Query Grammar

Rule Query

The Query rule defines the logical entry point into Tremor's statement oriented query grammar. The grammar is embedded into deployments via define pipeline statements.

Pipelines effectively provide a continous streaming abstraction for event processing. The pipeline query is a graph of connected streams and operators. The operators can be builtin or provided by users through the script operator.

Window definitions for use in windowed statements such as those supported by the select operation are also defined and named so that they can be used by multiple operations and to compose tilt frames - chains of successive windows of data in a streaming continuous select operation.

The syntax supports the definition of sub queries through the same define pipeline syntax as in the deployment grammar.

rule Query ::=
    ConfigDirectives Stmts 
  | Stmts 
  ;

Rule ConfigDirectives

The ConfigDirectives rule allows line delimited compiler, interpreter or runtime hints to be specified.

rule ConfigDirectives ::=
    ConfigDirective ConfigDirectives 
  | ConfigDirective 
  ;

See ConfigDirective for supported directives.

Rule Stmts

The Stmts rule defines a ; semi-colon delimited sequence of Stmt rules.

rule Stmts ::=
    Stmt  ';' Stmts 
  | Stmt  ';' ?  
  ;

Example for a query pipeline

use tremor;
create stream snot;
create stream badger;

# ...

Rule Stmt

The Stmt rule defines the legal statements in a query script.

Queries in tremor support:

• Defining named window, operator, script and pipeline definitions.
• Creating node instances of stream, pipeline, operator and script operations.
• Linking nodes togther to form an execution graph via the select operation.

rule Stmt ::=
    Use 
  | DefineWindow 
  | DefineOperator 
  | DefineScript 
  | DefinePipeline 
  | CreateOperator 
  | CreateScript 
  | CreatePipeline 
  | CreateStream 
  | OperatorSelect 
  ;

Rule Use

Imports definitions from an external source for use in the current source file.

The contents of a source file form a module.

TREMOR_PATH

The TREMOR_PATH environment path variable is a : delimited set of paths.

Each path is an absolute or relative path to a directory.

When using relative paths - these are relative to the working directory where the tremor executable is executed from.

The tremor standard library MUST be added to the path to be accessible to scripts.

rule Use ::=
     'use' ModularTarget 
  |  'use' ModularTarget  'as' Ident 
  ;

Modules

Modules can be scripts. Scripts can store function and constant definitions.

Scripts are stored in .tremor files.

Modules can be queries. Queries can store window, pipeline, script and operator definitions.

Scripts are stored in .trickle files.

Modules can be deployments. Deployments can store connector, pipeline and flow definitions.

Deployments are stored in .troy files.

Conditioning

Modules in tremor are resolved via the TREMOR_PATH environment variable. The variable can refer to multiple directory paths, each separated by a : colon. The relative directory structure and base file name of the source file form the relative module path.

Constraints

It is not recommended to have overlapping or shared directories across the set of paths provided in the tremor path.

It is not recommended to have multiple definitions mapping to the same identifier.

Rule DefineWindow

The DefineWindow rule defines a temporal window specification.

A window is a mechanism that caches, stores or buffers events for processing over a finite temporal range. The time range can be based on the number of events, the wall clock or other defined parameters.

The named window can be instanciated via operations that support windows such as the select operation.

rule DefineWindow ::=
    ( DocComment ) ?   'define'  'window' Ident  'from' WindowKind CreationWith ( EmbeddedScriptImut ) ?   'end' 
  ;

define window four from tumbling
with
  size = 4
end;

Rule DefineOperator

The DefineOperator rule defines an operator.

An operator is a query operation composed using the builtin operators provided by tremor written in the rust programming language.

The named operator can be parameterized and instanciated via the CreateOperator rule

rule DefineOperator ::=
    ( DocComment ) ?   'define'  'operator' Ident  'from' OperatorKind ArgsWithEnd 
  ;

define pipeline subq
pipeline
  define operator counter from generic::counter;
  create operator counter;
  select event from in into counter;
  select event from counter into out;
end;

create pipeline subq;

select event from in into subq;
select event from subq into out;

Uses the builtin counter sequencing operator to numerate a stream.

Rule DefineScript

The DefineScript rule defines a named operator based on a tremor script.

A script operator is a query operation composed using the scripting language DSL rather than the builtin operators provided by tremor written in the rust programming language.

The named script can be parameterized and instanciated via the CreateScript rule

rule DefineScript ::=
    ( DocComment ) ?   'define'  'script' Ident DefinitionArgs EmbeddedScript 
  ;

define operator bucket from grouper::bucket;

define script categorize
script
  let $rate = 1;
  let $dimensions = event.logger_name;
  let $class = "test";
  event
end;

create operator bucket;
create script categorize;

select event from in into categorize;
select event from categorize into bucket;
select event from bucket into out;

Rule DefinePipeline

The DefinePipeline rule creates a named pipeline.

A pipeline is a query operation composed using the query langauge DSL instead of a builtin operation provided by tremor written in the rust programming language.

The named pipeline can be parameterized and instanciated via the CreatePipeline rule

rule DefinePipeline ::=
    ( DocComment ) ?   'define'  'pipeline' Ident (  'from' Ports ) ?  (  'into' Ports ) ?  DefinitionArgs Pipeline 
  ;

define pipeline identity
pipeline
  select event from in into out;
end;

Rule CreateOperator

The CreateOperator rule creates an operator.

An operator is a query operation composed using the builtin operators provided by tremor written in the rust programming language.

The rule causes an instance of the referenced operator definition to be created an inserted into the query processing execution graph.

rule CreateOperator ::=
     'create'  'operator' Ident CreationWithEnd 
  |  'create'  'operator' Ident  'from' ModularTarget CreationWithEnd 
  ;

# Define a round robin operator with 3 slots
define operator roundrobin from qos::roundrobin
with
  outputs = ["one", "two", "three"]
end;

# create an instance of the operator
create operator roundrobin;

# Filter all inbound events into the rond robin
select event from in into roundrobin;

# Union slots inot outbound port
select event from roundrobin/one into out;
select event from roundrobin/two into out;
select event from roundrobin/three into out;

Rule CreateScript

The CreateScript rule creates an operator based on a tremor script.

A script operator is a query operation composed using the scripting language DSL rather than the builtin operators provided by tremor written in the rust programming language.

The rule causes an instance of the referenced script definition to be created an inserted into the query processing execution graph.

rule CreateScript ::=
     'create'  'script' Ident CreationWithEnd 
  |  'create'  'script' Ident  'from' ModularTarget CreationWithEnd 
  ;

define operator bucket from grouper::bucket;

define script categorize
script
  let $class = "test";
  let $dimensions = [event.type, event.application];
  let $rate = 1;
  event;
end;

create operator bucket;

create script categorize;

select event from in into categorize;

select event from categorize into bucket;

select event from bucket into out;

Rule CreatePipeline

The CreatePipeline rule creates a pipeline.

A pipeline is a query operation composed using the query langauge DSL instead of a builtin operation provided by tremor written in the rust programming language.

The rule causes an instance of the referenced pipeline definition to be created an inserted into the query processing execution graph.

rule CreatePipeline ::=
     'create'  'pipeline' Ident CreationWithEnd 
  |  'create'  'pipeline' Ident  'from' ModularTarget CreationWithEnd 
  ;

# Define a pipeline called `identity`
define pipeline identity
pipeline
  select event from in into out;
end;

# Create an instance of the pipeline
create pipeline identity

Rule CreateStream

The CreateStream allows users to create user defined streams beyond the basic buitin set of in, out and err provided by the runtime for a pipeline query.

rule CreateStream ::=
     'create'  'stream' Ident 
  ;

create stream ctrl;

Creates a user defined stream by the provided name ctrl

Rule OperatorSelect

The OperatorSelect rule provides the select statement in streaming queries.

The statement has

• A target expression
• A stream and port from which to consume events
• A stream and port to which synthetic events are produced
• An optional set of iwndow definitions
• An optional where filter
• An optional having filter
• An optional group by

Unlike ANSI-ISO SQL select operations in tremor do not presume tabular or columnar data. The target expression can be any well-formed and legal value supported by tremor.

rule OperatorSelect ::=
     'select' ComplexExprImut  'from' StreamPort ( WindowClause ) ?  ( WhereClause ) ?  ( GroupByClause ) ?   'into' StreamPort ( HavingClause ) ?  
  ;

The builtin select operator in queries.

A simple non-windowed non-grouped select

select event from in into out;

A simple non-windowed grouped select

select event from in into out group by event.key;

A windowed grouped select operation

select event from in[one_sec] by event.key into out;

Multiple windows can be configured in lower resolutions for multi-resolution windowed expressions where lower resolutions are merged into from higher resolution windows

select aggr::stats::hdr(event.count) form in[one_sec, fifteen_sec, one_min, one_hour] into out;

Rule DocComment

The DocComment rule specifies documentation comments in tremor.

Documentation comments are optional.

A documentation comment begins with a ## double-hash and they are line delimited.

Muliple successive comments are coalesced together to form a complete comment.

The content of a documentation comment is markdown syntax.

rule DocComment ::=
     '<doc-comment>' 
  | DocComment  '<doc-comment>' 
  ;

Example

Documentation level comments are used throughout the tremor standard library and used as part of our document generation process.

Here is a modified snippet from the standard library to illustrate

## Returns the instance of tremor.
##
## Returns a `string`
intrinsic fn instance() as system::instance;
...

This is a builtin function implemented in rust and used in a script as follows:

use tremor::system;

system::instance()

Rule Ident

An Ident is an identifier - a user defined name for a tremor value.

rule Ident ::=
     '<ident>' 
  ;

Examples of identifiers

let snot = { "snot": "badger" };

Keyword escaping

Surrounding an identifier with a tick '`' allows keywords in tremor's DSLs to be escaped

let `let` = 1234.5;

Emoji

You can even use emoji as identifiers via the escaping mechanism.

let `🚀` = "rocket";

But we cannot think of any good reason to do so!

Rule WindowKind

Tumbling

A tumbling window defines a wall-clock-bound or data-bound window of non-overlapping time for storing events. The windows can not overlap, and there are no gaps between windows permissible.

Sliding

A sliding window defines a wall-clock-bound or data-bound window of events that captures an intervalic window of events whose extent derives from the size of the window. A sliding window of size 2 captures up to to events. Every subsequent event will evict the oldest and retain the newest event with the previous ( now oldest ) event.

Conditioning

Both kinds of window store events in arrival order

rule WindowKind ::=
     'sliding' 
  |  'tumbling' 
  ;

Currently only tumbling is implemented.

Rule CreationWith

The CreationWith rule defines an optional with block of expressions without a terminal end keyword.

rule CreationWith ::=
    WithClause 
  | 
  ;

Rule EmbeddedScriptImut

The EmbeddedScriptImut rule defines an optional embedded script.

rule EmbeddedScriptImut ::=
     'script' EmbeddedScriptContent 
  ;

Rule OperatorKind

The OperatorKind rule defines a modular path like reference to a builtin tremor operator.

Operators are programmed in rust native code and referenced via a virtual module path.

rule OperatorKind ::=
    Ident  '::' Ident 
  ;

A modular path identifying a builtin operator.

define operator roundrobin from qos::roundrobin;

Rule ArgsWithEnd

The ArgsWithEnd rule defines an arguments block with an end block.

rule ArgsWithEnd ::=
    ArgsClause ?  WithEndClause 
  | 
  ;

An internal rule that defines an optional args block with and optional end token.

This rule is used and shared in other rules as part of their definitions.

Rule DefinitionArgs

The DefinitionArgs rule defines an arguments block without an end block.

rule DefinitionArgs ::=
    ArgsClause ?  
  ;

An optional argument block

args arg1, arg 2

This is a shared internal rule used in other rules as part of their definition.

Rule EmbeddedScript

The EmbeddedScript rule defines a script using the Script DSL [ Full ].

The script is enclosed in script .. end blocks.

rule EmbeddedScript ::=
     'script' TopLevelExprs  'end' 
  ;

script
  event
end

Rule Ports

The Ports rule defines a , comma delimited set of stream ports.

rule Ports ::=
    Sep!(Ports, <Ident>, ",") 
  ;

A set of ports exposed in pipeline definitions in their from and into clauses

define pipeline example
  from in, out, err, ctrl
  into in, out, err, ctrl
pipeline
  # A pipeline query implementation
  ...
end

The from and into ports do not need to be the same.

Tremor's compiler and runtime can use these definitions to validate deployments are correct, or discover deployments that are invalid. It is an error to send data to or receive data from a pipeline port that is not specified.

Rule Pipeline

The Pipeline rule defines a block of statements in a pipeline .. end block.

The block MAY begin with an optional set of ConfigDirectives.

rule Pipeline ::=
     'pipeline' ConfigDirectives ?  PipelineCreateInner  'end' 
  ;

An internal rule to the DefinePipeline rule where the pipeline logic is provided.

Rule ComplexExprImut

The ComplexExprImut rule defines complex immutable expression in tremor.

rule ComplexExprImut ::=
    MatchImut 
  | ForImut 
  | ExprImut 
  ;

Rule StreamPort

The StreamPort rule defines a stream by name with an optional named Port.

When the Port is omitted, tremor will internally default the Port to the appropriate in or out port. Where the err or user defined Ports are preferred, the optional Port specification SHOULD be provided.

rule StreamPort ::=
    Ident MaybePort 
  ;

in/snot

Within a query, allows the port of a specific stream to be referenced directly.

Rule WindowClause

The WindowClause rule defines an optional window definition for a supporting operation.

rule WindowClause ::=
    WindowDefn 
  ;

Rule WhereClause

The WhereClause defines a predicate expression used to filter ( forward or discard ) events in an operation.

The where clause is executed before a operation processes an event.

rule WhereClause ::=
     'where' ComplexExprImut 
  ;

select event from in
where present event.important
into out

The where filters events before computations occur upon them in operators that support the clause. Any predicate ( boolean ) expression can be used in a where filter.

Rule GroupByClause

The GroupByClause defines the group by clause of a supporting operation in tremor.

An operator that uses a group by clause maintains the operation for each group captured by the grouping dimensions specified in this clause.

rule GroupByClause ::=
     'group'  'by' GroupDef 
  ;

select event from in[one_second]
having present event.important
group by event.priority
into out

The group by clause groups events based on a group expression. Each computed group effectively has its own memory and computation allocated.

For windowed operations the windows are allocated for each group.

These groups and their windows are independant. This means that opening, closing, filling and recycling of windows is by group.

Rule HavingClause

The HavingClause defines a predicate expression used to filter ( forward or discard ) events in an operation.

The having clause is executed after an operation has processed an event.

rule HavingClause ::=
     'having' ComplexExprImut 
  ;

select event from in
having present event.important
into out

The having filters events after computations has occured within them in operators that support the clause. Any predicate ( boolean ) expression can be used in a having filter.

When appropriate, the where clause should be used in preference over the having clause. It is better to filter early before computation occurs when this is practicable or possible.

Rule CreationWithEnd

The CreationWithEnd rule defines a with block of expressions with a terminal end keyword.

rule CreationWithEnd ::=
    WithEndClause 
  | 
  ;

with x = y end

Rule ModularTarget

A ModularTarget indexes into tremor's module path.

In tremor a module is a file on the file system.

A module is also a unit of compilation.

A ModularTarget is a :: double-colon delimited set of identifiers.

Leading :: are not supported in a modular target..

Trailing :: are not supported in a modular target.

rule ModularTarget ::=
    Ident 
  | ModPath  '::' Ident 
  ;

Examples

Loading and using a builtin function

# Load the base64 utilities
use std::base64;

# Base64 encode the current `event`.
base64::encode(event)

Loading and using a builtin function with an alias

# Load the base64 utilities
use std::base64 as snot;

# Base64 encode the current `event`.
snot::encode(event)

Rule MaybePort

The MaybePort rule defines an optional Port.

rule MaybePort ::=
    (  '/' Ident ) ?  
  ;

When interconnecting pipelines and connectors in flow definitions default ports can be inferred by the tremor runtime.

When an alternate port is required, the port specification can be used to explicitly select from available inbound or outbound ports.

Rule WindowDefn

The WindowDefn defines a temporal basis over which a stream of events is applicable.

rule WindowDefn ::=
     '[' Windows  ']' 
  ;

Operations supporting windowed aggregate functions in tremor such as the select statement can window incoming streams in the from clause:

select aggr::count(event) from in[one_second, ten_second]
...

Here, we stream events from the in stream into a one_second window. Every second, we stream the aggregate result from the one second window into the ten_second window.

So, even if we have 1 million events per second, the one_second and ten_second windows will convert the event firehose into a trickle. Fun fact: this pun is where the query language got its name from.

Rule Windows

The Windows rule defines a sequence of window definitions that are , comma delimited.

rule Windows ::=
    Windows_ 
  ;

Wraps the Windows_ internal rule for other rules to consume in their definitions

Rule Windows_

The Windows_ rule defines a sequence of window definitions that are , comma delimited.

rule Windows_ ::=
    Sep!(Windows_, Window, ",") 
  ;

A comma delimited set of window references.

Windows can be local or modular

win, my_module::one_sec, my_module::five_sec

The identifers refer to a window definition and can be used in operators to define a temporally bound set of events based on the semantics of the window definition.

In a tilt frame - or set of windows, the output of a window can is the input the next window in a sequence. This is a form of temporal window-driven event compaction that allows memory be conserved.

At 1000 events per second, a 1 minute window needs to store 60,000 events per group per second. But 60 1 second windows can be merged with aggregate functions like dds and hdr histograms.

Say, each histogram is 1k of memory per group per frame - that is a cost of 2k bytes per group.

In a streaming system - indefinite aggregation of in memory events is always a tradeoff against available reosurces, and the relative business value.

Often multiple windows in a tilt frame can be more effective than a single very long lived window.

Rule Window

The Window rule defines a modular target to a window definition.

rule Window ::=
    ModularTarget 
  ;

Rule GroupDef

The GroupDef rule defines the parts of a grouping dimension.

Group segments can be derived from:

• Expressions - for which their serialized values are used.
• Set expressions - which computes a set based on an expression.
• Each expressions - which iterates an expression to compute a set.

rule GroupDef ::=
    ExprImut 
  |  'set'  '(' GroupDefs  ')' 
  |  'each'  '(' ExprImut  ')' 
  ;

Example group definitions

A string value

event.string

The serialization of any legal tremor data value

event

A set based on multiple expressions:

set(event.key, state[key])

An set computed from an interation

let keys = ['snot', 'badger', 'goose'];

...

each(keys)

## Rule ExprImut

The `ExprImut` is the root of immutable expressions in tremor.



![ExprImut](svg/exprimut.svg)

```ebnf
rule ExprImut ::=
    OrExprImut 
  ;

The effective root of the subset of the expression langauge applicable in most immutable processing context in tremor is captured by this rule.

Rule GroupDefs

The GroupDefs rule defines a , comma delimited set of GroupDef rules.

rule GroupDefs ::=
    GroupDefs_ 
  ;

Wraps a macro call for use by other productions in the grammar

Rule GroupDefs_

The GroupDefs_ rule defines a , comma delimited set of GroupDef rules.

rule GroupDefs_ ::=
    Sep!(GroupDefs_, GroupDef, ",") 
  ;

A comma delimited set of GroupDef productions

Rule EmbeddedScriptContent

The EmbeddedScriptContent rule defines an embedded script expression.

rule EmbeddedScriptContent ::=
    ExprImut 
  ;

A single expression embedded within an embedded script

Rule TopLevelExprs

The TopLevelExprs rule defines semi-colon separated sequence of top level tremor expressions with an optional terminating semi-colon

rule TopLevelExprs ::=
    TopLevelExpr  ';' TopLevelExprs 
  | TopLevelExpr  ';' ?  
  ;

The ToplEvelExprs specifies the expressions that are legal at the top level of a script expression.

script
  event.sum * 2
end

A sequence of ';' semi-colon delimited expressions of the following form are permissible:

• Constants
• Function definitions
• Intrinsic function definitions in the standard library
  • Provided by the runtime to document builtins - not user modifiable without a pull request or feature enhancement
• Arbitrary complex expressions
• Use definitions

Rule PipelineCreateInner

The PipelineCreateInner is an internal rule of the Pipeline rule.

The rule defines a ; semi-colon delimited set of one or many Stmts.

rule PipelineCreateInner ::=
    Stmt  ';' Stmts 
  | Stmt  ';' ?  
  ;

This rule allows queries to be defined in the context of a pipeline definition.