json-schema-to-grammar improvements (+ added to server) (#5978)

* json: fix arrays (disallow `[,1]`)

* json: support tuple types (`[number, string]`)

* json: support additionalProperties (`{[k: string]: [string,number][]}`)

* json: support required / optional properties

* json: add support for pattern

* json: resolve $ref (and support https schema urls)

* json: fix $ref resolution

* join: support union types (mostly for nullable types I think)

* json: support allOf + nested anyOf

* json: support any (`{}` or `{type: object}`)

* json: fix merge

* json: temp fix for escapes

* json: spaces in output and unrestricted output spaces

* json: add typings

* json:fix typo

* Create ts-type-to-grammar.sh

* json: fix _format_literal (json.dumps already escapes quotes)

* json: merge lit sequences and handle negatives

{"type": "string", "pattern": "^({\"question\": \"[^\"]+\", \"response\": \"[^\"]+\"}\\n)+$"}

* json: handle pattern repetitions

* Update json-schema-to-grammar.mjs

* Create regex-to-grammar.py

* json: extract repeated regexp patterns to subrule

* Update json-schema-to-grammar.py

* Update json-schema-to-grammar.py

* Update json-schema-to-grammar.py

* json: handle schema from pydantic Optional fields

* Update json-schema-to-grammar.py

* Update json-schema-to-grammar.py

* Update ts-type-to-grammar.sh

* Update ts-type-to-grammar.sh

* json: simplify nullable fields handling

* json: accept duplicate identical rules

* json: revert space to 1 at most

* json: reuse regexp pattern subrules

* json: handle uuid string format

* json: fix literal escapes

* json: add --allow-fetch

* json: simplify range escapes

* json: support negative ranges in patterns

* Delete commit.txt

* json: custom regex parser, adds dot support & JS-portable

* json: rm trailing spaces

* Update json-schema-to-grammar.mjs

* json: updated server & chat `( cd examples/server && ./deps.sh )`

* json: port fixes from mjs to python

* Update ts-type-to-grammar.sh

* json: support prefixItems alongside array items

* json: add date format + fix uuid

* json: add date, time, date-time formats

* json: preserve order of props from TS defs

* json: port schema converter to C++, wire in ./server

* json: nits

* Update json-schema-to-grammar.cpp

* Update json-schema-to-grammar.cpp

* Update json-schema-to-grammar.cpp

* json: fix mjs implementation + align outputs

* Update json-schema-to-grammar.mjs.hpp

* json: test C++, JS & Python versions

* json: nits + regen deps

* json: cleanup test

* json: revert from c++17 to 11

* json: nit fixes

* json: dirty include for test

* json: fix zig build

* json: pass static command to std::system in tests (fixed temp files)

* json: fix top-level $refs

* json: don't use c++20 designated initializers

* nit

* json: basic support for reserved names `{number:{number:{root:number}}}`

* Revamp test cmake to allow args (WORKING_DIRECTORY needed for JSON test)

* json: re-ran server deps.sh

* json: simplify test

* json: support mix of additional props & required/optional

* json: add tests for some expected failures

* json: fix type=const in c++, add failure expectations for non-str const&enum

* json: test (& simplify output of) empty schema

* json: check parsing in test + fix value & string refs

* json: add server tests for OAI JSON response_format

* json: test/fix top-level anyOf

* json: improve grammar parsing failures

* json: test/fix additional props corner cases

* json: fix string patterns (was missing quotes)

* json: ws nit

* json: fix json handling in server when there's no response_format

* json: catch schema conversion errors in server

* json: don't complain about unknown format type in server if unset

* json: cleaner build of test

* json: create examples/json-schema-pydantic-example.py

* json: fix date pattern

* json: move json.hpp & json-schema-to-grammar.{cpp,h} to common

* json: indent 4 spaces

* json: fix naming of top-level c++ function (+ drop unused one)

* json: avoid using namespace std

* json: fix zig build

* Update server.feature

* json: iostream -> fprintf

* json: space before & refs for consistency

* json: nits
This commit is contained in:
Olivier Chafik 2024-03-21 11:50:43 +00:00 committed by GitHub
parent 1943c01981
commit 5b7b0ac8df
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28 changed files with 7607 additions and 3571 deletions

View file

@ -0,0 +1,74 @@
# Usage:
#! ./server -m some-model.gguf &
#! pip install pydantic
#! python json-schema-pydantic-example.py
from pydantic import BaseModel, TypeAdapter
from annotated_types import MinLen
from typing import Annotated, List, Optional
import json, requests
if True:
def create_completion(*, response_model=None, endpoint="http://localhost:8080/v1/chat/completions", messages, **kwargs):
'''
Creates a chat completion using an OpenAI-compatible endpoint w/ JSON schema support
(llama.cpp server, llama-cpp-python, Anyscale / Together...)
The response_model param takes a type (+ supports Pydantic) and behaves just as w/ Instructor (see below)
'''
if response_model:
type_adapter = TypeAdapter(response_model)
schema = type_adapter.json_schema()
messages = [{
"role": "system",
"content": f"You respond in JSON format with the following schema: {json.dumps(schema, indent=2)}"
}] + messages
response_format={"type": "json_object", "schema": schema}
data = requests.post(endpoint, headers={"Content-Type": "application/json"},
json=dict(messages=messages, response_format=response_format, **kwargs)).json()
if 'error' in data:
raise Exception(data['error']['message'])
content = data["choices"][0]["message"]["content"]
return type_adapter.validate_json(content) if type_adapter else content
else:
# This alternative branch uses Instructor + OpenAI client lib.
# Instructor support streamed iterable responses, retry & more.
# (see https://python.useinstructor.com/)
#! pip install instructor openai
import instructor, openai
client = instructor.patch(
openai.OpenAI(api_key="123", base_url="http://localhost:8080"),
mode=instructor.Mode.JSON_SCHEMA)
create_completion = client.chat.completions.create
if __name__ == '__main__':
class QAPair(BaseModel):
question: str
concise_answer: str
justification: str
class PyramidalSummary(BaseModel):
title: str
summary: str
question_answers: Annotated[List[QAPair], MinLen(2)]
sub_sections: Optional[Annotated[List['PyramidalSummary'], MinLen(2)]]
print("# Summary\n", create_completion(
model="...",
response_model=PyramidalSummary,
messages=[{
"role": "user",
"content": f"""
You are a highly efficient corporate document summarizer.
Create a pyramidal summary of an imaginary internal document about our company processes
(starting high-level, going down to each sub sections).
Keep questions short, and answers even shorter (trivia / quizz style).
"""
}]))

View file

@ -1,8 +1,10 @@
#!/usr/bin/env python3
import argparse
import itertools
import json
import re
import sys
from typing import Any, Dict, List, Set, Tuple, Union
# whitespace is constrained to a single space char to prevent model "running away" in
# whitespace. Also maybe improves generation quality?
@ -12,22 +14,50 @@ PRIMITIVE_RULES = {
'boolean': '("true" | "false") space',
'number': '("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? space',
'integer': '("-"? ([0-9] | [1-9] [0-9]*)) space',
'value' : 'object | array | string | number | boolean',
'object' : '"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space',
'array' : '"[" space ( value ("," space value)* )? "]" space',
'uuid' : '"\\"" ' + ' "-" '.join('[0-9a-fA-F]' * n for n in [8, 4, 4, 4, 12]) + ' "\\"" space',
'string': r''' "\"" (
[^"\\] |
"\\" (["\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F])
)* "\"" space ''',
)* "\"" space''',
'null': '"null" space',
}
OBJECT_RULE_NAMES = ['object', 'array', 'string', 'number', 'boolean', 'null', 'value']
# TODO: support "uri", "email" string formats
DATE_RULES = {
'date' : '[0-9] [0-9] [0-9] [0-9] "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )',
'time' : '([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9] [0-9] [0-9] )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )',
'date-time': 'date "T" time',
'date-string': '"\\"" date "\\"" space',
'time-string': '"\\"" time "\\"" space',
'date-time-string': '"\\"" date-time "\\"" space',
}
RESERVED_NAMES = set(["root", *PRIMITIVE_RULES.keys(), *DATE_RULES.keys()])
INVALID_RULE_CHARS_RE = re.compile(r'[^a-zA-Z0-9-]+')
GRAMMAR_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"]')
GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"'}
GRAMMAR_RANGE_LITERAL_ESCAPE_RE = re.compile(r'[\r\n"\]\-\\]')
GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]'}
NON_LITERAL_SET = set('|.()[]{}*+?')
ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = set('[]()|{}*+?')
DATE_PATTERN = '[0-9]{4}-(0[1-9]|1[0-2])-([0-2][0-9]|3[0-1])'
TIME_PATTERN = '([01][0-9]|2[0-3])(:[0-5][0-9]){2}(\\.[0-9]{1,3})?(Z|[+-](([01][0-9]|2[0-3]):[0-5][0-9]))' # Cap millisecond precision w/ 3 digits
class SchemaConverter:
def __init__(self, prop_order):
def __init__(self, *, prop_order, allow_fetch, dotall, raw_pattern):
self._prop_order = prop_order
self._allow_fetch = allow_fetch
self._dotall = dotall
self._raw_pattern = raw_pattern
self._rules = {'space': SPACE_RULE}
self._refs = {}
self._refs_being_resolved = set()
def _format_literal(self, literal):
escaped = GRAMMAR_LITERAL_ESCAPE_RE.sub(
@ -41,78 +71,421 @@ class SchemaConverter:
key = esc_name
else:
i = 0
while f'{esc_name}{i}' in self._rules:
while f'{esc_name}{i}' in self._rules and self._rules[f'{esc_name}{i}'] != rule:
i += 1
key = f'{esc_name}{i}'
self._rules[key] = rule
return key
def resolve_refs(self, schema: dict, url: str):
'''
Resolves all $ref fields in the given schema, fetching any remote schemas,
replacing $ref with absolute reference URL and populating self._refs with the
respective referenced (sub)schema dictionaries.
'''
def visit(n: dict):
if isinstance(n, list):
return [visit(x) for x in n]
elif isinstance(n, dict):
ref = n.get('$ref')
if ref is not None and ref not in self._refs:
if ref.startswith('https://'):
assert self._allow_fetch, 'Fetching remote schemas is not allowed (use --allow-fetch for force)'
import requests
frag_split = ref.split('#')
base_url = frag_split[0]
target = self._refs.get(base_url)
if target is None:
target = self.resolve_refs(requests.get(ref).json(), base_url)
self._refs[base_url] = target
if len(frag_split) == 1 or frag_split[-1] == '':
return target
elif ref.startswith('#/'):
target = schema
ref = f'{url}{ref}'
n['$ref'] = ref
else:
raise ValueError(f'Unsupported ref {ref}')
for sel in ref.split('#')[-1].split('/')[1:]:
assert target is not None and sel in target, f'Error resolving ref {ref}: {sel} not in {target}'
target = target[sel]
self._refs[ref] = target
else:
for v in n.values():
visit(v)
return n
return visit(schema)
def _generate_union_rule(self, name, alt_schemas):
return ' | '.join((
self.visit(alt_schema, f'{name}{"-" if name else "alternative-"}{i}')
for i, alt_schema in enumerate(alt_schemas)
))
def _visit_pattern(self, pattern, name):
'''
Transforms a regular expression pattern into a GBNF rule.
Input: https://json-schema.org/understanding-json-schema/reference/regular_expressions
Output: https://github.com/ggerganov/llama.cpp/blob/master/grammars/README.md
Unsupported features: negative/positive lookaheads, greedy/non-greedy modifiers.
Mostly a 1:1 translation, except for {x} / {x,} / {x,y} quantifiers for which
we define sub-rules to keep the output lean.
'''
assert pattern.startswith('^') and pattern.endswith('$'), 'Pattern must start with "^" and end with "$"'
pattern = pattern[1:-1]
sub_rule_ids = {}
i = 0
length = len(pattern)
def to_rule(s: Tuple[str, bool]) -> str:
(txt, is_literal) = s
return "\"" + txt + "\"" if is_literal else txt
def transform() -> Tuple[str, bool]:
'''
Parse a unit at index i (advancing it), and return its string representation + whether it's a literal.
'''
nonlocal i
nonlocal pattern
nonlocal sub_rule_ids
start = i
# For each component of this sequence, store its string representation and whether it's a literal.
# We only need a flat structure here to apply repetition operators to the last item, and
# to merge literals at the and (we're parsing grouped ( sequences ) recursively and don't treat '|' specially
# (GBNF's syntax is luckily very close to regular expressions!)
seq: list[Tuple[str, bool]] = []
def get_dot():
if self._dotall:
rule = '[\\U00000000-\\U0010FFFF]'
else:
# Accept any character... except \n and \r line break chars (\x0A and \xOD)
rule = '[\\U00000000-\\x09\\x0B\\x0C\\x0E-\\U0010FFFF]'
return self._add_rule(f'dot', rule)
def join_seq():
nonlocal seq
ret = []
for is_literal, g in itertools.groupby(seq, lambda x: x[1]):
if is_literal:
ret.append((''.join(x[0] for x in g), True))
else:
ret.extend(g)
if len(ret) == 1:
return ret[0]
return (' '.join(to_rule(x) for x in seq), False)
while i < length:
c = pattern[i]
if c == '.':
seq.append((get_dot(), False))
i += 1
elif c == '(':
i += 1
if i < length:
assert pattern[i] != '?', f'Unsupported pattern syntax "{pattern[i]}" at index {i} of /{pattern}/'
seq.append((f'({to_rule(transform())})', False))
elif c == ')':
i += 1
assert start > 0 and pattern[start-1] == '(', f'Unbalanced parentheses; start = {start}, i = {i}, pattern = {pattern}'
return join_seq()
elif c == '[':
square_brackets = c
i += 1
while i < length and pattern[i] != ']':
if pattern[i] == '\\':
square_brackets += pattern[i:i+2]
i += 2
else:
square_brackets += pattern[i]
i += 1
assert i < length, f'Unbalanced square brackets; start = {start}, i = {i}, pattern = {pattern}'
square_brackets += ']'
i += 1
seq.append((square_brackets, False))
elif c == '|':
seq.append(('|', False))
i += 1
elif c in ('*', '+', '?'):
seq[-1] = (to_rule(seq[-1]) + c, False)
i += 1
elif c == '{':
curly_brackets = c
i += 1
while i < length and pattern[i] != '}':
curly_brackets += pattern[i]
i += 1
assert i < length, f'Unbalanced curly brackets; start = {start}, i = {i}, pattern = {pattern}'
curly_brackets += '}'
i += 1
nums = [s.strip() for s in curly_brackets[1:-1].split(',')]
min_times = 0
max_times = None
try:
if len(nums) == 1:
min_times = int(nums[0])
max_times = min_times
else:
assert len(nums) == 2
min_times = int(nums[0]) if nums[0] else 0
max_times = int(nums[1]) if nums[1] else None
except ValueError:
raise ValueError(f'Invalid quantifier {curly_brackets} in /{pattern}/')
(sub, sub_is_literal) = seq[-1]
if min_times == 0 and max_times is None:
seq[-1] = (f'{sub}*', False)
elif min_times == 0 and max_times == 1:
seq[-1] = (f'{sub}?', False)
elif min_times == 1 and max_times is None:
seq[-1] = (f'{sub}+', False)
else:
if not sub_is_literal:
id = sub_rule_ids.get(sub)
if id is None:
id = self._add_rule(f'{name}-{len(sub_rule_ids) + 1}', sub)
sub_rule_ids[sub] = id
sub = id
seq[-1] = (
' '.join(
([f'"{sub[1:-1] * min_times}"'] if sub_is_literal else [sub] * min_times) +
([f'{sub}?'] * (max_times - min_times) if max_times is not None else [f'{sub}*'])),
False
)
else:
literal = ''
while i < length:
if pattern[i] == '\\' and i < length - 1:
next = pattern[i + 1]
if next in ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS:
i += 1
literal += pattern[i]
i += 1
else:
literal += pattern[i:i+2]
i += 2
elif pattern[i] == '"' and not self._raw_pattern:
literal += '\\"'
i += 1
elif pattern[i] not in NON_LITERAL_SET and \
(i == length - 1 or literal == '' or pattern[i+1] == '.' or pattern[i+1] not in NON_LITERAL_SET):
literal += pattern[i]
i += 1
else:
break
if literal:
seq.append((literal, True))
return join_seq()
return self._add_rule(
name,
to_rule(transform()) if self._raw_pattern \
else "\"\\\"\" " + to_rule(transform()) + " \"\\\"\" space")
def _resolve_ref(self, ref):
ref_name = ref.split('/')[-1]
if ref_name not in self._rules and ref not in self._refs_being_resolved:
self._refs_being_resolved.add(ref)
resolved = self._refs[ref]
ref_name = self.visit(resolved, ref_name)
self._refs_being_resolved.remove(ref)
return ref_name
def _generate_constant_rule(self, value):
assert isinstance(value, str), f'Only string constants are supported, got {value}'
return self._format_literal(value)
def visit(self, schema, name):
schema_type = schema.get('type')
rule_name = name or 'root'
schema_format = schema.get('format')
rule_name = name + '-' if name in RESERVED_NAMES else name or 'root'
if 'oneOf' in schema or 'anyOf' in schema:
rule = ' | '.join((
self.visit(alt_schema, f'{name}{"-" if name else ""}{i}')
for i, alt_schema in enumerate(schema.get('oneOf') or schema['anyOf'])
))
return self._add_rule(rule_name, rule)
if (ref := schema.get('$ref')) is not None:
return self._add_rule(rule_name, self._resolve_ref(ref))
elif 'oneOf' in schema or 'anyOf' in schema:
return self._add_rule(rule_name, self._generate_union_rule(name, schema.get('oneOf') or schema['anyOf']))
elif isinstance(schema_type, list):
return self._add_rule(rule_name, self._generate_union_rule(name, [{'type': t} for t in schema_type]))
elif 'const' in schema:
return self._add_rule(rule_name, self._format_literal(schema['const']))
return self._add_rule(rule_name, self._generate_constant_rule(schema['const']))
elif 'enum' in schema:
rule = ' | '.join((self._format_literal(v) for v in schema['enum']))
rule = ' | '.join((self._generate_constant_rule(v) for v in schema['enum']))
return self._add_rule(rule_name, rule)
elif schema_type == 'object' and 'properties' in schema:
# TODO: `required` keyword
prop_order = self._prop_order
prop_pairs = sorted(
schema['properties'].items(),
# sort by position in prop_order (if specified) then by key
key=lambda kv: (prop_order.get(kv[0], len(prop_order)), kv[0]),
elif schema_type in (None, 'object') and \
('properties' in schema or \
('additionalProperties' in schema and schema['additionalProperties'] is not True)):
required = set(schema.get('required', []))
properties = list(schema.get('properties', {}).items())
return self._add_rule(rule_name, self._build_object_rule(properties, required, name, schema.get('additionalProperties')))
elif schema_type in (None, 'object') and 'allOf' in schema:
required = set()
properties = []
hybrid_name = name
def add_component(comp_schema, is_required):
if (ref := comp_schema.get('$ref')) is not None:
comp_schema = self._refs[ref]
if 'properties' in comp_schema:
for prop_name, prop_schema in comp_schema['properties'].items():
properties.append((prop_name, prop_schema))
if is_required:
required.add(prop_name)
for t in schema['allOf']:
if 'anyOf' in t:
for tt in t['anyOf']:
add_component(tt, is_required=False)
else:
add_component(t, is_required=True)
return self._add_rule(rule_name, self._build_object_rule(properties, required, hybrid_name, additional_properties=[]))
elif schema_type in (None, 'array') and ('items' in schema or 'prefixItems' in schema):
items = schema.get('items') or schema['prefixItems']
if isinstance(items, list):
return self._add_rule(
rule_name,
'"[" space ' +
' "," space '.join(
self.visit(item, f'{name}{"-" if name else ""}tuple-{i}')
for i, item in enumerate(items)) +
' "]" space')
else:
item_rule_name = self.visit(items, f'{name}{"-" if name else ""}item')
list_item_operator = f'( "," space {item_rule_name} )'
successive_items = ""
min_items = schema.get("minItems", 0)
max_items = schema.get("maxItems")
if min_items > 0:
successive_items = list_item_operator * (min_items - 1)
min_items -= 1
if max_items is not None and max_items > min_items:
successive_items += (list_item_operator + "?") * (max_items - min_items - 1)
else:
successive_items += list_item_operator + "*"
if min_items == 0:
rule = f'"[" space ( {item_rule_name} {successive_items} )? "]" space'
else:
rule = f'"[" space {item_rule_name} {successive_items} "]" space'
return self._add_rule(rule_name, rule)
elif schema_type in (None, 'string') and 'pattern' in schema:
return self._visit_pattern(schema['pattern'], rule_name)
elif schema_type in (None, 'string') and re.match(r'^uuid[1-5]?$', schema_format or ''):
return self._add_rule(
'root' if rule_name == 'root' else schema_format,
PRIMITIVE_RULES['uuid']
)
rule = '"{" space'
for i, (prop_name, prop_schema) in enumerate(prop_pairs):
prop_rule_name = self.visit(prop_schema, f'{name}{"-" if name else ""}{prop_name}')
if i > 0:
rule += ' "," space'
rule += fr' {self._format_literal(prop_name)} space ":" space {prop_rule_name}'
rule += ' "}" space'
elif schema_type in (None, 'string') and schema_format in DATE_RULES:
for t, r in DATE_RULES.items():
self._add_rule(t, r)
return schema_format + '-string'
return self._add_rule(rule_name, rule)
elif schema_type == 'array' and 'items' in schema:
# TODO `prefixItems` keyword
item_rule_name = self.visit(schema['items'], f'{name}{"-" if name else ""}item')
list_item_operator = f'("," space {item_rule_name})'
successive_items = ""
min_items = schema.get("minItems", 0)
if min_items > 0:
first_item = f"({item_rule_name})"
successive_items = list_item_operator * (min_items - 1)
min_items -= 1
else:
first_item = f"({item_rule_name})?"
max_items = schema.get("maxItems")
if max_items is not None and max_items > min_items:
successive_items += (list_item_operator + "?") * (max_items - min_items - 1)
else:
successive_items += list_item_operator + "*"
rule = f'"[" space {first_item} {successive_items} "]" space'
return self._add_rule(rule_name, rule)
elif (schema_type == 'object') or (len(schema) == 0):
for n in OBJECT_RULE_NAMES:
self._add_rule(n, PRIMITIVE_RULES[n])
return self._add_rule(rule_name, 'object')
else:
assert schema_type in PRIMITIVE_RULES, f'Unrecognized schema: {schema}'
# TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero
return self._add_rule(
'root' if rule_name == 'root' else schema_type,
PRIMITIVE_RULES[schema_type]
)
def _build_object_rule(self, properties: List[Tuple[str, Any]], required: Set[str], name: str, additional_properties: Union[bool, Any]):
prop_order = self._prop_order
# sort by position in prop_order (if specified) then by original order
sorted_props = [kv[0] for _, kv in sorted(enumerate(properties), key=lambda ikv: (prop_order.get(ikv[1][0], len(prop_order)), ikv[0]))]
prop_kv_rule_names = {}
for prop_name, prop_schema in properties:
prop_rule_name = self.visit(prop_schema, f'{name}{"-" if name else ""}{prop_name}')
prop_kv_rule_names[prop_name] = self._add_rule(
f'{name}{"-" if name else ""}{prop_name}-kv',
fr'{self._format_literal(prop_name)} space ":" space {prop_rule_name}'
)
required_props = [k for k in sorted_props if k in required]
optional_props = [k for k in sorted_props if k not in required]
if additional_properties == True or isinstance(additional_properties, dict):
sub_name = f'{name}{"-" if name else ""}additional'
value_rule = self.visit({} if additional_properties == True else additional_properties, f'{sub_name}-value')
prop_kv_rule_names["*"] = self._add_rule(
f'{sub_name}-kv',
self._add_rule('string', PRIMITIVE_RULES['string']) + f' ":" space {value_rule}'
)
optional_props.append("*")
rule = '"{" space '
rule += ' "," space '.join(prop_kv_rule_names[k] for k in required_props)
if optional_props:
rule += ' ('
if required_props:
rule += ' "," space ( '
def get_recursive_refs(ks, first_is_optional):
[k, *rest] = ks
kv_rule_name = prop_kv_rule_names[k]
if k == '*':
res = self._add_rule(
f'{name}{"-" if name else ""}additional-kvs',
f'{kv_rule_name} ( "," space ' + kv_rule_name + ' )*'
)
elif first_is_optional:
res = f'( "," space {kv_rule_name} )?'
else:
res = kv_rule_name
if len(rest) > 0:
res += ' ' + self._add_rule(
f'{name}{"-" if name else ""}{k}-rest',
get_recursive_refs(rest, first_is_optional=True)
)
return res
rule += ' | '.join(
get_recursive_refs(optional_props[i:], first_is_optional=False)
for i in range(len(optional_props))
)
if required_props:
rule += ' )'
rule += ' )?'
rule += ' "}" space'
return rule
def format_grammar(self):
return '\n'.join((f'{name} ::= {rule}' for name, rule in self._rules.items()))
return '\n'.join(
f'{name} ::= {rule}'
for name, rule in sorted(self._rules.items(), key=lambda kv: kv[0])
)
def main(args_in = None):
@ -129,16 +502,47 @@ def main(args_in = None):
type=lambda s: s.split(','),
help='''
comma-separated property names defining the order of precedence for object properties;
properties not specified here are given lower precedence than those that are, and are
sorted alphabetically
properties not specified here are given lower precedence than those that are, and
are kept in their original order from the schema. Required properties are always
given precedence over optional properties.
'''
)
parser.add_argument(
'--allow-fetch',
action='store_true',
default=False,
help='Whether to allow fetching referenced schemas over HTTPS')
parser.add_argument(
'--dotall',
action='store_true',
default=False,
help='Whether to treat dot (".") as matching all chars including line breaks in regular expression patterns')
parser.add_argument(
'--raw-pattern',
action='store_true',
default=False,
help='Treats string patterns as raw patterns w/o quotes (or quote escapes)')
parser.add_argument('schema', help='file containing JSON schema ("-" for stdin)')
args = parser.parse_args(args_in)
schema = json.load(sys.stdin if args.schema == '-' else open(args.schema))
prop_order = {name: idx for idx, name in enumerate(args.prop_order)}
converter = SchemaConverter(prop_order)
if args.schema.startswith('https://'):
url = args.schema
import requests
schema = requests.get(url).json()
elif args.schema == '-':
url = 'stdin'
schema = json.load(sys.stdin)
else:
url = f'file://{args.schema}'
with open(args.schema) as f:
schema = json.load(f)
converter = SchemaConverter(
prop_order={name: idx for idx, name in enumerate(args.prop_order)},
allow_fetch=args.allow_fetch,
dotall=args.dotall,
raw_pattern=args.raw_pattern)
schema = converter.resolve_refs(schema, url)
converter.visit(schema, '')
print(converter.format_grammar())

View file

@ -0,0 +1,20 @@
import json, subprocess, sys, os
assert len(sys.argv) >= 2
[_, pattern, *rest] = sys.argv
print(subprocess.check_output(
[
"python",
os.path.join(
os.path.dirname(os.path.realpath(__file__)),
"json-schema-to-grammar.py"),
*rest,
"-",
"--raw-pattern",
],
text=True,
input=json.dumps({
"type": "string",
"pattern": pattern,
}, indent=2)))

View file

@ -2,12 +2,16 @@ set(TARGET server)
option(LLAMA_SERVER_VERBOSE "Build verbose logging option for Server" ON)
option(LLAMA_SERVER_SSL "Build SSL support for the server" OFF)
include_directories(${CMAKE_CURRENT_SOURCE_DIR})
add_executable(${TARGET} server.cpp utils.hpp json.hpp httplib.h)
add_executable(${TARGET}
server.cpp
utils.hpp
httplib.h
)
install(TARGETS ${TARGET} RUNTIME)
target_compile_definitions(${TARGET} PRIVATE
SERVER_VERBOSE=$<BOOL:${LLAMA_SERVER_VERBOSE}>
)
target_link_libraries(${TARGET} PRIVATE common ${CMAKE_THREAD_LIBS_INIT})
target_link_libraries(${TARGET} PRIVATE common json-schema-to-grammar ${CMAKE_THREAD_LIBS_INIT})
if (LLAMA_SERVER_SSL)
find_package(OpenSSL REQUIRED)
target_link_libraries(${TARGET} PRIVATE OpenSSL::SSL OpenSSL::Crypto)

View file

@ -26,8 +26,9 @@ const propOrder = grammarJsonSchemaPropOrder
let grammar = null
if (grammarJsonSchemaFile) {
const schema = JSON.parse(readFileSync(grammarJsonSchemaFile, 'utf-8'))
const converter = new SchemaConverter(propOrder)
let schema = JSON.parse(readFileSync(grammarJsonSchemaFile, 'utf-8'))
const converter = new SchemaConverter({prop_order: propOrder, allow_fetch: true})
schema = await converter.resolveRefs(schema, grammarJsonSchemaFile)
converter.visit(schema, '')
grammar = converter.formatGrammar()
}

View file

@ -483,4 +483,4 @@ unsigned char completion_js[] = {
0x20, 0x67, 0x65, 0x6e, 0x65, 0x72, 0x61, 0x74, 0x69, 0x6f, 0x6e, 0x5f,
0x73, 0x65, 0x74, 0x74, 0x69, 0x6e, 0x67, 0x73, 0x3b, 0x0a, 0x7d, 0x0a
};
unsigned int completion_js_len = 5796;
size_t completion_js_len = 5796;

File diff suppressed because it is too large Load diff

File diff suppressed because it is too large Load diff

File diff suppressed because it is too large Load diff

File diff suppressed because it is too large Load diff

View file

@ -630,14 +630,16 @@
const grammarJsonSchemaPropOrder = signal('')
const updateGrammarJsonSchemaPropOrder = (el) => grammarJsonSchemaPropOrder.value = el.target.value
const convertJSONSchemaGrammar = () => {
const convertJSONSchemaGrammar = async () => {
try {
const schema = JSON.parse(params.value.grammar)
const converter = new SchemaConverter(
grammarJsonSchemaPropOrder.value
let schema = JSON.parse(params.value.grammar)
const converter = new SchemaConverter({
prop_order: grammarJsonSchemaPropOrder.value
.split(',')
.reduce((acc, cur, i) => ({ ...acc, [cur.trim()]: i }), {})
)
.reduce((acc, cur, i) => ({ ...acc, [cur.trim()]: i }), {}),
allow_fetch: true,
})
schema = await converter.resolveRefs(schema, 'input')
converter.visit(schema, '')
params.value = {
...params.value,

File diff suppressed because one or more lines are too long

View file

@ -1,25 +1,50 @@
// WARNING: This file was ported from json-schema-to-grammar.py, please fix bugs / add features there first.
const SPACE_RULE = '" "?';
const PRIMITIVE_RULES = {
boolean: '("true" | "false") space',
number: '("-"? ([0-9] | [1-9] [0-9]*)) ("." [0-9]+)? ([eE] [-+]? [0-9]+)? space',
integer: '("-"? ([0-9] | [1-9] [0-9]*)) space',
value: 'object | array | string | number | boolean',
object: '"{" space ( string ":" space value ("," space string ":" space value)* )? "}" space',
array: '"[" space ( value ("," space value)* )? "]" space',
uuid: '"\\"" ' + [8, 4, 4, 4, 12].map(n => [...new Array(n)].map(_ => '[0-9a-fA-F]').join('')).join(' "-" ') + ' "\\"" space',
string: ` "\\"" (
[^"\\\\] |
"\\\\" (["\\\\/bfnrt] | "u" [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F] [0-9a-fA-F])
)* "\\"" space`,
null: '"null" space',
};
const OBJECT_RULE_NAMES = ['object', 'array', 'string', 'number', 'boolean', 'null', 'value'];
// TODO: support "uri", "email" string formats
const DATE_RULES = {
'date' : '[0-9] [0-9] [0-9] [0-9] "-" ( "0" [1-9] | "1" [0-2] ) "-" ( \"0\" [1-9] | [1-2] [0-9] | "3" [0-1] )',
'time' : '([01] [0-9] | "2" [0-3]) ":" [0-5] [0-9] ":" [0-5] [0-9] ( "." [0-9] [0-9] [0-9] )? ( "Z" | ( "+" | "-" ) ( [01] [0-9] | "2" [0-3] ) ":" [0-5] [0-9] )',
'date-time': 'date "T" time',
'date-string': '"\\"" date "\\"" space',
'time-string': '"\\"" time "\\"" space',
'date-time-string': '"\\"" date-time "\\"" space',
};
const RESERVED_NAMES = {'root': true, ...PRIMITIVE_RULES, ...DATE_RULES};
const INVALID_RULE_CHARS_RE = /[^\dA-Za-z-]+/g;
const GRAMMAR_LITERAL_ESCAPE_RE = /[\n\r"]/g;
const GRAMMAR_LITERAL_ESCAPES = {'\r': '\\r', '\n': '\\n', '"': '\\"'};
const GRAMMAR_RANGE_LITERAL_ESCAPE_RE = /[\n\r"\]\-\\]/g;
const GRAMMAR_LITERAL_ESCAPES = { '\r': '\\r', '\n': '\\n', '"': '\\"', '-': '\\-', ']': '\\]' };
const NON_LITERAL_SET = new Set('|.()[]{}*+?');
const ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS = new Set('[]()|{}*+?');
export class SchemaConverter {
constructor(propOrder) {
this._propOrder = propOrder || {};
this._rules = new Map();
this._rules.set('space', SPACE_RULE);
constructor(options) {
this._propOrder = options.prop_order || {};
this._allowFetch = options.allow_fetch || false;
this._dotall = options.dotall || false;
this._rules = {'space': SPACE_RULE};
this._refs = {};
this._refsBeingResolved = new Set();
}
_formatLiteral(literal) {
@ -30,83 +55,490 @@ export class SchemaConverter {
return `"${escaped}"`;
}
_formatRangeChar(literal) {
return JSON.stringify(literal).slice(1, -1).replace(
GRAMMAR_RANGE_LITERAL_ESCAPE_RE,
m => GRAMMAR_LITERAL_ESCAPES[m]
);
}
_addRule(name, rule) {
let escName = name.replace(INVALID_RULE_CHARS_RE, '-');
let key = escName;
if (this._rules.has(escName)) {
if (this._rules.get(escName) === rule) {
if (escName in this._rules) {
if (this._rules[escName] === rule) {
return key;
}
let i = 0;
while (this._rules.has(`${escName}${i}`)) {
while ((`${escName}${i}` in this._rules) && (this._rules[`${escName}${i}`] !== rule)) {
i += 1;
}
key = `${escName}${i}`;
}
this._rules.set(key, rule);
this._rules[key] = rule;
return key;
}
async resolveRefs(schema, url) {
const visit = async (n) => {
if (Array.isArray(n)) {
return Promise.all(n.map(visit));
} else if (typeof n === 'object' && n !== null) {
let ref = n.$ref;
let target;
if (ref !== undefined && !this._refs[ref]) {
if (ref.startsWith('https://')) {
if (!this._allowFetch) {
throw new Error('Fetching remote schemas is not allowed (use --allow-fetch for force)');
}
const fetch = (await import('node-fetch')).default;
const fragSplit = ref.split('#');
const baseUrl = fragSplit[0];
target = this._refs[baseUrl];
if (!target) {
target = await this.resolveRefs(await fetch(ref).then(res => res.json()), baseUrl);
this._refs[baseUrl] = target;
}
if (fragSplit.length === 1 || fragSplit[fragSplit.length - 1] === '') {
return target;
}
} else if (ref.startsWith('#/')) {
target = schema;
ref = `${url}${ref}`;
n.$ref = ref;
} else {
throw new Error(`Unsupported ref ${ref}`);
}
const selectors = ref.split('#')[1].split('/').slice(1);
for (const sel of selectors) {
if (!target || !(sel in target)) {
throw new Error(`Error resolving ref ${ref}: ${sel} not in ${JSON.stringify(target)}`);
}
target = target[sel];
}
this._refs[ref] = target;
} else {
await Promise.all(Object.values(n).map(visit));
}
}
return n;
};
return visit(schema);
}
_generateUnionRule(name, altSchemas) {
return altSchemas
.map((altSchema, i) => this.visit(altSchema, `${name ?? ''}${name ? '-' : 'alternative-'}${i}`))
.join(' | ');
}
_visitPattern(pattern, name) {
if (!pattern.startsWith('^') || !pattern.endsWith('$')) {
throw new Error('Pattern must start with "^" and end with "$"');
}
pattern = pattern.slice(1, -1);
const subRuleIds = {};
let i = 0;
const length = pattern.length;
const getDot = () => {
let rule;
if (this._dotall) {
rule = '[\\U00000000-\\U0010FFFF]';
} else {
// Accept any character... except \n and \r line break chars (\x0A and \xOD)
rule = '[\\U00000000-\\x09\\x0B\\x0C\\x0E-\\U0010FFFF]';
}
return this._addRule('dot', rule);
};
const toRule = ([s, isLiteral]) => isLiteral ? "\"" + s + "\"" : s;
const transform = () => {
const start = i;
// For each component of this sequence, store its string representation and whether it's a literal.
// We only need a flat structure here to apply repetition operators to the last item, and
// to merge literals at the and (we're parsing grouped ( sequences ) recursively and don't treat '|' specially
// (GBNF's syntax is luckily very close to regular expressions!)
const seq = [];
const joinSeq = () => {
const ret = [];
for (const [isLiteral, g] of groupBy(seq, x => x[1])) {
if (isLiteral) {
ret.push([[...g].map(x => x[0]).join(''), true]);
} else {
ret.push(...g);
}
}
if (ret.length === 1) {
return ret[0];
}
return [ret.map(x => toRule(x)).join(' '), false];
};
while (i < length) {
const c = pattern[i];
if (c === '.') {
seq.push([getDot(), false]);
i += 1;
} else if (c === '(') {
i += 1;
if (i < length) {
if (pattern[i] === '?') {
throw new Error(`Unsupported pattern syntax "${pattern[i]}" at index ${i} of /${pattern}/`);
}
}
seq.push([`(${toRule(transform())})`, false]);
} else if (c === ')') {
i += 1;
if (start <= 0 || pattern[start - 1] !== '(') {
throw new Error(`Unbalanced parentheses; start = ${start}, i = ${i}, pattern = ${pattern}`);
}
return joinSeq();
} else if (c === '[') {
let squareBrackets = c;
i += 1;
while (i < length && pattern[i] !== ']') {
if (pattern[i] === '\\') {
squareBrackets += pattern.slice(i, i + 2);
i += 2;
} else {
squareBrackets += pattern[i];
i += 1;
}
}
if (i >= length) {
throw new Error(`Unbalanced square brackets; start = ${start}, i = ${i}, pattern = ${pattern}`);
}
squareBrackets += ']';
i += 1;
seq.push([squareBrackets, false]);
} else if (c === '|') {
seq.push(['|', false]);
i += 1;
} else if (c === '*' || c === '+' || c === '?') {
seq[seq.length - 1] = [toRule(seq[seq.length - 1]) + c, false];
i += 1;
} else if (c === '{') {
let curlyBrackets = c;
i += 1;
while (i < length && pattern[i] !== '}') {
curlyBrackets += pattern[i];
i += 1;
}
if (i >= length) {
throw new Error(`Unbalanced curly brackets; start = ${start}, i = ${i}, pattern = ${pattern}`);
}
curlyBrackets += '}';
i += 1;
const nums = curlyBrackets.slice(1, -1).split(',').map(s => s.trim());
let minTimes, maxTimes;
if (nums.length === 1) {
minTimes = parseInt(nums[0], 10);
maxTimes = minTimes;
} else {
if (nums.length !== 2) {
throw new Error(`Invalid quantifier ${curlyBrackets}`);
}
minTimes = nums[0] ? parseInt(nums[0], 10) : 0;
maxTimes = nums[1] ? parseInt(nums[1], 10) : Infinity;
}
let [sub, subIsLiteral] = seq[seq.length - 1];
if (minTimes === 0 && maxTimes === Infinity) {
seq[seq.length - 1] = [`${sub}*`, false];
} else if (minTimes === 0 && maxTimes === 1) {
seq[seq.length - 1] = [`${sub}?`, false];
} else if (minTimes === 1 && maxTimes === Infinity) {
seq[seq.length - 1] = [`${sub}+`, false];
} else {
if (!subIsLiteral) {
let id = subRuleIds[sub];
if (id === undefined) {
id = this._addRule(`${name}-${Object.keys(subRuleIds).length + 1}`, sub);
subRuleIds[sub] = id;
}
sub = id;
}
const repeatedSub = Array.from({ length: minTimes }, () => subIsLiteral ? `"${sub.slice(1, -1).repeat(minTimes)}"` : sub);
const optionalSub = maxTimes !== undefined ? Array.from({ length: maxTimes - minTimes }, () => `${sub}?`) : [`${sub}*`];
seq[seq.length - 1] = [repeatedSub.concat(optionalSub).join(' '), false];
}
} else {
let literal = '';
while (i < length) {
if (pattern[i] === '\\' && i < length - 1) {
const next = pattern[i + 1];
if (ESCAPED_IN_REGEXPS_BUT_NOT_IN_LITERALS.has(next)) {
i += 1;
literal += pattern[i];
i += 1;
} else {
literal += pattern.slice(i, i + 2);
i += 2;
}
} else if (pattern[i] === '"') {
literal += '\\"';
i += 1;
} else if (!NON_LITERAL_SET.has(pattern[i]) &&
(i === length - 1 || literal === '' || pattern[i + 1] === '.' || !NON_LITERAL_SET.has(pattern[i+1]))) {
literal += pattern[i];
i += 1;
} else {
break;
}
}
if (literal !== '') {
seq.push([literal, true]);
}
}
}
return joinSeq();
};
return this._addRule(name, "\"\\\"\" " + toRule(transform()) + " \"\\\"\" space")
}
_resolveRef(ref) {
let refName = ref.split('/').pop();
if (!(refName in this._rules) && !this._refsBeingResolved.has(ref)) {
this._refsBeingResolved.add(ref);
const resolved = this._refs[ref];
refName = this.visit(resolved, refName);
this._refsBeingResolved.delete(ref);
}
return refName;
}
_generateConstantRule(value) {
if (typeof value !== 'string') {
throw new Error('Only string constants are supported, got ' + JSON.stringify(value));
}
return this._formatLiteral(value);
}
visit(schema, name) {
const schemaType = schema.type;
const ruleName = name || 'root';
const schemaFormat = schema.format;
const ruleName = name in RESERVED_NAMES ? name + '-' : name == '' ? 'root' : name;
if (schema.oneOf || schema.anyOf) {
const rule = (schema.oneOf || schema.anyOf).map((altSchema, i) =>
this.visit(altSchema, `${name}${name ? "-" : ""}${i}`)
).join(' | ');
return this._addRule(ruleName, rule);
const ref = schema.$ref;
if (ref !== undefined) {
return this._addRule(ruleName, this._resolveRef(ref));
} else if (schema.oneOf || schema.anyOf) {
return this._addRule(ruleName, this._generateUnionRule(name, schema.oneOf || schema.anyOf));
} else if (Array.isArray(schemaType)) {
return this._addRule(ruleName, this._generateUnionRule(name, schemaType.map(t => ({ type: t }))));
} else if ('const' in schema) {
return this._addRule(ruleName, this._formatLiteral(schema.const));
if (typeof schema.const !== 'string') {
throw new Error('Only string constants are supported, got ' + JSON.stringify(schema.const));
}
return this._addRule(ruleName, this._generateConstantRule(schema.const));
} else if ('enum' in schema) {
const rule = schema.enum.map(v => this._formatLiteral(v)).join(' | ');
const rule = schema.enum.map(v => this._generateConstantRule(v)).join(' | ');
return this._addRule(ruleName, rule);
} else if (schemaType === 'object' && 'properties' in schema) {
// TODO: `required` keyword (from python implementation)
const propOrder = this._propOrder;
const propPairs = Object.entries(schema.properties).sort((a, b) => {
// sort by position in prop_order (if specified) then by key
const orderA = typeof propOrder[a[0]] === 'number' ? propOrder[a[0]] : Infinity;
const orderB = typeof propOrder[b[0]] === 'number' ? propOrder[b[0]] : Infinity;
return orderA - orderB || a[0].localeCompare(b[0]);
});
let rule = '"{" space';
propPairs.forEach(([propName, propSchema], i) => {
const propRuleName = this.visit(propSchema, `${name}${name ? "-" : ""}${propName}`);
if (i > 0) {
rule += ' "," space';
} else if ((schemaType === undefined || schemaType === 'object') &&
('properties' in schema ||
('additionalProperties' in schema && schema.additionalProperties !== true))) {
const required = new Set(schema.required || []);
const properties = Object.entries(schema.properties ?? {});
return this._addRule(ruleName, this._buildObjectRule(properties, required, name, schema.additionalProperties));
} else if ((schemaType === undefined || schemaType === 'object') && 'allOf' in schema) {
const required = new Set();
const properties = [];
const addComponent = (compSchema, isRequired) => {
const ref = compSchema.$ref;
if (ref !== undefined) {
compSchema = this._refs[ref];
}
rule += ` ${this._formatLiteral(propName)} space ":" space ${propRuleName}`;
});
rule += ' "}" space';
return this._addRule(ruleName, rule);
} else if (schemaType === 'array' && 'items' in schema) {
// TODO `prefixItems` keyword (from python implementation)
const itemRuleName = this.visit(schema.items, `${name}${name ? "-" : ""}item`);
const rule = `"[" space (${itemRuleName} ("," space ${itemRuleName})*)? "]" space`;
return this._addRule(ruleName, rule);
if ('properties' in compSchema) {
for (const [propName, propSchema] of Object.entries(compSchema.properties)) {
properties.push([propName, propSchema]);
if (isRequired) {
required.add(propName);
}
}
}
};
for (const t of schema.allOf) {
if ('anyOf' in t) {
for (const tt of t.anyOf) {
addComponent(tt, false);
}
} else {
addComponent(t, true);
}
}
return this._addRule(ruleName, this._buildObjectRule(properties, required, name, /* additionalProperties= */ false));
} else if ((schemaType === undefined || schemaType === 'array') && ('items' in schema || 'prefixItems' in schema)) {
const items = schema.items ?? schema.prefixItems;
if (Array.isArray(items)) {
return this._addRule(
ruleName,
'"[" space ' +
items.map((item, i) => this.visit(item, `${name ?? ''}${name ? '-' : ''}tuple-${i}`)).join(' "," space ') +
' "]" space'
);
} else {
const itemRuleName = this.visit(items, `${name ?? ''}${name ? '-' : ''}item`);
const listItemOperator = `( "," space ${itemRuleName} )`;
let successiveItems = '';
let minItems = schema.minItems || 0;
const maxItems = schema.maxItems;
if (minItems > 0) {
successiveItems = listItemOperator.repeat(minItems - 1);
minItems--;
}
if (maxItems !== undefined && maxItems > minItems) {
successiveItems += `${listItemOperator}?`.repeat(maxItems - minItems - 1);
} else {
successiveItems += `${listItemOperator}*`;
}
const rule = minItems === 0
? `"[" space ( ${itemRuleName} ${successiveItems} )? "]" space`
: `"[" space ${itemRuleName} ${successiveItems} "]" space`;
return this._addRule(ruleName, rule);
}
} else if ((schemaType === undefined || schemaType === 'string') && 'pattern' in schema) {
return this._visitPattern(schema.pattern, ruleName);
} else if ((schemaType === undefined || schemaType === 'string') && /^uuid[1-5]?$/.test(schema.format || '')) {
return this._addRule(
ruleName === 'root' ? 'root' : schemaFormat,
PRIMITIVE_RULES['uuid'])
} else if ((schemaType === undefined || schemaType === 'string') && schema.format in DATE_RULES) {
for (const [t, r] of Object.entries(DATE_RULES)) {
this._addRule(t, r);
}
return schemaFormat + '-string';
} else if ((schemaType === 'object') || (Object.keys(schema).length === 0)) {
for (const n of OBJECT_RULE_NAMES) {
this._addRule(n, PRIMITIVE_RULES[n]);
}
return this._addRule(ruleName, 'object');
} else {
if (!PRIMITIVE_RULES[schemaType]) {
if (!(schemaType in PRIMITIVE_RULES)) {
throw new Error(`Unrecognized schema: ${JSON.stringify(schema)}`);
}
return this._addRule(
ruleName === 'root' ? 'root' : schemaType,
PRIMITIVE_RULES[schemaType]
// TODO: support minimum, maximum, exclusiveMinimum, exclusiveMaximum at least for zero
return this._addRule(ruleName === 'root' ? 'root' : schemaType, PRIMITIVE_RULES[schemaType]);
}
}
_buildObjectRule(properties, required, name, additionalProperties) {
const propOrder = this._propOrder;
// sort by position in prop_order (if specified) then by original order
const sortedProps = properties.map(([k]) => k).sort((a, b) => {
const orderA = propOrder[a] || Infinity;
const orderB = propOrder[b] || Infinity;
return orderA - orderB || properties.findIndex(([k]) => k === a) - properties.findIndex(([k]) => k === b);
});
const propKvRuleNames = {};
for (const [propName, propSchema] of properties) {
const propRuleName = this.visit(propSchema, `${name ?? ''}${name ? '-' : ''}${propName}`);
propKvRuleNames[propName] = this._addRule(
`${name ?? ''}${name ? '-' : ''}${propName}-kv`,
`${this._formatLiteral(propName)} space ":" space ${propRuleName}`
);
}
const requiredProps = sortedProps.filter(k => required.has(k));
const optionalProps = sortedProps.filter(k => !required.has(k));
if (typeof additionalProperties === 'object' || additionalProperties === true) {
const subName = `${name ?? ''}${name ? '-' : ''}additional`;
const valueRule = this.visit(additionalProperties === true ? {} : additionalProperties, `${subName}-value`);
propKvRuleNames['*'] = this._addRule(
`${subName}-kv`,
`${this._addRule('string', PRIMITIVE_RULES['string'])} ":" space ${valueRule}`);
optionalProps.push('*');
}
let rule = '"{" space ';
rule += requiredProps.map(k => propKvRuleNames[k]).join(' "," space ');
if (optionalProps.length > 0) {
rule += ' (';
if (requiredProps.length > 0) {
rule += ' "," space ( ';
}
const getRecursiveRefs = (ks, firstIsOptional) => {
const [k, ...rest] = ks;
const kvRuleName = propKvRuleNames[k];
let res;
if (k === '*') {
res = this._addRule(
`${name ?? ''}${name ? '-' : ''}additional-kvs`,
`${kvRuleName} ( "," space ` + kvRuleName + ` )*`
)
} else if (firstIsOptional) {
res = `( "," space ${kvRuleName} )?`;
} else {
res = kvRuleName;
}
if (rest.length > 0) {
res += ' ' + this._addRule(
`${name ?? ''}${name ? '-' : ''}${k}-rest`,
getRecursiveRefs(rest, true)
);
}
return res;
};
rule += optionalProps.map((_, i) => getRecursiveRefs(optionalProps.slice(i), false)).join(' | ');
if (requiredProps.length > 0) {
rule += ' )';
}
rule += ' )?';
}
rule += ' "}" space';
return rule;
}
formatGrammar() {
let grammar = '';
this._rules.forEach((rule, name) => {
for (const [name, rule] of Object.entries(this._rules).sort(([a], [b]) => a.localeCompare(b))) {
grammar += `${name} ::= ${rule}\n`;
});
}
return grammar;
}
}
// Helper function to group elements by a key function
function* groupBy(iterable, keyFn) {
let lastKey = null;
let group = [];
for (const element of iterable) {
const key = keyFn(element);
if (lastKey !== null && key !== lastKey) {
yield [lastKey, group];
group = [];
}
group.push(element);
lastKey = key;
}
if (group.length > 0) {
yield [lastKey, group];
}
}

View file

@ -1,6 +1,7 @@
#include "utils.hpp"
#include "common.h"
#include "json-schema-to-grammar.h"
#include "llama.h"
#include "grammar-parser.h"
@ -178,6 +179,7 @@ struct server_slot {
llama_token sampled;
struct llama_sampling_params sparams;
llama_sampling_context * ctx_sampling = nullptr;
json json_schema;
int32_t ga_i = 0; // group-attention state
int32_t ga_n = 1; // group-attention factor
@ -845,7 +847,17 @@ struct server_context {
slot.sparams.penalize_nl = json_value(data, "penalize_nl", default_sparams.penalize_nl);
slot.params.n_keep = json_value(data, "n_keep", slot.params.n_keep);
slot.params.seed = json_value(data, "seed", default_params.seed);
slot.sparams.grammar = json_value(data, "grammar", default_sparams.grammar);
if (data.contains("json_schema") && !data.contains("grammar")) {
try {
auto schema = json_value(data, "json_schema", json::object());
slot.sparams.grammar = json_schema_to_grammar(schema);
} catch (const std::exception & e) {
send_error(task, std::string("\"json_schema\": ") + e.what(), ERROR_TYPE_INVALID_REQUEST);
return false;
}
} else {
slot.sparams.grammar = json_value(data, "grammar", default_sparams.grammar);
}
slot.sparams.n_probs = json_value(data, "n_probs", default_sparams.n_probs);
slot.sparams.min_keep = json_value(data, "min_keep", default_sparams.min_keep);

View file

@ -37,6 +37,22 @@ Feature: Security
| llama.cpp | no |
| hackme | raised |
Scenario Outline: OAI Compatibility (invalid response formats)
Given a system prompt test
And a user prompt test
And a response format <response_format>
And a model test
And 2 max tokens to predict
And streaming is disabled
Given an OAI compatible chat completions request with raised api error
Examples: Prompts
| response_format |
| {"type": "sound"} |
| {"type": "json_object", "schema": 123} |
| {"type": "json_object", "schema": {"type": 123}} |
| {"type": "json_object", "schema": {"type": "hiccup"}} |
Scenario Outline: CORS Options
Given a user api key llama.cpp

View file

@ -70,6 +70,22 @@ Feature: llama.cpp server
| codellama70b | You are a coding assistant. | Write the fibonacci function in c++. | 128 | (thanks\|happy\|bird\|Annabyear)+ | -1 | 64 | enabled | |
Scenario Outline: OAI Compatibility w/ response format
Given a model test
And a system prompt test
And a user prompt test
And a response format <response_format>
And 10 max tokens to predict
Given an OAI compatible chat completions request with no api error
Then <n_predicted> tokens are predicted matching <re_content>
Examples: Prompts
| response_format | n_predicted | re_content |
| {"type": "json_object", "schema": {"const": "42"}} | 5 | "42" |
| {"type": "json_object", "schema": {"items": [{"type": "integer"}]}} | 10 | \[ -300 \] |
| {"type": "json_object"} | 10 | \{ " Jacky. |
Scenario: Tokenize / Detokenize
When tokenizing:
"""

View file

@ -59,6 +59,7 @@ def step_server_config(context, server_fqdn, server_port):
context.seed = None
context.server_seed = None
context.user_api_key = None
context.response_format = None
context.tasks_result = []
context.concurrent_tasks = []
@ -269,6 +270,11 @@ def step_max_tokens(context, max_tokens):
context.n_predict = max_tokens
@step('a response format {response_format}')
def step_response_format(context, response_format):
context.response_format = json.loads(response_format)
@step('streaming is {enable_streaming}')
def step_streaming(context, enable_streaming):
context.enable_streaming = enable_streaming == 'enabled'
@ -384,6 +390,9 @@ async def step_oai_chat_completions(context, api_error):
enable_streaming=context.enable_streaming
if hasattr(context, 'enable_streaming') else None,
response_format=context.response_format
if hasattr(context, 'response_format') else None,
seed=await completions_seed(context),
user_api_key=context.user_api_key
@ -443,6 +452,8 @@ async def step_oai_chat_completions(context):
if hasattr(context, 'n_predict') else None,
enable_streaming=context.enable_streaming
if hasattr(context, 'enable_streaming') else None,
response_format=context.response_format
if hasattr(context, 'response_format') else None,
seed=await completions_seed(context),
user_api_key=context.user_api_key
if hasattr(context, 'user_api_key') else None)
@ -463,6 +474,8 @@ async def step_oai_chat_completions(context):
if hasattr(context, 'n_predict') else None,
enable_streaming=context.enable_streaming
if hasattr(context, 'enable_streaming') else None,
response_format=context.response_format
if hasattr(context, 'response_format') else None,
seed=context.seed
if hasattr(context, 'seed') else
context.server_seed
@ -745,6 +758,7 @@ async def oai_chat_completions(user_prompt,
model=None,
n_predict=None,
enable_streaming=None,
response_format=None,
seed=None,
user_api_key=None,
expect_api_error=None):
@ -770,6 +784,8 @@ async def oai_chat_completions(user_prompt,
"stream": enable_streaming,
"seed": seed
}
if response_format is not None:
payload['response_format'] = response_format
completion_response = {
'content': '',
'timings': {
@ -830,6 +846,7 @@ async def oai_chat_completions(user_prompt,
model=model,
max_tokens=n_predict,
stream=enable_streaming,
response_format=payload.get('response_format'),
seed=seed
)
except openai.error.AuthenticationError as e:

View file

@ -373,10 +373,21 @@ static json oaicompat_completion_params_parse(
llama_params["tfs_z"] = json_value(body, "tfs_z", default_sparams.tfs_z);
llama_params["n_keep"] = json_value(body, "n_keep", 0);
if (body.count("grammar") != 0) {
if (body.contains("grammar")) {
llama_params["grammar"] = json_value(body, "grammar", json::object());
}
if (body.contains("response_format")) {
auto response_format = json_value(body, "response_format", json::object());
if (response_format.contains("type")) {
if (response_format["type"] == "json_object") {
llama_params["json_schema"] = json_value(response_format, "schema", json::object());
} else {
throw std::runtime_error("response_format type not supported: " + response_format["type"].dump());
}
}
}
// Handle 'stop' field
if (body.contains("stop") && body["stop"].is_string()) {
llama_params["stop"] = json::array({body["stop"].get<std::string>()});

28
examples/ts-type-to-grammar.sh Executable file
View file

@ -0,0 +1,28 @@
#!/bin/bash
#
# ./examples/ts-type-to-grammar.sh "{a:string,b:string,c?:string}"
# python examples/json-schema-to-grammar.py https://json.schemastore.org/tsconfig.json
#
set -euo pipefail
readonly type="$1"
# Create a temporary directory
TMPDIR=""
trap 'rm -fR "$TMPDIR"' EXIT
TMPDIR=$(mktemp -d)
DTS_FILE="$TMPDIR/type.d.ts"
SCHEMA_FILE="$TMPDIR/schema.json"
echo "export type MyType = $type" > "$DTS_FILE"
# This is a fork of typescript-json-schema, actively maintained as of March 2024:
# https://github.com/vega/ts-json-schema-generator
npx ts-json-schema-generator --unstable --no-top-ref --path "$DTS_FILE" --type MyType -e none > "$SCHEMA_FILE"
# Alternative, not actively maintained as of March 2024:
# https://github.com/YousefED/typescript-json-schema
# npx typescript-json-schema --defaultProps --required "$DTS_FILE" MyType | tee "$SCHEMA_FILE" >&2
./examples/json-schema-to-grammar.py "$SCHEMA_FILE"