[model-gateway]: add qwen coder tool parser support xml format for qwen3 coder and microthinker (#12909)

This commit is contained in:
ybyang
2026-01-11 16:09:41 -08:00
committed by GitHub
parent 934ae89abe
commit 503c3d9566
6 changed files with 1736 additions and 3 deletions
+11 -2
View File
@@ -10,7 +10,7 @@ use tokio::sync::Mutex;
use crate::tool_parser::{
parsers::{
DeepSeekParser, Glm4MoeParser, JsonParser, KimiK2Parser, LlamaParser, MinimaxM2Parser,
MistralParser, PassthroughParser, PythonicParser, QwenParser, Step3Parser,
MistralParser, PassthroughParser, PythonicParser, QwenCoderParser, QwenParser, Step3Parser,
},
traits::ToolParser,
};
@@ -236,6 +236,7 @@ impl ParserFactory {
registry.register_parser("json", || Box::new(JsonParser::new()));
registry.register_parser("mistral", || Box::new(MistralParser::new()));
registry.register_parser("qwen", || Box::new(QwenParser::new()));
registry.register_parser("qwen_coder", || Box::new(QwenCoderParser::new()));
registry.register_parser("pythonic", || Box::new(PythonicParser::new()));
registry.register_parser("llama", || Box::new(LlamaParser::new()));
registry.register_parser("deepseek", || Box::new(DeepSeekParser::new()));
@@ -264,7 +265,15 @@ impl ParserFactory {
registry.map_model("mistral-*", "mistral");
registry.map_model("mixtral-*", "mistral");
// Qwen models
// Qwen models (more specific patterns first - longer patterns take precedence)
// Qwen Coder models use XML format: <tool_call><function=name><parameter=key>value</parameter></function></tool_call>
registry.map_model("Qwen/Qwen3-Coder*", "qwen_coder");
registry.map_model("Qwen3-Coder*", "qwen_coder");
registry.map_model("qwen3-coder*", "qwen_coder");
registry.map_model("Qwen/Qwen2.5-Coder*", "qwen_coder");
registry.map_model("Qwen2.5-Coder*", "qwen_coder");
registry.map_model("qwen2.5-coder*", "qwen_coder");
// Generic Qwen models use JSON format
registry.map_model("qwen*", "qwen");
registry.map_model("Qwen*", "qwen");
@@ -13,6 +13,7 @@ pub mod mistral;
pub mod passthrough;
pub mod pythonic;
pub mod qwen;
pub mod qwen_coder;
pub mod step3;
// Shared helpers and utilities
@@ -29,4 +30,5 @@ pub use mistral::MistralParser;
pub(crate) use passthrough::PassthroughParser;
pub use pythonic::PythonicParser;
pub use qwen::QwenParser;
pub use qwen_coder::QwenCoderParser;
pub use step3::Step3Parser;
@@ -0,0 +1,587 @@
use async_trait::async_trait;
use regex::Regex;
use serde_json::Value;
use crate::{
protocols::common::Tool,
tool_parser::{
errors::{ParserError, ParserResult},
parsers::helpers,
traits::ToolParser,
types::{FunctionCall, StreamingParseResult, ToolCall, ToolCallItem},
},
};
/// Qwen Coder format parser for tool calls
///
/// Handles the Qwen Coder specific XML format:
/// `<tool_call>\n<function=name>\n<parameter=key>value</parameter>\n</function>\n</tool_call>`
///
/// Features:
/// - Tool Call Tags: `<tool_call>` and `</tool_call>` wrap each individual call
/// - XML-style function declaration: `<function=name>`
/// - XML-style parameters: `<parameter=key>value</parameter>`
///
/// Reference: https://huggingface.co/Qwen/Qwen3-Coder-480B-A35B-Instruct-FP8?chat_template=default
pub struct QwenCoderParser {
/// Regex for extracting tool calls in parse_complete
extractor: Regex,
/// Buffer for accumulating incomplete patterns across chunks
buffer: String,
/// Stores complete tool call info (name and arguments) for each tool being parsed
prev_tool_call_arr: Vec<Value>,
/// Index of currently streaming tool call (-1 means no active tool)
current_tool_id: i32,
/// Flag for whether current tool's name has been sent to client
current_tool_name_sent: bool,
/// Tracks raw JSON string content streamed to client for each tool's arguments
streamed_args_for_tool: Vec<String>,
/// Token configuration
tool_call_start_token: &'static str,
tool_call_end_token: &'static str,
/// XML format streaming state
in_tool_call: bool,
current_function_name: String,
current_parameters: serde_json::Map<String, Value>,
/// Precompiled regex patterns for XML format parsing
xml_function_pattern: Regex,
xml_param_pattern: Regex,
}
/// Decode HTML entities in a string (equivalent to Python's html.unescape)
///
/// Handles common HTML entities like &amp; &lt; &gt; &quot; &#39; and numeric entities
fn html_unescape(s: &str) -> String {
let mut result = String::with_capacity(s.len());
let mut chars = s.chars().peekable();
while let Some(c) = chars.next() {
if c == '&' {
let mut entity = String::new();
let mut consumed_semicolon = false;
while let Some(&next) = chars.peek() {
if next == ';' {
chars.next();
consumed_semicolon = true;
break;
}
if next.is_alphanumeric() || next == '#' {
entity.push(chars.next().unwrap());
} else {
break;
}
}
let decoded = match entity.as_str() {
"amp" => "&",
"lt" => "<",
"gt" => ">",
"quot" => "\"",
"apos" => "'",
"nbsp" => "\u{00A0}",
s if s.starts_with('#') => {
let num_str = &s[1..];
let code_point = if num_str.starts_with('x') || num_str.starts_with('X') {
u32::from_str_radix(&num_str[1..], 16).ok()
} else {
num_str.parse::<u32>().ok()
};
if let Some(cp) = code_point {
if let Some(ch) = char::from_u32(cp) {
result.push(ch);
continue;
}
}
// Invalid numeric entity, reconstruct original
result.push('&');
result.push_str(&entity);
if consumed_semicolon {
result.push(';');
}
continue;
}
_ => {
// Unknown entity, reconstruct original
result.push('&');
result.push_str(&entity);
if consumed_semicolon {
result.push(';');
}
continue;
}
};
result.push_str(decoded);
} else {
result.push(c);
}
}
result
}
/// Parse a raw parameter value, similar to Python's _safe_val
///
/// 1. Decode HTML entities
/// 2. Try to parse as JSON (numbers, booleans, null, objects, arrays)
/// 3. Fall back to string if JSON parsing fails
fn safe_val(raw: &str) -> Value {
let unescaped = html_unescape(raw.trim());
// Try JSON parsing first
if let Ok(v) = serde_json::from_str::<Value>(&unescaped) {
return v;
}
// Handle Python-style literals (True, False, None)
match unescaped.as_str() {
"True" => return Value::Bool(true),
"False" => return Value::Bool(false),
"None" => return Value::Null,
_ => {}
}
// Fall back to string
Value::String(unescaped)
}
impl QwenCoderParser {
/// Create a new Qwen Coder parser
pub fn new() -> Self {
// Support XML format: <tool_call>\n<function=name>\n<parameter=key>value</parameter>\n</function>\n</tool_call>
let pattern = r"(?s)<tool_call>\s*(.*?)\s*</tool_call>";
let extractor = Regex::new(pattern).expect("Valid regex pattern");
// Precompile XML format regex patterns for performance
let xml_function_pattern =
Regex::new(r"<function=([^>]+)>").expect("Valid XML function pattern");
let xml_param_pattern = Regex::new(r"(?s)<parameter=([^>]+)>(.*?)</parameter>")
.expect("Valid XML parameter pattern");
Self {
extractor,
buffer: String::new(),
prev_tool_call_arr: Vec::new(),
current_tool_id: -1,
current_tool_name_sent: false,
streamed_args_for_tool: Vec::new(),
tool_call_start_token: "<tool_call>",
tool_call_end_token: "</tool_call>",
in_tool_call: false,
current_function_name: String::new(),
current_parameters: serde_json::Map::new(),
xml_function_pattern,
xml_param_pattern,
}
}
/// Parse XML format tool call: <function=name><parameter=key>value</parameter></function>
fn parse_xml_format(&self, content: &str) -> ParserResult<Option<ToolCall>> {
let function_captures = self
.xml_function_pattern
.captures(content)
.ok_or_else(|| ParserError::ParsingFailed("No function name found".to_string()))?;
let function_name = function_captures
.get(1)
.ok_or_else(|| ParserError::ParsingFailed("Function name capture failed".to_string()))?
.as_str()
.trim()
.to_string();
if function_name.is_empty() {
return Ok(None);
}
let mut parameters = serde_json::Map::new();
for cap in self.xml_param_pattern.captures_iter(content) {
if let (Some(key_match), Some(value_match)) = (cap.get(1), cap.get(2)) {
let key = key_match.as_str().trim().to_string();
let value = value_match.as_str();
let json_value = safe_val(value);
parameters.insert(key, json_value);
}
}
let arguments = serde_json::to_string(&parameters)
.map_err(|e| ParserError::ParsingFailed(e.to_string()))?;
Ok(Some(ToolCall {
function: FunctionCall {
name: function_name,
arguments,
},
}))
}
/// Parse and stream complete parameters from buffer
/// Returns tool call items to emit (similar to Python's _parse_and_stream_parameters)
fn parse_and_stream_parameters(&mut self) -> ParserResult<Vec<ToolCallItem>> {
let mut calls: Vec<ToolCallItem> = vec![];
// Find all complete parameter patterns in buffer
let mut new_params = serde_json::Map::new();
for cap in self.xml_param_pattern.captures_iter(&self.buffer) {
if let (Some(key_match), Some(value_match)) = (cap.get(1), cap.get(2)) {
let key = key_match.as_str().trim().to_string();
let value = value_match.as_str();
let json_value = safe_val(value);
new_params.insert(key, json_value);
}
}
// Calculate parameter diff and stream updates
if new_params != self.current_parameters {
let current_args = &mut self.streamed_args_for_tool[self.current_tool_id as usize];
if self.current_parameters.is_empty() {
// First parameter(s) - build JSON fragment (without closing brace)
let mut items = Vec::new();
for (key, value) in &new_params {
let key_json =
serde_json::to_string(key).unwrap_or_else(|_| format!("\"{}\"", key));
let value_json = serde_json::to_string(value).unwrap_or_default();
items.push(format!("{}: {}", key_json, value_json));
}
let json_fragment = format!("{{{}", items.join(", "));
calls.push(ToolCallItem {
tool_index: self.current_tool_id as usize,
name: None,
parameters: json_fragment.clone(),
});
*current_args = json_fragment;
} else {
// Additional parameters - add them incrementally
let new_keys: Vec<_> = new_params
.keys()
.filter(|k| !self.current_parameters.contains_key(*k))
.collect();
if !new_keys.is_empty() {
let mut continuation_parts = Vec::new();
for key in new_keys {
if let Some(value) = new_params.get(key) {
let key_json = serde_json::to_string(key)
.unwrap_or_else(|_| format!("\"{}\"", key));
let value_json = serde_json::to_string(value).unwrap_or_default();
continuation_parts.push(format!("{}: {}", key_json, value_json));
}
}
let json_fragment = format!(", {}", continuation_parts.join(", "));
calls.push(ToolCallItem {
tool_index: self.current_tool_id as usize,
name: None,
parameters: json_fragment.clone(),
});
current_args.push_str(&json_fragment);
}
}
// Update current state
self.current_parameters = new_params.clone();
if let Some(tool_obj) =
self.prev_tool_call_arr[self.current_tool_id as usize].as_object_mut()
{
tool_obj.insert("arguments".to_string(), Value::Object(new_params));
}
}
Ok(calls)
}
/// Reset streaming state for next tool call
fn reset_streaming_state(&mut self) {
self.in_tool_call = false;
self.current_tool_name_sent = false;
self.current_function_name.clear();
self.current_parameters.clear();
}
}
impl Default for QwenCoderParser {
fn default() -> Self {
Self::new()
}
}
#[async_trait]
impl ToolParser for QwenCoderParser {
async fn parse_complete(&self, text: &str) -> ParserResult<(String, Vec<ToolCall>)> {
// Check if text contains Qwen Coder format
if !self.has_tool_markers(text) {
return Ok((text.to_string(), vec![]));
}
// Find where the first tool call begins
let idx = text.find(self.tool_call_start_token).unwrap();
let normal_text = text[..idx].to_string();
// Extract tool calls
let mut tools = Vec::new();
for captures in self.extractor.captures_iter(text) {
if let Some(content_str) = captures.get(1) {
let content = content_str.as_str().trim();
match self.parse_xml_format(content) {
Ok(Some(tool)) => tools.push(tool),
Ok(None) => continue,
Err(e) => {
tracing::warn!("Failed to parse XML tool call: {:?}", e);
continue;
}
}
}
}
// If no tools were successfully parsed despite having markers, return entire text
if tools.is_empty() {
return Ok((text.to_string(), vec![]));
}
Ok((normal_text, tools))
}
async fn parse_incremental(
&mut self,
chunk: &str,
tools: &[Tool],
) -> ParserResult<StreamingParseResult> {
self.buffer.push_str(chunk);
let mut normal_text = String::new();
let mut calls: Vec<ToolCallItem> = vec![];
// Build tool indices for validation
let tool_indices = helpers::get_tool_indices(tools);
loop {
// If we're not in a tool call and don't see a start token, return normal text
if !self.in_tool_call && !self.buffer.contains(self.tool_call_start_token) {
// Check for partial start token
if helpers::ends_with_partial_token(&self.buffer, self.tool_call_start_token)
.is_none()
{
normal_text.push_str(&self.buffer);
self.buffer.clear();
}
break;
}
// Look for tool call start
if !self.in_tool_call {
if let Some(s) = self.buffer.find(self.tool_call_start_token) {
normal_text.push_str(&self.buffer[..s]);
self.buffer = self.buffer[s + self.tool_call_start_token.len()..].to_string();
self.in_tool_call = true;
self.current_tool_name_sent = false;
self.current_function_name.clear();
self.current_parameters.clear();
continue;
} else {
break;
}
}
// We're in a tool call, try to parse function name if not sent yet
if !self.current_tool_name_sent {
if let Some(captures) = self.xml_function_pattern.captures(&self.buffer) {
if let Some(name_match) = captures.get(1) {
let function_name = name_match.as_str().trim().to_string();
// Validate function name
if tool_indices.contains_key(&function_name) {
self.current_function_name = function_name.clone();
self.current_tool_name_sent = true;
// Initialize tool call tracking
if self.current_tool_id == -1 {
self.current_tool_id = 0;
}
// Ensure tracking arrays are large enough
helpers::ensure_capacity(
self.current_tool_id,
&mut self.prev_tool_call_arr,
&mut self.streamed_args_for_tool,
);
// Store tool call info
self.prev_tool_call_arr[self.current_tool_id as usize] = serde_json::json!({
"name": function_name,
"arguments": {}
});
// Send tool name
calls.push(ToolCallItem {
tool_index: self.current_tool_id as usize,
name: Some(function_name),
parameters: String::new(),
});
// Remove processed function declaration from buffer
self.buffer = self.buffer[captures.get(0).unwrap().end()..].to_string();
continue;
} else {
// Invalid function name, reset state
tracing::warn!("Invalid function name: {}", function_name);
self.reset_streaming_state();
normal_text.push_str(&self.buffer);
self.buffer.clear();
break;
}
}
} else {
// Function name not complete yet, wait for more text
break;
}
}
// Parse parameters (only complete ones)
if self.current_tool_name_sent {
let param_calls = self.parse_and_stream_parameters()?;
calls.extend(param_calls);
// Check if tool call is complete
if let Some(end_pos) = self.buffer.find(self.tool_call_end_token) {
// Close JSON object if we have parameters
let current_args = &self.streamed_args_for_tool[self.current_tool_id as usize];
if !current_args.is_empty() {
// Count braces to check if JSON is complete
let open_braces = current_args.matches('{').count();
let close_braces = current_args.matches('}').count();
if open_braces > close_braces {
calls.push(ToolCallItem {
tool_index: self.current_tool_id as usize,
name: None,
parameters: "}".to_string(),
});
self.streamed_args_for_tool[self.current_tool_id as usize].push('}');
}
}
// Complete the tool call
self.buffer =
self.buffer[end_pos + self.tool_call_end_token.len()..].to_string();
self.reset_streaming_state();
self.current_tool_id += 1;
continue;
} else {
// Tool call not complete yet, wait for more text
break;
}
}
break;
}
Ok(StreamingParseResult { normal_text, calls })
}
fn has_tool_markers(&self, text: &str) -> bool {
text.contains(self.tool_call_start_token)
}
fn get_unstreamed_tool_args(&self) -> Option<Vec<ToolCallItem>> {
helpers::get_unstreamed_args(&self.prev_tool_call_arr, &self.streamed_args_for_tool)
}
fn reset(&mut self) {
helpers::reset_parser_state(
&mut self.buffer,
&mut self.prev_tool_call_arr,
&mut self.current_tool_id,
&mut self.current_tool_name_sent,
&mut self.streamed_args_for_tool,
);
self.reset_streaming_state();
}
}
#[cfg(test)]
mod tests {
use super::*;
#[test]
fn test_html_unescape_basic() {
assert_eq!(html_unescape("&amp;"), "&");
assert_eq!(html_unescape("&lt;"), "<");
assert_eq!(html_unescape("&gt;"), ">");
assert_eq!(html_unescape("&quot;"), "\"");
assert_eq!(html_unescape("&apos;"), "'");
}
#[test]
fn test_html_unescape_numeric() {
assert_eq!(html_unescape("&#60;"), "<");
assert_eq!(html_unescape("&#x3C;"), "<");
assert_eq!(html_unescape("&#x3c;"), "<");
}
#[test]
fn test_html_unescape_mixed() {
assert_eq!(
html_unescape("Hello &amp; World &lt;tag&gt;"),
"Hello & World <tag>"
);
}
#[test]
fn test_html_unescape_unknown() {
// Unknown entities with semicolon should be preserved as-is
assert_eq!(html_unescape("&unknown;"), "&unknown;");
// Unterminated entities should NOT have semicolon added
assert_eq!(html_unescape("&foo bar"), "&foo bar");
assert_eq!(html_unescape("&"), "&");
assert_eq!(html_unescape("& "), "& ");
}
#[test]
fn test_safe_val_json() {
assert_eq!(safe_val("42"), Value::Number(42.into()));
assert_eq!(safe_val("1.5"), serde_json::json!(1.5));
assert_eq!(safe_val("true"), Value::Bool(true));
assert_eq!(safe_val("false"), Value::Bool(false));
assert_eq!(safe_val("null"), Value::Null);
assert_eq!(
safe_val(r#"{"key": "value"}"#),
serde_json::json!({"key": "value"})
);
assert_eq!(safe_val(r#"[1, 2, 3]"#), serde_json::json!([1, 2, 3]));
}
#[test]
fn test_safe_val_python_literals() {
assert_eq!(safe_val("True"), Value::Bool(true));
assert_eq!(safe_val("False"), Value::Bool(false));
assert_eq!(safe_val("None"), Value::Null);
}
#[test]
fn test_safe_val_string_fallback() {
assert_eq!(
safe_val("hello world"),
Value::String("hello world".to_string())
);
assert_eq!(safe_val(" spaces "), Value::String("spaces".to_string()));
}
#[test]
fn test_safe_val_html_entities() {
assert_eq!(safe_val("&lt;div&gt;"), Value::String("<div>".to_string()));
assert_eq!(
safe_val("Tom &amp; Jerry"),
Value::String("Tom & Jerry".to_string())
);
}
}
+177 -1
View File
@@ -1,5 +1,12 @@
use super::*;
use crate::tool_parser::{parsers::JsonParser, partial_json::PartialJson, traits::ToolParser};
use crate::{
protocols::common::{Function, Tool},
tool_parser::{
parsers::{JsonParser, QwenCoderParser},
partial_json::PartialJson,
traits::ToolParser,
},
};
#[tokio::test]
async fn test_tool_parser_factory() {
@@ -562,3 +569,172 @@ mod stress_tests {
}
}
}
#[cfg(test)]
mod qwen_coder_tests {
use super::*;
fn create_test_tools() -> Vec<Tool> {
vec![Tool {
tool_type: "function".to_string(),
function: Function {
name: "get_weather".to_string(),
description: Some("Get weather information".to_string()),
parameters: serde_json::json!({
"type": "object",
"properties": {
"city": {"type": "string"},
"units": {"type": "string"}
}
}),
strict: None,
},
}]
}
#[tokio::test]
async fn test_qwen_coder_incremental_parameter_streaming() {
let mut parser = QwenCoderParser::new();
let tools = create_test_tools();
let chunks = [
"<tool_call>",
r#"<function=get_weather>"#,
r#"<parameter=city>Paris</parameter>"#,
r#"<parameter=units>metric</parameter>"#,
"</function></tool_call>",
];
let mut all_calls = Vec::new();
// Process each chunk
for (i, chunk) in chunks.iter().enumerate() {
let result = parser.parse_incremental(chunk, &tools).await.unwrap();
println!("Chunk {}: {:?}", i, chunk);
println!(" Calls: {:?}", result.calls);
println!(" Normal text: {:?}", result.normal_text);
for call in &result.calls {
all_calls.push(call.clone());
}
}
// Verify the final result
// We should have:
// 1. Tool name call (from chunk 2)
// 2. First parameter call: {"city": "Paris"}
// 3. Second parameter call: , "units": "metric"
// Final result should be: {"city": "Paris", "units": "metric"}
assert!(!all_calls.is_empty(), "Should have at least one call");
// Check that we have the tool name
let name_call = all_calls.iter().find(|c| c.name.is_some());
assert!(name_call.is_some(), "Should have tool name call");
assert_eq!(name_call.unwrap().name.as_ref().unwrap(), "get_weather");
// Check parameter calls
let param_calls: Vec<_> = all_calls.iter().filter(|c| c.name.is_none()).collect();
assert!(!param_calls.is_empty(), "Should have parameter calls");
// Verify final arguments format by concatenating all parameter fragments
let params_str: String = param_calls.iter().map(|c| c.parameters.as_str()).collect();
println!("Final streamed args: {}", params_str);
// Should contain both city and units parameters
assert!(params_str.contains("city"), "Should contain city parameter");
assert!(params_str.contains("Paris"), "Should contain Paris value");
assert!(
params_str.contains("units"),
"Should contain units parameter"
);
assert!(params_str.contains("metric"), "Should contain metric value");
}
#[tokio::test]
async fn test_qwen_coder_incremental_parameter_streaming_with_partial_values() {
let mut parser = QwenCoderParser::new();
let tools = create_test_tools();
// Test with parameter values that arrive in multiple chunks
// This tests the buffering logic for partial XML tags
let chunks = [
"<tool_call><function=get_weather>",
r#"<parameter=city>Paris</parameter>"#,
r#"<parameter=units>metric</parameter>"#,
"</function></tool_call>",
];
let mut all_calls = Vec::new();
// Process each chunk
for (i, chunk) in chunks.iter().enumerate() {
let result = parser.parse_incremental(chunk, &tools).await.unwrap();
println!("Chunk {}: {:?}", i, chunk);
println!(" Calls: {:?}", result.calls);
for call in &result.calls {
all_calls.push(call.clone());
}
}
// Verify we got the tool name
let name_call = all_calls.iter().find(|c| c.name.is_some());
assert!(name_call.is_some(), "Should have tool name call");
assert_eq!(name_call.unwrap().name.as_ref().unwrap(), "get_weather");
// Verify we got parameter calls
let param_calls: Vec<_> = all_calls.iter().filter(|c| c.name.is_none()).collect();
assert!(!param_calls.is_empty(), "Should have parameter calls");
// Verify final arguments by concatenating all parameter fragments
let params_str: String = param_calls.iter().map(|c| c.parameters.as_str()).collect();
assert!(params_str.contains("city"), "Should contain city parameter");
assert!(params_str.contains("Paris"), "Should contain Paris value");
}
#[tokio::test]
async fn test_qwen_coder_nested_json_parameter() {
let mut parser = QwenCoderParser::new();
let tools = vec![Tool {
tool_type: "function".to_string(),
function: Function {
name: "test_function".to_string(),
description: None,
parameters: serde_json::json!({
"type": "object",
"properties": {
"nested": {"type": "object"}
}
}),
strict: None,
},
}];
let chunks = vec![
"<tool_call>",
r#"<function=test_function>"#,
r#"<parameter=nested>{"key": "value"}</parameter>"#,
"</function></tool_call>",
];
let mut all_calls = Vec::new();
for chunk in chunks {
let result = parser.parse_incremental(chunk, &tools).await.unwrap();
for call in result.calls {
all_calls.push(call);
}
}
// Verify nested JSON is parsed correctly via collected calls
let param_calls: Vec<_> = all_calls.iter().filter(|c| c.name.is_none()).collect();
assert!(!param_calls.is_empty(), "Should have parameter calls");
// The first parameter call should contain the nested JSON
let params_str: String = param_calls.iter().map(|c| c.parameters.as_str()).collect();
assert!(
params_str.contains("nested"),
"Should contain nested parameter"
);
}
}