Customizing and extending yaql documentation
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Stan Lagun
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Customizing and extending yaql
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==============================
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Configuring yaql parser
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-----------------------
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yaql has two main points of customization:
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* yaql engine settings allow one to configure the query language and execution
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flags shared by all queries that are processed by the same YAQL parser. This
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includes the list of available operators, yaql resources quotas, and other
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engine parameters.
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* By customizing the yaql context object, one can change the list of available
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functions (add new, override existing) and change naming conventions.
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Engine options are supplied to the `yaql.language.factory.YaqlFactory` class.
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YaqlFactory is used to create instances of the YaqlEngine, that is the YAQL
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parser. This is done by calling the `create` method of the factory. Once the
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engine is created, it captures all the factory options so that they cannot be
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changed for that particular parser any longer. In general, it is recommended
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to have one yal engine instance per application, because construction of the
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parser is an expensive operation and the parser has no internal state and thus
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can be reused for several queries, including in different threads. However, the
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host may have several YAQL parsers for different option sets or dialects.
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On the contrary, the context object is cheap to create and is mutable by
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design, since it holds the input data for the query. In most cases it is a good
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idea to execute each query in its own context, although all such contexts might
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be the children of some other, fixed context that is created just once.
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Customizing operators
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~~~~~~~~~~~~~~~~~~~~~
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`YaqlFactory` object holds an operator table that is recognized by the parser
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produced by it. By default, it is prepopulated with standard operators and
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most applications never need to do anything here. However, if the host wants
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to have some custom operator symbol available in its expressions, this table
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needs to be modified. `YaqlFactory` holds the operator symbols and other
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information about the operator that is relevant to the parser, but not the
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implementations. The implementations (what operators actually do) are put
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in the `context` and can be configured for each expression, but the list of
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available operator symbols cannot be changed for the parser once it has been
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built.
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Each operator in the table is represented by the tuple
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`(op_symbols, op_type, op_alias):
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* op_symbols are the operator symbols. There are no limitations on how the
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operators can be called as long as they do not contain whitespaces. It can
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be one symbol (like `+`), several symbols (like `=~`) or even a word
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(like `not`). List/index and dictionary expressions require `[]` and `{}`
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binary left associative operators to be present in the table. Otherwise
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corresponding constructions will not work (and can be disabled by removing
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corresponding operators from the table)
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* op_type is one of the values in `yaql.language.factory.OperatorType`
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enumeration: BINARY_LEFT_ASSOCIATIVE and BINARY_RIGHT_ASSOCIATIVE for binary
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operators, PREFIX_UNARY and SUFFIX_UNARY for unary operators, NAME_VALUE_PAIR
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for the keyword/mapping pseudo-operator (that is `=>`, by default).
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* op_alias is the alias name for the operator. See YAQL language reference on
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how operator aliases are used. Aliases are optional and most operators do not
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have it and thus are represented by a tuple of two elements.
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Operators are grouped by their precedence. Operators with a higher precedence
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come first in the operator table. Operators within the same group have the same
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precedence. Groups are separated by an empty tuple (`()`).
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The operator table, which is a list of tuples, is available through the
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`operators` attribute of the factory and is open for modification. To simplify
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the editing, `YaqlFactory` provides the `insert_operator` helper method to
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insert an operator before of after some other existing operator to get the
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desired precedence.
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Execution options
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~~~~~~~~~~~~~~~~~
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Execution options are the settings and flags that affect execution of each
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query and are accessible and processed by both yaql runtime and standard
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library functions.
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Options are passed to the `create` method of the `YaqlFactory` class in a
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plain key-value dictionary. The factory does not process the dictionary but
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rather attaches the options to the constructed engine (YAQL parser) after which
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they cannot be changed. However, the engine provides a `copy` method that can
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be used to clone the engine with different execution options.
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The options that are honored by the yaql are:
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* `"yaql.limitIterators": <INT>` limit iterators by the given number of
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elements. When set, each time any function declares its parameter to be
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iterator, that iterator is modified to not produce more than a given number
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of items. Also, upon the expression evaluation, all the output collections
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and iterators are limited as well. If not set (or set to -1) the result data
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is allowed to contain endless iterators that would cause errors if the result
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where to be serialized (to JSON or any other format). Default is -1 (do not
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limit).
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* `"yaql.memoryQuota": <INT>` - the memory usage quota (in bytes) for all
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data produced by the expression (or any part of it). Default is -1 (do not
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limit).
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* `"yaql.convertTuplesToLists": <True|False>`. When set to true, yaql converts
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all tuples in the expression result to lists. The default is `True`.
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* `"yaql.convertSetsToLists": <True|False>`. When set to true, yaql converts
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all sets in the expression result to lists. Otherwise the produced result
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may contain sets that are not JSON-serializable. The default is `False`.
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* `"yaql.iterableDicts": <True|False>`. When set to true, dictionaries are
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considered to be iterable and iteration over dictionaries produces their
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keys (as in Python and yaql 0.2). Defaults to `False`.
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Consumers are free to use their own settings or use the options dictionary to
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provide some other environment information to their own custom functions.
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Other engine customizations
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~~~~~~~~~~~~~~~~~~~~~~~~~~~
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`YaqlFactory` class initializer has two optional parameters that can be used
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to further customize the YAQL parser:
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* `keyword_operator` allows one to configure keyword/mapping symbol. The
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default is `=>`. Ability to pass named arguments can be disabled altogether
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if `None` or empty string is provided.
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* `allow_delegates` enables or disables delegate expression parsing. Default
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is False (disabled).
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Working with contexts
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~~~~~~~~~~~~~~~~~~~~~
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Context is an interface that yaql runtime uses to obtain a list of available
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functions and variables. Any context object must implement
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`yaql.language.contexts.ContextBase` interface and yaql provides several such
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implementations ranging from the `yaql.language.contexts.Context` class,
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that is a basic context implementation, to contexts that allow one to merge
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several other contexts into one or link an existing context into the list of
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contexts.
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Any context may have a parent context. Any lookup that is done in the context
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is also performed in its parent context, extending all the way up its chain of
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contexts. During expression evaluation, yaql can create a long chain of
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contexts that are all children of the context that was originally passed with
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the query.
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Most of the yaql customizations are achieved by context manipulations.
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This includes:
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* Overriding YAQL functions
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* Building context chains and evaluating sub-expressions in different
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contexts
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* Composing context chains from pre-built contexts
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* Having custom `ContextBase` implementations and mixing them with regular
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contexts in the single chain
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In fact, it is the context which provides the entry point for expression
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evaluation. And thus custom context implementations may completely change
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the way queries are evaluated.
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There are three ways to create a context instance:
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#. Directly instantiate one of `ContextBase` implementations to get an empty
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context
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#. Call `create_child_context` method on any existing context object to get a
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child context
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#. Use `yaql.create_context` function to creates the root context that is
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prepopulated with YAQL standard library functions
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`yaql.create_context` allows one to selectively disable standard library
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modules.
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Naming conventions
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~~~~~~~~~~~~~~~~~~
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Naming conventions define how Python functions and parameter names are
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translated into YAQL names. Conventions are implementations of the
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`yaql.language.conventions.Convention` interface that has just two methods:
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one to translate the function name and another to translate the function
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parameter name.
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yaql has two implementations included:
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* `yaql.language.conventions.CamelCaseConvention' that translates Python
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conventions into camel case. For example, it will convert
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`my_func(arg_name)` into `myFunc(argName)`. This convention is used by
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default.
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* `yaql.language.conventions.PythonConvention' that leaves function and
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parameter names intact.
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Each context, either directly or indirectly through its parent context, is
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configured to use some convention. When a function is registered in the
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context, its name and parameters are translated with the convention methods.
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Also, regardless of convention used, all trailing underscores are stripped
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from the names. This makes it possible to define several Python functions that
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differ only by trailing underscores and get the same name in YAQL (to create
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several overloads of single function). Also, this allow one to have function
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or parameter names that would otherwise conflict with Python keywords.
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Instance of convention class can be specified as a context initializer
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parameter or as a parameter of `yaql.create_context` function. Child contexts
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created with the `create_child_context` method inherit their parent convention.
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Extending yaql
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--------------
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Extending yaql with new functions
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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For a function to become available to YAQL queries, it must be present in
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the provided context object. The default context implementation
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(`yaql.language.contexts.Context`) has a `register_function` method to register
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the function implementation.
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In yaql, all functions are represented by instances of the
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`yaql.language.specs.FunctionDefinition` class. FunctionDefinition describes
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the complete function signature including:
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* Function name
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* List of parameters - instances of `yaql.language.specs.ParameterDefinition`
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* Function payload (Python callable)
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* Function type: function, method or extension method
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* The flag to disable the keyword arguments syntax for the function
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* Documentation string
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* Custom function metadata (dict)
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`register_function` method can accept either an instance of
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the `FunctionDefinition` class or a regular Python function. In the latter
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case, it constructs a `FunctionDefinition` instance from the declaration of
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the function using Python introspection. Because a YAQL function signature has
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much more information than the Python one, yaql provides a number of function
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decorators that can be used to fill the missing properties.
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The decorators are located in the `yaql.language.specs` module.
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Below is the list of available function decorators:
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* ``@name(function_name)``: set function name to be `function_name` rather
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than its Python name
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* ``@parameter(...)`` is used to declare the type of one of the function
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parameters
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* ``@inject(...)`` is used to declare a hidden function parameter
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* ``@method`` declares function to be YAQL method
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* ``@extension_method`` declares function to be YAQL extension method
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* ``@no_kwargs`` disables the keyword arguments syntax for the function
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* ``@meta(name, value)`` appends the `name` attribute with the given value to
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the function metadata dictionary
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Specifying function parameter types
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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When yaql constructs `FunctionDefinition`, it collects all possible information
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about its parameters. For each parameter, it records its name, position,
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whether it is a keyword-only argument (available in Python 3), whether it is
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an `*args` or `**kwargs`, and its default parameter value.
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The only parameter attribute that cannot be obtained through retrospection is
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the parameter type. For that purpose, yaql has a ``@parameter(name, type)``
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decorator that can be used to explicitly declare the parameter type.
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`name` must match the name of one of the function parameters, and `type` must
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be of the `yaql.language.yaqltypes.SmartType` type.
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`SmartType` is the base class for all yaql type descriptors - classes that
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check if the value is compatible with the desired type and can do type
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conversion between compatible types.
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YAQL type system slightly differs from Python's:
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* Strings are not considered to be collections of characters
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* Booleans are not integers
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* Dictionaries are not iterable
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* For most of the types one can specify if the `null` (`None`) value is
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acceptable
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`yaql.language.yaqltypes` module has many useful smart-type classes. The most
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generic smart-type for primitive types is the `PythonType` class, that
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validates if the value is instance of a given Python type. Due to the mentioned
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differences between YAQL and Python type systems and because
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Python types have a lot of nuances (several string types, differences between
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Python 2 and Python 3, separation between mutable and immutable type versions:
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list-tuple, set-frozenset, dict-FrozenDict, which is missing in Python
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and provided by the yaql instead), yaql provides specialized smart-types
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for most primitive types:
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* `String` - str and unicode
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* `Integer`
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* `Number` - integer of float
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* `DateTime`
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* `Sequence` - fixed-size iterable collection, except for the dictionary
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* `Iterable` - any iterable or generator
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* `Iterator` - iterator over the iterable
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And several specialized variants that enforce particular representation in the
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YAQL syntax:
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* `Keyword`
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* `BooleanConstant`
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* `NumericConstant`
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* `StringConstant`
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It is also possible to aggregate several smart-types so that the value can be
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of any given type or conform to all of them:
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* `AnyOf`
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* `Chain`
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* `NotOfType`
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These three smart-types accept other smart-type(s) as their initializer
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parameter(s).
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In addition to the smart-types, the second parameter of the `@parameter` can be
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a Python type. For example, ``@parameter("name", unicode)`` or
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``@parameter("name", unicode, nullable=True)``. In this case the Python type
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is automatically wrapped in the `PythonType` smart-type. If nullability is not
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specified, yaql tries to infer it from the parameter declaration - it is
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nullable only if the parameter has its default value set to `None`.
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Lazy evaluated function parameters
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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All the smart-types from the previous section are for parameters that are
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evaluated before the function gets invoked. But sometimes the function might
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need the parameter to remain unevaluated so that it can be evaluated by the
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function itself, possibly with additional parameters or in a different context.
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There are two possible representations of non-evaluated arguments:
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* Get it as a Python callable that the function can call to do the evaluation
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* Get it as a YAQL expression (AST), that can be analyzed
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The first method is available through the `Lambda` smart-type. The parameter,
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which is declared as a ``Lambda()``, has an `*args/**kwargs` signature and can
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be called from the function: ``parameter(arg1, arg2)``. If it was declared as
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``Lambda(with_context=True)`` the function may invoke it in a context, other
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than that which is used for the function:
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``parameter(new_context, arg1, arg2)``. ``Lambda(method=True)`` specifies
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that the parameter must be a method and the caller can specify the receiver
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object for it: ``parameter(receiver, arg1, arg2)``. Parameters can also be
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combined: ``Lambda(with_context=True, method=True)`` so the callable is
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invoked as ``parameter(receiver, new_context, arg1, arg2)``. All supplied
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callable arguments are automatically published to the `$1` (`$`), `$2` and
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so on context variables for the context in which the callable will be executed.
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The second method is available through the `YaqlExpression` smart-type. It
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also allows one to request the parameter to be of a particular expression type
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rather than an arbitrary YAQL expression.
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Auto-injected function parameters
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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Besides regular parameters, yaql also supports auto-injected (hidden)
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parameters. This is also known as a function parameter dependency injection.
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The values of injected parameters come from the yaql runtime rather than from
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the caller. Functions use injected parameters to get information on their
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execution environment.
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Auto-injected parameters are declared using the ``@inject(...)`` decorator,
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which has exactly the same signature as `@parameter` with the only difference
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being that `@inject` checks that that the supplied smart-type is an instance
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of the `yaql.language.yaqltypes.HiddenParameterType` class (in addition to
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`SmartType`), whereas the `@parameter` decorator checks that it is not. This
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difference exists to clearly distinguish explicitly passed parameters from
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those that are injected by the system.
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yaql has the following hidden parameter smart types:
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* `Context` - injects the current function context object
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* `Engine` - injects `YaqlEngine` object that was used to parse the expression.
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Engine object may be used to access execution options or to parse some other
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expression
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* `FunctionDefinition` - `FunctionDefinition` object of the function. May be
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used to obtain function metadata and doc-string
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* `Delegate` - injects a Python callable to some other YAQL function by its
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name. This is a convenient way to call one YAQL function from another without
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depending on its Python implementation signature and location. The syntax
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is very similar to `Lambda` smart-type
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* `Super` - similar to `Delegate` - injects callable to an overload of itself
|
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from the parent context. Useful when the function overload wants to call its
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base implementation (analogous to Python's ``super()``)
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* `Receiver` - injects a method receiver object if the function was called as
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a method and `None` otherwise. Can be used in an extension method to
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distinguish the case, when it was invoked as a method rather than as a
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function. Do not do it without a good reason!
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* `YaqlInterface` - injects a convenient wrapper (`YaqlInterface`) around yaql
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functionality, which also encapsulates many of the values above
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Auto-injected parameters may appear anywhere in the function signature as they
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do not affect caller syntax. Implementations can add additional hidden
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parameters without breaking existing queries. However, it is important to
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call YAQL function implementations through the yaql mechanisms (such as
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`Delegate`), rather than to call their Python implementations directly.
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Automatic parameters
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~~~~~~~~~~~~~~~~~~~~
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In some cases there is no need to declare the parameter at all. yaql uses
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parameter name and default value to guess the parameter type if it was not
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declared.
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If the parameter name is `context` or `__context` it will automatically
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be treated as if it was declared as a `Context`. `engine`/`__engine` is
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considered as an `Engine`, and `yaql_interface`/`__yaql_interface` is
|
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considered as a `YaqlInterface`.
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The host can override this logic by providing a callable to Context's
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`register_function` method through the `parameter_type_func` parameter.
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When yaql encounters an undeclared parameter, it calls this function, passing
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the parameter name as an argument, and expects it to return a smart-type
|
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for the parameter.
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If the `parameter_type_func` callable returned `None`, yaql would assume that
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the smart type should be `PythonType(object)`, that is anything, except for
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the `None` value, unless the parameter had the default value `None`.
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Function resolution rules
|
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~~~~~~~~~~~~~~~~~~~~~~~~~
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||||
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||||
Function resolution rules are used to determine the correct overload of the
|
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function when more than one overload is present in the context. Each time a
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||||
function with a given list of parameters is called yaql does the following:
|
||||
|
||||
#. Walks through the chain of context objects and collects all the
|
||||
implementations with a given name and appropriate type (either functions
|
||||
and extension methods or methods and extensions methods, depending on the
|
||||
call syntax).
|
||||
#. All found overloads are organized into layers so that overloads from the
|
||||
same context will be put in the same layer whereas overloads from different
|
||||
contexts are in different layers. Overloads from contexts that are closer
|
||||
to the initial context have precedence over those which were obtained from
|
||||
the parent contexts. Also `FunctionDefinition` may have a flag that prevents
|
||||
all overload lookups in the parent contexts. If the search encounters an
|
||||
overload with such a flag, it does not go any further in the chain.
|
||||
#. Scan all found overloads and exclude those, that cannot be called by the
|
||||
given syntax. This can happen because the overload has more mandatory
|
||||
parameters than the arguments in the calling expression, or because it
|
||||
passes the argument using the keyword name and no such parameter exists.
|
||||
#. Validates laziness of overload parameters. If at least one function overload
|
||||
has a lazy evaluated parameter all other overloads must have it in the same
|
||||
position. Violation of this rule causes an exception to be thrown.
|
||||
#. All the non-lazy parameters are evaluated. The result values are validated
|
||||
by appropriate smart-type instances corresponding to each parameter of
|
||||
each overload. All the overloads that are not type-compatible with the
|
||||
given arguments are excluded in each layer.
|
||||
#. Take first non-empty layer. If no such layer exists (that is all the
|
||||
overloads were excluded) then throw an exception.
|
||||
#. If the found layer has more than one overload, then we have an ambiguity.
|
||||
In this case an exception is thrown since we cannot unambiguously determine
|
||||
the right overload.
|
||||
#. Otherwise, call the single overload with previously evaluated arguments.
|
||||
|
||||
|
||||
Function development hints
|
||||
~~~~~~~~~~~~~~~~~~~~~~~~~~
|
||||
|
||||
* Avoid side effects in your functions, unless you absolutely have to.
|
||||
* Do not make changes to the data structures coming from the parameters or the
|
||||
context. Functions that modify the data should return the modified copy
|
||||
rather than touch the original.
|
||||
* If you need to make changes to the context, create a child context and
|
||||
make them there. It is usually possible to pass the new context to other
|
||||
parts of the query.
|
||||
* Strongly prefer immutable data structures over mutable ones. Use `tuple`s
|
||||
rather than `list`s, `frozenset` instead of `set`. Python does not have a
|
||||
built-in immutable dictionary class so yaql provides one on its own -
|
||||
`yaql.language.utils.FrozenDict`.
|
||||
* Do not call Python implementation of YAQL functions directly. yaql provides
|
||||
plenty of ways to do so.
|
||||
* Do not reuse contexts between multiple queries unless it is intentional.
|
||||
However all of these contexts can be children of a single prepared context.
|
||||
* Do not register all the custom functions for each query. It is better to
|
||||
prepare all the contexts with functions at the beginning and then use
|
||||
child contexts for each query executed.
|
||||
@ -13,8 +13,19 @@ Welcome to yaql documentation!
|
||||
what_is_yaql
|
||||
getting_started
|
||||
usage
|
||||
|
||||
.. toctree::
|
||||
:maxdepth: 3
|
||||
|
||||
language_reference
|
||||
extending_yaql
|
||||
|
||||
.. toctree::
|
||||
|
||||
standard_library
|
||||
|
||||
.. toctree::
|
||||
|
||||
contributing
|
||||
|
||||
|
||||
|
||||
@ -3,11 +3,9 @@ Usage
|
||||
|
||||
This section is not ready yet.
|
||||
|
||||
REPL
|
||||
~~~~
|
||||
|
||||
Embedding YAQL
|
||||
~~~~~~~~~~~~~~
|
||||
|
||||
Extending YAQL
|
||||
~~~~~~~~~~~~~~
|
||||
REPL utility
|
||||
~~~~~~~~~~~~
|
||||
|
||||
|
||||
Loading…
Reference in New Issue
Block a user