tool-call: basic Functionary 3.2, Llama 3.1, Hermes 2 Pro grammar g…

…enerators + parsers

Makefile

@@ -55,6 +55,7 @@ TEST_TARGETS = \
 	tests/test-grammar-parser \
 	tests/test-json-schema-to-grammar \
 	tests/test-minja \
+	tests/test-tool-call \
 	tests/test-llama-grammar \
 	tests/test-log \
 	tests/test-model-load-cancel \
@@ -940,7 +941,8 @@ OBJ_COMMON = \
 	common/sampling.o \
 	common/train.o \
 	common/build-info.o \
-	common/json-schema-to-grammar.o
+	common/json-schema-to-grammar.o \
+	common/tool-call.o
 
 OBJ_ALL = $(OBJ_GGML) $(OBJ_LLAMA) $(OBJ_COMMON)
 
@@ -1201,6 +1203,11 @@ common/json-schema-to-grammar.o: \
 	common/json-schema-to-grammar.h
 	$(CXX) $(CXXFLAGS) -c $< -o $@
 
+common/tool-call.o: \
+	common/tool-call.cpp \
+	common/tool-call.h
+	$(CXX) $(CXXFLAGS) -c $< -o $@
+
 common/train.o: \
 	common/train.cpp \
 	common/train.h
@@ -1574,6 +1581,11 @@ tests/test-antiprompts: tests/test-antiprompts.cpp \
 	$(CXX) $(CXXFLAGS) -Iexamples/server -c $< -o $(call GET_OBJ_FILE, $<)
 	$(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS)
 
+tests/test-tool-call: tests/test-tool-call.cpp \
+	$(OBJ_ALL)
+	$(CXX) $(CXXFLAGS) -Iexamples/server -c $< -o $(call GET_OBJ_FILE, $<)
+	$(CXX) $(CXXFLAGS) $(filter-out %.h $<,$^) $(call GET_OBJ_FILE, $<) -o $@ $(LDFLAGS)
+
 tests/test-minja: tests/test-minja.cpp \
 	$(OBJ_ALL)
 	$(CXX) $(CXXFLAGS) -Iexamples/server -c $< -o $(call GET_OBJ_FILE, $<)

common/CMakeLists.txt

@@ -67,6 +67,7 @@ add_library(${TARGET} STATIC
     ngram-cache.h
     sampling.cpp
     sampling.h
+    tool-call.cpp
     train.cpp
     train.h
     )

common/tool-call.cpp

@@ -0,0 +1,274 @@
+#include "tool-call.h"
+#include "json-schema-to-grammar.h"
+#include <algorithm>
+#include <fstream>
+#include <map>
+#include <regex>
+#include <sstream>
+#include <string>
+#include <unordered_map>
+#include <unordered_set>
+#include <vector>
+
+using json = nlohmann::ordered_json;
+
+static bool needs_functionary_3_2_tool_call(const std::string & chat_template) {
+    return chat_template.find("<|start_header_id|>") != std::string::npos
+        && chat_template.find(">>>all") != std::string::npos;
+}
+
+static bool needs_llama_3_1_tool_call(const std::string & chat_template) {
+    return chat_template.find("<|start_header_id|>") != std::string::npos
+        && chat_template.find("<|python_tag|>") != std::string::npos;
+}
+
+static bool needs_hermes_pro_tool_call(const std::string & chat_template) {
+    return chat_template.find("<tool_call>") != std::string::npos;
+}
+
+static bool parse_json(std::string::const_iterator & it, const std::string::const_iterator & end, json & out) {
+    // // https://json.nlohmann.me/features/parsing/sax_interface/
+    struct json_error_locator : public nlohmann::json_sax<json> {
+        std::size_t position;
+        bool found_error;
+
+        bool parse_error(std::size_t position, const std::string & last_token, const json::exception & ex) override {
+            // LOG_WARNING("JSON error (Expected)", {{"position", position}, {"last_token", last_token}, {"error", ex.what()}});
+            this->position = position - 1;
+            this->found_error = true;
+            return false;
+        }
+        bool null() override { return true; }
+        bool boolean(bool) override { return true; }
+        bool number_integer(number_integer_t) override { return true; }
+        bool number_unsigned(number_unsigned_t) override { return true; }
+        bool number_float(number_float_t, const string_t &) override { return true; }
+        bool string(string_t &) override { return true; }
+        bool binary(binary_t &) override { return true; }
+        bool start_object(std::size_t) override { return true; }
+        bool key(string_t &) override { return true; }
+        bool end_object() override { return true; }
+        bool start_array(std::size_t) override { return true; }
+        bool end_array() override { return true; }
+    };
+    json_error_locator err_loc;
+    json::sax_parse(it, end, &err_loc);
+
+    std::string::const_iterator temptative_end;
+    if (err_loc.found_error) {
+        temptative_end = it + err_loc.position;
+    } else {
+        temptative_end = end;
+    }
+    std::string json_sub {it, it + err_loc.position};
+    // LOG_WARNING("Parsing json", {{"json_sub", json_sub}});
+    try {
+        out = json::parse(json_sub);
+        it = temptative_end;
+        return true;
+    } catch (const std::exception & e) {
+        // LOG_WARNING("Failed to parse tool call", {{"json_sub", json_sub}, {"error", e.what()}});
+        return false;
+    }
+}
+
+static llama_tool_calls parse_hermes_tool_calls(const std::string& input) {
+    try {
+        std::regex start_pattern(R"([\n\s]*<tool_call>)");
+        std::regex middle_pattern(R"([\n\s]*</tool_call>[\n\s]*<tool_call>)");
+        std::regex end_pattern(R"([\n\s]*</tool_call>[\n\s]*$)");
+
+        auto end = input.end();
+        std::sregex_iterator rend;
+        std::sregex_iterator rit(input.begin(), end, start_pattern);
+        if (rit == rend) {
+            return {input, {}};
+        }
+
+        llama_tool_calls result;
+        result.content = rit->prefix();
+
+        auto it = rit->suffix().first;
+        while (it != end) {
+            json call;
+            if (!parse_json(it, end, call)) {
+                throw std::runtime_error("Failed to parse json tool call");
+            }
+            result.tool_calls.push_back({
+                call["name"],
+                call["arguments"].dump(),
+            });
+            rit = {it, end, middle_pattern};
+            if (rit != rend) {
+                it = rit->suffix().first;
+            } else {
+                rit = {it, end, end_pattern};
+                if (rit == rend) {
+                    throw std::runtime_error("Malformed input, missing </tool_call>");
+                }
+                break;
+            }
+        }
+        return result;
+    } catch (const std::exception & e) {
+        return {input, {}};
+    }
+}
+
+static llama_tool_calls parse_llama_3_1_tool_calls(const json & tools, const std::string& input) {
+    static std::regex python_tag_regex(R"(<\|python_tag\|>([\s\S\n]*)$)");
+    std::smatch match;
+    if (std::regex_search(input, match, python_tag_regex)) {
+        return {
+            match.prefix().str(), {
+                {"ipython", (json {{"code", match[1].str()}}).dump()},
+            }
+        };
+    }
+    try {
+        auto call = json::parse(input);
+        // Only treat JSON as a tool call if it has a name attribute that matches any of the tools specified in the request.
+        // There doesn't seem to be any better way to detect a tool call.
+        if (call.contains("name") && call["name"].is_string()) {
+            std::string name = call["name"];
+            for (const auto & tool : tools) {
+                if (tool.at("function").at("name") == name) {
+                    return {
+                        "",
+                        {
+                            {name, call["parameters"].dump()},
+                        }
+                    };
+                }
+            }
+        }
+    } catch (const std::exception & e) {
+        // Do nothing
+    }
+    return {input, {}};
+}
+
+
+static llama_tool_calls parse_functionary_3_2_tool_calls(const std::string& input) {
+    static std::regex python_tag_regex(R"(>>>(\w+)\n((?!>>>)[\s\S\n]*))");
+    std::smatch match;
+    llama_tool_calls result;
+    std::string content;
+    std::string in = input;
+    while (std::regex_search(in, match, python_tag_regex)) {
+        content += match.prefix().str();
+        result.tool_calls.push_back({
+            match[1].str(),
+            (json {{"code", match[2].str()}}).dump(),
+        });
+        in = match.suffix().str();
+    }
+    result.content = content + in;
+    return result;
+}
+
+llama_tool_calls parse_tool_calls(const json & tools, const std::string & chat_template, const std::string& input) {
+    if (needs_hermes_pro_tool_call(chat_template)) {
+        return parse_hermes_tool_calls(input);
+    } else if (needs_llama_3_1_tool_call(chat_template)) {
+        return parse_llama_3_1_tool_calls(tools, input);
+    } else if (needs_functionary_3_2_tool_call(chat_template)) {
+        return parse_functionary_3_2_tool_calls(input);
+    } else {
+        throw std::runtime_error("Unsupported chat template for tool calls");
+    }
+}
+
+llama_tool_call_handler llama_tool_call_handler_init(
+    const std::string & chat_template,
+    bool allow_content,
+    bool parallel_tool_calls,
+    const nlohmann::ordered_json & tools)
+{
+    llama_tool_call_handler handler;
+
+    if (needs_functionary_3_2_tool_call(chat_template)) {
+        // MeetKaiFunctionary_3_2
+        // >>>all\nlet's call functions>>>fn1\n{"arg1": 1...}\n>>>fn2\n{"arg1": 1...}...
+        // Using ">>>f1\n", ">>>f2\n"... as trigger words for the grammar
+        handler.grammar = build_grammar([&](const llama_grammar_builder & builder) {
+            std::vector<std::string> tool_rules;
+            for (size_t i = 0, n = tools.size(); i < n; i++) {
+                auto & tool = tools[i];
+                const auto & function = tool["function"];
+                std::string name = function["name"];
+                auto parameters = function["parameters"];
+                auto tool_rule = builder.add_rule(name + "-call", "\">>>" + name + "\\n\" " + builder.add_schema(name + "-args", parameters));
+                tool_rules.push_back(tool_rule);
+                if (allow_content) {
+                    handler.grammar_trigger_words.push_back(">>>" + name + "\n");
+                }
+            }
+            auto tool_call = builder.add_rule("tool_call", join(tool_rules.begin(), tool_rules.end(), " | ")) + " space";
+            builder.add_rule("root", parallel_tool_calls ? "(" + tool_call + ")+" : tool_call);
+        });
+        // handler.parser = parse_functionary_3_2_tool_calls;
+    } else if (needs_hermes_pro_tool_call(chat_template)) {
+        // NousResearchHermesPro_2
+        // (content)?(<tool_call>{"name": "foo", "arguments": {"a": 1}}</tool_call>)*
+        handler.grammar = build_grammar([&](const llama_grammar_builder & builder) {
+            std::vector<std::string> tool_rules;
+            for (const auto & tool : tools) {
+                const auto & function = tool["function"];
+                std::string name = function["name"];
+                auto parameters = function["parameters"];
+                builder.resolve_refs(parameters);
+                tool_rules.push_back(builder.add_schema(name + "-call", {
+                    {"type", "object"},
+                    {"properties", json {
+                        {"name", json {{"const", name}}},
+                        {"arguments", parameters},
+                    }},
+                    {"required", json::array({"name", "arguments"})},
+                }));
+            }
+
+            auto tool_call = "\"<tool_call>\" " + builder.add_rule("tool_call", join(tool_rules.begin(), tool_rules.end(), " | ")) + " \"</tool_call>\" space";
+            builder.add_rule("root", parallel_tool_calls ? "(" + tool_call + ")+" : tool_call);
+            if (allow_content) {
+                handler.grammar_trigger_words.push_back("<tool_call>");
+            }
+        });
+    } else if (needs_llama_3_1_tool_call(chat_template)) {
+        handler.grammar = build_grammar([&](const llama_grammar_builder & builder) {
+            static std::vector<std::string> builtin_tools {"wolfram_alpha", "brave_search"};
+            std::vector<std::string> tool_rules;
+
+            for (const auto & tool : tools) {
+                const auto & function = tool["function"];
+                std::string name = function["name"];
+                auto parameters = function["parameters"];
+                builder.resolve_refs(parameters);
+                if (name == "ipython" || std::find(builtin_tools.begin(), builtin_tools.end(), name) != builtin_tools.end()) {
+                    tool_rules.push_back(builder.add_rule("ipython-call", "\"<|python_tag|>\" .*"));
+                    if (allow_content) {
+                        handler.grammar_trigger_words.push_back("<|python_tag|>");
+                    }
+                } else {
+                    //"<|start_header_id|>assistant<|end_header_id|>\n\n{\"name\": \"" + name + "\", " + 
+                    tool_rules.push_back(
+                        builder.add_rule(
+                            name + "-call",
+                            "\"\\n{\\\"name\\\": " + name + "\\\", \\\"parameters\\\", \" " +
+                                builder.add_schema(name + "-args", parameters) +
+                            " \"}\""));
+                    if (allow_content) {
+                        handler.grammar_trigger_words.push_back("\n{\"" + name + "\"");
+                    }
+                }
+            }
+
+            builder.add_rule("root", join(tool_rules.begin(), tool_rules.end(), " | "));
+        });
+        handler.additional_stop_words.push_back("<|eom_id|>");
+    } else {
+        // TODO: generic thoughtful schema.
+        throw std::runtime_error("Unsupported tool call style!");
+    }
+    return handler;
+}

common/tool-call.h

@@ -0,0 +1,30 @@
+#pragma once
+
+#include "ggml.h"
+// Change JSON_ASSERT from assert() to GGML_ASSERT:
+#define JSON_ASSERT GGML_ASSERT
+#include "json.hpp"
+
+struct llama_tool_call {
+    std::string name;
+    std::string arguments;
+};
+
+struct llama_tool_calls {
+    std::string content;
+    std::vector<llama_tool_call> tool_calls;
+};
+
+struct llama_tool_call_handler {
+    std::string grammar;
+    std::vector<std::string> grammar_trigger_words;
+    std::vector<std::string> additional_stop_words;
+};
+
+llama_tool_calls parse_tool_calls(const nlohmann::ordered_json & tools, const std::string & chat_template, const std::string& input);
+
+llama_tool_call_handler llama_tool_call_handler_init(
+    const std::string & chat_template,
+    bool allow_content,
+    bool parallel_tool_calls,
+    const nlohmann::ordered_json & tools);

tests/CMakeLists.txt

@@ -124,6 +124,7 @@ llama_target_and_test(test-barrier.cpp)
 llama_target_and_test(test-backend-ops.cpp)
 llama_target_and_test(test-antiprompts.cpp)
 llama_target_and_test(test-minja.cpp)
+llama_target_and_test(test-tool-call.cpp)
 
 llama_target_and_test(test-rope.cpp)