[{"data":1,"prerenderedAt":7997},["ShallowReactive",2],{"/en-us/blog/a-go-micro-language-framework-for-building-dsls":3,"navigation-en-us":36,"banner-en-us":464,"footer-en-us":481,"footer-source-/en-us/blog/a-go-micro-language-framework-for-building-dsls/":729,"blogAuthors-en-us":735,"next-steps-en-us":7982},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"seo":8,"content":16,"config":26,"_id":29,"_type":30,"title":31,"_source":32,"_file":33,"_stem":34,"_extension":35},"/en-us/blog/a-go-micro-language-framework-for-building-dsls","blog",false,"",{"title":9,"description":10,"ogTitle":9,"ogDescription":10,"noIndex":6,"ogImage":11,"ogUrl":12,"ogSiteName":13,"ogType":14,"canonicalUrls":12,"schema":15},"Lingo: A Go micro language framework for building Domain Specific Languages","Design, build and integrate your own Domain Specific Language with Lingo.","https://res.cloudinary.com/about-gitlab-com/image/upload/v1749682320/Blog/Hero%20Images/typeset.png","https://about.gitlab.com/blog/a-go-micro-language-framework-for-building-dsls","https://about.gitlab.com","article","\n                        {\n        \"@context\": \"https://schema.org\",\n        \"@type\": \"Article\",\n        \"headline\": \"Lingo: A Go micro language framework for building Domain Specific Languages\",\n        \"author\": [{\"@type\":\"Person\",\"name\":\"Julian Thome\"}],\n        \"datePublished\": \"2022-05-26\",\n      }",{"title":9,"description":10,"authors":17,"heroImage":11,"date":19,"body":20,"category":21,"tags":22},[18],"Julian Thome","2022-05-26","\n\nDomain Specific Languages (DSL) are small, focused languages with a narrow\ndomain of applicability. DSLs are tailored towards their target domain so that\ndomain experts can formalize ideas based on their knowledge and background.\n\nThis makes DSLs powerful tools that can be used for the purpose of increasing\nprogrammer efficiency by being more expressive in their target\ndomain, compared to general purpose languages, and by providing concepts to\nreduce the cognitive load on their users.\n\nConsider the problem of summing up the balances of different bank accounts in a\nCSV file. A sample CSV file is provided in the example below where the first\ncolumn contains the name of the account holder and the second column contains\nthe account balance.\n\n``` csv\nname, balance\nLisa, 100.30\nBert, 241.41\nMaria, 151.13\n```\n\nYou could solve the problem of summing up balances by using a general-purpose\nlanguage such as [Ruby](https://www.ruby-lang.org/en/) as in the code snippet\nbelow. Apart from the fact that the code below is not very robust, it contains\na lot of boilerplate that is irrelevant to the problem at hand, i.e., summing\nup the account balances.\n\n``` ruby\n#!/usr/bin/env ruby\n\nexit(1) if ARGV.empty? || !File.exist?(ARGV[0])\n\nsum = 0\nFile.foreach(ARGV[0]).each_with_index do |line, idx|\n  next if idx == 0\n  sum += Float(line.split(',')[1])\nend\n\nputs sum.round(2)\n```\n\nBelow is an example [AWK script](https://en.wikipedia.org/wiki/AWK) that solves\nthe same problem. AWK is a DSL that was specifically designed to address\nproblems related to text-processing.\n\n``` awk \n#!/usr/bin/awk -f\n\nBEGIN{FS=\",\"}{sum+=$2}END{print sum}\n```\n\nThe Ruby program has a size of 208 characters, whereas the AWK program has a size of 56. The AWK program is roughly 4x smaller than its Ruby\ncounterpart. In addition, the AWK implementation is more robust by being less\nprone to glitches that may appear in the CSV file (e.g., empty newlines,\nwrongly formatted data-fields). The significant difference in terms of size\nillustrates that DSLs, by being more focused on solving specific problems, can\nmake their users more productive by sparing them the burden to write\nboilerplate code and narrowing the focus of the language on the problem at\nhand.\n\nSome popular DSLs most software developers use on a regular basis include\n[Regular Expressions](https://en.wikipedia.org/wiki/Regular_expression) for\npattern matching, AWK for text\ntransformation or [Standard Query Language](https://en.wikipedia.org/wiki/SQL)\nfor interacting with databases.\n\n## Challenges when designing Domain Specific Languages\n\nPrototyping, designing and evolving DSLs is a\nchallenging process. In our experience this is an exploratory cycle where you\nconstantly prototype ideas, incorporate them into the language, try them out in\nreality, collect feedback and improve the DSL based on the feedback. \n\nWhen designing a DSL, there are many components that have to be implemented and\nevolved. At a very high level there are two main components: the language\nlexer/parser and the language processor. The lexer/parser\nis the component that accepts input as per the language definition which is\nusually specified specified by means of a language grammar. The parsing/lexing\nphase produces a syntax tree which is then passed onto the language processor.\nA language processor evaluates the syntax tree. In the example we saw earlier,\nwe ran both the Ruby and AWK interpreters providing our scripts and the CSV\nfile as input; both interpreters evaluated the scripts and this evaluation\nyielded the sum of all the account balances as a result.\n\nTools such as parser generators can significantly reduce the effort of\nlexer/parser development by means of code generation. Sophisticated DSL\nframeworks such as [JetBrains MPS](https://www.jetbrains.com/mps/) or\n[Xtext](https://www.eclipse.org/Xtext/) also provide features that help\nimplement custom language support in IDEs. However, if present at all, the\nsupport for building the language processors is usually limited to generating\nplaceholders functions or boilerplate code for the language components that\nhave to be filled-in by the DSL developer. Moreover, such large and powerful DSL\nframeworks usually have a fairly steep learning curve so that they are probably\na better fit for more sophisticated DSLs as opposed to small, easily\nembeddable, focused languages, which we refer to as _micro languages_.\n\nIn some situations, it may be worth considering working around these problems\nby just relying on standard data exchange formats such as `.toml`, `.yaml` or\n`.json` as a means of configuration. Similar to the parser generators, using\nsuch a format may relieve some of the burden when it comes to parser\ndevelopment effort. However, this approach does not help when it comes to the\nimplementation of the actual language processor. In addition, most standard data\nexchange formats are inherently limited to representing data in terms of simple\nconcepts (such as lists, dictionaries, strings and numbers). This limitation\ncan lead to bloated configuration files quickly as shown in the following\nexample.\n\nImagine the development of a calculator that operates on integers using\nmultiplication `*`, addition `+`. When using a data-description language like\nYAML in the example below, you can see that even a small simple term like `1 + 2 * 3 + 5` \ncan be hard to reason about, and by adding more terms the configuration\nfile would get bloated quickly.\n\n``` yaml\nterm:\n  add: \n    - 1\n    - times:\n      - 2\n      - 3\n    - 5\n```\n\nThis blog post is focused on the design of micro languages. The core idea is to\nprovide a simple, extensible language core that can be easily extended with\ncustom-types and custom functions; the language can evolve without having\nto touch the parser or the language processor. Instead, the DSL designer can\njust focus on the concepts that ought to be integrated into the DSL by\nimplementing interfaces and \"hooking\" them into the core language\nimplementation.\n\n## Lingo: A micro language framework for Go\n\nAt GitLab, Go is one of our main programming languages and some of the tools we\ndevelop required their own, small, embeddable DSLs so that users could properly\nconfigure and interact with them. \n\nInitially, we tried to integrate already existing, embeddable and expandable\nlanguage implementations. Our only condition was that they had to be\nembeddable natively into a Go application. We explored several great free and\nopen-source (FOSS) projects such as [go-lua](https://github.com/Shopify/go-lua)\nwhich is Lua VM implemented in Go, [go-yeagi](https://github.com/traefik/yaegi)\nwhich provides a Go interpreter with which Go can be used as a scripting\nlanguage or [go-zygomys](https://github.com/glycerine/zygomys) which is a LISP\ninterpreter written in Go. However, these packages are essentially modules to\nintegrate general-purpose languages on top of which a DSL could be built. These modules ended up being fairly complex. In contrast, we wanted to have basic support to design, implement, embed and evolve DSLs natively into a Go\napplication that is flexible, small, simple/easy to grasp, evolve and\nadapt.\n\nWe were looking for a micro language framework with the properties listed below:\n\n1. Stability: Changes applied to the DSL should neither require any changes to the core lexer/parser implementation nor to the language processor implementation.\n1. Flexibility/Composability: New DSL concepts (data-types, functions) can be integrated via a simple plug-in mechanism.\n1. Simplicity: the language framework should have just\nenough features to provide a foundation that is powerful enough to implement\nand evolve a custom DSL. In addition, the whole implementation of the micro\nlanguage framework should be in pure Go so that it is easily embeddable in Go\napplications.\n\nSince none of the available FOSS tools we looked at was able to\nfulfill all of those requirements, we developed our own micro language framework\nin Go called Lingo which stands for \"**L**ISP-based Domain Specific Languages\n(DSLs) **in Go**\". Lingo is completely FOSS and available in the [Lingo Git repository](https://gitlab.com/gitlab-org/vulnerability-research/foss/lingo)\nunder the free and open source space of the [Vulnerability Research Team](https://handbook.gitlab.com/handbook/engineering/development/sec/secure/vulnerability-research/).\n\n[Lingo](https://gitlab.com/gitlab-org/vulnerability-research/foss/lingo)\nprovides a foundation for building DSLs based on Symbolic Expressions (S-expressions), i.e.,\nexpressions provided in the form of nested lists `(f ...)` where `f` can be\nconsidered as the placeholder that represents the function symbol. Using this format,\nthe mathematical term we saw earlier could be written as S-expression `(+ 1 (* 2 3) 5)`. \n\nS-expressions are versatile and easy to process due to their uniformity. In\naddition, they can be used to represent both code and data in a consistent\nmanner.\n\nWith regards to the Stability, Flexibility and Composability properties, \n[Lingo](https://gitlab.com/gitlab-org/vulnerability-research/foss/lingo)\nprovides a simple plug-in mechanism to add new functions as well as types\nwithout having to touch the core parser or language processor. From the\nperspective of the S-expression parser, the actual function symbol is\nessentially irrelevant with regards to the S-expression parsing. The language processor is just evaluating S-expressions and dispatching the execution to the interface implementations. These implementations are provided by the plug-ins based on the function symbol.\n\nWith regards to Simplicity, the Lingo code base is roughly 3K lines of pure Go code including the lexer/parser, an\nengine for code transformation, and the interpreter/evaluator. The small size\nshould make it possible to understand the entirety of the implementation.  \n\nReaders that are interested in the technical details of\nLingo itself can have a look at the\n[README.md](https://gitlab.com/gitlab-org/vulnerability-research/foss/lingo/-/blob/main/README.md)\nwhere the implementation details and the used theoretical foundations are explained.\nThis blog post focuses on how\nLingo can be used to build a DSL from scratch.\n\n## Using Lingo to design a data generation engine\n\nIn this example we are designing a data-generation engine in Go using\nLingo as a foundation. Our data generation engine may be used to generate structured input\ndata for fuzzing or other application contexts. This example illustrates how\nyou can use Lingo to create a language and the corresponding language\nprocessor. Going back to the example from the beginning, let us assume we would\nlike to generate CSV files in the format we saw at the beginning covering\naccount balances.\n\n``` csv\nname, balance\nLisa, 100.30\nBert, 241.41\nMaria, 151.13\n```\n\nOur language includes the following functions:\n\n1. `(oneof s0, s1, ..., sN)`: randomly returns one of the parameter strings `sX` (0 \u003C= X \u003C= N).\n1. `(join e0, e1, ..., eN)`: joins all argument expressions and concatenates their string representation `eX` (0 \u003C= X \u003C= N).\n1. `(genfloat min max)`: generates a random float number X (0 \u003C= X \u003C= N) and returns it.\n1. `(times num exp)`: repeats the pattern generated by exp num times.\n\nFor this example we are using\nLingo to build the language and the language processor to automatically generate CSV\noutput which we are going to feed back into the Ruby and AWK programs we saw in\nthe introduction in order to perform a stress test on them. \n\nWe refer to our new language/tool as _Random Text Generator_ (RTG) `.rtg`.\nBelow is a sample script `script.rtg` we'd like our program to digest in order\nto randomly generate CSV files. As you can see in the example below, we are\njoining sub-strings starting with the CSV header `name, balance`\nafter which we randomly generate 10 lines of names and balance amounts. In\nbetween, we also randomly generate some empty lines.\n\n```\n(join \n  (join \"name\" \",\" \"balance\" \"\\n\")\n  (times 10 \n    '(join \n      (oneof \n        \"Jim\" \n        \"Max\" \n        \"Simone\" \n        \"Carl\" \n        \"Paul\" \n        \"Karl\" \n        \"Ines\" \n        \"Jane\" \n        \"Geralt\" \n        \"Dandelion\" \n        \"Triss\" \n        \"Yennefer\" \n        \"Ciri\") \n      \",\" \n      (genfloat 0 10000) \n      \"\\n\" \n      (oneof \"\" \"\\n\"))))\n```\n\nOur engine takes the script above written in RTG and generates random CSV\ncontent. Below is an example CSV file generated from this script.\n\n``` csv\nname,balance\nCarl,25.648205\nInes,11758.551\n\nCiri,13300.558\n...\n```\n\nFor the remainder of this section, we explore how we can implement a\ndata generation engine based on Lingo. The implementation of RTG requires\nthe two main ingredients: (1) a float data type and a result object to integrate a float\nrepresentation and (2) implementations for the `times`, `oneof`, `genfloat` and\n`join` functions.\n\n### Introducing a float data type and result objects\n\nLingo differentiates between data types and result objects. Data types indicate how data is\nmeant to be used and result objects are used to pass intermediate results\nbetween functions where every result has a unique type. In the code snippet\nbelow, we introduce a new `float` data type. The comments in the code snippet below\nprovide more details.\n\n``` go \n// introduce float type\nvar TypeFloatId, TypeFloat = types.NewTypeWithProperties(\"float\", types.Primitive)\n// introduce token float type for parser\nvar TokFloat = parser.HookToken(parser.TokLabel(TypeFloat.Name))\n\n// recognize (true) as boolean\ntype FloatMatcher struct{}\n\n// this function is used by the parser to \"recognize\" floats as such\nfunc (i FloatMatcher) Match(s string) parser.TokLabel {\n  if !strings.Contains(s, \".\") {\n    return parser.TokUnknown\n  }\n\n  if _, err := strconv.ParseFloat(s, 32); err == nil {\n\treturn TokFloat.Label\n  }\n\n  return parser.TokUnknown\n}\nfunc (i FloatMatcher) Id() string {\n  return string(TokFloat.Label)\n}\n\nfunc init() {\n  // hook matcher into the parser\n  parser.HookMatcher(FloatMatcher{})\n}\n```\n\nIn addition, we also require a result object which we can use to pass around\nfloat values. This is an interface implementation where most of the functions names\nare self-explanatory. The important bit is the `Type` function\nthat returns our custom `float` type we introduced in the last snippet.\n\n``` go\ntype FloatResult struct{ Val float32 }\n// deep copy\nfunc (r FloatResult) DeepCopy() eval.Result { return NewFloatResult(r.Val) }\n// returns the string representation of this result type\nfunc (r FloatResult) String() string {\n  return strconv.FormatFloat(float64(r.Val), 'f', -1, 32)\n}\n// returns the data type for this result type\nfunc (r FloatResult) Type() types.Type   { return custtypes.TypeFloat }\n// call-back that is cleaned up when the environment is cleaned up\nfunc (r FloatResult) Tidy()              {}\n\nfunc (r FloatResult) Value() interface{} { return r.Val }\nfunc (r *FloatResult) SetValue(value interface{}) error {\n  boolVal, ok := value.(float32)\n  if !ok {\n    return fmt.Errorf(\"invalid type for Bool\")\n  }\n  r.Val = boolVal\n  return nil\n}\nfunc NewFloatResult(value float32) *FloatResult {\n  return &FloatResult{\n    value,\n  }\n}\n```\n\n### Implementing the DSL functions\n\nSimilar to the data type and return object, implementation of a DSL function is\nas simple as implementing an interface. In the example below we implement the\n`genfloat` function as an example. The most important parts are the `Symbol()`,\n`Validate()` and `Evaluate()` functions. The `Symbol()` function returns the\nfunction symbol which is `genfloat` in this particular case. \n\nBoth, the `Validate()` and `Evaluate()` functions take the environment `env`\nand the parameter Stack `stack` as the parameter. The environment is used to store\nintermediate results which is useful when declaring/defining variables. The `stack` includes the input parameters of the function. For\n`(genfloat 0 10000)`, the stack would consist out of two `IntResult` parameters\n`0` and `10000` where `IntResult` is a standard result object already provided by the\ncore implementation of Lingo. `Validate()` makes sure that the parameter can be\ndigested by the function at hand, whereas `Evaluate()` actually invokes the\nfunction. In this particular case, we are generating a float value within the\nspecified range and return the corresponding `FloatResult`.\n\n``` go\ntype FunctionGenfloat struct{}\n\n// returns a description of this function\nfunc (f *FunctionGenfloat) Desc() (string, string) {\n  return fmt.Sprintf(\"%s%s %s%s\",\n    string(parser.TokLeftPar),\n    f.Symbol(),\n\t\"min max\",\n\tstring(parser.TokRightPar)),\n\t\"generate float in rang [min max]\"\n}\n\n// this is the symbol f of the function (f ...)\nfunc (f *FunctionGenfloat) Symbol() parser.TokLabel {\n  return parser.TokLabel(\"genfloat\")\n}\n\n// validates the parameters of this function which are passed in\nfunc (f *FunctionGenfloat) Validate(env *eval.Environment, stack *eval.StackFrame) error {\n  if stack.Size() != 2 {\n    return eval.WrongNumberOfArgs(f.Symbol(), stack.Size(), 2)\n  }\n\n  for idx, item := range stack.Items() {\n    if item.Type() != types.TypeInt {\n\t  return eval.WrongTypeOfArg(f.Symbol(), idx+1, item)\n\t}\n  }\n  return nil\n}\n\n// evaluates the function and returns the result\nfunc (f *FunctionGenfloat) Evaluate(env *eval.Environment, stack *eval.StackFrame) (eval.Result, error) {\n  var result float32\n  rand.Seed(time.Now().UnixNano())\n  for !stack.Empty() {\n    max := stack.Pop().(*eval.IntResult)\n    min := stack.Pop().(*eval.IntResult)\n\n\tminval := float32(min.Val)\n\tmaxval := float32(max.Val)\n\n\tresult = minval + (rand.Float32() * (maxval - minval))\n  }\n\n  return custresults.NewFloatResult(result), nil\n}\n\nfunc NewFunctionGenfloat() (eval.Function, error) {\n  fun := &FunctionGenfloat{}\n  parser.HookToken(fun.Symbol())\n  return fun, nil\n}\n```\n\n### Putting it all together\n\nAfter implementing all the functions, we only have to register/integrate them\n(`eval.HookFunction(...)`) so that Lingo properly resolves them when processing\nthe program. In the example below, we are registering all of the custom functions\nwe implemented, i.e., `times`, `oneof`, `join`, `genfloat`. The `main()`\nfunction in the example below includes the code required to evaluate our script\n`script.rtg`.\n\n``` go\n// register function\nfunc register(fn eval.Function, err error) {\n  if err != nil {\n    log.Fatalf(\"failed to create %s function %s:\", fn.Symbol(), err.Error())\n  }\n  err = eval.HookFunction(fn)\n  if err != nil {\n    log.Fatalf(\"failed to hook bool function %s:\", err.Error())\n  }\n}\n\nfunc main() {\n  // register custom functions\n  register(functions.NewFunctionTimes())\n  register(functions.NewFunctionOneof())\n  register(functions.NewFunctionJoin())\n  register(functions.NewFunctionGenfloat())\n  register(functions.NewFunctionFloat())\n  if len(os.Args) \u003C= 1 {\n    fmt.Println(\"No script provided\")\n    os.Exit(1)\n  }\n  // evaluate script\n  result, err := eval.RunScriptPath(os.Args[1])\n  if err != nil {\n    fmt.Println(err.Error())\n    os.Exit(1)\n  }\n\n  // print output\n  fmt.Printf(strings.ReplaceAll(result.String(), \"\\\\n\", \"\\n\"))\n\n  os.Exit(0)\n}\n```\n\nThe source code for RTG is available\n[here](https://gitlab.com/julianthome/lingo-example). You can find information\nabout how to build and run the tool in the\n[README.md](https://gitlab.com/julianthome/lingo-example/-/blob/main/README.md).\n\nWith approx. 300 lines of Go code, we have successfully designed a language and\nimplemented a language processor. We can now use RTG to test the robustness of\nthe Ruby (`computebalance.rb`) and AWK scripts (`computebalance.awk`) we used\nat the beginning to sum up account balances. \n\n``` bash\ntimeout 10 watch -e './rtg script.rtg > out.csv && ./computebalance.awk out.csv'\ntimeout 10 watch -e './rtg script.rtg > out.csv && ./computebalance.rb out.csv'\n```\n\nThe experiment above shows that the files generated by means of RTG can be\nproperly digested by the AWK script which is much more robust since it can cope\nwith the all generated CSV files. In contrast, executing of the Ruby script\nresults in errors because it cannot properly cope with newlines as they appear\nin the CSV file.\n\nCover image by [Charles Deluvio](https://unsplash.com/@kristianstrand) on [Unsplash](https://unsplash.com/photos/p8gzCnZf39k)\n{: .note}\n\n","open-source",[23,24,25],"collaboration","tutorial","features",{"slug":27,"featured":6,"template":28},"a-go-micro-language-framework-for-building-dsls","BlogPost","content:en-us:blog:a-go-micro-language-framework-for-building-dsls.yml","yaml","A Go Micro Language Framework For Building 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