-
Notifications
You must be signed in to change notification settings - Fork 10.1k
Commit
This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository.
Copy minja from google/minja@58f0ca6
- Loading branch information
Showing
2 changed files
with
3,005 additions
and
0 deletions.
There are no files selected for viewing
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Original file line number | Diff line number | Diff line change |
---|---|---|
@@ -0,0 +1,247 @@ | ||
/* | ||
Copyright 2024 Google LLC | ||
Use of this source code is governed by an MIT-style | ||
license that can be found in the LICENSE file or at | ||
https://opensource.org/licenses/MIT. | ||
*/ | ||
// SPDX-License-Identifier: MIT | ||
#pragma once | ||
|
||
#include "minja.hpp" | ||
#include <json.hpp> | ||
#include <string> | ||
#include <vector> | ||
|
||
using json = nlohmann::ordered_json; | ||
|
||
namespace minja { | ||
|
||
class chat_template { | ||
public: | ||
|
||
private: | ||
bool supports_tools_ = true; | ||
// Meta-Llama-3.1-8B-Instruct's template expects arguments to be an object. | ||
// Most other templates (and OpenAI's API) expect the arguments object to be stringified. | ||
bool requires_object_arguments_ = false; | ||
bool supports_system_role_ = true; | ||
bool supports_parallel_tool_calls_ = false; | ||
std::string source_; | ||
std::string bos_token_; | ||
std::string eos_token_; | ||
std::shared_ptr<minja::TemplateNode> template_root_; | ||
|
||
std::string try_render( | ||
const nlohmann::ordered_json & messages, | ||
const nlohmann::ordered_json & tools, | ||
bool add_generation_prompt, | ||
const nlohmann::ordered_json & extra_context = nlohmann::ordered_json()) const | ||
{ | ||
try { | ||
auto prompt = apply(messages, tools, add_generation_prompt, extra_context); | ||
// fprintf(stderr, "Prompt: %s\n", prompt.c_str()); | ||
return prompt; | ||
} catch (const std::exception & e) { | ||
// fprintf(stderr, "Error: %s\n", e.what()); | ||
return ""; | ||
} | ||
} | ||
|
||
public: | ||
chat_template(const std::string & source, const std::string & bos_token, const std::string & eos_token) | ||
: source_(source), bos_token_(bos_token), eos_token_(eos_token) | ||
{ | ||
template_root_ = minja::Parser::parse(source_, { | ||
/* .trim_blocks = */ true, | ||
/* .lstrip_blocks = */ true, | ||
/* .keep_trailing_newline = */ false, | ||
}); | ||
supports_tools_ = source.find("tools") != std::string::npos; | ||
|
||
auto renders_string_arguments = | ||
try_render({ | ||
{ | ||
{"role", "user"}, | ||
{"content", "Hey"} | ||
}, | ||
{ | ||
{"role", "assistant"}, | ||
{"tool_calls", json::array({ | ||
{ | ||
{"id", "call_1___"}, | ||
{"type", "function"}, | ||
{"function", { | ||
{"arguments", "{\"code\": \"print('Hello, World!')\"}"}, | ||
{"name", "ipython"}, | ||
}}, | ||
}, | ||
})}, | ||
} | ||
}, {}, false).find("{\"code\": \"print") != std::string::npos; | ||
if (!renders_string_arguments) { | ||
auto renders_object_arguments = | ||
try_render({ | ||
{ | ||
{"role", "user"}, | ||
{"content", "Hey"} | ||
}, | ||
{ | ||
{"role", "assistant"}, | ||
{"tool_calls", json::array({ | ||
{ | ||
{"id", "call_1___"}, | ||
{"type", "function"}, | ||
{"function", { | ||
{"arguments", { | ||
{"code", "print('Hello, World!')"}, | ||
}}, | ||
{"name", "ipython"}, | ||
}}, | ||
}, | ||
})}, | ||
} | ||
}, {}, false).find("{\"code\": \"print") != std::string::npos; | ||
requires_object_arguments_ = renders_object_arguments; | ||
} | ||
supports_parallel_tool_calls_ = source.find("tool_call_id") != std::string::npos; | ||
|
||
supports_system_role_ = try_render({ | ||
{{"role", "system"}, {"content", "<System Needle>"}}, | ||
{{"role", "user"}, {"content", "Hey"}} | ||
}, {}, false).find("<System Needle>") != std::string::npos; | ||
} | ||
|
||
const std::string & source() const { return source_; } | ||
bool supports_tools() const { return supports_tools_; } | ||
bool supports_parallel_tool_calls() const { return supports_parallel_tool_calls_; } | ||
|
||
std::string apply( | ||
const nlohmann::ordered_json & messages, | ||
const nlohmann::ordered_json & tools, | ||
bool add_generation_prompt, | ||
const nlohmann::ordered_json & extra_context = nlohmann::ordered_json()) const | ||
{ | ||
json actual_messages; | ||
|
||
// First, "fix" messages so they have a chance to be rendered correctly by the template | ||
|
||
if (requires_object_arguments_ || !supports_system_role_ || !supports_tools_) { | ||
actual_messages = json::array(); | ||
|
||
std::string pending_system; | ||
auto flush_sys = [&]() { | ||
if (!pending_system.empty()) { | ||
actual_messages.push_back({ | ||
{"role", "user"}, | ||
{"content", pending_system}, | ||
}); | ||
pending_system.clear(); | ||
} | ||
}; | ||
for (const auto & message_ : messages) { | ||
auto message = message_; | ||
if (!message.contains("role") || !message.contains("content")) { | ||
throw std::runtime_error("message must have 'role' and 'content' fields: " + message.dump()); | ||
} | ||
std::string role = message.at("role"); | ||
|
||
if (message.contains("tool_calls")) { | ||
if (requires_object_arguments_ || !supports_tools_) { | ||
for (auto & tool_call : message.at("tool_calls")) { | ||
if (tool_call["type"] == "function") { | ||
auto & function = tool_call.at("function"); | ||
std::string arguments = function.at("arguments"); | ||
function["arguments"] = json::parse(arguments); | ||
} | ||
} | ||
} | ||
if (!supports_tools_) { | ||
auto content = message.at("content"); | ||
auto tool_calls = json::array(); | ||
for (const auto & tool_call : message.at("tool_calls")) { | ||
if (tool_call.at("type") != "function") { | ||
continue; | ||
} | ||
const auto & function = tool_call.at("function"); | ||
auto tc = json { | ||
{"name", function.at("name")}, | ||
{"arguments", function.at("arguments")}, | ||
}; | ||
if (tool_call.contains("id")) { | ||
tc["id"] = tool_call["id"]; | ||
} | ||
tool_calls.push_back(tc); | ||
} | ||
auto obj = json { | ||
{"tool_calls", tool_calls}, | ||
}; | ||
if (!content.is_null() && content != "") { | ||
obj["content"] = content; | ||
} | ||
message["content"] = obj.dump(2); | ||
message.erase("tool_calls"); | ||
} | ||
} | ||
if (!supports_tools_ && role == "tool") { | ||
message["role"] = "user"; | ||
auto obj = json { | ||
{"tool_response", { | ||
{"tool", message.at("name")}, | ||
{"content", message.at("content")}, | ||
}}, | ||
}; | ||
if (message.contains("tool_call_id")) { | ||
obj["tool_response"]["tool_call_id"] = message.at("tool_call_id"); | ||
} | ||
message["content"] = obj.dump(2); | ||
message.erase("name"); | ||
} | ||
|
||
if (!message["content"].is_null() && !supports_system_role_) { | ||
std::string content = message.at("content"); | ||
if (role == "system") { | ||
if (!pending_system.empty()) pending_system += "\n"; | ||
pending_system += content; | ||
continue; | ||
} else { | ||
if (role == "user") { | ||
if (!pending_system.empty()) { | ||
message["content"] = pending_system + (content.empty() ? "" : "\n" + content); | ||
pending_system.clear(); | ||
} | ||
} else { | ||
flush_sys(); | ||
} | ||
} | ||
} | ||
actual_messages.push_back(message); | ||
} | ||
flush_sys(); | ||
} else { | ||
actual_messages = messages; | ||
} | ||
|
||
auto context = minja::Context::make(json({ | ||
{"messages", actual_messages}, | ||
{"add_generation_prompt", add_generation_prompt}, | ||
{"bos_token", bos_token_}, | ||
{"eos_token", eos_token_}, | ||
})); | ||
|
||
if (!tools.is_null()) { | ||
auto tools_val = minja::Value(tools); | ||
context->set("tools", tools_val); | ||
} | ||
if (!extra_context.is_null()) { | ||
for (auto & kv : extra_context.items()) { | ||
minja::Value val(kv.value()); | ||
context->set(kv.key(), val); | ||
} | ||
} | ||
|
||
return template_root_->render(context); | ||
} | ||
}; | ||
|
||
} // namespace minja |
Oops, something went wrong.