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- using LLama.Native;
- using System;
- using System.Collections.Generic;
- using System.Text;
-
- namespace LLama.Grammar
- {
- /// <summary>
- /// Source:
- /// https://github.com/ggerganov/llama.cpp/blob/6381d4e110bd0ec02843a60bbeb8b6fc37a9ace9/common/grammar-parser.cpp
- ///
- /// The commit hash from URL is the actual commit hash that reflects current C# code.
- /// </summary>
- internal class GrammarParser
- {
- // NOTE: assumes valid utf8 (but checks for overrun)
- // copied from llama.cpp
- public uint DecodeUTF8(ref ReadOnlySpan<byte> src)
- {
- int[] lookup = { 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 3, 4 };
-
- byte firstByte = src[0];
- byte highbits = (byte)(firstByte >> 4);
- int len = lookup[highbits];
- byte mask = (byte)((1 << (8 - len)) - 1);
- uint value = (uint)(firstByte & mask);
-
- int end = len;
- int pos = 1;
-
- for (; pos < end && pos < src.Length; pos++)
- {
- value = (uint)((value << 6) + (src[pos] & 0x3F));
- }
-
- src = src.Slice(pos);
-
- return value;
- }
-
- public uint GetSymbolId(ParseState state, ReadOnlySpan<byte> src, int len)
- {
- uint nextId = (uint)state.SymbolIds.Count;
- string key = Encoding.UTF8.GetString(src.Slice(0, len).ToArray());
-
- if (state.SymbolIds.TryGetValue(key, out uint existingId))
- {
- return existingId;
- }
- else
- {
- state.SymbolIds[key] = nextId;
- return nextId;
- }
- }
-
- public uint GenerateSymbolId(ParseState state, string baseName)
- {
- uint nextId = (uint)state.SymbolIds.Count;
- string key = $"{baseName}_{nextId}";
- state.SymbolIds[key] = nextId;
- return nextId;
- }
-
- public void AddRule(ParseState state, uint ruleId, List<LLamaGrammarElement> rule)
- {
- while (state.Rules.Count <= ruleId)
- {
- state.Rules.Add(new List<LLamaGrammarElement>());
- }
-
- state.Rules[(int)ruleId] = rule;
- }
-
- public bool IsWordChar(byte c)
- {
- return ('a' <= c && c <= 'z') || ('A' <= c && c <= 'Z') || c == '-' || ('0' <= c && c <= '9');
- }
-
- public uint ParseHex(ref ReadOnlySpan<byte> src, int size)
- {
- int pos = 0;
- int end = size;
- uint value = 0;
-
- for (; pos < end && pos < src.Length; pos++)
- {
- value <<= 4;
- byte c = src[pos];
- if ('a' <= c && c <= 'f')
- {
- value += (uint)(c - 'a' + 10);
- }
- else if ('A' <= c && c <= 'F')
- {
- value += (uint)(c - 'A' + 10);
- }
- else if ('0' <= c && c <= '9')
- {
- value += (uint)(c - '0');
- }
- else
- {
- break;
- }
- }
-
- if (pos != end)
- {
- throw new InvalidOperationException($"Expecting {size} hex chars at {Encoding.UTF8.GetString(src.ToArray())}");
- }
- src = src.Slice(pos);
- return value;
- }
-
- public ReadOnlySpan<byte> ParseSpace(ReadOnlySpan<byte> src, bool newlineOk)
- {
- int pos = 0;
- while (pos < src.Length &&
- (src[pos] == ' ' || src[pos] == '\t' || src[pos] == '#' ||
- (newlineOk && (src[pos] == '\r' || src[pos] == '\n'))))
- {
- if (src[pos] == '#')
- {
- while (pos < src.Length && src[pos] != '\r' && src[pos] != '\n')
- {
- pos++;
- }
- }
- else
- {
- pos++;
- }
- }
- return src.Slice(pos);
- }
-
- public ReadOnlySpan<byte> ParseName(ReadOnlySpan<byte> src)
- {
- int pos = 0;
- while (pos < src.Length && IsWordChar(src[pos]))
- {
- pos++;
- }
- if (pos == 0)
- {
- throw new InvalidOperationException($"Expecting name at {Encoding.UTF8.GetString(src.ToArray())}");
- }
- return src.Slice(pos);
- }
-
- public uint ParseChar(ref ReadOnlySpan<byte> src)
- {
- if (src[0] == '\\')
- {
- src = src.Slice(2);
- switch ((char)src[1])
- {
- case 'x':
- return ParseHex(ref src, 2);
- case 'u':
- return ParseHex(ref src, 4);
- case 'U':
- return ParseHex(ref src, 8);
- case 't':
- return '\t';
- case 'r':
- return '\r';
- case 'n':
- return '\n';
- case '\\':
- case '"':
- case '[':
- case ']':
- return src[1];
- default:
- throw new Exception("Unknown escape at " + Encoding.UTF8.GetString(src.ToArray()));
- }
- }
- else if (!src.IsEmpty)
- {
- return DecodeUTF8(ref src);
- }
-
- throw new Exception("Unexpected end of input");
- }
-
- public ReadOnlySpan<byte> ParseSequence(
- ParseState state,
- ReadOnlySpan<byte> pos,
- string ruleName,
- List<LLamaGrammarElement> outElements,
- bool isNested)
- {
- int lastSymStart = outElements.Count;
-
- while (!pos.IsEmpty)
- {
- if (pos[0] == '"') // literal string
- {
- pos = pos.Slice(1);
- lastSymStart = outElements.Count;
-
- while (pos[0] != '"')
- {
- var charPair = ParseChar(ref pos);
- outElements.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.CHAR, Value = charPair });
- }
- pos = ParseSpace(pos.Slice(1), isNested);
- }
- else if (pos[0] == '[') // char range(s)
- {
- pos = pos.Slice(1);
- var startType = LLamaGrammarElementType.CHAR;
-
- if (pos[0] == '^')
- {
- pos = pos.Slice(1);
- startType = LLamaGrammarElementType.CHAR_NOT;
- }
-
- lastSymStart = outElements.Count;
-
- while (pos[0] != ']')
- {
- var charPair = ParseChar(ref pos);
- var type = lastSymStart < outElements.Count ? LLamaGrammarElementType.CHAR_ALT : startType;
-
- outElements.Add(new LLamaGrammarElement { Type = type, Value = charPair });
-
- if (pos[0] == '-' && pos[1] != ']')
- {
- pos = pos.Slice(1);
- var endCharPair = ParseChar(ref pos);
- outElements.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.CHAR_RNG_UPPER, Value = endCharPair });
- }
- }
- pos = ParseSpace(pos.Slice(1), isNested);
- }
- else if (IsWordChar(pos[0])) // rule reference
- {
- var nameEnd = ParseName(pos);
- uint refRuleId = GetSymbolId(state, pos, nameEnd.Length);
- pos = ParseSpace(nameEnd, isNested);
- lastSymStart = outElements.Count;
- outElements.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.RULE_REF, Value = refRuleId });
- }
- else if (pos[0] == '(') // grouping
- {
- // parse nested alternates into synthesized rule
- pos = ParseSpace(pos.Slice(1), true);
- uint subRuleId = GenerateSymbolId(state, ruleName);
- pos = ParseAlternates(state, pos, ruleName, subRuleId, true);
- lastSymStart = outElements.Count;
- // output reference to synthesized rule
- outElements.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.RULE_REF, Value = subRuleId });
- if (pos[0] != ')')
- {
- throw new Exception($"Expecting ')' at {Encoding.UTF8.GetString(pos.ToArray())}");
- }
- pos = ParseSpace(pos.Slice(1), isNested);
- }
- else if (pos[0] == '*' || pos[0] == '+' || pos[0] == '?') // repetition operator
- {
- if (lastSymStart == outElements.Count)
- {
- throw new Exception($"Expecting preceding item to */+/? at {Encoding.UTF8.GetString(pos.ToArray())}");
- }
-
- // apply transformation to previous symbol (lastSymStart to end) according to
- // rewrite rules:
- // S* --> S' ::= S S' |
- // S+ --> S' ::= S S' | S
- // S? --> S' ::= S |
- uint subRuleId = GenerateSymbolId(state, ruleName);
-
- List<LLamaGrammarElement> subRule = new List<LLamaGrammarElement>();
-
- // add preceding symbol to generated rule
- subRule.AddRange(outElements.GetRange(lastSymStart, outElements.Count - lastSymStart));
-
- if (pos[0] == '*' || pos[0] == '+')
- {
- // cause generated rule to recurse
- subRule.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.RULE_REF, Value = subRuleId });
- }
-
- // mark start of alternate def
- subRule.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.ALT, Value = 0 });
-
- if (pos[0] == '+')
- {
- // add preceding symbol as alternate only for '+' (otherwise empty)
- subRule.AddRange(outElements.GetRange(lastSymStart, outElements.Count - lastSymStart));
- }
-
- subRule.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.END, Value = 0 });
-
- AddRule(state, subRuleId, subRule);
-
- // in original rule, replace previous symbol with reference to generated rule
- outElements.RemoveRange(lastSymStart, outElements.Count - lastSymStart);
- outElements.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.RULE_REF, Value = subRuleId });
-
- pos = ParseSpace(pos.Slice(1), isNested);
-
- }
- else
- {
- break;
- }
- }
-
- return pos;
- }
-
- public ReadOnlySpan<byte> ParseAlternates(
- ParseState state,
- ReadOnlySpan<byte> src,
- string ruleName,
- uint ruleId,
- bool isNested)
- {
- var rule = new List<LLamaGrammarElement>();
- ReadOnlySpan<byte> pos = ParseSequence(state, src, ruleName, rule, isNested);
-
- while (pos[0] == '|')
- {
- rule.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.ALT, Value = 0 });
- pos = ParseSpace(pos.Slice(1), true);
- pos = ParseSequence(state, pos, ruleName, rule, isNested);
- }
-
- rule.Add(new LLamaGrammarElement { Type = LLamaGrammarElementType.END, Value = 0 });
- AddRule(state, ruleId, rule);
-
- return pos;
- }
- }
- }
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