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Fast, portable, non-Turing complete expression evaluation with gradual typing (Go)
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The Common Expression Language (CEL) is a non-Turing complete language designedfor simplicity, speed, safety, and portability. CEL's C-likesyntax looksnearly identical to equivalent expressions in C++, Go, Java, and TypeScript.
// Check whether a resource name starts with a group name.resource.name.startsWith("/groups/" +auth.claims.group)
// Determine whether the request is in the permitted time window.request.time-resource.age<duration("24h")
// Check whether all resource names in a list match a given filter.auth.claims.email_verified&&resources.all(r,r.startsWith(auth.claims.email))
A CEL "program" is a single expression. The examples have been tagged asjava
,go
, andtypescript
within the markdown to showcase the commonalityof the syntax.
CEL is ideal for lightweight expression evaluation when a fully sandboxedscripting language is too resource intensive. To get started, try theCodelab.
Determine the variables and functions you want to provide to CEL. Parse andcheck an expression to make sure it's valid. Then evaluate the output ASTagainst some input. Checking is optional, but strongly encouraged.
Let's exposename
andgroup
variables to CEL using thecel.Variable
environment option:
import"github.com/google/cel-go/cel"env,err:=cel.NewEnv(cel.Variable("name",cel.StringType),cel.Variable("group",cel.StringType),)
That's it. The environment is ready to be used for parsing and type-checking.CEL supports all the usual primitive types in addition to lists, maps, as wellas first-class support for JSON and Protocol Buffers.
The parsing phase indicates whether the expression is syntactically valid andexpands any macros present within the environment. Parsing and checking aremore computationally expensive than evaluation, and it is recommended thatexpressions be parsed and checked ahead of time.
The parse and check phases are combined for convenience into theCompile
step:
ast,issues:=env.Compile(`name.startsWith("/groups/" + group)`)ifissues!=nil&&issues.Err()!=nil {log.Fatalf("type-check error: %s",issues.Err())}prg,err:=env.Program(ast)iferr!=nil {log.Fatalf("program construction error: %s",err)}
Thecel.Program
generated at the end of parse and check is stateless,thread-safe, and cachable.
Type-checking is an optional, but strongly encouraged step that can reject somesemantically invalid expressions using static analysis. Additionally, the checkproduces metadata which can improve function invocation performance and objectfield selection at evaluation-time.
Macros are optional but enabled by default. Macros were introduced tosupport optional CEL features that might not be desired in all use caseswithout the syntactic burden and complexity such features might desire ifthey were part of the core CEL syntax. Macros are expanded at parse time andtheir expansions are type-checked at check time.
For example, when macros are enabled it is possible to support boundediteration / fold operators. The macrosall
,exists
,exists_one
,filter
,andmap
are particularly useful for evaluating a single predicate againstlist and map values.
// Ensure all tweets are less than 140 charstweets.all(t,t.size()<=140)
Thehas
macro is useful for unifying field presence testing logic acrossprotobuf types and dynamic (JSON-like) types.
// Test whether the field is a non-default value if proto-based, or defined// in the JSON case.has(message.field)
Both cases traditionally require special syntax at the language level, butthese features are exposed via macros in CEL.
Now, evaluate for fun and profit. The evaluation is thread-safe and side-effectfree. Many different inputs can be sent to the samecel.Program
and if fieldsare present in the input, but not referenced in the expression, they areignored.
// The `out` var contains the output of a successful evaluation.// The `details' var would contain intermediate evaluation state if enabled as// a cel.ProgramOption. This can be useful for visualizing how the `out` value// was arrive at.out,details,err:=prg.Eval(map[string]interface{}{"name":"/groups/acme.co/documents/secret-stuff","group":"acme.co"})fmt.Println(out)// 'true'
What ifname
hadn't been supplied? CEL is designed for this case. Indistributed apps it is not uncommon to have edge caches and central services.If possible, evaluation should happen at the edge, but it isn't always possibleto know the full state required for all values and functions present in theCEL expression.
To improve the odds of successful evaluation with partial state, CEL usescommutative logical operators&&
,||
. If an error or unknown value (not thesame thing) is encountered on the left-hand side, the right hand side isevaluated also to determine the outcome. While it is possible to implementevaluation with partial state without this feature, this method was chosenbecause it aligns with the semantics of SQL evaluation and because it's morerobust to evaluation against dynamic data types such as JSON inputs.
In the following truth-table, the symbols<x>
and<y>
represent error orunknown values, with the?
indicating that the branch is not taken due toshort-circuiting. When the result is<x, y>
this means that the both argsare possibly relevant to the result.
Expression | Result |
---|---|
false && ? | false |
true && false | false |
<x> && false | false |
true && true | true |
true && <x> | <x> |
<x> && true | <x> |
<x> && <y> | <x, y> |
true || ? | true |
false || true | true |
<x> || true | true |
false || false | false |
false || <x> | <x> |
<x> || false | <x> |
<x> || <y> | <x, y> |
In the cases where unknowns are expected,cel.EvalOptions(cel.OptTrackState)
should be enabled. Thedetails
value returned byEval()
will contain theintermediate evaluation values and can be provided to theinterpreter.Prune
function to generate a residual expression. e.g.:
// Residual when `name` omitted:name.startsWith("/groups/acme.co")
This technique can be useful when there are variables that are expensive tocompute unless they are absolutely needed. This functionality will be thefocus of many future improvements, so keep an eye out for more goodness here!
Parse and check errors have friendly error messages with pointers to where theissues occur in source:
ERROR:<input>:1:40: undefined field'undefined'| TestAllTypes{single_int32: 1, undefined: 2}| .......................................^`,
Both the parsed and checked expressions contain source position informationabout each node that appears in the output AST. This information can be usedto determine error locations at evaluation time as well.
CEL-Go supportsmodules
and uses semantic versioning. For more infosee theGo Modules docs.
And of course, there is always the option to build from source directly.
JavaScript and Lua are rich languages that require sandboxing to executesafely. Sandboxing is costly and factors into the "what will I let usersevaluate?" question heavily when the answer is anything more than O(n)complexity.
CEL evaluates linearly with respect to the size of the expression and the inputbeing evaluated when macros are disabled. The only functions beyond thebuilt-ins that may be invoked are provided by the host environment. Whileextension functions may be more complex, this is a choice by the applicationembedding CEL.
But, why not WASM? WASM is an excellent choice for certain applications andis far superior to embedded JavaScript and Lua, but it does not have supportfor garbage collection and non-primitive object types require semi-expensivecalls across modules. In most cases CEL will be faster and just as portablefor its intended use case, though for node.js and web-based execution CELtoo may offer a WASM evaluator with direct to WASM compilation.
Checking is an optional, but strongly suggested step in CEL expressionvalidation. It is sufficient in some cases to simply parse and rely on theruntime bindings and error handling to do the right thing.
- See theCEL Spec for the specification and conformance test suite.
- Ask for support on theCEL Go Discuss Google group.
- SeeGoDoc to learn how to integrate CEL into services written in Go.
- See theCEL C++ toolchain (under development) for information about howto integrate CEL evaluation into other environments.
- SeeCONTRIBUTING.md to get started.
- UseGitHub Issues to request features or report bugs.
A handful of tests rely onBazel. In particular dynamic proto supportat check time and the conformance test driver require Bazel to coordinatethe test inputs:
bazeltest ...
Released under theApache License.
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