Merge pull request #58 from ravenscroftj/feature/model-lock

WIP: implement locking of model per request
This commit is contained in:
James Ravenscroft 2023-08-25 06:57:05 +01:00 committed by GitHub
commit c4e57e0aab
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17 changed files with 122 additions and 22 deletions

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@ -92,7 +92,7 @@ jobs:
submodules: true submodules: true
- name: Install Dependencies - name: Install Dependencies
run: sudo apt-get update && sudo apt-get install -yq libboost-dev libasio-dev run: sudo apt-get update && sudo apt-get install -yq libboost-dev libasio-dev libboost-thread-dev
- name: Install OpenBlas - name: Install OpenBlas
if: ${{ matrix.build == 'avx2-openblas' }} if: ${{ matrix.build == 'avx2-openblas' }}
@ -207,6 +207,7 @@ jobs:
$msvc = $(join-path $vcdir $('VC\Tools\MSVC\'+$(gc -raw $(join-path $vcdir 'VC\Auxiliary\Build\Microsoft.VCToolsVersion.default.txt')).Trim())) $msvc = $(join-path $vcdir $('VC\Tools\MSVC\'+$(gc -raw $(join-path $vcdir 'VC\Auxiliary\Build\Microsoft.VCToolsVersion.default.txt')).Trim()))
$lib = $(join-path $msvc 'bin\Hostx64\x64\lib.exe') $lib = $(join-path $msvc 'bin\Hostx64\x64\lib.exe')
& $lib /machine:x64 "/def:${env:RUNNER_TEMP}/openblas/lib/libopenblas.def" "/out:${env:RUNNER_TEMP}/openblas/lib/openblas.lib" /name:openblas.dll & $lib /machine:x64 "/def:${env:RUNNER_TEMP}/openblas/lib/libopenblas.def" "/out:${env:RUNNER_TEMP}/openblas/lib/openblas.lib" /name:openblas.dll
- name: Build - name: Build
id: cmake_build id: cmake_build
env: env:
@ -214,7 +215,7 @@ jobs:
run: | run: |
mkdir build mkdir build
cd build cd build
cmake .. ${{ matrix.defines }} cmake .. ${{ matrix.defines }} -DBoost_LIBRARYDIRS=${{ steps.install-boost.outputs.BOOST_ROOT }}/lib
cmake --build . --config Release --target turbopilot cmake --build . --config Release --target turbopilot
# - name: Add libopenblas.dll # - name: Add libopenblas.dll

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@ -1,5 +1,15 @@
cmake_minimum_required (VERSION 3.0) cmake_minimum_required (VERSION 3.0)
project(turbopilot VERSION 0.1.0) project(turbopilot VERSION 0.1.0)
set(CMAKE_CXX_STANDARD 11)
set(CMAKE_CXX_STANDARD_REQUIRED true)
set(CMAKE_C_STANDARD 11)
set(CMAKE_C_STANDARD_REQUIRED true)
set(THREADS_PREFER_PTHREAD_FLAG ON)
find_package(Threads REQUIRED)
# option(BUILD_SHARED_LIBS "Build using shared libraries" OFF)
set(CMAKE_EXPORT_COMPILE_COMMANDS "on") set(CMAKE_EXPORT_COMPILE_COMMANDS "on")
set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin) set(CMAKE_RUNTIME_OUTPUT_DIRECTORY ${CMAKE_BINARY_DIR}/bin)
@ -27,6 +37,9 @@ if (${CMAKE_SYSTEM_PROCESSOR} MATCHES "arm" OR ${CMAKE_SYSTEM_PROCESSOR} MATCHES
endif() endif()
add_subdirectory(extern/ggml) add_subdirectory(extern/ggml)
add_subdirectory(extern/argparse) add_subdirectory(extern/argparse)
add_subdirectory(extern/spdlog) add_subdirectory(extern/spdlog)
@ -35,8 +48,11 @@ if (GGML_STATIC)
SET(CMAKE_FIND_LIBRARY_SUFFIXES ".a") SET(CMAKE_FIND_LIBRARY_SUFFIXES ".a")
SET(BUILD_SHARED_LIBS OFF) SET(BUILD_SHARED_LIBS OFF)
SET(CMAKE_EXE_LINKER_FLAGS "-static") SET(CMAKE_EXE_LINKER_FLAGS "-static")
endif()
# if(GGML_OPENBLAS)
# set(BLA_STATIC ON)
# endif()
endif()
add_subdirectory(src) add_subdirectory(src)

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@ -7,7 +7,7 @@ RUN apt-get update && apt-get install ca-certificates gpg wget
RUN wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | gpg --dearmor - | tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null RUN wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | gpg --dearmor - | tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null
RUN echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ jammy main' | tee /etc/apt/sources.list.d/kitware.list >/dev/null RUN echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ jammy main' | tee /etc/apt/sources.list.d/kitware.list >/dev/null
RUN apt-get update && apt-get install -y build-essential cmake libboost-dev RUN apt-get update && apt-get install -y build-essential cmake libboost-dev libboost-thread-dev
ADD ./ /turbopilot ADD ./ /turbopilot

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@ -7,7 +7,7 @@ RUN apt-get update && apt-get install ca-certificates gpg wget
RUN wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | gpg --dearmor - | tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null RUN wget -O - https://apt.kitware.com/keys/kitware-archive-latest.asc 2>/dev/null | gpg --dearmor - | tee /usr/share/keyrings/kitware-archive-keyring.gpg >/dev/null
RUN echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ focal main' | tee /etc/apt/sources.list.d/kitware.list >/dev/null RUN echo 'deb [signed-by=/usr/share/keyrings/kitware-archive-keyring.gpg] https://apt.kitware.com/ubuntu/ focal main' | tee /etc/apt/sources.list.d/kitware.list >/dev/null
RUN apt-get update && apt-get install -y build-essential cmake libboost-dev RUN apt-get update && apt-get install -y build-essential cmake libboost-dev libboost-thread-dev
ADD ./ /turbopilot ADD ./ /turbopilot

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@ -71,7 +71,7 @@ public:
} }
virtual ~GPTJModel(); virtual ~GPTJModel();
bool load_model(std::string path); bool load_model(std::string path);
virtual std::stringstream predict(std::string prompt, int max_length, bool include_prompt); virtual std::stringstream predict_impl(std::string prompt, int max_length, bool include_prompt);
private: private:
gptj_model *model = NULL; gptj_model *model = NULL;

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@ -75,7 +75,7 @@ public:
} }
virtual ~GPTNEOXModel(); virtual ~GPTNEOXModel();
bool load_model(std::string path); bool load_model(std::string path);
virtual std::stringstream predict(std::string prompt, int max_length, bool include_prompt); virtual std::stringstream predict_impl(std::string prompt, int max_length, bool include_prompt);
private: private:
gpt_neox_model *model = NULL; gpt_neox_model *model = NULL;

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@ -7,6 +7,7 @@
#include <map> #include <map>
#include <vector> #include <vector>
#include <random> #include <random>
#include <mutex>
typedef void (*offload_func_t)(struct ggml_tensor * tensor); typedef void (*offload_func_t)(struct ggml_tensor * tensor);
void ggml_nop(struct ggml_tensor * tensor); void ggml_nop(struct ggml_tensor * tensor);
@ -54,11 +55,16 @@ public:
rng(rng) rng(rng)
{} {}
virtual bool load_model(std::string model_path) = 0; virtual bool load_model(std::string model_path) = 0;
virtual std::stringstream predict(std::string prompt, int max_length, bool include_prompt) = 0; std::stringstream predict(std::string prompt, int max_length, bool include_prompt);
void lock();
void unlock();
protected: protected:
virtual std::stringstream predict_impl(std::string prompt, int max_length, bool include_prompt) = 0;
ModelConfig config; ModelConfig config;
std::mt19937 &rng; std::mt19937 &rng;
std::mutex model_lock;
}; };
#endif //__TURBOPILOT_MODEL_H #endif //__TURBOPILOT_MODEL_H

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@ -2,6 +2,8 @@
#define __TURBOPILOT_SERVER_H #define __TURBOPILOT_SERVER_H
#include <spdlog/spdlog.h>
#include "turbopilot/model.hpp" #include "turbopilot/model.hpp"
#include "crow_all.h" #include "crow_all.h"
@ -10,6 +12,46 @@ crow::response handle_openai_request(TurbopilotModel *model, const crow::request
crow::response handle_hf_request(TurbopilotModel *model, const crow::request& req); crow::response handle_hf_request(TurbopilotModel *model, const crow::request& req);
class TBPLogger : public crow::ILogHandler {
public:
TBPLogger() {}
void log(std::string message, crow::LogLevel crow_level) {
// "message" doesn't contain the timestamp and loglevel
// prefix the default logger does and it doesn't end
// in a newline.
spdlog::level::level_enum level = spdlog::level::info;
switch(crow_level){
case crow::LogLevel::Critical:
level = spdlog::level::critical;
break;
case crow::LogLevel::Error:
level = spdlog::level::err;
break;
case crow::LogLevel::Warning:
level = spdlog::level::warn;
break;
case crow::LogLevel::Info:
level = spdlog::level::info;
break;
case crow::LogLevel::Debug:
level = spdlog::level::debug;
break;
default:
// if case is not a known value, assume the worst
level = spdlog::level::critical;
}
spdlog::log(level, message);
}
};
#endif // __TURBOPILOT_SERVER_H #endif // __TURBOPILOT_SERVER_H

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@ -68,7 +68,7 @@ public:
} }
virtual ~StarcoderModel(); virtual ~StarcoderModel();
bool load_model(std::string path); bool load_model(std::string path);
virtual std::stringstream predict(std::string prompt, int max_length, bool include_prompt); virtual std::stringstream predict_impl(std::string prompt, int max_length, bool include_prompt);
private: private:
starcoder_model *model = NULL; starcoder_model *model = NULL;

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@ -1,6 +1,7 @@
set(TURBOPILOT_TARGET turbopilot) set(TURBOPILOT_TARGET turbopilot)
find_package(Boost REQUIRED) find_package(Boost COMPONENTS thread system REQUIRED)
include_directories(${Boost_INCLUDE_DIRS}) include_directories(${Boost_INCLUDE_DIRS})
add_executable(${TURBOPILOT_TARGET} add_executable(${TURBOPILOT_TARGET}
@ -16,6 +17,9 @@ add_executable(${TURBOPILOT_TARGET}
../include/turbopilot/starcoder.hpp ../include/turbopilot/starcoder.hpp
) )
#set(THREADS_PREFER_PTHREAD_FLAG TRUE)
#find_package(Threads REQUIRED)
target_include_directories(${TURBOPILOT_TARGET} PRIVATE target_include_directories(${TURBOPILOT_TARGET} PRIVATE
../include ../include
@ -23,8 +27,6 @@ target_include_directories(${TURBOPILOT_TARGET} PRIVATE
../extern/crow/include ../extern/crow/include
) )
#target_compile_features(${TURBOPILOT_TARGET} PRIVATE cxx_std_11)
target_link_libraries(${TURBOPILOT_TARGET} PRIVATE ggml argparse) target_link_libraries(${TURBOPILOT_TARGET} PRIVATE ggml argparse)
#target_link_libraries(${TURBOPILOT_TARGET} PRIVATE spdlog::spdlog_header_only)

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@ -4,6 +4,22 @@
#include <cmath> #include <cmath>
#include <random> #include <random>
void TurbopilotModel::lock(){
this->model_lock.lock();
}
void TurbopilotModel::unlock(){
this->model_lock.unlock();
}
std::stringstream TurbopilotModel::predict(std::string prompt, int max_length, bool include_prompt){
lock();
auto result = predict_impl(prompt, max_length, include_prompt);
unlock();
return result;
}
void llama_nop(struct ggml_tensor * tensor) { // don't offload by default void llama_nop(struct ggml_tensor * tensor) { // don't offload by default
(void) tensor; (void) tensor;
} }
@ -164,3 +180,5 @@ gpt_vocab::id gpt_sample_top_k_top_p(
return logits_id[idx].second; return logits_id[idx].second;
} }

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@ -556,7 +556,7 @@ bool GPTJModel::load_model(std::string fname) {
return true; return true;
} }
std::stringstream GPTJModel::predict(std::string prompt, int max_length, bool include_prompt) { std::stringstream GPTJModel::predict_impl(std::string prompt, int max_length, bool include_prompt) {
std::stringstream result; std::stringstream result;
// tokenize the prompt // tokenize the prompt

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@ -91,6 +91,7 @@ bool gpt_neox_eval(
const size_t buf_size_new = 1.1*(mem_per_token*N); // add 10% to account for ggml object overhead const size_t buf_size_new = 1.1*(mem_per_token*N); // add 10% to account for ggml object overhead
//printf("\n%s: reallocating buffer from %zu to %zu bytes\n", __func__, buf_size, buf_size_new); //printf("\n%s: reallocating buffer from %zu to %zu bytes\n", __func__, buf_size, buf_size_new);
// reallocate // reallocate
buf_size = buf_size_new; buf_size = buf_size_new;
buf = realloc(buf, buf_size); buf = realloc(buf, buf_size);
@ -98,6 +99,8 @@ bool gpt_neox_eval(
fprintf(stderr, "%s: failed to allocate %zu bytes\n", __func__, buf_size); fprintf(stderr, "%s: failed to allocate %zu bytes\n", __func__, buf_size);
return false; return false;
} }
spdlog::debug("{}: reallocating context buffer {} -> now {} bytes of tokens in prompt = {}", __func__, buf_size, buf_size_new);
} }
struct ggml_init_params params = { struct ggml_init_params params = {
@ -284,6 +287,7 @@ bool gpt_neox_eval(
// ggml_graph_dump_dot(&gf, NULL, "gpt-2.dot"); // ggml_graph_dump_dot(&gf, NULL, "gpt-2.dot");
//} //}
//embd_w.resize(n_vocab*N); //embd_w.resize(n_vocab*N);
//memcpy(embd_w.data(), ggml_get_data(inpL), sizeof(float)*n_vocab*N); //memcpy(embd_w.data(), ggml_get_data(inpL), sizeof(float)*n_vocab*N);
@ -293,7 +297,9 @@ bool gpt_neox_eval(
if (mem_per_token == 0) { if (mem_per_token == 0) {
mem_per_token = ggml_used_mem(ctx0)/N; mem_per_token = ggml_used_mem(ctx0)/N;
} }
spdlog::debug("used_mem = {}\n", ggml_used_mem(ctx0));
//printf("used_mem = %zu\n", ggml_used_mem(ctx0)); //printf("used_mem = %zu\n", ggml_used_mem(ctx0));
ggml_free(ctx0); ggml_free(ctx0);
@ -612,7 +618,7 @@ bool GPTNEOXModel::load_model(std::string fname) {
return true; return true;
} }
std::stringstream GPTNEOXModel::predict(std::string prompt, int max_length, bool include_prompt) { std::stringstream GPTNEOXModel::predict_impl(std::string prompt, int max_length, bool include_prompt) {
std::stringstream result; std::stringstream result;
// tokenize the prompt // tokenize the prompt
@ -631,6 +637,8 @@ std::stringstream GPTNEOXModel::predict(std::string prompt, int max_length, bool
std::vector<gpt_vocab::id> embd; std::vector<gpt_vocab::id> embd;
// determine the required inference memory per token: // determine the required inference memory per token:
size_t mem_per_token = 0; size_t mem_per_token = 0;
@ -717,3 +725,4 @@ std::stringstream GPTNEOXModel::predict(std::string prompt, int max_length, bool
return result; return result;
} }

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@ -128,11 +128,16 @@ int main(int argc, char **argv)
t_load_us = ggml_time_us() - t_start_us; t_load_us = ggml_time_us() - t_start_us;
spdlog::info("Loaded model in {:0.2f}ms", t_load_us/1000.0f); spdlog::info("Loaded model in {:0.2f}ms", t_load_us/1000.0f);
crow::SimpleApp app; crow::SimpleApp app;
TBPLogger logger;
crow::logger::setHandler(&logger);
CROW_ROUTE(app, "/")([](){ CROW_ROUTE(app, "/")([](){
return "Hello world"; return "Hello world";
}); });
@ -175,5 +180,7 @@ int main(int argc, char **argv)
app.port(program.get<int>("--port")).multithreaded().run(); app.port(program.get<int>("--port")).multithreaded().run();
free(model); free(model);
} }

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@ -39,7 +39,6 @@ crow::response handle_hf_request(TurbopilotModel *model, const crow::request& re
}; };
crow::response res; crow::response res;
res.code = 200; res.code = 200;
res.set_header("Content-Type", "application/json"); res.set_header("Content-Type", "application/json");

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@ -44,13 +44,13 @@ bool starcoder_eval(
if (mem_per_token > 0 && mem_per_token*N > buf_size) { if (mem_per_token > 0 && mem_per_token*N > buf_size) {
const size_t buf_size_new = 1.1*(mem_per_token*N); // add 10% to account for ggml object overhead const size_t buf_size_new = 1.1*(mem_per_token*N); // add 10% to account for ggml object overhead
//printf("\n%s: reallocating buffer from %zu to %zu bytes\n", __func__, buf_size, buf_size_new); spdlog::debug("{}: reallocating buffer from {} to {} bytes\n", __func__, buf_size, buf_size_new);
// reallocate // reallocate
buf_size = buf_size_new; buf_size = buf_size_new;
buf = realloc(buf, buf_size); buf = realloc(buf, buf_size);
if (buf == nullptr) { if (buf == nullptr) {
fprintf(stderr, "%s: failed to allocate %zu bytes\n", __func__, buf_size); spdlog::error("{}: failed to allocate {} bytes\n", __func__, buf_size);
return false; return false;
} }
} }
@ -681,7 +681,7 @@ bool StarcoderModel::load_model(std::string fname) {
} }
std::stringstream StarcoderModel::predict(std::string prompt, int max_length, bool include_prompt) { std::stringstream StarcoderModel::predict_impl(std::string prompt, int max_length, bool include_prompt) {
std::stringstream result; std::stringstream result;
// tokenize the prompt // tokenize the prompt