the above functions, and you can write to whatever database you want! Please contribute back to the community if you do so. diff --git a/_sources/concepts/state.rst.txt b/_sources/concepts/state.rst.txt new file mode 100644 index 000000000..cbd1bc692 --- /dev/null +++ b/_sources/concepts/state.rst.txt @@ -0,0 +1,46 @@ +===== +State +===== + +.. _state: + +The ``State`` class provides the ability to manipulate state for a given action. It is entirely immutable, +meaning that you can only create new states from old ones, not modify them in place. + +State manipulation is done through calling methods on the ``State`` class. The most common write are: + +.. code-block:: python + + state.update(foo=bar) # update the state with the key "foo" set to "bar" + state.append(foo=bar) # append "bar" to the list at "foo" + state.wipe(keep=["foo", "bar"]) # remove all keys except "foo" and "bar" + state.wipe(delete=["foo", "bar"]) # remove "foo" and "bar" from the state + +The read operations extend from those in the `Mapping `_ +interface, but there are a few extra: + +.. code-block:: python + + state.subset(["foo", "bar"]) # return a new state with only the keys "foo" and "bar" + state.get_all() # return a dictionary with every key/value of the state + +When an update action is run, the state is first subsetted to get just the keys that are being read from, +then the action is run, and a new state is written to. This state is merged back into the original state +after the action is complete. Pseudocode: + +.. code-block:: python + + current_state = ... + read_state = current_state.subset(action.reads) + result = action.run(new_state) + write_state = current_state.subset(action.writes) + new_state = action.update(result, new_state) + current_state = current_state.merge(new_state) + +If you're used to thinking about version control, this is a bit like a commit/checkout/merge mechanism. + +Reloading Prior State +--------------------- +Note, if state is serializable, it means that if stored, it can be reloaded. This is useful for +reloading state from a previous invocation (for debugging or as part of the application), or for storing state in a database. +We have capabilities here, see the :ref:`state-persistence ` section. diff --git a/_sources/concepts/streaming-actions.rst.txt b/_sources/concepts/streaming-actions.rst.txt new file mode 100644 index 000000000..e8de5d88f --- /dev/null +++ b/_sources/concepts/streaming-actions.rst.txt @@ -0,0 +1,91 @@ +================= +Streaming Actions +================= + +.. _streaming_actions: + +Actions can be implemented as streaming results. This enables a lower time-to-first-token and a more interactive +interface in the case of AI applications or streaming in of metrics in a model-training application. Broadly, +this is a tool to enable quicker user interaction in longer running actions that require user focus. + +Streaming actions can be implemented as a class or a function, just like actions. However, they have a few additional rules: + +#. They give intermediate results to the user as they are generated in the form of a generator +#. They are responsible for determining the relationship between the intermediate results and the final result +#. They have a ``return`` statement that handles result collection and state update + +If you're not familiar with ``return`` statements in generators, you can read about them `here `_. +The high-level idea is that the ``return`` statement is used to raise a ``StopIteration`` exception with a value that is returned to the caller. +The framework uses this value to update the state of the action and to collect the final result. + +A class-based streaming action might look like this: + +.. code-block:: python + + from burr.core.action import StreamingAction + + class StreamingChatCall(StreamingAction): + def stream_run(self, state: State, **run_kwargs) -> Generator[dict, None, dict]: + client = openai.Client() + response = client.chat.completions.create( + model='gpt-3.5-turbo', + messages=[{ + 'role': 'user', + 'content': state["prompt"] + }], + temperature=0, + stream=True, + ) + buffer = [] + for chunk in response: + delta = chunk.choices[0].delta.content + buffer.append(delta) + yield {'response': delta} + full_response = ''.join(buffer) + return {'response': full_response} + + @property + def reads(self) -> list[str]: + return ["prompt"] + + @property + def writes(self) -> list[str]: + return ["response"] + + def update(self, result: dict, state: State) -> State: + return state.append(response=result["response"]) + +The logic is split between ``stream_run``, which is responsible for generating the intermediate results and +joining them into the final result, and update, which is responsible for collecting the final result and +updating the state. The ``return`` statement in ``stream_run`` is used to return the final result to the framework, +which is passed to ``update``. + +The function-based equivalent would look very similar: + +.. code-block:: python + + from burr.core.action import streaming_action + + @streaming_action(reads=["prompt"], writes=["prompt"]) + def streaming_chat_call(state: State, **run_kwargs) -> Generator[dict, None, Tuple[dict, State]]: + client = openai.Client() + response = client.chat.completions.create( + model='gpt-3.5-turbo', + messages=[{ + 'role': 'user', + 'content': state["prompt"] + }], + temperature=0, + stream=True, + ) + buffer = [] + for chunk in response: + delta = chunk.choices[0].delta.content + buffer.append(delta) + yield {'response': delta} + full_response = ''.join(buffer) + return {'response': full_response}, state.append(response=full_response) + +As you can see above, we're doing the same thing, with a bit of syntactic sugar to combine the ``update`` and ``return`` statements. + +Currently ``Async`` streaming actions are not supported. We will be adding shortly -- stay tuned! Follow the `issue on github `_ for more information. diff --git a/_sources/concepts/tracking.rst.txt b/_sources/concepts/tracking.rst.txt new file mode 100644 index 000000000..ca1dcff59 --- /dev/null +++ b/_sources/concepts/tracking.rst.txt @@ -0,0 +1,80 @@ +.. _tracking: + +============= +Tracking Burr +============= + +Burr comes with a telemetry system that allows tracking a variety of information for debugging, +both in development and production. + +The data model for tracking is simple: + +1. **Projects** are the top-level grouping of data (the first page). This is specified in the constructor for the + :py:meth:`with_tracker `, as the only required argument. +2. **Applications** get logged to projects. An application would be considered similar to a "trace" in distributed + tracing systems. This is (optionally) specified as the ``app_id`` argument for the :py:meth:`with_tracker ` + method. A single ``application`` has shared state path across all its steps. +3. **Steps** are the individual steps that are executed in the state machine. The Burr UI will show the state of the + state machine at the time of the step execution, as well as the input to and results of the step. + +.. _trackingclientref: + +--------------- +Tracking Client +--------------- + +When you use :py:meth:`with_tracker `, you add a tracker to Burr. +This is a lifecycle hook that does the following: + +#. Logs the static representation of the state machine +#. Logs any information before/after step execution, including + - The step name + - The step input + - The state at time of execution + - The timestamps + +This currently defaults to (and only supports) the :py:class:`LocalTrackingClient ` class, which +writes to a local file system, although we will be making it pluggable in the future. It will, by default, write to the directory +``~/.burr``. + +Debugging via Reloading Prior State +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +Because the tracking client writes to the file system, you can reload the state of the state machine at any time. This is +useful for debugging, because you can quickly recreate the issue by running the state machine with the same point in time. + +To do so, you'd use the classmethod _load_state()_ on the :py:class:`LocalTrackingClient `. + +For example, as you initialize the Burr Application, you'd have some control flow like this: + +.. code-block:: python + + from burr.tracking import client + + project_name = "demo:hamilton-multi-agent" + if app_instance_id: + initial_state, entry_point = client.LocalTrackingClient.load_state( + project_name, app_instance_id + ) + # TODO: any custom logic for re-creating the state if it's some object that needs to be re-instantiated + else: + initial_state, entry_point = default_state_and_entry_point() + + app = ( + ApplicationBuilder() + .with_state(**initial_state) + .with_entry_point(entry_point) + # ... etc fill in the rest here + ) + +--------------- +Tracking Server +--------------- + +The tracking server (now) is meant for visualizing the state machine and the steps that have been executed. You can +run it with the following command: + +.. code-block:: bash + + burr + +This will start a server on port 7241, and open up a browser window with the UI for you to explore. diff --git a/_sources/concepts/transitions.rst.txt b/_sources/concepts/transitions.rst.txt new file mode 100644 index 000000000..4f304729c --- /dev/null +++ b/_sources/concepts/transitions.rst.txt @@ -0,0 +1,40 @@ +==================== +Transitions +==================== + +.. _transitions: + +Transitions define explicitly how actions are connected and which action is available next for any given state. +You can think of them as edges in a graph. + +They have three main components: +- The ``from`` state +- The ``to`` state +- The ``condition`` that must be met to move from the ``from`` state to the ``to`` + +---------- +Conditions +---------- + +Conditions have a few APIs, but the most common are the three convenience functions: + +.. code-block:: python + + from burr.core import when, expr, default + with_transitions( + ("from", "to", when(foo="bar"), # will evaluate when the state has the variable "foo" set to the value "bar" + ("from", "to", expr('epochs>100')) # will evaluate to True when the state has the variable "foo" set to the value "bar" + ("from", "to", default) # will always evaluate to True + ) + + +Conditions are evaluated in the order they are specified, and the first one that evaluates to True will be the transition that is selected +when determining which action to run next. If no condition evaluates to ``True``, the application execution will stop early. + +.. note:: + + The ``default`` condition is a special case, and will always evaluate to ``True``. It is useful for defining a "catch-all" transition + that will be selected if no other condition is met. If you pass a tuple of length 2 to :py:meth:`with_transitions `, the + default condition will be used. + +See the :ref:`transition docs ` for more information on the transition API. diff --git a/_sources/contributing/architecture.rst.txt b/_sources/contributing/architecture.rst.txt new file mode 100644 index 000000000..4af63fec3 --- /dev/null +++ b/_sources/contributing/architecture.rst.txt @@ -0,0 +1,38 @@ +============ +Architecture +============ + +Some notes on the design/implementation of Burr: + +-------------- +Python Package +-------------- + +Dependencies +------------ +A note on dependencies: + +- The core Burr library will have zero dependencies. Currently its only dependency in hamilton, but that will be removed in the future. +- Any other extensions (the server, the CLI, etc...) are allowed dependencies -- specify these as install targets in ``pyproject.toml`` +- The dependencies/plugins will live alongside the core library, and contain guards to ensure that the right libraries are installed. You can do this with ``burr.integrations.base.require_plugins`` + +Coding style +------------ +We use type hints for function parameters (and in rare cases inline) to aid development but it is not enforced -- use your best judgement + +Versioning +---------- + +We adhere to `sem-var `_ for versioning. We ensure that: + +- Every public facing function/class/variable should: + - have a docstring + - have type-hints + - be exposed through the documentation + +If it is not exposed through the documentation it is assumed to be private, and thus will +not be subject to sem-var rules. + +We currently are not versioning the server or CLI, but are versioning the core library. Note +that it starts at ``0.x``, which means that we are allowed to make a backwards-incompatible change. +We will make every effort not to do so -- and will provide a migration guide/script if we do. diff --git a/_sources/contributing/contributing.rst.txt b/_sources/contributing/contributing.rst.txt new file mode 100644 index 000000000..450a6439e --- /dev/null +++ b/_sources/contributing/contributing.rst.txt @@ -0,0 +1,83 @@ +============ +Contributing +============ + +Please read the `code of conduct `_ +prior to contributing. Then follow these guidelines: + +#. Create a fork of the repository. +#. Ensure all tests pass. +#. Make a PR to the main repository. +#. Ping one of the maintainers to review your PR. + +----------------------- +Contribution guidelines +----------------------- + +Please: + +#. Keep your commits modular +#. Add descriptive commit messages +#. Attach a PR to an issue if applicable +#. Ensure all new features have tests +#. Add documentation for new features + +Examples +-------- + +All examples must have the following files: +1. A ``README.md`` file that describes the example -- this should follow the pattern of the others +2. A ``requirements.txt`` file that lists the dependencies for the example +3. An ``application.py`` file whose mainline runs a simple version of the example + generates the DAG to +4. A ``statemachine.png`` file that shows the DAG for the example +3. A `notebook.ipynb` file that uses the example in a + +The ``notebook.ipynb`` can import stuff from the ``application.py``, or redefine it as an example. If you have something +that does not fit this, or is a prototype but you want to push it in, you can fit in under the ``half-baked`` directory. + +--------------- +Developer notes +--------------- + +CLI +--- + +Burr comes with a `cli` that is both user/developer facing. + +**this is required in order to publish, do not do so otherwise** + +This will be turned into a `Makefile`, but for now we have a set of commands in `pyproject.toml` that are used to +publish, etc... + +To run the just the server for development: + +.. code-block:: bash + + $ burr --dev-mode --no-open # will run the server on port 7241 + +To publish -- this will build the FE + publish the BE to the ``pypi`` prod instance. Note you have to have ``pypi`` credentials to do this: + +.. code-block:: bash + + $ burr-admin-publish --prod + +To generate the demo data (if you make a change to the schema, ideally forward-compatible): + +.. code-block:: bash + + $ burr-admin-generate-demo-data + +Not part of the CLI (yet), but running just the UI is simple: + +.. code-block:: bash + + $ cd burr/ui + $ npm run start + +Package data +------------ + +Several static assets are included in the python package so we can run the UI. Namely: + +1. The `examples` directory is symlinked from ``burr/examples`` to allow for package-style imports +2. The `build/` directory is symlinked from ``burr/tracking/server`` to allow for static assets referred to by the server to be included in the package. Note that this does not get committed -- this requires use of the CLI above. diff --git a/_sources/contributing/index.rst.txt b/_sources/contributing/index.rst.txt new file mode 100644 index 000000000..932fab6e0 --- /dev/null +++ b/_sources/contributing/index.rst.txt @@ -0,0 +1,18 @@ +========================= +Developing / Contributing +========================= + +.. _examples: + +Instructions to develop/get started with `Burr`! If you don't know where +to start, you can always reach out to us: +- Start an issue or discussion on our `GitHub `_. +- Reach out to us by `email `_ + +.. toctree:: + :maxdepth: 2 + + setup + iterating + architecture + contributing diff --git a/_sources/contributing/iterating.rst.txt b/_sources/contributing/iterating.rst.txt new file mode 100644 index 000000000..883a8df8d --- /dev/null +++ b/_sources/contributing/iterating.rst.txt @@ -0,0 +1,77 @@ +========== +Developing +========== + +------------- +Python Module +------------- + +The python module is located in the ``burr/`` directory. Tests are located in the +``tests/`` directory. To run the tests, use the following command: + +.. code-block:: bash + + python -m pytest tests/ + + +--------------- +Tracking server +--------------- + +The tracking server is located inside the python package. To run the server, you can use the utility cli: + +.. code-block:: bash + + BURR_SERVE_STATIC=false burr-admin-server --no-open --dev-mode + +This will start the server on port 7241. Note that this is just a python wrapper -- this also captures stdout. +We will be fixing this, but ff you want to run it directly (which is best for debugging), you'll want to +run it with uvicorn: + +.. code-block:: bash + + BURR_SERVE_STATIC=false uvicorn burr.tracking.server.run:app --port 7241 --reload + +We disable serving static files as we want to be able to develop simultaneously with the UI and +npm's reloading capabilities do not work with the static python server. + +----------- +Tracking UI +----------- + +The tracking UI lives within ``telemetry/ui`` To run the tracking UI, you will need to have npm installed. +Then, you can run the following commands: + +.. code-block:: bash + + $ cd telemetry/ui + $ npm install + $ npm run start + +This will start the UI on port 3000. You can then navigate to ``http://localhost:3000`` to see the UI. +It currently assumes that the tracking server is running on port 7241. The proxy is set up in the +``package.json`` file. + +Note that if you want to just develop off the server you'll first have to build the UI and symlink the +``tracking/server/build`` directory to the ``telemetry/ui/build`` directory. We have this structure to +enable easy inclusion of package data in ``pyproject.toml``. + +You can do this with the following command: + +.. code-block:: bash + + $ burr-admin-build-ui + +------------- +Documentation +------------- + +The documentation is located in the ``docs/`` directory. To build and serve the documentation, +you can use the following sphinx command: + +.. code-block:: bash + + $ sphinx-autobuild -b dirhtml -W -E -T --watch docs/ -a docs /tmp/mydocs + +This will start the server on port 8000. You can then navigate to ``http://localhost:8000`` to see the documentation. +Heed any warnings and fix them! diff --git a/_sources/contributing/setup.rst.txt b/_sources/contributing/setup.rst.txt new file mode 100644 index 000000000..81d4b48fc --- /dev/null +++ b/_sources/contributing/setup.rst.txt @@ -0,0 +1,55 @@ +===== +Setup +===== + +These instructions will be assuming use of `pip `_ and `virtualenv `_. +Replace with your package manager of choice if you prefer. + +---------- +Clone/fork +---------- + +To get started, create a fork of Burr on the github UI, and clone it to your local machine. + +.. code-block:: bash + + git clone https://github.com//burr.git + + +---------- +Installing +---------- + +Next you'll want to ``cd`` into the directory and install +``burr`` in developer mode: + +.. code-block:: bash + + cd burr + pip install -e ".[developer]" + +This will install all potential dependencies. Burr will work with ``python >=3.9``. + +------------------ +Linting/Pre-Commit +------------------ + +Burr has pre-commit hooks enabled. This comes with the ``developer`` extras. +You can always run the pre-commit hooks manually (on all files). Do this +if it somehow wasn't configured and its in a bad state. + +.. code-block:: bash + + pre-commit run --all + +For the UI, we leverage husky and lint-staged to run the pre-commit hooks on the client side. +This actually runs pre-commits for the whole repository, so you can run through husky if you want. + +You can also run the pre-commit hooks for the UI manually: + +.. code-block:: bash + + npm run lint:fix + npm run format:fix + +from within the ``telemetry/ui`` directory. diff --git a/_sources/examples/agents.rst.txt b/_sources/examples/agents.rst.txt new file mode 100644 index 000000000..47e16bcbc --- /dev/null +++ b/_sources/examples/agents.rst.txt @@ -0,0 +1,10 @@ +==================== +Agents +==================== + +Burr allows you to create agents that can interact with each other via State. + +Multi-Agent Example +-------------------- + +See `github repository example `_. diff --git a/_sources/examples/chatbot.rst.txt b/_sources/examples/chatbot.rst.txt new file mode 100644 index 000000000..3b758f45b --- /dev/null +++ b/_sources/examples/chatbot.rst.txt @@ -0,0 +1,24 @@ +================ +Chatbots +================ + +Chat bots are a simple example where state influences the conversation. This is a +perfect use case for using Burr. + +GPT-like chatbot +---------------- + +See `github repository example `_. + + +Conversational RAG chatbot +-------------------------- +See `github example `_. + +Accompanying video walkthrough: + +.. raw:: html + +

diff --git a/_sources/examples/creating_tests.rst.txt b/_sources/examples/creating_tests.rst.txt new file mode 100644 index 000000000..a818304cb --- /dev/null +++ b/_sources/examples/creating_tests.rst.txt @@ -0,0 +1,62 @@ +==================== +Creating Test Cases +==================== + +With Burr tracking state is part of the framework. This means creating a realistic test case +for an action involves turning a persister or tracker on and then pulling that state out +for a test case. The following example demonstrates how to create a test case +using the `burr-test-case` command. + +Note: writing test cases for GenAI projects can be tricky. The same LLM API calls +can result in different outputs. This means that 'exact' equality tests may not work, +and you'll need to resort to more fuzzy tests like checking for the presence of certain +words or phrases, or using LLMs to grade the output, etc. We aren't opinionated on how you +do this, but in any case, you'll need to write a test case to exercise things, and this +is what we're showing you how to do here. + +Test Case Creation Example +-------------------------- +Video walkthrough: + +.. raw:: html + +
+ +
+ + +Steps: + +1. You have built some part of your Burr application. +2. You have found some state you want to test / iterate on. +3. Note the project name, partition key, app id, and sequence id for the state you want to test. + See orange lines indicating what to pull from the UI in the image below. + + .. image:: test-case-creation-burr.png + :alt: What you need to pull from the UI for running the command. + :align: center + +4. Run the following command & cut and paste the test to a test file. This will create a `pytest` test. +5. Adjust the test as needed, e.g. what you're validating or asserting and how. + +.. code-block:: bash + + burr-test-case create \ + --project-name "SOME_NAME" \ + --partition-key "SOME_KEY" \ + --app-id "SOME_ID" \ + --sequence-id 0 \ + --target-file-name /tmp/test-case.json + +See `github repository example `_ +for an example. + + +Future Work +----------- +We see many more improvements here: + +1. Annotating data in the UI to make it easier to pull out. +2. Automatically suggesting tests cases for you to add. +3. Data export / integration with evaluation tools. +4. etc. Please let us know what you need! diff --git a/_sources/examples/index.rst.txt b/_sources/examples/index.rst.txt new file mode 100644 index 000000000..65b33df3d --- /dev/null +++ b/_sources/examples/index.rst.txt @@ -0,0 +1,18 @@ +======== +Examples +======== + +.. _examples: + +These are still under progress -- see the github `examples directory `_ +for the latest. + +Examples of more complex/powerful use-cases of Burr. Download/copy these to adapt to your use-cases. + +.. toctree:: + simple + chatbot + agents + ml_training + simulation + creating_tests diff --git a/_sources/examples/ml_training.rst.txt b/_sources/examples/ml_training.rst.txt new file mode 100644 index 000000000..c018a190b --- /dev/null +++ b/_sources/examples/ml_training.rst.txt @@ -0,0 +1,10 @@ +==================== +ML Model Training +==================== + +Hyperparameter Optimization is a key part of training machine learning models. For use-cases ranging from grid-search +to gaussian processes, `burr` is a simple way to implement robust, failure-resistant hyperparameter optimization. This involves keeping +track of hyperparameters and metrics and feeding these into a decision function to determine where to look next. +``burr``'s state machine can help you write and manage that process. + +For more information/contribution options, see the placeholder/example sketch in the `repository `_. diff --git a/_sources/examples/simple.rst.txt b/_sources/examples/simple.rst.txt new file mode 100644 index 000000000..f97dfbbcb --- /dev/null +++ b/_sources/examples/simple.rst.txt @@ -0,0 +1,7 @@ +==================== +Simple examples +==================== + +- `cowsay `_ +- `counter `_ +- `[corgi] adventure game `_ diff --git a/_sources/examples/simulation.rst.txt b/_sources/examples/simulation.rst.txt new file mode 100644 index 000000000..1063313f3 --- /dev/null +++ b/_sources/examples/simulation.rst.txt @@ -0,0 +1,8 @@ +========== +Simulation +========== + +Simulations require state to be maintained across time steps. Burr provides a simple way for you to construct, +manage, and introspect the state of your simulation. + +For more information/contribution options, see the placeholder/example sketch in the `repository `_. diff --git a/_sources/examples/web-server.rst.txt b/_sources/examples/web-server.rst.txt new file mode 100644 index 000000000..268fb844a --- /dev/null +++ b/_sources/examples/web-server.rst.txt @@ -0,0 +1,6 @@ +======================== +Exposing in a Web Server +======================== + +Burr makes it natural to integrate with a web-server such as FastAPI. See the [example in the repository](https://github.com/DAGWorks-Inc/burr/tree/main/examples/web-server) +for the high-level concepts + some implementation tricks. Run `burr` after `pip install "burr[start]"` and click `examples/email-assistant` to see example in action. diff --git a/_sources/getting_started/index.rst.txt b/_sources/getting_started/index.rst.txt new file mode 100644 index 000000000..3a78e084f --- /dev/null +++ b/_sources/getting_started/index.rst.txt @@ -0,0 +1,15 @@ +.. _gettingstarted: + +==================== +Getting Started +==================== + +The following section of the docs will walk you through Burr and how to integrate into your project: + +.. toctree:: + :maxdepth: 1 + + why-burr + install + simple-example + up-next diff --git a/_sources/getting_started/install.rst.txt b/_sources/getting_started/install.rst.txt new file mode 100644 index 000000000..5095ddadd --- /dev/null +++ b/_sources/getting_started/install.rst.txt @@ -0,0 +1,14 @@ +========== +Installing +========== + +Burr itself requires almost no dependencies. Every "extra"/"plugin" is an additional install target. + +We recommend you start with installing the ``learn`` target -- this has dependencies necessary to track burr through the UI, +along with a fully built server. + +.. code-block:: bash + + pip install burr[start] + +This will give you tools to visualize, track, and interact with the UI. Note, if you're using ``zsh``, you'll need to add quotes around the install target, (``pip install "burr[start]"``). diff --git a/_sources/getting_started/simple-example.rst.txt b/_sources/getting_started/simple-example.rst.txt new file mode 100644 index 000000000..f6ae9ba3b --- /dev/null +++ b/_sources/getting_started/simple-example.rst.txt @@ -0,0 +1,165 @@ +.. _simpleexample: + +================= +Simple Example +================= +This simple example is just to learn the basics of the library. The application we're building is not particularly interesting, +but it will get you powerful. If you want to skip ahead to the cool stuff (chatbots, +ML training, simulations, etc...) feel free to jump into the deep end and start with the :ref:`examples `. + +We will go over enough of the concepts to help you understand the code, but there is a much more in-depth set of +explanations in the :ref:`concepts ` section. + +🤔 For an alternative example to get started with, you can also check out +`this video walkthrough `_ +using `this notebook `_. + +------------------ +Build a Counter +------------------ +We're going to build a counter application. This counter will count to 10 and then stop. + +Let's start by defining some actions, the building-block of Burr. You can think of actions as a function that +computes a result and modifies state. They declare what they read and write. + +Let's define two actions: +1. A counter action that increments the counter +2. A printer action that prints the counter + + +.. code-block:: python + + @action(reads=["counter"], writes=["counter"]) + def count(state: State) -> Tuple[dict, State]: + current = state["counter"] + 1 + result = {"counter": current} + print("counted to ", current) + return result, state.update(**result) # return both the intermediate + + @action(reads=["counter"], writes=[]) + def done(state: State) -> Tuple[dict, State]: + print("Bob's your uncle") + return {}, state + +This is an action that reads the "counter" from the state, increments it by 1, and then writes the new value back to the state. +It returns both the intermediate result (``result``) and the updated state. + +Next, let's put together our application. To do this, we'll use an ``ApplicationBuilder`` + +.. code-block:: python + + from burr.core import ApplicationBuilder, default, expr + app = ( + ApplicationBuilder() + .with_state(counter=0) # initialize the count to zero + .with_actions( + count=count, # add the counter action with the name "counter" + done=done # add the printer action with the name "printer" + ).with_transitions( + ("count", "count", expr("counter < 10")), # Keep counting if the counter is less than 10 + ("count", "done", default) # Otherwise, we're done + ).with_entrypoint("count") # we have to start somewhere + .with_tracker(project="my_first_app") + .build() + ) + + +We can visualize the application (note you need ``burr[graphviz]`` installed): + +.. code-block:: python + + app.visualize("./graph", format="png", include_conditions=True, include_state=True) + +.. image:: ../_static/counter.png + :align: center + +As you can see, we have: + +1. The action ``count`` that reads and writes the ``counter`` state field +2. The action ``done`` that reads the ``counter`` state field +3. A transition from ``count`` to ``count`` if ``counter < 10`` +4. A transition from ``count`` to ``done`` otherwise + +Finally, we can run the application: + +.. code-block:: python + + app.run(halt_after=["printer"]) + +If you want to copy/paste, you can open up the following code block and add to a file called ``run.py``: + +.. collapse:: run.py + + .. code-block:: python + + from typing import Tuple + + from burr.core import ( + action, + State, + ApplicationBuilder, + default, + expr + ) + + + @action(reads=["counter"], writes=["counter"]) + def count(state: State) -> Tuple[dict, State]: + current = state["counter"] + 1 + result = {"counter": current} + print("counted to ", current) + return result, state.update(**result) # return both the intermediate + + + @action(reads=["counter"], writes=[]) + def done(state: State) -> Tuple[dict, State]: + print("Bob's your uncle") + return {}, state + + + if __name__ == '__main__': + app = ( + ApplicationBuilder() + .with_state(counter=0) # initialize the count to zero + .with_actions( + count=count, # add the counter action with the name "counter" + done=done # add the printer action with the name "printer" + ).with_transitions( + ("count", "count", expr("counter < 10")), # Keep counting if the counter is less than 10 + ("count", "done", default) # Otherwise, we're done + ).with_entrypoint("count") # we have to start somewhere + .with_tracker(project="my_first_app") + .build() + ) + app.visualize("./graph", format="png", include_conditions=True, include_state=True) + app.run(halt_after=["done"]) + + +And the output looks exactly as we expect! + +.. code-block:: text + + $ python run.py + + counted to 1 + counted to 2 + counted to 3 + counted to 4 + counted to 5 + counted to 6 + counted to 7 + counted to 8 + counted to 9 + counted to 10 + Bob's your uncle + +Finally, let's open up the UI and see what it looks like (note, that if you have not installed ``burr[learn]`` now is a good time...). + +.. code-block:: bash + + burr + +You'll see the UI pop up with projects. Navigate to `the UI `_ and explore! + +All this to increment? Well, if all you want to do is count to 10, this might not be for you. But we imagine most of you want to do more exciting things +than count to 10... diff --git a/_sources/getting_started/up-next.rst.txt b/_sources/getting_started/up-next.rst.txt new file mode 100644 index 000000000..45fbe2263 --- /dev/null +++ b/_sources/getting_started/up-next.rst.txt @@ -0,0 +1,75 @@ +================= +Next Steps +================= + +You've written your own burr application in a few lines of code. Nice work! Let's look at some less trivial examples. +All of the following are pre-populated in the UI under ``projects/``. You can start the UI by running: + +.. code-block:: bash + + burr + +Telemetry UI chatbot demo ``demo:chatbot`` +------------------------------------------ + +You'll need the env variable ``OPENAI_API_KEY`` set to your api key for this to work. If you don't +have one, you'll still be able to run it and explore, you just won't be able to chat. + +If you haven't already: + +.. code-block:: bash + + pip install burr[start] + +Then: + +.. code-block:: bash + + burr-demo + +If you've run ``burr`` and have it open on port 7241, just navigate to `demos/chatbot `_. + +Repository Examples +------------------- + +For the next examples you'll need the repository cloned: + +.. code-block:: bash + + git clone https://github.com/dagworks-inc/burr && cd burr + +------------------------------- +Simple Counter ``demo:counter`` +------------------------------- + +.. code-block:: bash + + cd examples/hello-world-counter + python application.py + +------------------------------------------- +Interactive RAG ``demo:conversational-rag`` +------------------------------------------- + +This is a toy interactive RAG example. You'll ask questions in the terminal about information it already has... + +.. code-block:: bash + + cd examples/conversational-rag + pip install -r requirements.txt + python application.py + + +Understanding Concepts +---------------------- + +If you're more comfortable learning through concepts start here. + +Once you're comfortable with the UI, you may want to get a sense of a few of the capabilities +of the Burr library and where you can go to learn more about them: + +- :ref:`Creating custom actions ` and calling out to integrated frameworks +- :ref:`Running applications `, managing their lifeycyle, and inspecting the results +- :ref:`Managing state ` -- persisting, inspecting, and updating +- :ref:`Handling transition between nodes ` and managing the flow of your application +- :ref:`Adding hooks to customize execution ` and integrate with other systems diff --git a/_sources/getting_started/why-burr.rst.txt b/_sources/getting_started/why-burr.rst.txt new file mode 100644 index 000000000..be48ae7c1 --- /dev/null +++ b/_sources/getting_started/why-burr.rst.txt @@ -0,0 +1,50 @@ +================= +Why Burr +================= + +--------------------------------------- +An abstraction to make your life easier +--------------------------------------- + +Why do you need a state machine for your applications? Won't the normal programming constructs suffice? + +Yes, until a point. Let's look at a chatbot as an example. Here's a simple design of something gpt-like: + +#. Accept a prompt from the user +#. Perform some simple checks/validations on that prompt (is it safe/within the terms of service) +#. If (2) then decide the mode to which to respond to that prompt from a set of capabilities. Else responds accordingly: + * Generate an image + * Answer a question + * Write some code + * ... +#. Query the appropriate model with the prompt, formatted as expected + * On failure, present an error message + * On success, present the response to the user +#. Await a new prompt, GOTO (1) + +Visually, we might have an implementation/spec that looks like this: + +.. image:: ../_static/demo_graph.png + :align: center + + +While this involves multiple API calls, error-handling, etc... it is definitely possible to get a prototype +that looks slick out without too much abstraction. + +Now, let's get this to production. We need to: + +#. Add monitoring to figure out if/why any of our API calls return strange results +#. Understand the decisions made by the application -- E.G. why it chose certain modes, why it formatted a response correctly. This involves: + * Tracking all the prompts/responses + * Going back in time to examine the state of the application at a given point +#. Debug it in a local mode, step-by-step, using the state we observed in production +#. Add new capabilities to the application +#. Monitor the performance of the application -- which steps/decisions are taking the longest? +#. Monitor the cost of running the application -- how many tokens are we accepting from/delivering to the user. +#. Save the state out to some external store so you can restart the conversation from where you left off + +And this is the tip of the iceberg -- chatbots (and all stateful applications) get really complicated, really quickly. + +Burr is designed to unlock the capabilities above and more -- decomposing your application into functions that manipulate state +and transition, with hooks that allow you to customize any part of the application. It is a platform on top of which you can build any of the +production requirements above, and comes with many of them out of the box! diff --git a/_sources/index.rst.txt b/_sources/index.rst.txt new file mode 100644 index 000000000..aee4f31a4 --- /dev/null +++ b/_sources/index.rst.txt @@ -0,0 +1,45 @@ +.. include:: main.rst + +.. toctree:: + :maxdepth: 2 + :hidden: + :caption: User guide: + + getting_started/index + concepts/index + +.. toctree:: + :hidden: + :maxdepth: 2 + :caption: Examples: + + examples/index + +.. toctree:: + :hidden: + :caption: Community + + Discord Server + +.. toctree:: + :hidden: + :maxdepth: 2 + :caption: Reference: + + reference/index + +.. toctree:: + :hidden: + :maxdepth: 2 + :caption: Contributing: + + contributing/index + +.. toctree:: + :hidden: + :caption: EXTERNAL RESOURCES + + GitHub + Burr Cloud + Blog + Twitter diff --git a/_sources/main.rst.txt b/_sources/main.rst.txt new file mode 100644 index 000000000..82ae8dce8 --- /dev/null +++ b/_sources/main.rst.txt @@ -0,0 +1,27 @@ +============== +Burr +============== + +Welcome to Burr's documentation. + +For a quick overview of Burr, watch `this walkthrough `_ +or read `our blog post `_. The following video is +a longer demo of building a simple chatbot application with Burr using `this notebook `_: + +.. raw:: html + +
+ +For more details about how Burr works, what problems it solves, and how to use it, read on! + +You'll find this documentation separated into three sections. + +- If you don't know where to start, go to :ref:`getting started `. +- If you're looking to build a mental model/read more, go to :ref:`concepts `. +- If you're looking for a specific piece of information, go to :ref:`reference `. + +We also ask that you: + +- Report any bugs, issues, or feature requests via `GitHub Issues `_ or \ + `GitHub Discussions `_. +- Give us a star on `GitHub `_ if you like the project! diff --git a/_sources/reference/actions.rst.txt b/_sources/reference/actions.rst.txt new file mode 100644 index 000000000..8afeea465 --- /dev/null +++ b/_sources/reference/actions.rst.txt @@ -0,0 +1,42 @@ +================= +Actions +================= + +.. _actionref: + +.. autoclass:: burr.core.action.Action + :members: + :inherited-members: + :show-inheritance: + + .. automethod:: __init__ + +.. autoclass:: burr.core.action.Result + :members: + + .. automethod:: __init__ + + +.. autoclass:: burr.core.action.Input + :members: + + .. automethod:: __init__ + +.. autodecorator:: burr.core.action.action +.. autofunction:: burr.core.action.bind + + +.. autoclass:: burr.core.action.Function + :members: + +.. autoclass:: burr.core.action.Reducer + :members: + +.. autoclass:: burr.core.action.StreamingResultContainer + :members: + +.. autoclass:: burr.core.action.streaming_action + :members: + +.. autoclass:: burr.core.action.StreamingAction + :members: diff --git a/_sources/reference/application.rst.txt b/_sources/reference/application.rst.txt new file mode 100644 index 000000000..21aa7399a --- /dev/null +++ b/_sources/reference/application.rst.txt @@ -0,0 +1,20 @@ +================= +Applications +================= + +Use this to build and manage a state Machine. You should only ever instantiate the ``ApplicationBuilder`` class, +and not the ``Application`` class directly. + + +.. autoclass:: burr.core.application.ApplicationBuilder + :members: + +.. _applicationref: + +.. autoclass:: burr.core.application.Application + :members: + + .. automethod:: __init__ + +.. autoclass:: burr.core.application.ApplicationGraph + :members: diff --git a/_sources/reference/conditions.rst.txt b/_sources/reference/conditions.rst.txt new file mode 100644 index 000000000..2f8b797fe --- /dev/null +++ b/_sources/reference/conditions.rst.txt @@ -0,0 +1,13 @@ +======================= +Conditions/Transitions +======================= + +.. _transitionref: + +Conditions represent choices to move between actions -- these are read by the application builder when executing the graph. +Note that these will always be specified in order -- the first condition that evaluates to ``True`` will be the selected action. + +.. autoclass:: burr.core.action.Condition + :members: + + .. automethod:: __init__ diff --git a/_sources/reference/index.rst.txt b/_sources/reference/index.rst.txt new file mode 100644 index 000000000..b1e20464a --- /dev/null +++ b/_sources/reference/index.rst.txt @@ -0,0 +1,23 @@ +.. _reference: + +======================== +Reference Documentation +======================== + +Reference documentation. Anything in here is part of the public (semantically versioned) API, unless marked otherwise. +That means that if you find something not in here, it's not part of the public API and may change without notice. If you +need functionality that is not publicly exposed, please open an issue and we can discuss adding it! + +.. toctree:: + :maxdepth: 2 + + application + actions + state + persister + conditions + tracking + visibility + lifecycle + integrations/index + telemetry diff --git a/_sources/reference/integrations/hamilton.rst.txt b/_sources/reference/integrations/hamilton.rst.txt new file mode 100644 index 000000000..5bf84a082 --- /dev/null +++ b/_sources/reference/integrations/hamilton.rst.txt @@ -0,0 +1,15 @@ +======================= +Hamilton +======================= + +Full Hamilton integration. Touch-points are custom Hamilton actions. This is installed by default. + +.. autofunction:: burr.integrations.hamilton.Hamilton + +.. autofunction:: burr.integrations.hamilton.from_state + +.. autofunction:: burr.integrations.hamilton.from_value + +.. autofunction:: burr.integrations.hamilton.update_state + +.. autofunction:: burr.integrations.hamilton.append_state diff --git a/_sources/reference/integrations/index.rst.txt b/_sources/reference/integrations/index.rst.txt new file mode 100644 index 000000000..d84e9b8fd --- /dev/null +++ b/_sources/reference/integrations/index.rst.txt @@ -0,0 +1,11 @@ +================ +Integrations +================ + +Integrations -- we will be adding more + +.. toctree:: + :maxdepth: 2 + + hamilton + streamlit diff --git a/_sources/reference/integrations/streamlit.rst.txt b/_sources/reference/integrations/streamlit.rst.txt new file mode 100644 index 000000000..d24e64171 --- /dev/null +++ b/_sources/reference/integrations/streamlit.rst.txt @@ -0,0 +1,31 @@ +======================= +Streamlit +======================= + +Full Streamlit integration. Tough-points are utility functions. +It is likely this will adapt/change over time, so it is only recommended to use this for debugging/developing. + +Install with pypi: + +.. code-block:: bash + + pip install burr[streamlit] + +.. autoclass:: burr.integrations.streamlit.AppState + :members: + +.. autofunction:: burr.integrations.streamlit.load_state_from_log_file + +.. autofunction:: burr.integrations.streamlit.get_state + +.. autofunction:: burr.integrations.streamlit.update_state + +.. autofunction:: burr.integrations.streamlit.render_state_machine + +.. autofunction:: burr.integrations.streamlit.render_action + +.. autofunction:: burr.integrations.streamlit.render_state_results + +.. autofunction:: burr.integrations.streamlit.set_slider_to_current + +.. autofunction:: burr.integrations.streamlit.render_explorer diff --git a/_sources/reference/lifecycle.rst.txt b/_sources/reference/lifecycle.rst.txt new file mode 100644 index 000000000..6d6c9dfe7 --- /dev/null +++ b/_sources/reference/lifecycle.rst.txt @@ -0,0 +1,46 @@ +================= +Lifecycle API +================= + + +These are the available lifecycle hooks for Burr. Implement these classes +and add instances to the application builder to customize your state machines's execution. + +.. _hooksref: +.. autoclass:: burr.lifecycle.base.PreRunStepHook + :members: + +.. autoclass:: burr.lifecycle.base.PreRunStepHookAsync + :members: + +.. autoclass:: burr.lifecycle.base.PostRunStepHook + :members: + +.. autoclass:: burr.lifecycle.base.PostRunStepHookAsync + :members: + +.. autoclass:: burr.lifecycle.base.PostApplicationCreateHook + :members: + +.. autoclass:: burr.lifecycle.base.PreStartSpanHook + :members: + +.. autoclass:: burr.lifecycle.base.PreStartSpanHookAsync + :members: + +.. autoclass:: burr.lifecycle.base.PostEndSpanHook + :members: + +.. autoclass:: burr.lifecycle.base.PostEndSpanHookAsync + :members: + + +These hooks are available for you to use: + +.. autoclass:: burr.lifecycle.default.StateAndResultsFullLogger + + .. automethod:: __init__ + +.. autoclass:: burr.lifecycle.default.SlowDownHook + + .. automethod:: __init__ diff --git a/_sources/reference/persister.rst.txt b/_sources/reference/persister.rst.txt new file mode 100644 index 000000000..14d1c6eb4 --- /dev/null +++ b/_sources/reference/persister.rst.txt @@ -0,0 +1,59 @@ +================= +State Persistence +================= + +Burr provides a set of tools to make loading and saving state easy. These are functions +that will be used by lifecycle hooks to save and load state. + +If you want to implement your own state persister (to bridge it with a database), you should implement +the ``BaseStatePersister`` interface. + +.. autoclass:: burr.core.persistence.BaseStatePersister + :members: + :show-inheritance: + :inherited-members: + + .. automethod:: __init__ + +Internally, this interface combines the following two interfaces: + +.. autoclass:: burr.core.persistence.BaseStateLoader + :members: + + .. automethod:: __init__ + +.. autoclass:: burr.core.persistence.BaseStateSaver + :members: + :show-inheritance: + :inherited-members: + + .. automethod:: __init__ + + +Supported Implementations +========================= + +.. _persistersref: + +Currently we support the following, although we highly recommend you contribute your own! We will be adding more shortly. + +.. autoclass:: burr.core.persistence.SQLLitePersister + :members: + + .. automethod:: __init__ + + +.. autoclass:: burr.integrations.persisters.postgresql.PostgreSQLPersister + :members: + + .. automethod:: __init__ + + +.. autoclass:: burr.integrations.persisters.b_redis.RedisPersister + :members: + + .. automethod:: __init__ + + +Note that the :py:class:`LocalTrackingClient ` leverages the :py:class:`BaseStateLoader ` to allow loading state, +although it uses different mechanisms to save state (as it tracks more than just state). diff --git a/_sources/reference/state.rst.txt b/_sources/reference/state.rst.txt new file mode 100644 index 000000000..a262a7816 --- /dev/null +++ b/_sources/reference/state.rst.txt @@ -0,0 +1,10 @@ +================= +State +================= + +Use the state API to manipulate the state of the application. + +.. autoclass:: burr.core.state.State + :members: + + .. automethod:: __init__ diff --git a/_sources/reference/telemetry.rst.txt b/_sources/reference/telemetry.rst.txt new file mode 100644 index 000000000..7d7ed8003 --- /dev/null +++ b/_sources/reference/telemetry.rst.txt @@ -0,0 +1,47 @@ +============================== +Usage analytics + data privacy +============================== + +By default, when using Burr, it collects anonymous usage data to help improve Burr and know where to apply development efforts. + +We capture events on the following occasions: + +1. When an application is built +2. When one of the ``execution`` functions is run in ``Application`` +3. When a CLI command is run + +The captured data is limited to: + +- Operating System and Python version +- A persistent UUID to indentify the session, stored in ~/.burr.conf. +- The name of the function/CLI command that was run + +If you're worried, see ``telemetry.py`` for details. + +If you do not wish to participate, one can opt-out with one of the following methods: + +1. Set it to false programmatically in your code before creating a Burr application builder: + +.. code-block:: python + + from burr import telemetry + telemetry.disable_telemetry() + +2. Set the key telemetry_enabled to false in ``~/.burr.conf`` under the DEFAULT section: + +.. code-block:: ini + + [DEFAULT] + telemetry_enabled = False + +3. Set BURR_TELEMETRY_ENABLED=false as an environment variable. Either setting it for your shell session: + +.. code-block:: bash + + export BURR_TELEMETRY_ENABLED=false + +or passing it as part of the run command: + +.. code-block:: bash + + BURR_TELEMETRY_ENABLED=false python NAME_OF_MY_DRIVER.py diff --git a/_sources/reference/tracking.rst.txt b/_sources/reference/tracking.rst.txt new file mode 100644 index 000000000..73c9c4fa7 --- /dev/null +++ b/_sources/reference/tracking.rst.txt @@ -0,0 +1,12 @@ +======== +Tracking +======== + +Reference on the Tracking/Telemetry API. +Rather, you should use this throug/in conjunction with :py:meth:`burr.core.application.ApplicationBuilder.with_tracker`. + + +.. autoclass:: burr.tracking.LocalTrackingClient + :members: + + .. automethod:: __init__ diff --git a/_sources/reference/visibility.rst.txt b/_sources/reference/visibility.rst.txt new file mode 100644 index 000000000..e707ebc2e --- /dev/null +++ b/_sources/reference/visibility.rst.txt @@ -0,0 +1,18 @@ +.. _visibility: + + +====================== +Tracing Inside Actions +====================== + +Tooling for gaining visibility inside actions. You will never instantiate these directly, +they are all injected by the framework. This is purely for reference. + +.. autoclass:: burr.visibility.TracerFactory + :members: + +.. autoclass:: burr.visibility.ActionSpanTracer + :members: + +.. autoclass:: burr.visibility.ActionSpan + :members: diff --git a/_static/basic.css b/_static/basic.css new file mode 100644 index 000000000..30fee9d0f --- /dev/null +++ b/_static/basic.css @@ -0,0 +1,925 @@ +/* + * basic.css + * ~~~~~~~~~ + * + * Sphinx stylesheet -- basic theme. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +/* -- main layout ----------------------------------------------------------- */ + +div.clearer { + clear: both; +} + +div.section::after { + display: block; + content: ''; + clear: left; +} + +/* -- relbar ---------------------------------------------------------------- */ + +div.related { + width: 100%; + font-size: 90%; +} + +div.related h3 { + display: none; +} + +div.related ul { + margin: 0; + padding: 0 0 0 10px; + 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> :first-child { + margin-top: 0px; +} + +th > :last-child, +td > :last-child { + margin-bottom: 0px; +} + +/* -- figures --------------------------------------------------------------- */ + +div.figure, figure { + margin: 0.5em; + padding: 0.5em; +} + +div.figure p.caption, figcaption { + padding: 0.3em; +} + +div.figure p.caption span.caption-number, +figcaption span.caption-number { + font-style: italic; +} + +div.figure p.caption span.caption-text, +figcaption span.caption-text { +} + +/* -- field list styles ----------------------------------------------------- */ + +table.field-list td, table.field-list th { + border: 0 !important; +} + +.field-list ul { + margin: 0; + padding-left: 1em; +} + +.field-list p { + margin: 0; +} + +.field-name { + -moz-hyphens: manual; + -ms-hyphens: manual; + -webkit-hyphens: manual; + hyphens: manual; +} + +/* -- hlist styles ---------------------------------------------------------- */ + +table.hlist { + margin: 1em 0; +} + +table.hlist td { + vertical-align: top; +} + +/* -- object description styles --------------------------------------------- */ + +.sig { + font-family: 'Consolas', 'Menlo', 'DejaVu Sans Mono', 'Bitstream Vera Sans Mono', monospace; +} + +.sig-name, code.descname { + background-color: transparent; + font-weight: bold; +} + +.sig-name { + font-size: 1.1em; +} + +code.descname { + font-size: 1.2em; +} + +.sig-prename, code.descclassname { + background-color: transparent; +} + +.optional { + font-size: 1.3em; +} + +.sig-paren { + font-size: larger; +} + +.sig-param.n { + font-style: italic; +} + +/* C++ specific styling */ + +.sig-inline.c-texpr, +.sig-inline.cpp-texpr { + font-family: unset; +} + +.sig.c .k, .sig.c .kt, +.sig.cpp .k, .sig.cpp .kt { + color: #0033B3; +} + +.sig.c .m, +.sig.cpp .m { + color: #1750EB; +} + +.sig.c .s, .sig.c .sc, +.sig.cpp .s, .sig.cpp .sc { + color: #067D17; +} + + +/* -- other body styles ----------------------------------------------------- */ + +ol.arabic { + list-style: decimal; +} + +ol.loweralpha { + list-style: lower-alpha; +} + +ol.upperalpha { + list-style: upper-alpha; +} + +ol.lowerroman { + list-style: lower-roman; +} + +ol.upperroman { + list-style: upper-roman; +} + +:not(li) > ol > li:first-child > :first-child, +:not(li) > ul > li:first-child > :first-child { + margin-top: 0px; +} + +:not(li) > ol > li:last-child > :last-child, +:not(li) > ul > li:last-child > :last-child { + margin-bottom: 0px; +} + +ol.simple ol p, +ol.simple ul p, +ul.simple ol p, +ul.simple ul p { + margin-top: 0; +} + +ol.simple > li:not(:first-child) > p, +ul.simple > li:not(:first-child) > p { + margin-top: 0; +} + +ol.simple p, +ul.simple p { + margin-bottom: 0; +} + +aside.footnote > span, +div.citation > span { + float: left; +} +aside.footnote > span:last-of-type, +div.citation > span:last-of-type { + padding-right: 0.5em; +} +aside.footnote > p { + margin-left: 2em; +} +div.citation > p { + margin-left: 4em; +} +aside.footnote > p:last-of-type, +div.citation > p:last-of-type { + margin-bottom: 0em; +} +aside.footnote > p:last-of-type:after, +div.citation > p:last-of-type:after { + content: ""; + clear: both; +} + +dl.field-list { + display: grid; + grid-template-columns: fit-content(30%) auto; +} + +dl.field-list > dt { + font-weight: bold; + word-break: break-word; + padding-left: 0.5em; + padding-right: 5px; +} + +dl.field-list > dd { + padding-left: 0.5em; + margin-top: 0em; + margin-left: 0em; + margin-bottom: 0em; +} + +dl { + margin-bottom: 15px; +} + +dd > :first-child { + margin-top: 0px; +} + +dd ul, dd table { + margin-bottom: 10px; +} + +dd { + margin-top: 3px; + margin-bottom: 10px; + margin-left: 30px; +} + +.sig dd { + margin-top: 0px; + margin-bottom: 0px; +} + +.sig dl { + margin-top: 0px; + margin-bottom: 0px; +} + +dl > dd:last-child, +dl > dd:last-child > :last-child { + margin-bottom: 0; +} + +dt:target, span.highlighted { + background-color: #fbe54e; +} + +rect.highlighted { + fill: #fbe54e; +} + +dl.glossary dt { + font-weight: bold; + font-size: 1.1em; +} + +.versionmodified { + font-style: italic; +} + +.system-message { + background-color: #fda; + padding: 5px; + border: 3px solid red; +} + +.footnote:target { + background-color: #ffa; +} + +.line-block { + display: block; + margin-top: 1em; + margin-bottom: 1em; +} + +.line-block .line-block { + margin-top: 0; + margin-bottom: 0; + margin-left: 1.5em; +} + +.guilabel, .menuselection { + font-family: sans-serif; +} + +.accelerator { + text-decoration: underline; +} + +.classifier { + font-style: oblique; +} + +.classifier:before { + font-style: normal; + margin: 0 0.5em; + content: ":"; + display: inline-block; +} + +abbr, acronym { + border-bottom: dotted 1px; + cursor: help; +} + +.translated { + background-color: rgba(207, 255, 207, 0.2) +} + +.untranslated { + background-color: rgba(255, 207, 207, 0.2) +} + +/* -- code displays --------------------------------------------------------- */ + +pre { + overflow: auto; + overflow-y: hidden; /* fixes display issues on Chrome browsers */ +} + +pre, div[class*="highlight-"] { + clear: both; +} + +span.pre { + -moz-hyphens: none; + -ms-hyphens: none; + -webkit-hyphens: none; + hyphens: none; + white-space: nowrap; +} + +div[class*="highlight-"] { + margin: 1em 0; +} + +td.linenos pre { + border: 0; + background-color: transparent; + color: #aaa; +} + +table.highlighttable { + display: block; +} + +table.highlighttable tbody { + display: block; +} + +table.highlighttable tr { + display: flex; +} + +table.highlighttable td { + margin: 0; + padding: 0; +} + +table.highlighttable td.linenos { + padding-right: 0.5em; +} + +table.highlighttable td.code { + flex: 1; + overflow: hidden; +} + +.highlight .hll { + display: block; +} + +div.highlight pre, +table.highlighttable pre { + margin: 0; +} + +div.code-block-caption + div { + margin-top: 0; +} + +div.code-block-caption { + margin-top: 1em; + padding: 2px 5px; + font-size: small; +} + +div.code-block-caption code { + 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* + * Base JavaScript utilities for all Sphinx HTML documentation. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([ + "TEXTAREA", + "INPUT", + "SELECT", + "BUTTON", +]); + +const _ready = (callback) => { + if (document.readyState !== "loading") { + callback(); + } else { + document.addEventListener("DOMContentLoaded", callback); + } +}; + +/** + * Small JavaScript module for the documentation. + */ +const Documentation = { + init: () => { + Documentation.initDomainIndexTable(); + Documentation.initOnKeyListeners(); + }, + + /** + * i18n support + */ + TRANSLATIONS: {}, + PLURAL_EXPR: (n) => (n === 1 ? 0 : 1), + LOCALE: "unknown", + + // gettext and ngettext don't access this so that the functions + // can safely bound to a different name (_ = Documentation.gettext) + gettext: (string) => { + const translated = Documentation.TRANSLATIONS[string]; + switch (typeof translated) { + case "undefined": + return string; // no translation + case "string": + return translated; // translation exists + default: + return translated[0]; // (singular, plural) translation tuple exists + } + }, + + ngettext: (singular, plural, n) => { + const translated = Documentation.TRANSLATIONS[singular]; + if (typeof translated !== "undefined") + return translated[Documentation.PLURAL_EXPR(n)]; + return n === 1 ? singular : plural; + }, + + addTranslations: (catalog) => { + Object.assign(Documentation.TRANSLATIONS, catalog.messages); + Documentation.PLURAL_EXPR = new Function( + "n", + `return (${catalog.plural_expr})` + ); + Documentation.LOCALE = catalog.locale; + }, + + /** + * helper function to focus on search bar + */ + focusSearchBar: () => { + document.querySelectorAll("input[name=q]")[0]?.focus(); + }, + + /** + * Initialise the domain index toggle buttons + */ + initDomainIndexTable: () => { + const toggler = (el) => { + const idNumber = el.id.substr(7); + const toggledRows = document.querySelectorAll(`tr.cg-${idNumber}`); + if (el.src.substr(-9) === "minus.png") { + el.src = `${el.src.substr(0, el.src.length - 9)}plus.png`; + toggledRows.forEach((el) => (el.style.display = "none")); + } else { + el.src = `${el.src.substr(0, el.src.length - 8)}minus.png`; + toggledRows.forEach((el) => (el.style.display = "")); + } + }; + + const togglerElements = document.querySelectorAll("img.toggler"); + togglerElements.forEach((el) => + el.addEventListener("click", (event) => toggler(event.currentTarget)) + ); + togglerElements.forEach((el) => (el.style.display = "")); + if (DOCUMENTATION_OPTIONS.COLLAPSE_INDEX) togglerElements.forEach(toggler); + }, + + initOnKeyListeners: () => { + // only install a listener if it is really needed + if ( + !DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS && + !DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS + ) + return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.altKey || event.ctrlKey || event.metaKey) return; + + if (!event.shiftKey) { + switch (event.key) { + case "ArrowLeft": + if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; + + const prevLink = document.querySelector('link[rel="prev"]'); + if (prevLink && prevLink.href) { + window.location.href = prevLink.href; + event.preventDefault(); + } + break; + case "ArrowRight": + if (!DOCUMENTATION_OPTIONS.NAVIGATION_WITH_KEYS) break; + + const nextLink = document.querySelector('link[rel="next"]'); + if (nextLink && nextLink.href) { + window.location.href = nextLink.href; + event.preventDefault(); + } + break; + } + } + + // some keyboard layouts may need Shift to get / + switch (event.key) { + case "/": + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) break; + Documentation.focusSearchBar(); + event.preventDefault(); + } + }); + }, +}; + +// quick alias for translations +const _ = Documentation.gettext; + +_ready(Documentation.init); diff --git a/_static/documentation_options.js b/_static/documentation_options.js new file mode 100644 index 000000000..87fc516a4 --- /dev/null +++ b/_static/documentation_options.js @@ -0,0 +1,13 @@ +const DOCUMENTATION_OPTIONS = { + VERSION: '', + LANGUAGE: 'en', + COLLAPSE_INDEX: false, + BUILDER: 'dirhtml', + FILE_SUFFIX: '.html', + LINK_SUFFIX: '.html', + HAS_SOURCE: true, + SOURCELINK_SUFFIX: '.txt', + NAVIGATION_WITH_KEYS: false, + SHOW_SEARCH_SUMMARY: true, + ENABLE_SEARCH_SHORTCUTS: true, +}; \ No newline at end of file diff --git a/_static/file.png b/_static/file.png new file mode 100644 index 0000000000000000000000000000000000000000..a858a410e4faa62ce324d814e4b816fff83a6fb3 GIT binary patch literal 286 zcmV+(0pb3MP)s`hMrGg#P~ix$^RISR_I47Y|r1 z_CyJOe}D1){SET-^Amu_i71Lt6eYfZjRyw@I6OQAIXXHDfiX^GbOlHe=Ae4>0m)d(f|Me07*qoM6N<$f}vM^LjV8( literal 0 HcmV?d00001 diff --git a/_static/language_data.js b/_static/language_data.js new file mode 100644 index 000000000..250f5665f --- /dev/null +++ b/_static/language_data.js @@ -0,0 +1,199 @@ +/* + * language_data.js + * ~~~~~~~~~~~~~~~~ + * + * This script contains the language-specific data used by searchtools.js, + * namely the list of stopwords, stemmer, scorer and splitter. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ + +var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"]; + + +/* Non-minified version is copied as a separate JS file, is available */ + +/** + * Porter Stemmer + */ +var Stemmer = function() { + + var step2list = { + ational: 'ate', + tional: 'tion', + enci: 'ence', + anci: 'ance', + izer: 'ize', + bli: 'ble', + alli: 'al', + entli: 'ent', + eli: 'e', + ousli: 'ous', + ization: 'ize', + ation: 'ate', + ator: 'ate', + alism: 'al', + iveness: 'ive', + fulness: 'ful', + ousness: 'ous', + aliti: 'al', + iviti: 'ive', + biliti: 'ble', + logi: 'log' + }; + + var step3list = { + icate: 'ic', + ative: '', + alize: 'al', + iciti: 'ic', + ical: 'ic', + ful: '', + ness: '' + }; + + var c = "[^aeiou]"; // consonant + var v = "[aeiouy]"; // vowel + var C = c + "[^aeiouy]*"; // consonant sequence + var V = v + "[aeiou]*"; // vowel sequence + + var mgr0 = "^(" + C + ")?" + V + C; // [C]VC... is m>0 + var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$"; // [C]VC[V] is m=1 + var mgr1 = "^(" + C + ")?" + V + C + V + C; // [C]VCVC... is m>1 + var s_v = "^(" + C + ")?" + v; // vowel in stem + + this.stemWord = function (w) { + var stem; + var suffix; + var firstch; + var origword = w; + + if (w.length < 3) + return w; + + var re; + var re2; + var re3; + var re4; + + firstch = w.substr(0,1); + if (firstch == "y") + w = firstch.toUpperCase() + w.substr(1); + + // Step 1a + re = /^(.+?)(ss|i)es$/; + re2 = /^(.+?)([^s])s$/; + + if (re.test(w)) + w = w.replace(re,"$1$2"); + else if (re2.test(w)) + w = w.replace(re2,"$1$2"); + + // Step 1b + re = /^(.+?)eed$/; + re2 = /^(.+?)(ed|ing)$/; + if (re.test(w)) { + var fp = re.exec(w); + re = new RegExp(mgr0); + if (re.test(fp[1])) { + re = /.$/; + w = w.replace(re,""); + } + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1]; + re2 = new RegExp(s_v); + if (re2.test(stem)) { + w = stem; + re2 = /(at|bl|iz)$/; + re3 = new RegExp("([^aeiouylsz])\\1$"); + re4 = new RegExp("^" + C + v + "[^aeiouwxy]$"); + if (re2.test(w)) + w = w + "e"; + else if (re3.test(w)) { + re = /.$/; + w = w.replace(re,""); + } + else if (re4.test(w)) + w = w + "e"; + } + } + + // Step 1c + re = /^(.+?)y$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(s_v); + if (re.test(stem)) + w = stem + "i"; + } + + // Step 2 + re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step2list[suffix]; + } + + // Step 3 + re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + suffix = fp[2]; + re = new RegExp(mgr0); + if (re.test(stem)) + w = stem + step3list[suffix]; + } + + // Step 4 + re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/; + re2 = /^(.+?)(s|t)(ion)$/; + if (re.test(w)) { + var fp = re.exec(w); + stem = fp[1]; + re = new RegExp(mgr1); + if (re.test(stem)) + w = stem; + } + else if (re2.test(w)) { + var fp = re2.exec(w); + stem = fp[1] + fp[2]; + re2 = new RegExp(mgr1); + if (re2.test(stem)) + w = stem; + } + + // Step 5 + re = /^(.+?)e$/; + if (re.test(w)) { + var fp = re.exec(w); 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false,\n nestedClass: \"active\",\n\n // Offset & reflow\n offset: 0,\n reflow: false,\n\n // Event support\n events: true,\n };\n\n //\n // Methods\n //\n\n /**\n * Merge two or more objects together.\n * @param {Object} objects The objects to merge together\n * @returns {Object} Merged values of defaults and options\n */\n var extend = function () {\n var merged = {};\n Array.prototype.forEach.call(arguments, function (obj) {\n for (var key in obj) {\n if (!obj.hasOwnProperty(key)) return;\n merged[key] = obj[key];\n }\n });\n return merged;\n };\n\n /**\n * Emit a custom event\n * @param {String} type The event type\n * @param {Node} elem The element to attach the event to\n * @param {Object} detail Any details to pass along with the event\n */\n var emitEvent = function (type, elem, detail) {\n // Make sure events are enabled\n if (!detail.settings.events) return;\n\n // Create a new event\n var event = new CustomEvent(type, {\n bubbles: true,\n cancelable: true,\n detail: detail,\n });\n\n // Dispatch the event\n elem.dispatchEvent(event);\n };\n\n /**\n * Get an element's distance from the top of the Document.\n * @param {Node} elem The element\n * @return {Number} Distance from the top in pixels\n */\n var getOffsetTop = function (elem) {\n var location = 0;\n if (elem.offsetParent) {\n while (elem) {\n location += elem.offsetTop;\n elem = elem.offsetParent;\n }\n }\n return location >= 0 ? location : 0;\n };\n\n /**\n * Sort content from first to last in the DOM\n * @param {Array} contents The content areas\n */\n var sortContents = function (contents) {\n if (contents) {\n contents.sort(function (item1, item2) {\n var offset1 = getOffsetTop(item1.content);\n var offset2 = getOffsetTop(item2.content);\n if (offset1 < offset2) return -1;\n return 1;\n });\n }\n };\n\n /**\n * Get the offset to use for calculating position\n * @param {Object} settings The settings for this instantiation\n * @return {Float} The number of pixels to offset the calculations\n */\n var getOffset = function (settings) {\n // if the offset is a function run it\n if (typeof settings.offset === \"function\") {\n return parseFloat(settings.offset());\n }\n\n // Otherwise, return it as-is\n return parseFloat(settings.offset);\n };\n\n /**\n * Get the document element's height\n * @private\n * @returns {Number}\n */\n var getDocumentHeight = function () {\n return Math.max(\n document.body.scrollHeight,\n document.documentElement.scrollHeight,\n document.body.offsetHeight,\n document.documentElement.offsetHeight,\n document.body.clientHeight,\n document.documentElement.clientHeight,\n );\n };\n\n /**\n * Determine if an element is in view\n * @param {Node} elem The element\n * @param {Object} settings The settings for this instantiation\n * @param {Boolean} bottom If true, check if element is above bottom of viewport instead\n * @return {Boolean} Returns true if element is in the viewport\n */\n var isInView = function (elem, settings, bottom) {\n 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content areas\n * @param {Object} settings The settings for this instantiation\n * @return {Object} The content area and matching navigation link\n */\n var getActive = function (contents, settings) {\n var last = contents[contents.length - 1];\n if (useLastItem(last, settings)) return last;\n for (var i = contents.length - 1; i >= 0; i--) {\n if (isInView(contents[i].content, settings)) return contents[i];\n }\n };\n\n /**\n * Deactivate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var deactivateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested || !nav.parentNode) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Remove the active class\n li.classList.remove(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n deactivateNested(li, settings);\n };\n\n /**\n * Deactivate a nav and content area\n * @param {Object} items The nav item and content to deactivate\n * @param {Object} settings The settings for this instantiation\n */\n var deactivate = function (items, settings) {\n // Make sure there are items to deactivate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Remove the active class from the nav and content\n li.classList.remove(settings.navClass);\n items.content.classList.remove(settings.contentClass);\n\n // Deactivate any parent navs in a nested navigation\n deactivateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeDeactivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Activate parent navs in a nested navigation\n * @param {Node} nav The starting navigation element\n * @param {Object} settings The settings for this instantiation\n */\n var activateNested = function (nav, settings) {\n // If nesting isn't activated, bail\n if (!settings.nested) return;\n\n // Get the parent navigation\n var li = nav.parentNode.closest(\"li\");\n if (!li) return;\n\n // Add the active class\n li.classList.add(settings.nestedClass);\n\n // Apply recursively to any parent navigation elements\n activateNested(li, settings);\n };\n\n /**\n * Activate a nav and content area\n * @param {Object} items The nav item and content to activate\n * @param {Object} settings The settings for this instantiation\n */\n var activate = function (items, settings) {\n // Make sure there are items to activate\n if (!items) return;\n\n // Get the parent list item\n var li = items.nav.closest(\"li\");\n if (!li) return;\n\n // Add the active class to the nav and content\n li.classList.add(settings.navClass);\n items.content.classList.add(settings.contentClass);\n\n // Activate any parent navs in a nested navigation\n activateNested(li, settings);\n\n // Emit a custom event\n emitEvent(\"gumshoeActivate\", li, {\n link: items.nav,\n content: items.content,\n settings: settings,\n });\n };\n\n /**\n * Create the Constructor object\n * @param {String} selector The selector to use for navigation items\n * @param {Object} options User options and settings\n */\n var Constructor = function (selector, options) {\n //\n // Variables\n //\n\n var publicAPIs = {};\n var navItems, contents, current, timeout, settings;\n\n //\n // Methods\n //\n\n /**\n * Set variables from DOM elements\n */\n publicAPIs.setup = function () {\n // Get all nav items\n navItems = document.querySelectorAll(selector);\n\n // Create contents array\n contents = [];\n\n // Loop through each item, get it's matching content, and push to the array\n Array.prototype.forEach.call(navItems, function (item) {\n // Get the content for the nav item\n var content = document.getElementById(\n decodeURIComponent(item.hash.substr(1)),\n );\n if (!content) return;\n\n // Push to the contents array\n 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\ No newline at end of file diff --git a/_static/searchtools.js b/_static/searchtools.js new file mode 100644 index 000000000..7918c3fab --- /dev/null +++ b/_static/searchtools.js @@ -0,0 +1,574 @@ +/* + * searchtools.js + * ~~~~~~~~~~~~~~~~ + * + * Sphinx JavaScript utilities for the full-text search. + * + * :copyright: Copyright 2007-2023 by the Sphinx team, see AUTHORS. + * :license: BSD, see LICENSE for details. + * + */ +"use strict"; + +/** + * Simple result scoring code. + */ +if (typeof Scorer === "undefined") { + var Scorer = { + // Implement the following function to further tweak the score for each result + // The function takes a result array [docname, title, anchor, descr, score, filename] + // and returns the new score. + /* + score: result => { + const [docname, title, anchor, descr, score, filename] = result + return score + }, + */ + + // query matches the full name of an object + objNameMatch: 11, + // or matches in the last dotted part of the object name + objPartialMatch: 6, + // Additive scores depending on the priority of the object + objPrio: { + 0: 15, // used to be importantResults + 1: 5, // used to be objectResults + 2: -5, // used to be unimportantResults + }, + // Used when the priority is not in the mapping. + objPrioDefault: 0, + + // query found in title + title: 15, + partialTitle: 7, + // query found in terms + term: 5, + partialTerm: 2, + }; +} + +const _removeChildren = (element) => { + while (element && element.lastChild) element.removeChild(element.lastChild); +}; + +/** + * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping + */ +const _escapeRegExp = (string) => + string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string + +const _displayItem = (item, searchTerms, highlightTerms) => { + const docBuilder = DOCUMENTATION_OPTIONS.BUILDER; + const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX; + const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX; + const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY; + const contentRoot = document.documentElement.dataset.content_root; + + const [docName, title, anchor, descr, score, _filename] = item; + + let listItem = document.createElement("li"); + let requestUrl; + let linkUrl; + if (docBuilder === "dirhtml") { + // dirhtml builder + let dirname = docName + "/"; + if (dirname.match(/\/index\/$/)) + dirname = dirname.substring(0, dirname.length - 6); + else if (dirname === "index/") dirname = ""; + requestUrl = contentRoot + dirname; + linkUrl = requestUrl; + } else { + // normal html builders + requestUrl = contentRoot + docName + docFileSuffix; + linkUrl = docName + docLinkSuffix; + } + let linkEl = listItem.appendChild(document.createElement("a")); + linkEl.href = linkUrl + anchor; + linkEl.dataset.score = score; + linkEl.innerHTML = title; + if (descr) { + listItem.appendChild(document.createElement("span")).innerHTML = + " (" + descr + ")"; + // highlight search terms in the description + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + } + else if (showSearchSummary) + fetch(requestUrl) + .then((responseData) => responseData.text()) + .then((data) => { + if (data) + listItem.appendChild( + Search.makeSearchSummary(data, searchTerms) + ); + // highlight search terms in the summary + if (SPHINX_HIGHLIGHT_ENABLED) // set in sphinx_highlight.js + highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted")); + }); + Search.output.appendChild(listItem); +}; +const _finishSearch = (resultCount) => { + Search.stopPulse(); + Search.title.innerText = _("Search Results"); + if (!resultCount) + Search.status.innerText = Documentation.gettext( + "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories." + ); + else + Search.status.innerText = _( + `Search finished, found ${resultCount} page(s) matching the search query.` + ); +}; +const _displayNextItem = ( + results, + resultCount, + searchTerms, + highlightTerms, +) => { + // results left, load the summary and display it + // this is intended to be dynamic (don't sub resultsCount) + if (results.length) { + _displayItem(results.pop(), searchTerms, highlightTerms); + setTimeout( + () => _displayNextItem(results, resultCount, searchTerms, highlightTerms), + 5 + ); + } + // search finished, update title and status message + else _finishSearch(resultCount); +}; + +/** + * Default splitQuery function. Can be overridden in ``sphinx.search`` with a + * custom function per language. + * + * The regular expression works by splitting the string on consecutive characters + * that are not Unicode letters, numbers, underscores, or emoji characters. + * This is the same as ``\W+`` in Python, preserving the surrogate pair area. + */ +if (typeof splitQuery === "undefined") { + var splitQuery = (query) => query + .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu) + .filter(term => term) // remove remaining empty strings +} + +/** + * Search Module + */ +const Search = { + _index: null, + _queued_query: null, + _pulse_status: -1, + + htmlToText: (htmlString) => { + const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html'); + htmlElement.querySelectorAll(".headerlink").forEach((el) => { el.remove() }); + const docContent = htmlElement.querySelector('[role="main"]'); + if (docContent !== undefined) return docContent.textContent; + console.warn( + "Content block not found. Sphinx search tries to obtain it via '[role=main]'. Could you check your theme or template." + ); + return ""; + }, + + init: () => { + const query = new URLSearchParams(window.location.search).get("q"); + document + .querySelectorAll('input[name="q"]') + .forEach((el) => (el.value = query)); + if (query) Search.performSearch(query); + }, + + loadIndex: (url) => + (document.body.appendChild(document.createElement("script")).src = url), + + setIndex: (index) => { + Search._index = index; + if (Search._queued_query !== null) { + const query = Search._queued_query; + Search._queued_query = null; + Search.query(query); + } + }, + + hasIndex: () => Search._index !== null, + + deferQuery: (query) => (Search._queued_query = query), + + stopPulse: () => (Search._pulse_status = -1), + + startPulse: () => { + if (Search._pulse_status >= 0) return; + + const pulse = () => { + Search._pulse_status = (Search._pulse_status + 1) % 4; + Search.dots.innerText = ".".repeat(Search._pulse_status); + if (Search._pulse_status >= 0) window.setTimeout(pulse, 500); + }; + pulse(); + }, + + /** + * perform a search for something (or wait until index is loaded) + */ + performSearch: (query) => { + // create the required interface elements + const searchText = document.createElement("h2"); + searchText.textContent = _("Searching"); + const searchSummary = document.createElement("p"); + searchSummary.classList.add("search-summary"); + searchSummary.innerText = ""; + const searchList = document.createElement("ul"); + searchList.classList.add("search"); + + const out = document.getElementById("search-results"); + Search.title = out.appendChild(searchText); + Search.dots = Search.title.appendChild(document.createElement("span")); + Search.status = out.appendChild(searchSummary); + Search.output = out.appendChild(searchList); + + const searchProgress = document.getElementById("search-progress"); + // Some themes don't use the search progress node + if (searchProgress) { + searchProgress.innerText = _("Preparing search..."); + } + Search.startPulse(); + + // index already loaded, the browser was quick! + if (Search.hasIndex()) Search.query(query); + else Search.deferQuery(query); + }, + + /** + * execute search (requires search index to be loaded) + */ + query: (query) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + const allTitles = Search._index.alltitles; + const indexEntries = Search._index.indexentries; + + // stem the search terms and add them to the correct list + const stemmer = new Stemmer(); + const searchTerms = new Set(); + const excludedTerms = new Set(); + const highlightTerms = new Set(); + const objectTerms = new Set(splitQuery(query.toLowerCase().trim())); + splitQuery(query.trim()).forEach((queryTerm) => { + const queryTermLower = queryTerm.toLowerCase(); + + // maybe skip this "word" + // stopwords array is from language_data.js + if ( + stopwords.indexOf(queryTermLower) !== -1 || + queryTerm.match(/^\d+$/) + ) + return; + + // stem the word + let word = stemmer.stemWord(queryTermLower); + // select the correct list + if (word[0] === "-") excludedTerms.add(word.substr(1)); + else { + searchTerms.add(word); + highlightTerms.add(queryTermLower); + } + }); + + if (SPHINX_HIGHLIGHT_ENABLED) { // set in sphinx_highlight.js + localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" ")) + } + + // console.debug("SEARCH: searching for:"); + // console.info("required: ", [...searchTerms]); + // console.info("excluded: ", [...excludedTerms]); + + // array of [docname, title, anchor, descr, score, filename] + let results = []; + _removeChildren(document.getElementById("search-progress")); + + const queryLower = query.toLowerCase(); + for (const [title, foundTitles] of Object.entries(allTitles)) { + if (title.toLowerCase().includes(queryLower) && (queryLower.length >= title.length/2)) { + for (const [file, id] of foundTitles) { + let score = Math.round(100 * queryLower.length / title.length) + results.push([ + docNames[file], + titles[file] !== title ? `${titles[file]} > ${title}` : title, + id !== null ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // search for explicit entries in index directives + for (const [entry, foundEntries] of Object.entries(indexEntries)) { + if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) { + for (const [file, id] of foundEntries) { + let score = Math.round(100 * queryLower.length / entry.length) + results.push([ + docNames[file], + titles[file], + id ? "#" + id : "", + null, + score, + filenames[file], + ]); + } + } + } + + // lookup as object + objectTerms.forEach((term) => + results.push(...Search.performObjectSearch(term, objectTerms)) + ); + + // lookup as search terms in fulltext + results.push(...Search.performTermsSearch(searchTerms, excludedTerms)); + + // let the scorer override scores with a custom scoring function + if (Scorer.score) results.forEach((item) => (item[4] = Scorer.score(item))); + + // now sort the results by score (in opposite order of appearance, since the + // display function below uses pop() to retrieve items) and then + // alphabetically + results.sort((a, b) => { + const leftScore = a[4]; + const rightScore = b[4]; + if (leftScore === rightScore) { + // same score: sort alphabetically + const leftTitle = a[1].toLowerCase(); + const rightTitle = b[1].toLowerCase(); + if (leftTitle === rightTitle) return 0; + return leftTitle > rightTitle ? -1 : 1; // inverted is intentional + } + return leftScore > rightScore ? 1 : -1; + }); + + // remove duplicate search results + // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept + let seen = new Set(); + results = results.reverse().reduce((acc, result) => { + let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(','); + if (!seen.has(resultStr)) { + acc.push(result); + seen.add(resultStr); + } + return acc; + }, []); + + results = results.reverse(); + + // for debugging + //Search.lastresults = results.slice(); // a copy + // console.info("search results:", Search.lastresults); + + // print the results + _displayNextItem(results, results.length, searchTerms, highlightTerms); + }, + + /** + * search for object names + */ + performObjectSearch: (object, objectTerms) => { + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const objects = Search._index.objects; + const objNames = Search._index.objnames; + const titles = Search._index.titles; + + const results = []; + + const objectSearchCallback = (prefix, match) => { + const name = match[4] + const fullname = (prefix ? prefix + "." : "") + name; + const fullnameLower = fullname.toLowerCase(); + if (fullnameLower.indexOf(object) < 0) return; + + let score = 0; + const parts = fullnameLower.split("."); + + // check for different match types: exact matches of full name or + // "last name" (i.e. last dotted part) + if (fullnameLower === object || parts.slice(-1)[0] === object) + score += Scorer.objNameMatch; + else if (parts.slice(-1)[0].indexOf(object) > -1) + score += Scorer.objPartialMatch; // matches in last name + + const objName = objNames[match[1]][2]; + const title = titles[match[0]]; + + // If more than one term searched for, we require other words to be + // found in the name/title/description + const otherTerms = new Set(objectTerms); + otherTerms.delete(object); + if (otherTerms.size > 0) { + const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase(); + if ( + [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0) + ) + return; + } + + let anchor = match[3]; + if (anchor === "") anchor = fullname; + else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname; + + const descr = objName + _(", in ") + title; + + // add custom score for some objects according to scorer + if (Scorer.objPrio.hasOwnProperty(match[2])) + score += Scorer.objPrio[match[2]]; + else score += Scorer.objPrioDefault; + + results.push([ + docNames[match[0]], + fullname, + "#" + anchor, + descr, + score, + filenames[match[0]], + ]); + }; + Object.keys(objects).forEach((prefix) => + objects[prefix].forEach((array) => + objectSearchCallback(prefix, array) + ) + ); + return results; + }, + + /** + * search for full-text terms in the index + */ + performTermsSearch: (searchTerms, excludedTerms) => { + // prepare search + const terms = Search._index.terms; + const titleTerms = Search._index.titleterms; + const filenames = Search._index.filenames; + const docNames = Search._index.docnames; + const titles = Search._index.titles; + + const scoreMap = new Map(); + const fileMap = new Map(); + + // perform the search on the required terms + searchTerms.forEach((word) => { + const files = []; + const arr = [ + { files: terms[word], score: Scorer.term }, + { files: titleTerms[word], score: Scorer.title }, + ]; + // add support for partial matches + if (word.length > 2) { + const escapedWord = _escapeRegExp(word); + Object.keys(terms).forEach((term) => { + if (term.match(escapedWord) && !terms[word]) + arr.push({ files: terms[term], score: Scorer.partialTerm }); + }); + Object.keys(titleTerms).forEach((term) => { + if (term.match(escapedWord) && !titleTerms[word]) + arr.push({ files: titleTerms[word], score: Scorer.partialTitle }); + }); + } + + // no match but word was a required one + if (arr.every((record) => record.files === undefined)) return; + + // found search word in contents + arr.forEach((record) => { + if (record.files === undefined) return; + + let recordFiles = record.files; + if (recordFiles.length === undefined) recordFiles = [recordFiles]; + files.push(...recordFiles); + + // set score for the word in each file + recordFiles.forEach((file) => { + if (!scoreMap.has(file)) scoreMap.set(file, {}); + scoreMap.get(file)[word] = record.score; + }); + }); + + // create the mapping + files.forEach((file) => { + if (fileMap.has(file) && fileMap.get(file).indexOf(word) === -1) + fileMap.get(file).push(word); + else fileMap.set(file, [word]); + }); + }); + + // now check if the files don't contain excluded terms + const results = []; + for (const [file, wordList] of fileMap) { + // check if all requirements are matched + + // as search terms with length < 3 are discarded + const filteredTermCount = [...searchTerms].filter( + (term) => term.length > 2 + ).length; + if ( + wordList.length !== searchTerms.size && + wordList.length !== filteredTermCount + ) + continue; + + // ensure that none of the excluded terms is in the search result + if ( + [...excludedTerms].some( + (term) => + terms[term] === file || + titleTerms[term] === file || + (terms[term] || []).includes(file) || + (titleTerms[term] || []).includes(file) + ) + ) + break; + + // select one (max) score for the file. + const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w])); + // add result to the result list + results.push([ + docNames[file], + titles[file], + "", + null, + score, + filenames[file], + ]); + } + return results; + }, + + /** + * helper function to return a node containing the + * search summary for a given text. keywords is a list + * of stemmed words. + */ + makeSearchSummary: (htmlText, keywords) => { + const text = Search.htmlToText(htmlText); + if (text === "") return null; + + const textLower = text.toLowerCase(); + const actualStartPosition = [...keywords] + .map((k) => textLower.indexOf(k.toLowerCase())) + .filter((i) => i > -1) + .slice(-1)[0]; + const startWithContext = Math.max(actualStartPosition - 120, 0); + + const top = startWithContext === 0 ? "" : "..."; + const tail = startWithContext + 240 < text.length ? "..." : ""; + + let summary = document.createElement("p"); + summary.classList.add("context"); + summary.textContent = top + text.substr(startWithContext, 240).trim() + tail; + + return summary; + }, +}; + +_ready(Search.init); diff --git a/_static/skeleton.css b/_static/skeleton.css new file mode 100644 index 000000000..467c878c6 --- /dev/null +++ b/_static/skeleton.css @@ -0,0 +1,296 @@ +/* Some sane resets. */ +html { + height: 100%; +} + +body { + margin: 0; + min-height: 100%; +} + +/* All the flexbox magic! */ +body, +.sb-announcement, +.sb-content, +.sb-main, +.sb-container, +.sb-container__inner, +.sb-article-container, +.sb-footer-content, +.sb-header, +.sb-header-secondary, +.sb-footer { + display: flex; +} + +/* These order things vertically */ +body, +.sb-main, +.sb-article-container { + flex-direction: column; +} + +/* Put elements in the center */ +.sb-header, +.sb-header-secondary, +.sb-container, +.sb-content, +.sb-footer, +.sb-footer-content { + justify-content: center; +} +/* Put elements at the ends */ +.sb-article-container { + justify-content: space-between; +} + +/* These elements grow. */ +.sb-main, +.sb-content, +.sb-container, +article { + flex-grow: 1; +} + +/* Because padding making this wider is not fun */ +article { + box-sizing: border-box; +} + +/* The announcements element should never be wider than the page. */ +.sb-announcement { + max-width: 100%; +} + +.sb-sidebar-primary, +.sb-sidebar-secondary { + flex-shrink: 0; + width: 17rem; +} + +.sb-announcement__inner { + justify-content: center; + + box-sizing: border-box; + height: 3rem; + + overflow-x: auto; + white-space: nowrap; +} + +/* Sidebars, with checkbox-based toggle */ +.sb-sidebar-primary, +.sb-sidebar-secondary { + position: fixed; + height: 100%; + top: 0; +} + +.sb-sidebar-primary { + left: -17rem; + transition: left 250ms ease-in-out; +} +.sb-sidebar-secondary { + right: -17rem; + transition: right 250ms ease-in-out; +} + +.sb-sidebar-toggle { + display: none; +} +.sb-sidebar-overlay { + position: fixed; + top: 0; + width: 0; + height: 0; + + transition: width 0ms ease 250ms, height 0ms ease 250ms, opacity 250ms ease; + + opacity: 0; + background-color: rgba(0, 0, 0, 0.54); +} + +#sb-sidebar-toggle--primary:checked + ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--primary"], +#sb-sidebar-toggle--secondary:checked + ~ .sb-sidebar-overlay[for="sb-sidebar-toggle--secondary"] { + width: 100%; + height: 100%; + opacity: 1; + transition: width 0ms ease, height 0ms ease, opacity 250ms ease; +} + +#sb-sidebar-toggle--primary:checked ~ .sb-container .sb-sidebar-primary { + left: 0; +} +#sb-sidebar-toggle--secondary:checked ~ .sb-container .sb-sidebar-secondary { + right: 0; +} + +/* Full-width mode */ +.drop-secondary-sidebar-for-full-width-content + .hide-when-secondary-sidebar-shown { + display: none !important; +} +.drop-secondary-sidebar-for-full-width-content .sb-sidebar-secondary { + display: none !important; +} + +/* Mobile views */ +.sb-page-width { + width: 100%; +} + +.sb-article-container, +.sb-footer-content__inner, +.drop-secondary-sidebar-for-full-width-content .sb-article, +.drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 100vw; +} + +.sb-article, +.match-content-width { + padding: 0 1rem; + box-sizing: border-box; +} + +@media (min-width: 32rem) { + .sb-article, + .match-content-width { + padding: 0 2rem; + } +} + +/* Tablet views */ +@media (min-width: 42rem) { + .sb-article-container { + width: auto; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 42rem; + } + .sb-article, + .match-content-width { + width: 42rem; + } +} +@media (min-width: 46rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 46rem; + } + .sb-article, + .match-content-width { + width: 46rem; + } +} +@media (min-width: 50rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 50rem; + } + .sb-article, + .match-content-width { + width: 50rem; + } +} + +/* Tablet views */ +@media (min-width: 59rem) { + .sb-sidebar-secondary { + position: static; + } + .hide-when-secondary-sidebar-shown { + display: none !important; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 59rem; + } + .sb-article, + .match-content-width { + width: 42rem; + } +} +@media (min-width: 63rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 63rem; + } + .sb-article, + .match-content-width { + width: 46rem; + } +} +@media (min-width: 67rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 67rem; + } + .sb-article, + .match-content-width { + width: 50rem; + } +} + +/* Desktop views */ +@media (min-width: 76rem) { + .sb-sidebar-primary { + position: static; + } + .hide-when-primary-sidebar-shown { + display: none !important; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 59rem; + } + .sb-article, + .match-content-width { + width: 42rem; + } +} + +/* Full desktop views */ +@media (min-width: 80rem) { + .sb-article, + .match-content-width { + width: 46rem; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 63rem; + } +} + +@media (min-width: 84rem) { + .sb-article, + .match-content-width { + width: 50rem; + } + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 67rem; + } +} + +@media (min-width: 88rem) { + .sb-footer-content__inner, + .drop-secondary-sidebar-for-full-width-content .sb-article, + .drop-secondary-sidebar-for-full-width-content .match-content-width { + width: 67rem; + } + .sb-page-width { + width: 88rem; + } +} diff --git a/_static/sphinx_highlight.js b/_static/sphinx_highlight.js new file mode 100644 index 000000000..8a96c69a1 --- /dev/null +++ b/_static/sphinx_highlight.js @@ -0,0 +1,154 @@ +/* Highlighting utilities for Sphinx HTML documentation. */ +"use strict"; + +const SPHINX_HIGHLIGHT_ENABLED = true + +/** + * highlight a given string on a node by wrapping it in + * span elements with the given class name. + */ +const _highlight = (node, addItems, text, className) => { + if (node.nodeType === Node.TEXT_NODE) { + const val = node.nodeValue; + const parent = node.parentNode; + const pos = val.toLowerCase().indexOf(text); + if ( + pos >= 0 && + !parent.classList.contains(className) && + !parent.classList.contains("nohighlight") + ) { + let span; + + const closestNode = parent.closest("body, svg, foreignObject"); + const isInSVG = closestNode && closestNode.matches("svg"); + if (isInSVG) { + span = document.createElementNS("http://www.w3.org/2000/svg", "tspan"); + } else { + span = document.createElement("span"); + span.classList.add(className); + } + + span.appendChild(document.createTextNode(val.substr(pos, text.length))); + const rest = document.createTextNode(val.substr(pos + text.length)); + parent.insertBefore( + span, + parent.insertBefore( + rest, + node.nextSibling + ) + ); + node.nodeValue = val.substr(0, pos); + /* There may be more occurrences of search term in this node. So call this + * function recursively on the remaining fragment. + */ + _highlight(rest, addItems, text, className); + + if (isInSVG) { + const rect = document.createElementNS( + "http://www.w3.org/2000/svg", + "rect" + ); + const bbox = parent.getBBox(); + rect.x.baseVal.value = bbox.x; + rect.y.baseVal.value = bbox.y; + rect.width.baseVal.value = bbox.width; + rect.height.baseVal.value = bbox.height; + rect.setAttribute("class", className); + addItems.push({ parent: parent, target: rect }); + } + } + } else if (node.matches && !node.matches("button, select, textarea")) { + node.childNodes.forEach((el) => _highlight(el, addItems, text, className)); + } +}; +const _highlightText = (thisNode, text, className) => { + let addItems = []; + _highlight(thisNode, addItems, text, className); + addItems.forEach((obj) => + obj.parent.insertAdjacentElement("beforebegin", obj.target) + ); +}; + +/** + * Small JavaScript module for the documentation. + */ +const SphinxHighlight = { + + /** + * highlight the search words provided in localstorage in the text + */ + highlightSearchWords: () => { + if (!SPHINX_HIGHLIGHT_ENABLED) return; // bail if no highlight + + // get and clear terms from localstorage + const url = new URL(window.location); + const highlight = + localStorage.getItem("sphinx_highlight_terms") + || url.searchParams.get("highlight") + || ""; + localStorage.removeItem("sphinx_highlight_terms") + url.searchParams.delete("highlight"); + window.history.replaceState({}, "", url); + + // get individual terms from highlight string + const terms = highlight.toLowerCase().split(/\s+/).filter(x => x); + if (terms.length === 0) return; // nothing to do + + // There should never be more than one element matching "div.body" + const divBody = document.querySelectorAll("div.body"); + const body = divBody.length ? divBody[0] : document.querySelector("body"); + window.setTimeout(() => { + terms.forEach((term) => _highlightText(body, term, "highlighted")); + }, 10); + + const searchBox = document.getElementById("searchbox"); + if (searchBox === null) return; + searchBox.appendChild( + document + .createRange() + .createContextualFragment( + '

" + ) + ); + }, + + /** + * helper function to hide the search marks again + */ + hideSearchWords: () => { + document + .querySelectorAll("#searchbox .highlight-link") + .forEach((el) => el.remove()); + document + .querySelectorAll("span.highlighted") + .forEach((el) => el.classList.remove("highlighted")); + localStorage.removeItem("sphinx_highlight_terms") + }, + + initEscapeListener: () => { + // only install a listener if it is really needed + if (!DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS) return; + + document.addEventListener("keydown", (event) => { + // bail for input elements + if (BLACKLISTED_KEY_CONTROL_ELEMENTS.has(document.activeElement.tagName)) return; + // bail with special keys + if (event.shiftKey || event.altKey || event.ctrlKey || event.metaKey) return; + if (DOCUMENTATION_OPTIONS.ENABLE_SEARCH_SHORTCUTS && (event.key === "Escape")) { + SphinxHighlight.hideSearchWords(); + event.preventDefault(); + } + }); + }, +}; + +_ready(() => { + /* Do not call highlightSearchWords() when we are on the search page. + * It will highlight words from the *previous* search query. + */ + if (typeof Search === "undefined") SphinxHighlight.highlightSearchWords(); + SphinxHighlight.initEscapeListener(); +}); diff --git a/_static/styles/furo-extensions.css b/_static/styles/furo-extensions.css new file mode 100644 index 000000000..bc447f228 --- /dev/null +++ b/_static/styles/furo-extensions.css @@ -0,0 +1,2 @@ +#furo-sidebar-ad-placement{padding:var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)}#furo-sidebar-ad-placement .ethical-sidebar{background:var(--color-background-secondary);border:none;box-shadow:none}#furo-sidebar-ad-placement .ethical-sidebar:hover{background:var(--color-background-hover)}#furo-sidebar-ad-placement .ethical-sidebar a{color:var(--color-foreground-primary)}#furo-sidebar-ad-placement .ethical-callout 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Correct the color inheritance from `fieldset` elements in IE.\n * 3. Remove the padding so developers are not caught out when they zero out\n * `fieldset` elements in all browsers.\n */\n\nlegend {\n box-sizing: border-box; /* 1 */\n color: inherit; /* 2 */\n display: table; /* 1 */\n max-width: 100%; /* 1 */\n padding: 0; /* 3 */\n white-space: normal; /* 1 */\n}\n\n/**\n * Add the correct vertical alignment in Chrome, Firefox, and Opera.\n */\n\nprogress {\n vertical-align: baseline;\n}\n\n/**\n * Remove the default vertical scrollbar in IE 10+.\n */\n\ntextarea {\n overflow: auto;\n}\n\n/**\n * 1. Add the correct box sizing in IE 10.\n * 2. Remove the padding in IE 10.\n */\n\n[type=\"checkbox\"],\n[type=\"radio\"] {\n box-sizing: border-box; /* 1 */\n padding: 0; /* 2 */\n}\n\n/**\n * Correct the cursor style of increment and decrement buttons in Chrome.\n */\n\n[type=\"number\"]::-webkit-inner-spin-button,\n[type=\"number\"]::-webkit-outer-spin-button {\n height: auto;\n}\n\n/**\n * 1. Correct the odd appearance in Chrome and Safari.\n * 2. Correct the outline style in Safari.\n */\n\n[type=\"search\"] {\n -webkit-appearance: textfield; /* 1 */\n outline-offset: -2px; /* 2 */\n}\n\n/**\n * Remove the inner padding in Chrome and Safari on macOS.\n */\n\n[type=\"search\"]::-webkit-search-decoration {\n -webkit-appearance: none;\n}\n\n/**\n * 1. Correct the inability to style clickable types in iOS and Safari.\n * 2. Change font properties to `inherit` in Safari.\n */\n\n::-webkit-file-upload-button {\n -webkit-appearance: button; /* 1 */\n font: inherit; /* 2 */\n}\n\n/* Interactive\n ========================================================================== */\n\n/*\n * Add the correct display in Edge, IE 10+, and Firefox.\n */\n\ndetails {\n display: block;\n}\n\n/*\n * Add the correct display in all browsers.\n */\n\nsummary {\n display: list-item;\n}\n\n/* Misc\n ========================================================================== */\n\n/**\n * Add the correct display in IE 10+.\n */\n\ntemplate {\n display: none;\n}\n\n/**\n * Add the correct display in IE 10.\n */\n\n[hidden] {\n display: none;\n}\n","// This file contains styles for managing print media.\n\n////////////////////////////////////////////////////////////////////////////////\n// Hide elements not relevant to print media.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Hide icon container.\n .content-icon-container\n display: none !important\n\n // Hide showing header links if hovering over when printing.\n .headerlink\n display: none !important\n\n // Hide mobile header.\n .mobile-header\n display: none !important\n\n // Hide navigation links.\n .related-pages\n display: none !important\n\n////////////////////////////////////////////////////////////////////////////////\n// Tweaks related to decolorization.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n // Apply a border around code which no longer have a color background.\n .highlight\n border: 0.1pt solid var(--color-foreground-border)\n\n////////////////////////////////////////////////////////////////////////////////\n// Avoid page break in some relevant cases.\n////////////////////////////////////////////////////////////////////////////////\n@media print\n ul, ol, dl, a, table, pre, blockquote\n page-break-inside: avoid\n\n h1, h2, h3, h4, h5, h6, img, figure, caption\n page-break-inside: avoid\n page-break-after: avoid\n\n ul, ol, dl\n page-break-before: avoid\n",".visually-hidden\n position: absolute !important\n width: 1px !important\n height: 1px !important\n padding: 0 !important\n margin: -1px !important\n overflow: hidden !important\n clip: rect(0,0,0,0) !important\n white-space: nowrap !important\n border: 0 !important\n\n:-moz-focusring\n outline: auto\n","// This file serves as the \"skeleton\" of the theming logic.\n//\n// This contains the bulk of the logic for handling dark mode, color scheme\n// toggling and the handling of color-scheme-specific hiding of elements.\n\nbody\n @include fonts\n @include spacing\n @include icons\n @include admonitions\n @include default-admonition(#651fff, \"abstract\")\n @include default-topic(#14B8A6, \"pencil\")\n\n @include colors\n\n.only-light\n display: block !important\nhtml body .only-dark\n display: none !important\n\n// Ignore dark-mode hints if print media.\n@media not print\n // Enable dark-mode, if requested.\n body[data-theme=\"dark\"]\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n // Enable dark mode, unless explicitly told to avoid.\n @media (prefers-color-scheme: dark)\n body:not([data-theme=\"light\"])\n @include colors-dark\n\n html & .only-light\n display: none !important\n .only-dark\n display: block !important\n\n//\n// Theme toggle presentation\n//\nbody[data-theme=\"auto\"]\n .theme-toggle svg.theme-icon-when-auto\n display: block\n\nbody[data-theme=\"dark\"]\n .theme-toggle svg.theme-icon-when-dark\n display: block\n\nbody[data-theme=\"light\"]\n .theme-toggle svg.theme-icon-when-light\n display: block\n","// Fonts used by this theme.\n//\n// There are basically two things here -- using the system font stack and\n// defining sizes for various elements in %ages. We could have also used `em`\n// but %age is easier to reason about for me.\n\n@mixin fonts {\n // These are adapted from https://systemfontstack.com/\n --font-stack: -apple-system, BlinkMacSystemFont, Segoe UI, Helvetica, Arial,\n sans-serif, Apple Color Emoji, Segoe UI Emoji;\n --font-stack--monospace: \"SFMono-Regular\", Menlo, Consolas, Monaco,\n Liberation Mono, Lucida Console, monospace;\n\n --font-size--normal: 100%;\n --font-size--small: 87.5%;\n --font-size--small--2: 81.25%;\n --font-size--small--3: 75%;\n --font-size--small--4: 62.5%;\n\n // Sidebar\n --sidebar-caption-font-size: var(--font-size--small--2);\n --sidebar-item-font-size: var(--font-size--small);\n --sidebar-search-input-font-size: var(--font-size--small);\n\n // Table of Contents\n --toc-font-size: var(--font-size--small--3);\n --toc-font-size--mobile: var(--font-size--normal);\n --toc-title-font-size: var(--font-size--small--4);\n\n // Admonitions\n //\n // These aren't defined in terms of %ages, since nesting these is permitted.\n --admonition-font-size: 0.8125rem;\n --admonition-title-font-size: 0.8125rem;\n\n // Code\n --code-font-size: var(--font-size--small--2);\n\n // API\n --api-font-size: var(--font-size--small);\n}\n","// Spacing for various elements on the page\n//\n// If the user wants to tweak things in a certain way, they are permitted to.\n// They also have to deal with the consequences though!\n\n@mixin spacing {\n // Header!\n --header-height: calc(\n var(--sidebar-item-line-height) + 4 * #{var(--sidebar-item-spacing-vertical)}\n );\n --header-padding: 0.5rem;\n\n // Sidebar\n --sidebar-tree-space-above: 1.5rem;\n --sidebar-caption-space-above: 1rem;\n\n --sidebar-item-line-height: 1rem;\n --sidebar-item-spacing-vertical: 0.5rem;\n --sidebar-item-spacing-horizontal: 1rem;\n --sidebar-item-height: calc(\n var(--sidebar-item-line-height) + 2 *#{var(--sidebar-item-spacing-vertical)}\n );\n\n --sidebar-expander-width: var(--sidebar-item-height); // be square\n\n --sidebar-search-space-above: 0.5rem;\n --sidebar-search-input-spacing-vertical: 0.5rem;\n --sidebar-search-input-spacing-horizontal: 0.5rem;\n --sidebar-search-input-height: 1rem;\n --sidebar-search-icon-size: var(--sidebar-search-input-height);\n\n // Table of Contents\n --toc-title-padding: 0.25rem 0;\n --toc-spacing-vertical: 1.5rem;\n --toc-spacing-horizontal: 1.5rem;\n --toc-item-spacing-vertical: 0.4rem;\n --toc-item-spacing-horizontal: 1rem;\n}\n","// Expose theme icons as CSS variables.\n\n$icons: (\n // Adapted from tabler-icons\n // url: https://tablericons.com/\n \"search\":\n url('data:image/svg+xml;charset=utf-8,'),\n // Factored out from mkdocs-material on 24-Aug-2020.\n // url: https://squidfunk.github.io/mkdocs-material/reference/admonitions/\n \"pencil\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"abstract\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"info\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"flame\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"question\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"warning\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"failure\":\n url('data:image/svg+xml;charset=utf-8,'),\n \"spark\":\n url('data:image/svg+xml;charset=utf-8,')\n);\n\n@mixin icons {\n @each $name, $glyph in $icons {\n --icon-#{$name}: #{$glyph};\n }\n}\n","// Admonitions\n\n// Structure of these is:\n// admonition-class: color \"icon-name\";\n//\n// The colors are translated into CSS variables below. The icons are\n// used directly in the main declarations to set the `mask-image` in\n// the title.\n\n// prettier-ignore\n$admonitions: (\n // Each of these has an reST directives for it.\n \"caution\": #ff9100 \"spark\",\n \"warning\": #ff9100 \"warning\",\n \"danger\": #ff5252 \"spark\",\n \"attention\": #ff5252 \"warning\",\n \"error\": #ff5252 \"failure\",\n \"hint\": #00c852 \"question\",\n \"tip\": #00c852 \"info\",\n \"important\": #00bfa5 \"flame\",\n \"note\": #00b0ff \"pencil\",\n \"seealso\": #448aff \"info\",\n \"admonition-todo\": #808080 \"pencil\"\n);\n\n@mixin default-admonition($color, $icon-name) {\n --color-admonition-title: #{$color};\n --color-admonition-title-background: #{rgba($color, 0.2)};\n\n --icon-admonition-default: var(--icon-#{$icon-name});\n}\n\n@mixin default-topic($color, $icon-name) {\n --color-topic-title: #{$color};\n --color-topic-title-background: #{rgba($color, 0.2)};\n\n --icon-topic-default: var(--icon-#{$icon-name});\n}\n\n@mixin admonitions {\n @each $name, $values in $admonitions {\n --color-admonition-title--#{$name}: #{nth($values, 1)};\n --color-admonition-title-background--#{$name}: #{rgba(\n nth($values, 1),\n 0.2\n )};\n }\n}\n","// Colors used throughout this theme.\n//\n// The aim is to give the user more control. Thus, instead of hard-coding colors\n// in various parts of the stylesheet, the approach taken is to define all\n// colors as CSS variables and reusing them in all the places.\n//\n// `colors-dark` depends on `colors` being included at a lower specificity.\n\n@mixin colors {\n --color-problematic: #b30000;\n\n // Base Colors\n --color-foreground-primary: black; // for main text and headings\n --color-foreground-secondary: #5a5c63; // for secondary text\n --color-foreground-muted: #646776; // for muted text\n --color-foreground-border: #878787; // for content borders\n\n --color-background-primary: white; // for content\n --color-background-secondary: #f8f9fb; // for navigation + ToC\n --color-background-hover: #efeff4ff; // for navigation-item hover\n --color-background-hover--transparent: #efeff400;\n --color-background-border: #eeebee; // for UI borders\n --color-background-item: #ccc; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #2962ff;\n --color-brand-content: #2a5adf;\n\n // API documentation\n --color-api-background: var(--color-background-hover--transparent);\n --color-api-background-hover: var(--color-background-hover);\n --color-api-overall: var(--color-foreground-secondary);\n --color-api-name: var(--color-problematic);\n --color-api-pre-name: var(--color-problematic);\n --color-api-paren: var(--color-foreground-secondary);\n --color-api-keyword: var(--color-foreground-primary);\n --color-highlight-on-target: #ffffcc;\n\n // Inline code background\n --color-inline-code-background: var(--color-background-secondary);\n\n // Highlighted text (search)\n --color-highlighted-background: #ddeeff;\n --color-highlighted-text: var(--color-foreground-primary);\n\n // GUI Labels\n --color-guilabel-background: #ddeeff80;\n --color-guilabel-border: #bedaf580;\n --color-guilabel-text: var(--color-foreground-primary);\n\n // Admonitions!\n --color-admonition-background: transparent;\n\n //////////////////////////////////////////////////////////////////////////////\n // Everything below this should be one of:\n // - var(...)\n // - *-gradient(...)\n // - special literal values (eg: transparent, none)\n //////////////////////////////////////////////////////////////////////////////\n\n // Tables\n --color-table-header-background: var(--color-background-secondary);\n --color-table-border: var(--color-background-border);\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: transparent;\n --color-card-marginals-background: var(--color-background-secondary);\n\n // Header\n --color-header-background: var(--color-background-primary);\n --color-header-border: var(--color-background-border);\n --color-header-text: var(--color-foreground-primary);\n\n // Sidebar (left)\n --color-sidebar-background: var(--color-background-secondary);\n --color-sidebar-background-border: var(--color-background-border);\n\n --color-sidebar-brand-text: var(--color-foreground-primary);\n --color-sidebar-caption-text: var(--color-foreground-muted);\n --color-sidebar-link-text: var(--color-foreground-secondary);\n --color-sidebar-link-text--top-level: var(--color-brand-primary);\n\n --color-sidebar-item-background: var(--color-sidebar-background);\n --color-sidebar-item-background--current: var(\n --color-sidebar-item-background\n );\n --color-sidebar-item-background--hover: linear-gradient(\n 90deg,\n var(--color-background-hover--transparent) 0%,\n var(--color-background-hover) var(--sidebar-item-spacing-horizontal),\n var(--color-background-hover) 100%\n );\n\n --color-sidebar-item-expander-background: transparent;\n --color-sidebar-item-expander-background--hover: var(\n --color-background-hover\n );\n\n --color-sidebar-search-text: var(--color-foreground-primary);\n --color-sidebar-search-background: var(--color-background-secondary);\n --color-sidebar-search-background--focus: var(--color-background-primary);\n --color-sidebar-search-border: var(--color-background-border);\n --color-sidebar-search-icon: var(--color-foreground-muted);\n\n // Table of Contents (right)\n --color-toc-background: var(--color-background-primary);\n --color-toc-title-text: var(--color-foreground-muted);\n --color-toc-item-text: var(--color-foreground-secondary);\n --color-toc-item-text--hover: var(--color-foreground-primary);\n --color-toc-item-text--active: var(--color-brand-primary);\n\n // Actual page contents\n --color-content-foreground: var(--color-foreground-primary);\n --color-content-background: transparent;\n\n // Links\n --color-link: var(--color-brand-content);\n --color-link--hover: var(--color-brand-content);\n --color-link-underline: var(--color-background-border);\n --color-link-underline--hover: var(--color-foreground-border);\n}\n\n@mixin colors-dark {\n --color-problematic: #ee5151;\n\n // Base Colors\n --color-foreground-primary: #ffffffcc; // for main text and headings\n --color-foreground-secondary: #9ca0a5; // for secondary text\n --color-foreground-muted: #81868d; // for muted text\n --color-foreground-border: #666666; // for content borders\n\n --color-background-primary: #131416; // for content\n --color-background-secondary: #1a1c1e; // for navigation + ToC\n --color-background-hover: #1e2124ff; // for navigation-item hover\n --color-background-hover--transparent: #1e212400;\n --color-background-border: #303335; // for UI borders\n --color-background-item: #444; // for \"background\" items (eg: copybutton)\n\n // Announcements\n --color-announcement-background: #000000dd;\n --color-announcement-text: #eeebee;\n\n // Brand colors\n --color-brand-primary: #2b8cee;\n --color-brand-content: #368ce2;\n\n // Highlighted text (search)\n --color-highlighted-background: #083563;\n\n // GUI Labels\n --color-guilabel-background: #08356380;\n --color-guilabel-border: #13395f80;\n\n // API documentation\n --color-api-keyword: var(--color-foreground-secondary);\n --color-highlight-on-target: #333300;\n\n // Admonitions\n --color-admonition-background: #18181a;\n\n // Cards\n --color-card-border: var(--color-background-secondary);\n --color-card-background: #18181a;\n --color-card-marginals-background: var(--color-background-hover);\n}\n","// This file contains the styling for making the content throughout the page,\n// including fonts, paragraphs, headings and spacing among these elements.\n\nbody\n font-family: var(--font-stack)\npre,\ncode,\nkbd,\nsamp\n font-family: var(--font-stack--monospace)\n\n// Make fonts look slightly nicer.\nbody\n -webkit-font-smoothing: antialiased\n -moz-osx-font-smoothing: grayscale\n\n// Line height from Bootstrap 4.1\narticle\n line-height: 1.5\n\n//\n// Headings\n//\nh1,\nh2,\nh3,\nh4,\nh5,\nh6\n line-height: 1.25\n font-weight: bold\n\n border-radius: 0.5rem\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n margin-left: -0.5rem\n margin-right: -0.5rem\n padding-left: 0.5rem\n padding-right: 0.5rem\n\n + p\n margin-top: 0\n\nh1\n font-size: 2.5em\n margin-top: 1.75rem\n margin-bottom: 1rem\nh2\n font-size: 2em\n margin-top: 1.75rem\nh3\n font-size: 1.5em\nh4\n font-size: 1.25em\nh5\n font-size: 1.125em\nh6\n font-size: 1em\n\nsmall\n opacity: 75%\n font-size: 80%\n\n// Paragraph\np\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n\n// Horizontal rules\nhr.docutils\n height: 1px\n padding: 0\n margin: 2rem 0\n background-color: var(--color-background-border)\n border: 0\n\n.centered\n text-align: center\n\n// Links\na\n text-decoration: underline\n\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n &:hover\n color: var(--color-link--hover)\n text-decoration-color: var(--color-link-underline--hover)\n &.muted-link\n color: inherit\n &:hover\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline--hover)\n","// This file contains the styles for the overall layouting of the documentation\n// skeleton, including the responsive changes as well as sidebar toggles.\n//\n// This is implemented as a mobile-last design, which isn't ideal, but it is\n// reasonably good-enough and I got pretty tired by the time I'd finished this\n// to move the rules around to fix this. Shouldn't take more than 3-4 hours,\n// if you know what you're doing tho.\n\n// HACK: Not all browsers account for the scrollbar width in media queries.\n// This results in horizontal scrollbars in the breakpoint where we go\n// from displaying everything to hiding the ToC. We accomodate for this by\n// adding a bit of padding to the TOC drawer, disabling the horizontal\n// scrollbar and allowing the scrollbars to cover the padding.\n// https://www.456bereastreet.com/archive/201301/media_query_width_and_vertical_scrollbars/\n\n// HACK: Always having the scrollbar visible, prevents certain browsers from\n// causing the content to stutter horizontally between taller-than-viewport and\n// not-taller-than-viewport pages.\n\nhtml\n overflow-x: hidden\n overflow-y: scroll\n scroll-behavior: smooth\n\n.sidebar-scroll, .toc-scroll, article[role=main] *\n // Override Firefox scrollbar style\n scrollbar-width: thin\n scrollbar-color: var(--color-foreground-border) transparent\n\n // Override Chrome scrollbar styles\n &::-webkit-scrollbar\n width: 0.25rem\n height: 0.25rem\n &::-webkit-scrollbar-thumb\n background-color: var(--color-foreground-border)\n border-radius: 0.125rem\n\n//\n// Overalls\n//\nhtml,\nbody\n height: 100%\n color: var(--color-foreground-primary)\n background: var(--color-background-primary)\n\narticle\n color: var(--color-content-foreground)\n background: var(--color-content-background)\n overflow-wrap: break-word\n\n.page\n display: flex\n // fill the viewport for pages with little content.\n min-height: 100%\n\n.mobile-header\n width: 100%\n height: var(--header-height)\n background-color: var(--color-header-background)\n color: var(--color-header-text)\n border-bottom: 1px solid var(--color-header-border)\n\n // Looks like sub-script/super-script have this, and we need this to\n // be \"on top\" of those.\n z-index: 10\n\n // We don't show the header on large screens.\n display: none\n\n // Add shadow when scrolled\n &.scrolled\n border-bottom: none\n box-shadow: 0 0 0.2rem rgba(0, 0, 0, 0.1), 0 0.2rem 0.4rem rgba(0, 0, 0, 0.2)\n\n .header-center\n a\n color: var(--color-header-text)\n text-decoration: none\n\n.main\n display: flex\n flex: 1\n\n// Sidebar (left) also covers the entire left portion of screen.\n.sidebar-drawer\n box-sizing: border-box\n\n border-right: 1px solid var(--color-sidebar-background-border)\n background: var(--color-sidebar-background)\n\n display: flex\n justify-content: flex-end\n // These next two lines took me two days to figure out.\n width: calc((100% - #{$full-width}) / 2 + #{$sidebar-width})\n min-width: $sidebar-width\n\n// Scroll-along sidebars\n.sidebar-container,\n.toc-drawer\n box-sizing: border-box\n width: $sidebar-width\n\n.toc-drawer\n background: var(--color-toc-background)\n // See HACK described on top of this document\n padding-right: 1rem\n\n.sidebar-sticky,\n.toc-sticky\n position: sticky\n top: 0\n height: min(100%, 100vh)\n height: 100vh\n\n display: flex\n flex-direction: column\n\n.sidebar-scroll,\n.toc-scroll\n flex-grow: 1\n flex-shrink: 1\n\n overflow: auto\n scroll-behavior: smooth\n\n// Central items.\n.content\n padding: 0 $content-padding\n width: $content-width\n\n display: flex\n flex-direction: column\n justify-content: space-between\n\n.icon\n display: inline-block\n height: 1rem\n width: 1rem\n svg\n width: 100%\n height: 100%\n\n//\n// Accommodate announcement banner\n//\n.announcement\n background-color: var(--color-announcement-background)\n color: var(--color-announcement-text)\n\n height: var(--header-height)\n display: flex\n align-items: center\n overflow-x: auto\n & + .page\n min-height: calc(100% - var(--header-height))\n\n.announcement-content\n box-sizing: border-box\n padding: 0.5rem\n min-width: 100%\n white-space: nowrap\n text-align: center\n\n a\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-announcement-text)\n\n &:hover\n color: var(--color-announcement-text)\n text-decoration-color: var(--color-link--hover)\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for theme\n////////////////////////////////////////////////////////////////////////////////\n.no-js .theme-toggle-container // don't show theme toggle if there's no JS\n display: none\n\n.theme-toggle-container\n vertical-align: middle\n\n.theme-toggle\n cursor: pointer\n border: none\n padding: 0\n background: transparent\n\n.theme-toggle svg\n vertical-align: middle\n height: 1rem\n width: 1rem\n color: var(--color-foreground-primary)\n display: none\n\n.theme-toggle-header\n float: left\n padding: 1rem 0.5rem\n\n////////////////////////////////////////////////////////////////////////////////\n// Toggles for elements\n////////////////////////////////////////////////////////////////////////////////\n.toc-overlay-icon, .nav-overlay-icon\n display: none\n cursor: pointer\n\n .icon\n color: var(--color-foreground-secondary)\n height: 1rem\n width: 1rem\n\n.toc-header-icon, .nav-overlay-icon\n // for when we set display: flex\n justify-content: center\n align-items: center\n\n.toc-content-icon\n height: 1.5rem\n width: 1.5rem\n\n.content-icon-container\n float: right\n display: flex\n margin-top: 1.5rem\n margin-left: 1rem\n margin-bottom: 1rem\n gap: 0.5rem\n\n .edit-this-page svg\n color: inherit\n height: 1rem\n width: 1rem\n\n.sidebar-toggle\n position: absolute\n display: none\n// \n.sidebar-toggle[name=\"__toc\"]\n left: 20px\n.sidebar-toggle:checked\n left: 40px\n// \n\n.overlay\n position: fixed\n top: 0\n width: 0\n height: 0\n\n transition: width 0ms, height 0ms, opacity 250ms ease-out\n\n opacity: 0\n background-color: rgba(0, 0, 0, 0.54)\n.sidebar-overlay\n z-index: 20\n.toc-overlay\n z-index: 40\n\n// Keep things on top and smooth.\n.sidebar-drawer\n z-index: 30\n transition: left 250ms ease-in-out\n.toc-drawer\n z-index: 50\n transition: right 250ms ease-in-out\n\n// Show the Sidebar\n#__navigation:checked\n & ~ .sidebar-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .sidebar-drawer\n top: 0\n left: 0\n // Show the toc sidebar\n#__toc:checked\n & ~ .toc-overlay\n width: 100%\n height: 100%\n opacity: 1\n & ~ .page\n .toc-drawer\n top: 0\n right: 0\n\n////////////////////////////////////////////////////////////////////////////////\n// Back to top\n////////////////////////////////////////////////////////////////////////////////\n.back-to-top\n text-decoration: none\n\n display: none\n position: fixed\n left: 0\n top: 1rem\n padding: 0.5rem\n padding-right: 0.75rem\n border-radius: 1rem\n font-size: 0.8125rem\n\n background: var(--color-background-primary)\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), #6b728080 0px 0px 1px 0px\n\n z-index: 10\n\n margin-left: 50%\n transform: translateX(-50%)\n svg\n height: 1rem\n width: 1rem\n fill: currentColor\n display: inline-block\n\n span\n margin-left: 0.25rem\n\n .show-back-to-top &\n display: flex\n align-items: center\n\n////////////////////////////////////////////////////////////////////////////////\n// Responsive layouting\n////////////////////////////////////////////////////////////////////////////////\n// Make things a bit bigger on bigger screens.\n@media (min-width: $full-width + $sidebar-width)\n html\n font-size: 110%\n\n@media (max-width: $full-width)\n // Collapse \"toc\" into the icon.\n .toc-content-icon\n display: flex\n .toc-drawer\n position: fixed\n height: 100vh\n top: 0\n right: -$sidebar-width\n border-left: 1px solid var(--color-background-muted)\n .toc-tree\n border-left: none\n font-size: var(--toc-font-size--mobile)\n\n // Accomodate for a changed content width.\n .sidebar-drawer\n width: calc((100% - #{$full-width - $sidebar-width}) / 2 + #{$sidebar-width})\n\n@media (max-width: $full-width - $sidebar-width)\n // Collapse \"navigation\".\n .nav-overlay-icon\n display: flex\n .sidebar-drawer\n position: fixed\n height: 100vh\n width: $sidebar-width\n\n top: 0\n left: -$sidebar-width\n\n // Swap which icon is visible.\n .toc-header-icon\n display: flex\n .toc-content-icon, .theme-toggle-content\n display: none\n .theme-toggle-header\n display: block\n\n // Show the header.\n .mobile-header\n position: sticky\n top: 0\n display: flex\n justify-content: space-between\n align-items: center\n\n .header-left,\n .header-right\n display: flex\n height: var(--header-height)\n padding: 0 var(--header-padding)\n label\n height: 100%\n width: 100%\n user-select: none\n\n .nav-overlay-icon .icon,\n .theme-toggle svg\n height: 1.25rem\n width: 1.25rem\n\n // Add a scroll margin for the content\n :target\n scroll-margin-top: var(--header-height)\n\n // Show back-to-top below the header\n .back-to-top\n top: calc(var(--header-height) + 0.5rem)\n\n // Center the page, and accommodate for the header.\n .page\n flex-direction: column\n justify-content: center\n .content\n margin-left: auto\n margin-right: auto\n\n@media (max-width: $content-width + 2* $content-padding)\n // Content should respect window limits.\n .content\n width: 100%\n overflow-x: auto\n\n@media (max-width: $content-width)\n .content\n padding: 0 $content-padding--small\n // Don't float sidebars to the right.\n article aside.sidebar\n float: none\n width: 100%\n margin: 1rem 0\n","//\n// The design here is strongly inspired by mkdocs-material.\n.admonition, .topic\n margin: 1rem auto\n padding: 0 0.5rem 0.5rem 0.5rem\n\n background: var(--color-admonition-background)\n\n border-radius: 0.2rem\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n font-size: var(--admonition-font-size)\n\n overflow: hidden\n page-break-inside: avoid\n\n // First element should have no margin, since the title has it.\n > :nth-child(2)\n margin-top: 0\n\n // Last item should have no margin, since we'll control that w/ padding\n > :last-child\n margin-bottom: 0\n\n.admonition p.admonition-title,\np.topic-title\n position: relative\n margin: 0 -0.5rem 0.5rem\n padding-left: 2rem\n padding-right: .5rem\n padding-top: .4rem\n padding-bottom: .4rem\n\n font-weight: 500\n font-size: var(--admonition-title-font-size)\n line-height: 1.3\n\n // Our fancy icon\n &::before\n content: \"\"\n position: absolute\n left: 0.5rem\n width: 1rem\n height: 1rem\n\n// Default styles\np.admonition-title\n background-color: var(--color-admonition-title-background)\n &::before\n background-color: var(--color-admonition-title)\n mask-image: var(--icon-admonition-default)\n mask-repeat: no-repeat\n\np.topic-title\n background-color: var(--color-topic-title-background)\n &::before\n background-color: var(--color-topic-title)\n mask-image: var(--icon-topic-default)\n mask-repeat: no-repeat\n\n//\n// Variants\n//\n.admonition\n border-left: 0.2rem solid var(--color-admonition-title)\n\n @each $type, $value in $admonitions\n &.#{$type}\n border-left-color: var(--color-admonition-title--#{$type})\n > .admonition-title\n background-color: var(--color-admonition-title-background--#{$type})\n &::before\n background-color: var(--color-admonition-title--#{$type})\n mask-image: var(--icon-#{nth($value, 2)})\n\n.admonition-todo > .admonition-title\n text-transform: uppercase\n","// This file stylizes the API documentation (stuff generated by autodoc). It's\n// deeply nested due to how autodoc structures the HTML without enough classes\n// to select the relevant items.\n\n// API docs!\ndl[class]:not(.option-list):not(.field-list):not(.footnote):not(.glossary):not(.simple)\n // Tweak the spacing of all the things!\n dd\n margin-left: 2rem\n > :first-child\n margin-top: 0.125rem\n > :last-child\n margin-bottom: 0.75rem\n\n // This is used for the arguments\n .field-list\n margin-bottom: 0.75rem\n\n // \"Headings\" (like \"Parameters\" and \"Return\")\n > dt\n text-transform: uppercase\n font-size: var(--font-size--small)\n\n dd:empty\n margin-bottom: 0.5rem\n dd > ul\n margin-left: -1.2rem\n > li\n > p:nth-child(2)\n margin-top: 0\n // When the last-empty-paragraph follows a paragraph, it doesn't need\n // to augument the existing spacing.\n > p + p:last-child:empty\n margin-top: 0\n margin-bottom: 0\n\n // Colorize the elements\n > dt\n color: var(--color-api-overall)\n\n.sig:not(.sig-inline)\n font-weight: bold\n\n font-size: var(--api-font-size)\n font-family: var(--font-stack--monospace)\n\n margin-left: -0.25rem\n margin-right: -0.25rem\n padding-top: 0.25rem\n padding-bottom: 0.25rem\n padding-right: 0.5rem\n\n // These are intentionally em, to properly match the font size.\n padding-left: 3em\n text-indent: -2.5em\n\n border-radius: 0.25rem\n\n background: var(--color-api-background)\n transition: background 100ms ease-out\n\n &:hover\n background: var(--color-api-background-hover)\n\n // adjust the size of the [source] link on the right.\n a.reference\n .viewcode-link\n font-weight: normal\n width: 3.5rem\n\nem.property\n font-style: normal\n &:first-child\n color: var(--color-api-keyword)\n.sig-name\n color: var(--color-api-name)\n.sig-prename\n font-weight: normal\n color: var(--color-api-pre-name)\n.sig-paren\n color: var(--color-api-paren)\n.sig-param\n font-style: normal\n\n.versionmodified\n font-style: italic\ndiv.versionadded, div.versionchanged, div.deprecated\n p\n margin-top: 0.125rem\n margin-bottom: 0.125rem\n\n// Align the [docs] and [source] to the right.\n.viewcode-link, .viewcode-back\n float: right\n text-align: right\n",".line-block\n margin-top: 0.5rem\n margin-bottom: 0.75rem\n .line-block\n margin-top: 0rem\n margin-bottom: 0rem\n padding-left: 1rem\n","// Captions\narticle p.caption,\ntable > caption,\n.code-block-caption\n font-size: var(--font-size--small)\n text-align: center\n\n// Caption above a TOCTree\n.toctree-wrapper.compound\n .caption, :not(.caption) > .caption-text\n font-size: var(--font-size--small)\n text-transform: uppercase\n\n text-align: initial\n margin-bottom: 0\n\n > ul\n margin-top: 0\n margin-bottom: 0\n","// Inline code\ncode.literal, .sig-inline\n background: var(--color-inline-code-background)\n border-radius: 0.2em\n // Make the font smaller, and use padding to recover.\n font-size: var(--font-size--small--2)\n padding: 0.1em 0.2em\n\n pre.literal-block &\n font-size: inherit\n padding: 0\n\n p &\n border: 1px solid var(--color-background-border)\n\n.sig-inline\n font-family: var(--font-stack--monospace)\n\n// Code and Literal Blocks\n$code-spacing-vertical: 0.625rem\n$code-spacing-horizontal: 0.875rem\n\n// Wraps every literal block + line numbers.\ndiv[class*=\" highlight-\"],\ndiv[class^=\"highlight-\"]\n margin: 1em 0\n display: flex\n\n .table-wrapper\n margin: 0\n padding: 0\n\npre\n margin: 0\n padding: 0\n overflow: auto\n\n // Needed to have more specificity than pygments' \"pre\" selector. :(\n article[role=\"main\"] .highlight &\n line-height: 1.5\n\n &.literal-block,\n .highlight &\n font-size: var(--code-font-size)\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n // Make it look like all the other blocks.\n &.literal-block\n margin-top: 1rem\n margin-bottom: 1rem\n\n border-radius: 0.2rem\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n\n// All code is always contained in this.\n.highlight\n width: 100%\n border-radius: 0.2rem\n\n // Make line numbers and prompts un-selectable.\n .gp, span.linenos\n user-select: none\n pointer-events: none\n\n // Expand the line-highlighting.\n .hll\n display: block\n margin-left: -$code-spacing-horizontal\n margin-right: -$code-spacing-horizontal\n padding-left: $code-spacing-horizontal\n padding-right: $code-spacing-horizontal\n\n/* Make code block captions be nicely integrated */\n.code-block-caption\n display: flex\n padding: $code-spacing-vertical $code-spacing-horizontal\n\n border-radius: 0.25rem\n border-bottom-left-radius: 0\n border-bottom-right-radius: 0\n font-weight: 300\n border-bottom: 1px solid\n\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n border-color: var(--color-background-border)\n\n + div[class]\n margin-top: 0\n pre\n border-top-left-radius: 0\n border-top-right-radius: 0\n\n// When `html_codeblock_linenos_style` is table.\n.highlighttable\n width: 100%\n display: block\n tbody\n display: block\n\n tr\n display: flex\n\n // Line numbers\n td.linenos\n background-color: var(--color-code-background)\n color: var(--color-code-foreground)\n padding: $code-spacing-vertical $code-spacing-horizontal\n padding-right: 0\n border-top-left-radius: 0.2rem\n border-bottom-left-radius: 0.2rem\n\n .linenodiv\n padding-right: $code-spacing-horizontal\n font-size: var(--code-font-size)\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n\n // Actual code\n td.code\n padding: 0\n display: block\n flex: 1\n overflow: hidden\n\n .highlight\n border-top-left-radius: 0\n border-bottom-left-radius: 0\n\n// When `html_codeblock_linenos_style` is inline.\n.highlight\n span.linenos\n display: inline-block\n padding-left: 0\n padding-right: $code-spacing-horizontal\n margin-right: $code-spacing-horizontal\n box-shadow: -0.0625rem 0 var(--color-foreground-border) inset\n","// Inline Footnote Reference\n.footnote-reference\n font-size: var(--font-size--small--4)\n vertical-align: super\n\n// Definition list, listing the content of each note.\n// docutils <= 0.17\ndl.footnote.brackets\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\n display: grid\n grid-template-columns: max-content auto\n dt\n margin: 0\n > .fn-backref\n margin-left: 0.25rem\n\n &:after\n content: \":\"\n\n .brackets\n &:before\n content: \"[\"\n &:after\n content: \"]\"\n\n dd\n margin: 0\n padding: 0 1rem\n\n// docutils >= 0.18\naside.footnote\n font-size: var(--font-size--small)\n color: var(--color-foreground-secondary)\n\naside.footnote > span,\ndiv.citation > span\n float: left\n font-weight: 500\n padding-right: 0.25rem\n\naside.footnote > p,\ndiv.citation > p\n margin-left: 2rem\n","//\n// Figures\n//\nimg\n box-sizing: border-box\n max-width: 100%\n height: auto\n\narticle\n figure, .figure\n border-radius: 0.2rem\n\n margin: 0\n :last-child\n margin-bottom: 0\n\n .align-left\n float: left\n clear: left\n margin: 0 1rem 1rem\n\n .align-right\n float: right\n clear: right\n margin: 0 1rem 1rem\n\n .align-default,\n .align-center\n display: block\n text-align: center\n margin-left: auto\n margin-right: auto\n\n // WELL, table needs to be stylised like a table.\n table.align-default\n display: table\n text-align: initial\n",".genindex-jumpbox, .domainindex-jumpbox\n border-top: 1px solid var(--color-background-border)\n border-bottom: 1px solid var(--color-background-border)\n padding: 0.25rem\n\n.genindex-section, .domainindex-section\n h2\n margin-top: 0.75rem\n margin-bottom: 0.5rem\n ul\n margin-top: 0\n margin-bottom: 0\n","ul,\nol\n padding-left: 1.2rem\n\n // Space lists out like paragraphs\n margin-top: 1rem\n margin-bottom: 1rem\n // reduce margins within li.\n li\n > p:first-child\n margin-top: 0.25rem\n margin-bottom: 0.25rem\n\n > p:last-child\n margin-top: 0.25rem\n\n > ul,\n > ol\n margin-top: 0.5rem\n margin-bottom: 0.5rem\n\nol\n &.arabic\n list-style: decimal\n &.loweralpha\n list-style: lower-alpha\n &.upperalpha\n list-style: upper-alpha\n &.lowerroman\n list-style: lower-roman\n &.upperroman\n list-style: upper-roman\n\n// Don't space lists out when they're \"simple\" or in a `.. toctree::`\n.simple,\n.toctree-wrapper\n li\n > ul,\n > ol\n margin-top: 0\n margin-bottom: 0\n\n// Definition Lists\n.field-list,\n.option-list,\ndl:not([class]),\ndl.simple,\ndl.footnote,\ndl.glossary\n dt\n font-weight: 500\n margin-top: 0.25rem\n + dt\n margin-top: 0\n\n .classifier::before\n content: \":\"\n margin-left: 0.2rem\n margin-right: 0.2rem\n\n dd\n > p:first-child,\n ul\n margin-top: 0.125rem\n\n ul\n margin-bottom: 0.125rem\n",".math-wrapper\n width: 100%\n overflow-x: auto\n\ndiv.math\n position: relative\n text-align: center\n\n .headerlink,\n &:focus .headerlink\n display: none\n\n &:hover .headerlink\n display: inline-block\n\n span.eqno\n position: absolute\n right: 0.5rem\n top: 50%\n transform: translate(0, -50%)\n z-index: 1\n","// Abbreviations\nabbr[title]\n cursor: help\n\n// \"Problematic\" content, as identified by Sphinx\n.problematic\n color: var(--color-problematic)\n\n// Keyboard / Mouse \"instructions\"\nkbd:not(.compound)\n margin: 0 0.2rem\n padding: 0 0.2rem\n border-radius: 0.2rem\n border: 1px solid var(--color-foreground-border)\n color: var(--color-foreground-primary)\n vertical-align: text-bottom\n\n font-size: var(--font-size--small--3)\n display: inline-block\n\n box-shadow: 0 0.0625rem 0 rgba(0, 0, 0, 0.2), inset 0 0 0 0.125rem var(--color-background-primary)\n\n background-color: var(--color-background-secondary)\n\n// Blockquote\nblockquote\n border-left: 4px solid var(--color-background-border)\n background: var(--color-background-secondary)\n\n margin-left: 0\n margin-right: 0\n padding: 0.5rem 1rem\n\n .attribution\n font-weight: 600\n text-align: right\n\n &.pull-quote,\n &.highlights\n font-size: 1.25em\n\n &.epigraph,\n &.pull-quote\n border-left-width: 0\n border-radius: 0.5rem\n\n &.highlights\n border-left-width: 0\n background: transparent\n\n// Center align embedded-in-text images\np .reference img\n vertical-align: middle\n","p.rubric\n line-height: 1.25\n font-weight: bold\n font-size: 1.125em\n\n // For Numpy-style documentation that's got rubrics within it.\n // https://github.com/pradyunsg/furo/discussions/505\n dd &\n line-height: inherit\n font-weight: inherit\n\n font-size: var(--font-size--small)\n text-transform: uppercase\n","article .sidebar\n float: right\n clear: right\n width: 30%\n\n margin-left: 1rem\n margin-right: 0\n\n border-radius: 0.2rem\n background-color: var(--color-background-secondary)\n border: var(--color-background-border) 1px solid\n\n > *\n padding-left: 1rem\n padding-right: 1rem\n\n > ul, > ol // lists need additional padding, because bullets.\n padding-left: 2.2rem\n\n .sidebar-title\n margin: 0\n padding: 0.5rem 1rem\n border-bottom: var(--color-background-border) 1px solid\n\n font-weight: 500\n\n// TODO: subtitle\n// TODO: dedicated variables?\n",".table-wrapper\n width: 100%\n overflow-x: auto\n margin-top: 1rem\n margin-bottom: 0.5rem\n padding: 0.2rem 0.2rem 0.75rem\n\ntable.docutils\n border-radius: 0.2rem\n border-spacing: 0\n border-collapse: collapse\n\n box-shadow: 0 0.2rem 0.5rem rgba(0, 0, 0, 0.05), 0 0 0.0625rem rgba(0, 0, 0, 0.1)\n\n th\n background: var(--color-table-header-background)\n\n td,\n th\n // Space things out properly\n padding: 0 0.25rem\n\n // Get the borders looking just-right.\n border-left: 1px solid var(--color-table-border)\n border-right: 1px solid var(--color-table-border)\n border-bottom: 1px solid var(--color-table-border)\n\n p\n margin: 0.25rem\n\n &:first-child\n border-left: none\n &:last-child\n border-right: none\n\n // MyST-parser tables set these classes for control of column alignment\n &.text-left\n text-align: left\n &.text-right\n text-align: right\n &.text-center\n text-align: center\n",":target\n scroll-margin-top: 0.5rem\n\n@media (max-width: $full-width - $sidebar-width)\n :target\n scroll-margin-top: calc(0.5rem + var(--header-height))\n\n // When a heading is selected\n section > span:target\n scroll-margin-top: calc(0.8rem + var(--header-height))\n\n// Permalinks\n.headerlink\n font-weight: 100\n user-select: none\n\nh1,\nh2,\nh3,\nh4,\nh5,\nh6,\ndl dt,\np.caption,\nfigcaption p,\ntable > caption,\n.code-block-caption\n > .headerlink\n margin-left: 0.5rem\n visibility: hidden\n &:hover > .headerlink\n visibility: visible\n\n // Don't change to link-like, if someone adds the contents directive.\n > .toc-backref\n color: inherit\n text-decoration-line: none\n\n// Figure and table captions are special.\nfigure:hover > figcaption > p > .headerlink,\ntable:hover > caption > .headerlink\n visibility: visible\n\n:target >, // Regular section[id] style anchors\nspan:target ~ // Non-regular span[id] style \"extra\" anchors\n h1,\n h2,\n h3,\n h4,\n h5,\n h6\n &:nth-of-type(1)\n background-color: var(--color-highlight-on-target)\n // .headerlink\n // visibility: visible\n code.literal\n background-color: transparent\n\ntable:target > caption,\nfigure:target\n background-color: var(--color-highlight-on-target)\n\n// Inline page contents\n.this-will-duplicate-information-and-it-is-still-useful-here li :target\n background-color: var(--color-highlight-on-target)\n\n// Code block permalinks\n.literal-block-wrapper:target .code-block-caption\n background-color: var(--color-highlight-on-target)\n\n// When a definition list item is selected\n//\n// There isn't really an alternative to !important here, due to the\n// high-specificity of API documentation's selector.\ndt:target\n background-color: var(--color-highlight-on-target) !important\n\n// When a footnote reference is selected\n.footnote > dt:target + dd,\n.footnote-reference:target\n background-color: var(--color-highlight-on-target)\n",".guilabel\n background-color: var(--color-guilabel-background)\n border: 1px solid var(--color-guilabel-border)\n color: var(--color-guilabel-text)\n\n padding: 0 0.3em\n border-radius: 0.5em\n font-size: 0.9em\n","// This file contains the styles used for stylizing the footer that's shown\n// below the content.\n\nfooter\n font-size: var(--font-size--small)\n display: flex\n flex-direction: column\n\n margin-top: 2rem\n\n// Bottom of page information\n.bottom-of-page\n display: flex\n align-items: center\n justify-content: space-between\n\n margin-top: 1rem\n padding-top: 1rem\n padding-bottom: 1rem\n\n color: var(--color-foreground-secondary)\n border-top: 1px solid var(--color-background-border)\n\n line-height: 1.5\n\n @media (max-width: $content-width)\n text-align: center\n flex-direction: column-reverse\n gap: 0.25rem\n\n .left-details\n font-size: var(--font-size--small)\n\n .right-details\n display: flex\n flex-direction: column\n gap: 0.25rem\n text-align: right\n\n .icons\n display: flex\n justify-content: flex-end\n gap: 0.25rem\n font-size: 1rem\n\n a\n text-decoration: none\n\n svg,\n img\n font-size: 1.125rem\n height: 1em\n width: 1em\n\n// Next/Prev page information\n.related-pages\n a\n display: flex\n align-items: center\n\n text-decoration: none\n &:hover .page-info .title\n text-decoration: underline\n color: var(--color-link)\n text-decoration-color: var(--color-link-underline)\n\n svg.furo-related-icon,\n svg.furo-related-icon > use\n flex-shrink: 0\n\n color: var(--color-foreground-border)\n\n width: 0.75rem\n height: 0.75rem\n margin: 0 0.5rem\n\n &.next-page\n max-width: 50%\n\n float: right\n clear: right\n text-align: right\n\n &.prev-page\n max-width: 50%\n\n float: left\n clear: left\n\n svg\n transform: rotate(180deg)\n\n.page-info\n display: flex\n flex-direction: column\n overflow-wrap: anywhere\n\n .next-page &\n align-items: flex-end\n\n .context\n display: flex\n align-items: center\n\n padding-bottom: 0.1rem\n\n color: var(--color-foreground-muted)\n font-size: var(--font-size--small)\n text-decoration: none\n","// This file contains the styles for the contents of the left sidebar, which\n// contains the navigation tree, logo, search etc.\n\n////////////////////////////////////////////////////////////////////////////////\n// Brand on top of the scrollable tree.\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-brand\n display: flex\n flex-direction: column\n flex-shrink: 0\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n text-decoration: none\n\n.sidebar-brand-text\n color: var(--color-sidebar-brand-text)\n overflow-wrap: break-word\n margin: var(--sidebar-item-spacing-vertical) 0\n font-size: 1.5rem\n\n.sidebar-logo-container\n margin: var(--sidebar-item-spacing-vertical) 0\n\n.sidebar-logo\n margin: 0 auto\n display: block\n max-width: 100%\n\n////////////////////////////////////////////////////////////////////////////////\n// Search\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-search-container\n display: flex\n align-items: center\n margin-top: var(--sidebar-search-space-above)\n\n position: relative\n\n background: var(--color-sidebar-search-background)\n &:hover,\n &:focus-within\n background: var(--color-sidebar-search-background--focus)\n\n &::before\n content: \"\"\n position: absolute\n left: var(--sidebar-item-spacing-horizontal)\n width: var(--sidebar-search-icon-size)\n height: var(--sidebar-search-icon-size)\n\n background-color: var(--color-sidebar-search-icon)\n mask-image: var(--icon-search)\n\n.sidebar-search\n box-sizing: border-box\n\n border: none\n border-top: 1px solid var(--color-sidebar-search-border)\n border-bottom: 1px solid var(--color-sidebar-search-border)\n\n padding-top: var(--sidebar-search-input-spacing-vertical)\n padding-bottom: var(--sidebar-search-input-spacing-vertical)\n padding-right: var(--sidebar-search-input-spacing-horizontal)\n padding-left: calc(var(--sidebar-item-spacing-horizontal) + var(--sidebar-search-input-spacing-horizontal) + var(--sidebar-search-icon-size))\n\n width: 100%\n\n color: var(--color-sidebar-search-foreground)\n background: transparent\n z-index: 10\n\n &:focus\n outline: none\n\n &::placeholder\n font-size: var(--sidebar-search-input-font-size)\n\n//\n// Hide Search Matches link\n//\n#searchbox .highlight-link\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal) 0\n margin: 0\n text-align: center\n\n a\n color: var(--color-sidebar-search-icon)\n font-size: var(--font-size--small--2)\n\n////////////////////////////////////////////////////////////////////////////////\n// Structure/Skeleton of the navigation tree (left)\n////////////////////////////////////////////////////////////////////////////////\n.sidebar-tree\n font-size: var(--sidebar-item-font-size)\n margin-top: var(--sidebar-tree-space-above)\n margin-bottom: var(--sidebar-item-spacing-vertical)\n\n ul\n padding: 0\n margin-top: 0\n margin-bottom: 0\n\n display: flex\n flex-direction: column\n\n list-style: none\n\n li\n position: relative\n margin: 0\n\n > ul\n margin-left: var(--sidebar-item-spacing-horizontal)\n\n .icon\n color: var(--color-sidebar-link-text)\n\n .reference\n box-sizing: border-box\n color: var(--color-sidebar-link-text)\n\n // Fill the parent.\n display: inline-block\n line-height: var(--sidebar-item-line-height)\n text-decoration: none\n\n // Don't allow long words to cause wrapping.\n overflow-wrap: anywhere\n\n height: 100%\n width: 100%\n\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n &:hover\n background: var(--color-sidebar-item-background--hover)\n\n // Add a nice little \"external-link\" arrow here.\n &.external::after\n content: url('data:image/svg+xml,')\n margin: 0 0.25rem\n vertical-align: middle\n color: var(--color-sidebar-link-text)\n\n // Make the current page reference bold.\n .current-page > .reference\n font-weight: bold\n\n label\n position: absolute\n top: 0\n right: 0\n height: var(--sidebar-item-height)\n width: var(--sidebar-expander-width)\n\n cursor: pointer\n user-select: none\n\n display: flex\n justify-content: center\n align-items: center\n\n .caption, :not(.caption) > .caption-text\n font-size: var(--sidebar-caption-font-size)\n color: var(--color-sidebar-caption-text)\n\n font-weight: bold\n text-transform: uppercase\n\n margin: var(--sidebar-caption-space-above) 0 0 0\n padding: var(--sidebar-item-spacing-vertical) var(--sidebar-item-spacing-horizontal)\n\n // If it has children, add a bit more padding to wrap the content to avoid\n // overlapping with the

' + + '' + + _("Hide Search Matches") + + "

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