pythonic_parser.rs 12.3 KB
Newer Older
1
2
3
4
5
6
7
/// Pythonic format parser for tool calls
///
/// Handles Python function call syntax within square brackets:
/// ```text
/// [tool1(arg1=val1, arg2=val2), tool2(arg1=val3)]
/// ```
///
8
/// This format is used by Llama models and uses Python literals
9
10
/// rather than JSON for arguments.
use async_trait::async_trait;
11
use num_traits::ToPrimitive;
12
use regex::Regex;
13
14
15
16
use rustpython_parser::ast::{Constant, Expr, Mod, UnaryOp};
use rustpython_parser::{parse, Mode};
use serde_json::{Map, Number, Value};
use std::sync::OnceLock;
17
18

use crate::tool_parser::{
19
    errors::{ToolParserError, ToolParserResult},
20
21
22
23
24
    state::ParseState,
    traits::ToolParser,
    types::{FunctionCall, StreamResult, ToolCall},
};

25
26
27
28
29
30
31
32
33
34
35
36
static PYTHONIC_BLOCK_REGEX: OnceLock<Regex> = OnceLock::new();

/// Lazily compiled regex that locates pythonic tool call blocks.
fn pythonic_block_regex() -> &'static Regex {
    PYTHONIC_BLOCK_REGEX.get_or_init(|| {
        // Matches one or more function calls inside a list. The `(?s)` flag allows
        // newlines inside argument lists while keeping the pattern anchored to
        // identifiers followed by parentheses, preventing plain lists like
        // `[1, 2, 3]` from matching.
        Regex::new(r"(?s)\[\s*[A-Za-z_]\w*\s*\(.*?\)\s*(?:,\s*[A-Za-z_]\w*\s*\(.*?\)\s*)*\]")
            .expect("pythonic tool call regex must compile")
    })
37
38
}

39
40
41
42
/// Parser for Pythonic tool call format
#[derive(Default)]
pub struct PythonicParser;

43
44
45
impl PythonicParser {
    /// Create a new Pythonic parser
    pub fn new() -> Self {
46
        Self
47
48
    }

49
50
    /// Extract the first pythonic tool call block and return it along with the
    /// surrounding "normal" content.
51
    fn extract_tool_calls(&self, text: &str) -> Option<(String, String)> {
52
53
54
55
56
        pythonic_block_regex().find(text).map(|mat| {
            let block = mat.as_str().to_string();
            let normal = format!("{}{}", &text[..mat.start()], &text[mat.end()..]);
            (block, normal)
        })
57
58
    }

59
    /// Strip special tokens that Llama models might output
60
61
62
63
64
    fn strip_special_tokens(text: &str) -> String {
        text.replace("<|python_start|>", "")
            .replace("<|python_end|>", "")
    }

65
66
67
68
69
70
71
72
73
74
75
76
    fn parse_tool_call_block(&self, block: &str) -> ToolParserResult<Vec<ToolCall>> {
        let expr = parse_python_expression(block)?;
        match expr {
            Expr::List(list_expr) => list_expr
                .elts
                .into_iter()
                .enumerate()
                .map(|(idx, call_expr)| build_tool_call(call_expr, idx))
                .collect(),
            _ => Err(ToolParserError::ParsingFailed(
                "Expected a list of function calls in pythonic tool call".to_string(),
            )),
77
78
79
80
81
82
        }
    }
}

#[async_trait]
impl ToolParser for PythonicParser {
83
    async fn parse_complete(&self, text: &str) -> ToolParserResult<(String, Vec<ToolCall>)> {
84
85
        let cleaned = Self::strip_special_tokens(text);

86
        if let Some((tool_calls_text, normal_text)) = self.extract_tool_calls(&cleaned) {
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
            match self.parse_tool_call_block(&tool_calls_text) {
                Ok(calls) => {
                    if calls.is_empty() {
                        // No tools successfully parsed despite having markers
                        Ok((text.to_string(), vec![]))
                    } else {
                        Ok((normal_text, calls))
                    }
                }
                Err(e) => {
                    // Log warning and return entire text as fallback
                    tracing::warn!("Failed to parse pythonic tool calls: {}", e);
                    Ok((text.to_string(), vec![]))
                }
            }
102
        } else {
103
            Ok((text.to_string(), vec![]))
104
105
106
107
108
109
110
111
112
113
114
        }
    }

    async fn parse_incremental(
        &self,
        chunk: &str,
        state: &mut ParseState,
    ) -> ToolParserResult<StreamResult> {
        state.buffer.push_str(chunk);

        let cleaned = Self::strip_special_tokens(&state.buffer);
115
116
117
118
119
120
        if let Some((tool_calls_text, _)) = self.extract_tool_calls(&cleaned) {
            if let Ok(tools) = self.parse_tool_call_block(&tool_calls_text) {
                if let Some(tool) = tools.into_iter().next() {
                    state.buffer.clear();
                    return Ok(StreamResult::ToolComplete(tool));
                }
121
122
123
124
125
126
127
128
            }
        }

        Ok(StreamResult::Incomplete)
    }

    fn detect_format(&self, text: &str) -> bool {
        let cleaned = Self::strip_special_tokens(text);
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
        if pythonic_block_regex().is_match(&cleaned) {
            return true;
        }

        let trimmed = cleaned.trim();
        let Some(open_idx) = trimmed.find('[') else {
            return false;
        };

        let after_bracket = trimmed[open_idx + 1..].trim_start();
        let mut chars = after_bracket.char_indices();
        let Some((_, first_char)) = chars.next() else {
            return false;
        };

        if !(first_char.is_ascii_alphabetic() || first_char == '_') {
            return false;
        }

        let mut ident_len = first_char.len_utf8();
        for (idx, ch) in chars {
            if ch.is_alphanumeric() || ch == '_' {
                ident_len = idx + ch.len_utf8();
            } else {
                break;
            }
        }

        let remaining = after_bracket[ident_len..].trim_start();
        remaining.starts_with('(')
    }
}

fn parse_python_expression(source: &str) -> ToolParserResult<Expr> {
    let module = parse(source, Mode::Expression, "<pythonic_tool_call>")
        .map_err(|err| ToolParserError::ParsingFailed(err.to_string()))?;

    match module {
        Mod::Expression(expr_mod) => Ok(*expr_mod.body),
        _ => Err(ToolParserError::ParsingFailed(
            "Expected a Python expression".to_string(),
        )),
    }
}

fn build_tool_call(expr: Expr, index: usize) -> ToolParserResult<ToolCall> {
    match expr {
        Expr::Call(call_expr) => {
            if !call_expr.args.is_empty() {
                return Err(ToolParserError::ParsingFailed(
                    "Positional arguments are not supported in pythonic tool calls".to_string(),
                ));
            }

            let function_name = match *call_expr.func {
                Expr::Name(name_expr) => name_expr.id.to_string(),
                _ => {
                    return Err(ToolParserError::ParsingFailed(
                        "Unsupported function reference in pythonic tool call".to_string(),
                    ))
                }
            };

            let mut arguments_map = Map::with_capacity(call_expr.keywords.len());
            for keyword in call_expr.keywords {
                let arg_name = keyword.arg.ok_or_else(|| {
                    ToolParserError::ParsingFailed(
                        "pythonic tool calls do not support **kwargs".to_string(),
                    )
                })?;
                let value_json = expression_to_json(&keyword.value)?;
                arguments_map.insert(arg_name.to_string(), value_json);
            }

            let arguments_json = Value::Object(arguments_map);
            let arguments_string = serde_json::to_string(&arguments_json)?;

            Ok(ToolCall {
                id: format!("call-{}", index + 1),
                r#type: "function".to_string(),
                function: FunctionCall {
                    name: function_name,
                    arguments: arguments_string,
                },
            })
        }
        _ => Err(ToolParserError::ParsingFailed(
            "Expected function calls inside pythonic tool call list".to_string(),
        )),
    }
}

fn expression_to_json(expr: &Expr) -> ToolParserResult<Value> {
    match expr {
        Expr::Constant(expr_constant) => constant_to_json(&expr_constant.value),
        Expr::List(list_expr) => collect_sequence(&list_expr.elts).map(Value::Array),
        Expr::Tuple(tuple_expr) => collect_sequence(&tuple_expr.elts).map(Value::Array),
        Expr::Dict(dict_expr) => {
            collect_dict(&dict_expr.keys, &dict_expr.values).map(Value::Object)
        }
        Expr::UnaryOp(unary_expr) => match unary_expr.op {
            UnaryOp::USub => match unary_expr.operand.as_ref() {
                Expr::Constant(const_expr) => negate_constant(&const_expr.value),
                _ => Err(ToolParserError::ParsingFailed(
                    "Unsupported unary operand in pythonic tool call".to_string(),
                )),
            },
            UnaryOp::UAdd => expression_to_json(unary_expr.operand.as_ref()),
            _ => Err(ToolParserError::ParsingFailed(format!(
                "Unsupported unary operator in pythonic tool call: {:?}",
                unary_expr.op
            ))),
        },
        Expr::Name(name_expr) => Ok(Value::String(name_expr.id.to_string())),
        _ => Err(ToolParserError::ParsingFailed(format!(
            "Unsupported expression in pythonic tool call: {:?}",
            expr
        ))),
    }
}

fn constant_to_json(constant: &Constant) -> ToolParserResult<Value> {
    match constant {
        Constant::None => Ok(Value::Null),
        Constant::Bool(b) => Ok(Value::Bool(*b)),
        Constant::Int(value) => Ok(integer_constant_to_value(value, false)),
        Constant::Float(f) => Number::from_f64(*f).map(Value::Number).ok_or_else(|| {
            ToolParserError::ParsingFailed(
                "Invalid float literal in pythonic tool call".to_string(),
            )
        }),
        Constant::Str(s) => Ok(Value::String(s.clone())),
        Constant::Bytes(bytes) => Ok(Value::String(String::from_utf8_lossy(bytes).into_owned())),
        Constant::Tuple(values) => constant_tuple_to_array(values).map(Value::Array),
        Constant::Ellipsis | Constant::Complex { .. } => Err(ToolParserError::ParsingFailed(
            "Unsupported literal in pythonic tool call".to_string(),
        )),
    }
}

fn negate_constant(constant: &Constant) -> ToolParserResult<Value> {
    match constant {
        Constant::Int(value) => Ok(integer_constant_to_value(value, true)),
        Constant::Float(f) => Number::from_f64(-f).map(Value::Number).ok_or_else(|| {
            ToolParserError::ParsingFailed(
                "Invalid float literal in pythonic tool call".to_string(),
            )
        }),
        _ => Err(ToolParserError::ParsingFailed(
            "Unsupported unary operand in pythonic tool call".to_string(),
        )),
280
281
282
    }
}

283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
fn value_to_key_string(value: Value) -> ToolParserResult<String> {
    match value {
        Value::String(s) => Ok(s),
        Value::Number(num) => Ok(num.to_string()),
        Value::Bool(b) => Ok(b.to_string()),
        Value::Null => Ok("null".to_string()),
        other => Err(ToolParserError::ParsingFailed(format!(
            "Unsupported key type in pythonic tool call: {:?}",
            other
        ))),
    }
}

fn collect_sequence(elements: &[Expr]) -> ToolParserResult<Vec<Value>> {
    elements.iter().map(expression_to_json).collect()
}

fn collect_dict(keys: &[Option<Expr>], values: &[Expr]) -> ToolParserResult<Map<String, Value>> {
    let mut map = Map::with_capacity(keys.len());
    for (key_expr, value_expr) in keys.iter().zip(values.iter()) {
        let key_expr = key_expr.as_ref().ok_or_else(|| {
            ToolParserError::ParsingFailed(
                "pythonic tool calls do not support **kwargs".to_string(),
            )
        })?;
        let key_value = expression_to_json(key_expr)?;
        let key = value_to_key_string(key_value)?;
        let value_json = expression_to_json(value_expr)?;
        map.insert(key, value_json);
    }
    Ok(map)
}

fn constant_tuple_to_array(values: &[Constant]) -> ToolParserResult<Vec<Value>> {
    values.iter().map(constant_to_json).collect()
}

fn integer_constant_to_value<T>(value: &T, negate: bool) -> Value
where
    T: ToPrimitive + std::fmt::Display,
{
    if let Some(mut i) = value.to_i64() {
        if negate {
            i = -i;
        }
        return Value::Number(Number::from(i));
    }

    if negate {
        if let Some(u) = value.to_u64() {
            if u <= i64::MAX as u64 {
                return Value::Number(Number::from(-(u as i64)));
            }
            return Value::String(format!("-{}", value));
        }
        Value::String(format!("-{}", value))
    } else if let Some(u) = value.to_u64() {
        Value::Number(Number::from(u))
    } else {
        Value::String(value.to_string())
343
344
    }
}