# GBNF Guide GBNF (GGML BNF) is a format for defining [formal grammars](https://en.wikipedia.org/wiki/Formal_grammar) to constrain model outputs in `llama.cpp`. For example, you can use it to force the model to generate valid JSON, or speak only in emojis. GBNF grammars are supported in various ways in `examples/main` and `examples/server`. ## Background [Bakus-Naur Form (BNF)](https://en.wikipedia.org/wiki/Backus%E2%80%93Naur_form) is a notation for describing the syntax of formal languages like programming languages, file formats, and protocols. GBNF is an extension of BNF that primarily adds a few modern regex-like features. ## Basics In GBNF, we define *production rules* that specify how a *non-terminal* (rule name) can be replaced with sequences of *terminals* (characters, specifically Unicode [code points](https://en.wikipedia.org/wiki/Code_point)) and other non-terminals. The basic format of a production rule is `nonterminal ::= sequence...`. ## Example Before going deeper, let's look at some of the features demonstrated in `grammars/chess.gbnf`, a small chess notation grammar: ``` # `root` specifies the pattern for the overall output root ::= ( # it must start with the characters "1. " followed by a sequence # of characters that match the `move` rule, followed by a space, followed # by another move, and then a newline "1. " move " " move "\n" # it's followed by one or more subsequent moves, numbered with one or two digits ([1-9] [0-9]? ". " move " " move "\n")+ ) # `move` is an abstract representation, which can be a pawn, nonpawn, or castle. # The `[+#]?` denotes the possibility of checking or mate signs after moves move ::= (pawn | nonpawn | castle) [+#]? pawn ::= ... nonpawn ::= ... castle ::= ... ``` ## Non-Terminals and Terminals Non-terminal symbols (rule names) stand for a pattern of terminals and other non-terminals. They are required to be a dashed lowercase word, like `move`, `castle`, or `check-mate`. Terminals are actual characters ([code points](https://en.wikipedia.org/wiki/Code_point)). They can be specified as a sequence like `"1"` or `"O-O"` or as ranges like `[1-9]` or `[NBKQR]`. ## Characters and character ranges Terminals support the full range of Unicode. Unicode characters can be specified directly in the grammar, for example `hiragana ::= [ぁ-ゟ]`, or with escapes: 8-bit (`\xXX`), 16-bit (`\uXXXX`) or 32-bit (`\UXXXXXXXX`). Character ranges can be negated with `^`: ``` single-line ::= [^\n]+ "\n"` ``` ## Sequences and Alternatives The order of symbols in a sequence matters. For example, in `"1. " move " " move "\n"`, the `"1. "` must come before the first `move`, etc. Alternatives, denoted by `|`, give different sequences that are acceptable. For example, in `move ::= pawn | nonpawn | castle`, `move` can be a `pawn` move, a `nonpawn` move, or a `castle`. Parentheses `()` can be used to group sequences, which allows for embedding alternatives in a larger rule or applying repetition and optional symbols (below) to a sequence. ## Repetition and Optional Symbols - `*` after a symbol or sequence means that it can be repeated zero or more times (equivalent to `{0,}`). - `+` denotes that the symbol or sequence should appear one or more times (equivalent to `{1,}`). - `?` makes the preceding symbol or sequence optional (equivalent to `{0,1}`). - `{m}` repeats the precedent symbol or sequence exactly `m` times - `{m,}` repeats the precedent symbol or sequence at least `m` times - `{m,n}` repeats the precedent symbol or sequence at between `m` and `n` times (included) - `{0,n}` repeats the precedent symbol or sequence at most `n` times (included) ## Comments and newlines Comments can be specified with `#`: ``` # defines optional whitespace ws ::= [ \t\n]+ ``` Newlines are allowed between rules and between symbols or sequences nested inside parentheses. Additionally, a newline after an alternate marker `|` will continue the current rule, even outside of parentheses. ## The root rule In a full grammar, the `root` rule always defines the starting point of the grammar. In other words, it specifies what the entire output must match. ``` # a grammar for lists root ::= ("- " item)+ item ::= [^\n]+ "\n" ``` ## Next steps This guide provides a brief overview. Check out the GBNF files in this directory (`grammars/`) for examples of full grammars. You can try them out with: ``` ./main -m --grammar-file grammars/some-grammar.gbnf -p 'Some prompt' ``` `llama.cpp` can also convert JSON schemas to grammars either ahead of time or at each request, see below. ## Troubleshooting Grammars currently have performance gotchas (see https://github.com/ggerganov/llama.cpp/issues/4218). ### Efficient optional repetitions A common pattern is to allow repetitions of a pattern `x` up to N times. While semantically correct, the syntax `x? x? x?.... x?` (with N repetitions) may result in extremely slow sampling. Instead, you can write `x{0,N}` (or `(x (x (x ... (x)?...)?)?)?` w/ N-deep nesting in earlier llama.cpp versions). ## Using GBNF grammars You can use GBNF grammars: - In the [server](../examples/server)'s completion endpoints, passed as the `grammar` body field - In the [main](../examples/main) CLI, passed as the `--grammar` & `--grammar-file` flags - With the [gbnf-validator](../examples/gbnf-validator) tool, to test them against strings. ## JSON Schemas → GBNF `llama.cpp` supports converting a subset of https://json-schema.org/ to GBNF grammars: - In the [server](../examples/server): - For any completion endpoints, passed as the `json_schema` body field - For the `/chat/completions` endpoint, passed inside the `result_format` body field (e.g. `{"type", "json_object", "schema": {"items": {}}}`) - In the [main](../examples/main) CLI, passed as the `--json` / `-j` flag - To convert to a grammar ahead of time: - in CLI, with [json_schema_to_grammar.py](../examples/json_schema_to_grammar.py) - in JavaScript with [json-schema-to-grammar.mjs](../examples/server/public/json-schema-to-grammar.mjs) (this is used by the [server](../examples/server)'s Web UI) Take a look at [tests](../../tests/test-json-schema-to-grammar.cpp) to see which features are likely supported (you'll also find usage examples in https://github.com/ggerganov/llama.cpp/pull/5978, https://github.com/ggerganov/llama.cpp/pull/6659 & https://github.com/ggerganov/llama.cpp/pull/6555). Here is also a non-exhaustive list of **unsupported** features: - `additionalProperties`: to be fixed in https://github.com/ggerganov/llama.cpp/pull/7840 - `minimum`, `exclusiveMinimum`, `maximum`, `exclusiveMaximum` - `integer` constraints to be implemented in https://github.com/ggerganov/llama.cpp/pull/7797 - Remote `$ref`s in the C++ version (Python & JavaScript versions fetch https refs) - Mixing `properties` w/ `anyOf` / `oneOf` in the same type (https://github.com/ggerganov/llama.cpp/issues/7703) - `string` formats `uri`, `email` - [`contains`](https://json-schema.org/draft/2020-12/json-schema-core#name-contains) / `minContains` - `uniqueItems` - `$anchor` (cf. [dereferencing](https://json-schema.org/draft/2020-12/json-schema-core#name-dereferencing)) - [`not`](https://json-schema.org/draft/2020-12/json-schema-core#name-not) - [Conditionals](https://json-schema.org/draft/2020-12/json-schema-core#name-keywords-for-applying-subsche) `if` / `then` / `else` / `dependentSchemas` - [`patternProperties`](https://json-schema.org/draft/2020-12/json-schema-core#name-patternproperties)