diff options
author | Olivier Chafik <ochafik@users.noreply.github.com> | 2024-06-11 01:00:30 +0100 |
---|---|---|
committer | GitHub <noreply@github.com> | 2024-06-11 01:00:30 +0100 |
commit | 396b18dfec2c56846e80362db70af09b9e1d70ba (patch) | |
tree | 2081089863e80e93a906424c8fa15ac4e3fa091f | |
parent | 864a99e7a01d9422d2f55618dbe62c8099a2175c (diff) |
`json`: document schema conversion in GBNF readme, align manual grammar examples & converters (#7841)
* json: fix char pattern in grammar converters
* json: prevent number precision & whitespace runaways in example grammars
* json: add doc to grammar readme
-rw-r--r-- | common/json-schema-to-grammar.cpp | 2 | ||||
-rwxr-xr-x | examples/json_schema_to_grammar.py | 2 | ||||
-rw-r--r-- | examples/server/public/json-schema-to-grammar.mjs | 2 | ||||
-rw-r--r-- | grammars/README.md | 39 | ||||
-rw-r--r-- | grammars/json.gbnf | 6 | ||||
-rw-r--r-- | grammars/json_arr.gbnf | 6 | ||||
-rwxr-xr-x | tests/test-json-schema-to-grammar.cpp | 38 |
7 files changed, 67 insertions, 28 deletions
diff --git a/common/json-schema-to-grammar.cpp b/common/json-schema-to-grammar.cpp index 737bae27..11221a32 100644 --- a/common/json-schema-to-grammar.cpp +++ b/common/json-schema-to-grammar.cpp @@ -57,7 +57,7 @@ std::unordered_map<std::string, BuiltinRule> PRIMITIVE_RULES = { {"object", {"\"{\" space ( string \":\" space value (\",\" space string \":\" space value)* )? \"}\" space", {"string", "value"}}}, {"array", {"\"[\" space ( value (\",\" space value)* )? \"]\" space", {"value"}}}, {"uuid", {"\"\\\"\" [0-9a-fA-F]{8} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{4} \"-\" [0-9a-fA-F]{12} \"\\\"\" space", {}}}, - {"char", {"[^\"\\\\] | \"\\\\\" ([\"\\\\/bfnrt] | \"u\" [0-9a-fA-F]{4})", {}}}, + {"char", {"[^\"\\\\\\x7F\\x00-\\x1F] | [\\\\] ([\"\\\\bfnrt] | \"u\" [0-9a-fA-F]{4})", {}}}, {"string", {"\"\\\"\" char* \"\\\"\" space", {"char"}}}, {"null", {"\"null\" space", {}}}, }; diff --git a/examples/json_schema_to_grammar.py b/examples/json_schema_to_grammar.py index 7d889c3f..cd444d01 100755 --- a/examples/json_schema_to_grammar.py +++ b/examples/json_schema_to_grammar.py @@ -43,7 +43,7 @@ PRIMITIVE_RULES = { 'object' : BuiltinRule('"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', ['string', 'value']), 'array' : BuiltinRule('"[" space ( value ("," space value)* )? "]" space', ['value']), 'uuid' : BuiltinRule(r'"\"" [0-9a-fA-F]{8} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{12} "\"" space', []), - 'char' : BuiltinRule(r'[^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4})', []), + 'char' : BuiltinRule(r'[^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4})', []), 'string' : BuiltinRule(r'"\"" char* "\"" space', ['char']), 'null' : BuiltinRule('"null" space', []), } diff --git a/examples/server/public/json-schema-to-grammar.mjs b/examples/server/public/json-schema-to-grammar.mjs index cef11eab..dc246839 100644 --- a/examples/server/public/json-schema-to-grammar.mjs +++ b/examples/server/public/json-schema-to-grammar.mjs @@ -41,7 +41,7 @@ const PRIMITIVE_RULES = { object : new BuiltinRule('"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space', ['string', 'value']), array : new BuiltinRule('"[" space ( value ("," space value)* )? "]" space', ['value']), uuid : new BuiltinRule('"\\"" [0-9a-fA-F]{8} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{4} "-" [0-9a-fA-F]{12} "\\"" space', []), - char : new BuiltinRule(`[^"\\\\] | "\\\\" (["\\\\/bfnrt] | "u" [0-9a-fA-F]{4})`, []), + char : new BuiltinRule(`[^"\\\\\\x7F\\x00-\\x1F] | [\\\\] (["\\\\bfnrt] | "u" [0-9a-fA-F]{4})`, []), string : new BuiltinRule(`"\\"" char* "\\"" space`, ['char']), null : new BuiltinRule('"null" space', []), }; diff --git a/grammars/README.md b/grammars/README.md index 3ffc7cec..2ec21a4c 100644 --- a/grammars/README.md +++ b/grammars/README.md @@ -94,6 +94,8 @@ This guide provides a brief overview. Check out the GBNF files in this directory ./main -m <model> --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). @@ -103,3 +105,40 @@ Grammars currently have performance gotchas (see https://github.com/ggerganov/ll 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) diff --git a/grammars/json.gbnf b/grammars/json.gbnf index a8a80752..064a53f8 100644 --- a/grammars/json.gbnf +++ b/grammars/json.gbnf @@ -16,10 +16,10 @@ array ::= string ::= "\"" ( [^"\\\x7F\x00-\x1F] | - "\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]) # escapes + "\\" (["\\bfnrt] | "u" [0-9a-fA-F]{4}) # escapes )* "\"" ws -number ::= ("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? ws +number ::= ("-"? ([0-9] | [1-9] [0-9]{0,15})) ("." [0-9]+)? ([eE] [-+]? [0-9] [1-9]{0,15})? ws # Optional space: by convention, applied in this grammar after literal chars when allowed -ws ::= ([ \t\n] ws)? +ws ::= [ \t\n]{0,20} diff --git a/grammars/json_arr.gbnf b/grammars/json_arr.gbnf index 31a3202f..bd1312d9 100644 --- a/grammars/json_arr.gbnf +++ b/grammars/json_arr.gbnf @@ -25,10 +25,10 @@ array ::= string ::= "\"" ( [^"\\\x7F\x00-\x1F] | - "\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F]) # escapes + "\\" (["\\bfnrt] | "u" [0-9a-fA-F]{4}) # escapes )* "\"" ws -number ::= ("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? ws +number ::= ("-"? ([0-9] | [1-9] [0-9]{0,15})) ("." [0-9]+)? ([eE] [-+]? [1-9] [0-9]{0,15})? ws # Optional space: by convention, applied in this grammar after literal chars when allowed -ws ::= ([ \t\n] ws)? +ws ::= [ \t\n]{0,20} diff --git a/tests/test-json-schema-to-grammar.cpp b/tests/test-json-schema-to-grammar.cpp index 052c0807..bea876bd 100755 --- a/tests/test-json-schema-to-grammar.cpp +++ b/tests/test-json-schema-to-grammar.cpp @@ -105,7 +105,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase R"""( array ::= "[" space ( value ("," space value)* )? "]" space boolean ::= ("true" | "false") space - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} null ::= "null" space @@ -152,7 +152,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "type": "string" })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "\"" char* "\"" space space ::= " "? )""" @@ -166,7 +166,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "minLength": 1 })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "\"" char+ "\"" space space ::= " "? )""" @@ -180,7 +180,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "minLength": 3 })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "\"" char{3,} "\"" space space ::= " "? )""" @@ -194,7 +194,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "maxLength": 3 })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "\"" char{0,3} "\"" space space ::= " "? )""" @@ -209,7 +209,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "maxLength": 4 })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "\"" char{1,4} "\"" space space ::= " "? )""" @@ -283,7 +283,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "prefixItems": [{ "type": "string" }] })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "[" space string "]" space space ::= " "? string ::= "\"" char* "\"" space @@ -297,7 +297,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase "prefixItems": [{ "type": "string" }, { "type": "number" }] })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space @@ -466,7 +466,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase a-kv ::= "\"a\"" space ":" space string b-kv ::= "\"b\"" space ":" space string c-kv ::= "\"c\"" space ":" space string - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "{" space b-kv "," space c-kv "," space a-kv "}" space space ::= " "? string ::= "\"" char* "\"" space @@ -486,7 +486,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase })""", R"""( a-kv ::= "\"a\"" space ":" space string - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "{" space (a-kv )? "}" space space ::= " "? string ::= "\"" char* "\"" space @@ -510,7 +510,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase b-kv ::= "\"b\"" space ":" space string b-rest ::= ( "," space c-kv )? c-kv ::= "\"c\"" space ":" space string - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) root ::= "{" space (a-kv a-rest | b-kv b-rest | c-kv )? "}" space space ::= " "? string ::= "\"" char* "\"" space @@ -534,7 +534,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase a-kv ::= "\"a\"" space ":" space string b-kv ::= "\"b\"" space ":" space string c-kv ::= "\"c\"" space ":" space string - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) d-kv ::= "\"d\"" space ":" space string d-rest ::= ( "," space c-kv )? root ::= "{" space b-kv "," space a-kv ( "," space ( d-kv d-rest | c-kv ) )? "}" space @@ -554,7 +554,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase additional-kv ::= string ":" space additional-value additional-kvs ::= additional-kv ( "," space additional-kv )* additional-value ::= "[" space (number ("," space number)*)? "]" space - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space @@ -574,7 +574,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase R"""( array ::= "[" space ( value ("," space value)* )? "]" space boolean ::= ("true" | "false") space - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} null ::= "null" space @@ -596,7 +596,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase R"""( array ::= "[" space ( value ("," space value)* )? "]" space boolean ::= ("true" | "false") space - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} null ::= "null" space @@ -637,7 +637,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase a-kv ::= "\"a\"" space ":" space number additional-kv ::= string ":" space string additional-kvs ::= additional-kv ( "," space additional-kv )* - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space @@ -662,7 +662,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase a-rest ::= additional-kvs additional-kv ::= string ":" space number additional-kvs ::= additional-kv ( "," space additional-kv )* - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space @@ -690,7 +690,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase additional-kvs ::= additional-kv ( "," space additional-kv )* b-kv ::= "\"b\"" space ":" space number b-rest ::= additional-kvs - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) decimal-part ::= [0-9]{1,16} integral-part ::= [0] | [1-9] [0-9]{0,15} number ::= ("-"? integral-part) ("." decimal-part)? ([eE] [-+]? integral-part)? space @@ -721,7 +721,7 @@ static void test_all(const std::string & lang, std::function<void(const TestCase } })""", R"""( - char ::= [^"\\] | "\\" (["\\/bfnrt] | "u" [0-9a-fA-F]{4}) + char ::= [^"\\\x7F\x00-\x1F] | [\\] (["\\bfnrt] | "u" [0-9a-fA-F]{4}) foo ::= "{" space foo-a-kv "}" space foo-a-kv ::= "\"a\"" space ":" space string root ::= foo |