dynamo-parsers 0.7.1

Dynamo Parser Library for Tool Calling and Reasoning
Documentation
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// SPDX-FileCopyrightText: Copyright (c) 2024-2025 NVIDIA CORPORATION & AFFILIATES. All rights reserved.
// SPDX-License-Identifier: Apache-2.0

use regex::RegexBuilder;
use serde_json::Value;
use uuid::Uuid;

use super::config::JsonParserConfig;
use super::response::{CalledFunction, ToolCallResponse, ToolCallType};

/// Extract individual tool call blocks from the input string for DeepSeek V3 format.
/// Returns a list of strings, each representing one tool call block.
///
/// DeepSeek V3 format: <|tool▁call▁begin|>{type}<|tool▁sep|>{name}\n```json\n{args}\n```<|tool▁call▁end|>
///
fn extract_tool_call_blocks_v3(
    input: &str,
    start_tokens: &[String],
    end_tokens: &[String],
) -> Vec<String> {
    let mut blocks = Vec::new();

    // Filter tokens to find individual call markers (not the wrapper "calls" versions)
    let individual_start_tokens: Vec<&String> = start_tokens
        .iter()
        .filter(|t| t.contains("tool_call_begin") || t.contains("tool▁call▁begin"))
        .collect();

    let individual_end_tokens: Vec<&String> = end_tokens
        .iter()
        .filter(|t| t.contains("tool_call_end") || t.contains("tool▁call▁end"))
        .collect();

    // Try all combinations of individual start and end tokens
    for start_token in individual_start_tokens.iter() {
        for end_token in individual_end_tokens.iter() {
            if start_token.is_empty() || end_token.is_empty() {
                continue;
            }

            // Build regex pattern with escaped tokens
            let escaped_start = regex::escape(start_token);
            let escaped_end = regex::escape(end_token);
            // DeepSeek V3 format: <|tool▁call▁begin|>{type}<|tool▁sep|>{function_name}\n```json\n{arguments}\n```<|tool▁call▁end|>
            let pattern = format!(r"{}(.*?){}", escaped_start, escaped_end);

            if let Ok(regex) = RegexBuilder::new(&pattern)
                .dot_matches_new_line(true)
                .build()
            {
                for capture in regex.captures_iter(input) {
                    if let Some(matched) = capture.get(1) {
                        // Don't trim the content - preserve whitespace for multiline JSON
                        let content = matched.as_str();
                        if !content.trim().is_empty() {
                            blocks.push(content.to_string());
                        }
                    }
                }

                // If we found matches with this token pair, don't try other combinations
                if !blocks.is_empty() {
                    return blocks;
                }
            }
        }
    }

    blocks
}

/// Parse a single tool call block for DeepSeek V3 format.
///
/// Format: {type}<|tool▁sep|>{function_name}\n```json\n{json_arguments}\n```
fn parse_single_tool_call_v3(block: &str, separator_tokens: &[String]) -> Option<(String, Value)> {
    // Try each separator token
    for sep_token in separator_tokens.iter() {
        if sep_token.is_empty() {
            continue;
        }

        if let Some((_type_part, function_and_args_part)) = block.split_once(sep_token) {
            // Parse the function name (after the type and separator)
            let (function_name_part, args_block) = function_and_args_part.split_once('\n')?;
            let function_name = function_name_part.trim();
            if function_name.is_empty() || function_name.contains(['{', '}', '[', ']']) {
                continue;
            }

            // Extract JSON arguments from code block
            let args_str = if let Some(json_start) = args_block.find("```json") {
                let after_fence = &args_block[json_start + "```json".len()..];
                let after_newline = after_fence
                    .strip_prefix("\r\n")
                    .or_else(|| after_fence.strip_prefix('\n'))
                    .unwrap_or(after_fence);
                if let Some(json_end) = after_newline.find("```") {
                    after_newline[..json_end].trim()
                } else {
                    after_newline.trim()
                }
            } else {
                args_block.trim()
            };

            // Try to parse arguments as JSON
            // First try parsing as-is
            if let Ok(arguments) = serde_json::from_str::<Value>(args_str) {
                return Some((function_name.to_string(), arguments));
            }

            // If that fails, try normalizing the JSON (handle multiline strings with unescaped newlines)
            // This is a lenient approach for malformed JSON that may come from LLMs
            let normalized = args_str
                .lines()
                .map(|line| line.trim_start())
                .collect::<Vec<_>>()
                .join(" ");

            if let Ok(arguments) = serde_json::from_str::<Value>(&normalized) {
                return Some((function_name.to_string(), arguments));
            }
        }
    }

    None
}

pub fn parse_tool_calls_deepseek_v3(
    message: &str,
    config: &JsonParserConfig,
) -> anyhow::Result<(Vec<ToolCallResponse>, Option<String>)> {
    // Format Structure:
    // <|tool▁calls▁begin|><|tool▁call▁begin|>{type}<|tool▁sep|>{function_name}\n```json\n{json_arguments}\n```<|tool▁call▁end|><|tool▁calls▁end|>
    let trimmed = message.trim();

    // Early exit if no content
    if trimmed.is_empty() {
        return Ok((vec![], Some(String::new())));
    }

    // For DeepSeek_v3, we consider the tool call block to be
    // <|tool▁calls▁begin|>...<|tool▁calls▁end|> and only start parsing
    // if seeing <|tool▁calls▁begin|>, even though the individual calls are
    // parsed by <|tool▁call▁begin|>...<|tool▁call▁end|>.
    let has_end_token = config
        .tool_call_end_tokens
        .iter()
        .any(|token| !token.is_empty() && trimmed.contains(token));
    if !has_end_token {
        return Ok((vec![], Some(trimmed.to_string())));
    }

    let mut tool_call_start_tokens = config.tool_call_start_tokens.clone();
    tool_call_start_tokens.extend(vec!["<|tool▁call▁begin|>".to_string()]);
    let mut tool_call_end_tokens = config.tool_call_end_tokens.clone();
    tool_call_end_tokens.extend(vec!["<|tool▁call▁end|>".to_string()]);
    let separator_tokens = &config.tool_call_separator_tokens;

    // Early exit if no tokens configured
    if tool_call_start_tokens.is_empty() || separator_tokens.is_empty() {
        return Ok((vec![], Some(trimmed.to_string())));
    }

    // Check if tool call start token is present
    if !detect_tool_call_start_deepseek_v3(trimmed, config) {
        return Ok((vec![], Some(trimmed.to_string())));
    }

    // Extract normal text (content before the first wrapper start token)
    // Look for wrapper tokens like <|tool▁calls▁begin|> (note: "calls" not "call")
    let wrapper_tokens: Vec<&String> = tool_call_start_tokens
        .iter()
        .filter(|t| t.contains("tool_calls_begin") || t.contains("tool▁calls▁begin"))
        .collect();

    let normal_text = if !wrapper_tokens.is_empty() {
        wrapper_tokens
            .iter()
            .find_map(|token| {
                trimmed
                    .find(token.as_str())
                    .map(|idx| trimmed[..idx].to_string())
            })
            .unwrap_or_else(String::new)
    } else {
        // Fallback to first individual call token if no wrapper found
        tool_call_start_tokens
            .iter()
            .filter(|token| !token.is_empty())
            .find_map(|token| trimmed.find(token).map(|idx| trimmed[..idx].to_string()))
            .unwrap_or_else(String::new)
    };

    // Extract individual tool call blocks
    let blocks =
        extract_tool_call_blocks_v3(trimmed, &tool_call_start_tokens, &tool_call_end_tokens);

    if blocks.is_empty() {
        // Found start token but no valid blocks
        return Ok((vec![], Some(trimmed.to_string())));
    }

    // Parse each block to extract function name and arguments
    let mut tool_calls: Vec<ToolCallResponse> = Vec::new();
    for block in blocks {
        if let Some((function_name, arguments)) =
            parse_single_tool_call_v3(&block, separator_tokens)
        {
            tool_calls.push(ToolCallResponse {
                id: format!("call-{}", Uuid::new_v4()),
                tp: ToolCallType::Function,
                function: CalledFunction {
                    name: function_name,
                    arguments: serde_json::to_string(&arguments)?,
                },
            });
        }
    }

    // If no valid tool calls were parsed, return everything as normal text
    if tool_calls.is_empty() {
        return Ok((vec![], Some(trimmed.to_string())));
    }

    Ok((tool_calls, Some(normal_text)))
}

pub fn detect_tool_call_start_deepseek_v3(chunk: &str, config: &JsonParserConfig) -> bool {
    let trimmed = chunk.trim();
    if trimmed.is_empty() {
        return false;
    }

    // Check for complete start tokens first
    let has_complete_token = config
        .tool_call_start_tokens
        .iter()
        .any(|token| !token.is_empty() && trimmed.contains(token));

    if has_complete_token {
        return true;
    }

    // Check for partial start tokens (streaming scenario)
    // This handles cases where start tokens are split across multiple chunks
    config.tool_call_start_tokens.iter().any(|token| {
        if token.is_empty() {
            return false;
        }
        // Check if the chunk could be a prefix of this start token
        // Handle Unicode character boundaries properly
        for i in 1..=token.chars().count() {
            if let Some(prefix) = token.chars().take(i).collect::<String>().get(..) {
                let prefix_str = &prefix[..prefix.len()];
                if trimmed == prefix_str || trimmed.ends_with(prefix_str) {
                    return true;
                }
            }
        }
        false
    })
}

#[cfg(test)]
mod tests {
    use super::super::config::ToolCallConfig;
    use super::*;

    fn extract_name_and_args(call: ToolCallResponse) -> (String, serde_json::Value) {
        let args: serde_json::Value = serde_json::from_str(&call.function.arguments).unwrap();
        (call.function.name, args)
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_basic() {
        let text = r#"<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>get_current_weather
```json
{"location": "HongKong"}
```<|tool▁call▁end|><|tool▁call▁begin|>function<|tool▁sep|>get_current_weather
```json
{"location": "Paris"}
```<|tool▁call▁end|><|tool▁calls▁end|><|end▁of▁sentence|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let (result, content) = parse_tool_calls_deepseek_v3(text, &config).unwrap();
        assert_eq!(content, Some("".to_string()));
        assert_eq!(result.len(), 2);
        let (name, args) = extract_name_and_args(result[0].clone());
        assert_eq!(name, "get_current_weather");
        assert_eq!(args["location"], "HongKong");
        let (name, args) = extract_name_and_args(result[1].clone());
        assert_eq!(name, "get_current_weather");
        assert_eq!(args["location"], "Paris");
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_with_normal_text() {
        let text = r#"The following tool call retrieves weather information: <|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>get_current_weather
```json
{"location": "New York"}
```<|tool▁call▁end|><|tool▁calls▁end|><|end▁of▁sentence|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let (result, content) = parse_tool_calls_deepseek_v3(text, &config).unwrap();
        assert_eq!(
            content,
            Some("The following tool call retrieves weather information: ".to_string())
        );
        assert_eq!(result.len(), 1);
        let (name, args) = extract_name_and_args(result[0].clone());
        assert_eq!(name, "get_current_weather");
        assert_eq!(args["location"], "New York");
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_without_tool_call_start_token() {
        let text = r#"<|tool▁call▁begin|>function宽带}{location": "HongKong"}
```json
}
```<|tool▁call▁end|><|tool▁calls▁end|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let (result, content) = parse_tool_calls_deepseek_v3(text, &config).unwrap();
        assert_eq!(content, Some(text.to_string()));
        assert_eq!(result.len(), 0);
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_with_multi_tool_calls_with_multiple_args() {
        let text = r#"<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>get_current_weather
```json
{"location": "Shanghai", "units": "metric"}
```<|tool▁call▁end|><|tool▁call▁begin|>function<|tool▁sep|>get_weather_forecast
```json
{"location": "Shanghai", "days": 7, "units": "imperial"}
```<|tool▁call▁end|><|tool▁call▁begin|>function<|tool▁sep|>get_air_quality
```json
{"location": "Shanghai", "radius": 50}
```<|tool▁call▁end|><|tool▁calls▁end|><|end▁of▁sentence|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let (result, content) = parse_tool_calls_deepseek_v3(text, &config).unwrap();
        assert_eq!(content, Some("".to_string()));
        assert_eq!(result.len(), 3);
        let (name, args) = extract_name_and_args(result[0].clone());
        assert_eq!(name, "get_current_weather");
        assert_eq!(args["location"], "Shanghai");
        assert_eq!(args["units"], "metric");
        let (name, args) = extract_name_and_args(result[1].clone());
        assert_eq!(name, "get_weather_forecast");
        assert_eq!(args["location"], "Shanghai");
        assert_eq!(args["days"], 7);
        assert_eq!(args["units"], "imperial");
        let (name, args) = extract_name_and_args(result[2].clone());
        assert_eq!(name, "get_air_quality");
        assert_eq!(args["location"], "Shanghai");
        assert_eq!(args["radius"], 50);
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_with_invalid_json() {
        // Everything is normal text in case of invalid json
        let text = r#"<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>get_current_weather}{location": "HongKong"}
```json
}
```<|tool▁call▁end|><|tool▁calls▁end|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let (result, content) = parse_tool_calls_deepseek_v3(text, &config).unwrap();
        assert_eq!(content, Some(text.trim().to_string()));
        assert_eq!(result.len(), 0);
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_with_multi_tool_calls_with_normal_text() {
        // Everything is normal text in case of invalid json
        let text = r#"The following tool calls retrieve weather information: <|tool▁calls▁begin|><|tool▁call▁begin|>function宽带}{location": "HongKong"}
```json
}
```<|tool▁call▁end|><|tool▁call▁begin|>function宽带}{location": "Shanghai", "days": 7, "units": "imperial"}
```json
}
```<|tool▁call▁end|><|tool▁call▁begin|>function宽带}{location": "Shanghai", "radius": 50}
```json
}
```<|tool▁call▁end|><|tool▁calls▁end|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let (result, content) = parse_tool_calls_deepseek_v3(text, &config).unwrap();
        assert_eq!(content, Some(text.trim().to_string()));
        assert_eq!(result.len(), 0);
    }

    #[test]
    fn test_parse_tool_calls_deepseek_v3_with_multiline_json() {
        let text = r#"I'll help you understand this Xiaohongshu codebase. Let me start by exploring the structure
  and key files to provide you with a comprehensive
  explanation.<|tool▁calls▁begin|><|tool▁call▁begin|>function<|tool▁sep|>TodoWrite
```json
{"todos":
  [{"content": "Explore the root directory structure", "status": "in_progress", "activeForm":
   "Exploring the root directory structure"}, {"content": "Examine package.json and
  configuration files", "status": "pending", "activeForm": "Examining package.json and
  configuration files"}, {"content": "Analyze source code structure and key modules",
  "status": "pending", "activeForm": "Analyzing source code structure and key modules"},
  {"content": "Identify main entry points and architectural patterns", "status": "pending",
  "activeForm": "Identifying main entry points and architectural patterns"}, {"content":
  "Summarize the codebase purpose and functionality", "status": "pending", "activeForm":
  "Summarizing the codebase purpose and
  functionality"}]}
```<|tool▁call▁end|><|tool▁calls▁end|>"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };

        let (tool_call_results, normal_content) =
            parse_tool_calls_deepseek_v3(text, &config).unwrap();

        assert_eq!(tool_call_results.len(), 1);

        let (name, args) = extract_name_and_args(tool_call_results[0].clone());
        assert_eq!(name, "TodoWrite");
        assert_eq!(tool_call_results[0].tp, ToolCallType::Function);

        let todos_array = args["todos"].as_array().unwrap();
        assert_eq!(todos_array.len(), 5);

        assert_eq!(
            todos_array[0]["content"],
            "Explore the root directory structure"
        );
        assert_eq!(todos_array[0]["status"], "in_progress");
        assert_eq!(
            todos_array[0]["activeForm"],
            "Exploring the root directory structure"
        );

        assert_eq!(
            todos_array[1]["content"],
            "Examine package.json and configuration files"
        );
        assert_eq!(todos_array[1]["status"], "pending");

        assert_eq!(
            todos_array[4]["content"],
            "Summarize the codebase purpose and functionality"
        );
        assert_eq!(todos_array[4]["status"], "pending");

        assert_eq!(
            normal_content,
            Some("I'll help you understand this Xiaohongshu codebase. Let me start by exploring the structure\n  and key files to provide you with a comprehensive\n  explanation.".to_string())
        );
    }
}

#[cfg(test)]
mod detect_parser_tests {
    use super::super::config::ToolCallConfig;
    use super::*;
    #[test]
    fn test_detect_tool_call_start_deepseek_v3_chunk_with_tool_call_start_token() {
        let text = r#"<|tool▁calls▁begin|><|tool▁call▁begin|>function宽带}"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let result = detect_tool_call_start_deepseek_v3(text, &config);
        assert!(result);
    }

    #[test]
    fn test_detect_tool_call_start_deepseek_v3_chunk_without_tool_call_start_token() {
        let text = r#"<|tool▁call▁begin|>function宽带}"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let result = detect_tool_call_start_deepseek_v3(text, &config);
        assert!(!result);
    }

    #[test]
    fn test_detect_tool_call_start_deepseek_v3_chunk_with_tool_call_start_token_in_middle() {
        let text = r#"The following tool calls retrieve weather information: <|tool▁calls▁begin|><|tool▁call▁begin|>function宽带}"#;
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };
        let result = detect_tool_call_start_deepseek_v3(text, &config);
        assert!(result);
    }

    #[test]
    fn test_detect_tool_call_start_deepseek_v3_partial_tokens() {
        // Test partial token detection for streaming scenarios with unicode characters
        let config = match ToolCallConfig::deepseek_v3().parser_config {
            super::super::config::ParserConfig::Json(cfg) => cfg,
            _ => panic!("Expected JSON parser config"),
        };

        // Test various partial prefixes
        assert!(
            detect_tool_call_start_deepseek_v3("<", &config),
            "'<' should be detected as potential start"
        );
        assert!(
            detect_tool_call_start_deepseek_v3("<|", &config),
            "'<|' should be detected as potential start"
        );
        assert!(
            detect_tool_call_start_deepseek_v3("<|tool", &config),
            "'<|tool' should be detected as potential start"
        );
        assert!(
            detect_tool_call_start_deepseek_v3("<|tool▁calls", &config),
            "'<|tool▁calls' should be detected as potential start"
        );

        // Test that unrelated text is not detected
        assert!(
            !detect_tool_call_start_deepseek_v3("hello world", &config),
            "'hello world' should not be detected"
        );
        assert!(
            !detect_tool_call_start_deepseek_v3("xyz", &config),
            "'xyz' should not be detected"
        );
    }
}