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Use continuous batching by default #882

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ec5f305
Use continuous batching by default
Wovchena Sep 19, 2024
dd7a5cf
Merge branch 'master' into use-continuos-batching-by-default
andrei-kochin Sep 19, 2024
229b7c5
Merge branch 'master' into use-continuos-batching-by-default
andrei-kochin Sep 20, 2024
41d1fe7
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 20, 2024
36150c4
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 20, 2024
4a4a09e
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 20, 2024
1a58b5e
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 20, 2024
90d81e6
Reorder cout
Wovchena Sep 20, 2024
6dc43a3
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 20, 2024
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Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 20, 2024
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Update src/cpp/src/llm_pipeline.cpp
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Update src/cpp/src/llm_pipeline.cpp
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Update src/cpp/src/llm_pipeline.cpp
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Update src/cpp/src/llm_pipeline.cpp
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001d3a0
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 23, 2024
a0a964f
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 25, 2024
3cb2105
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Sep 25, 2024
40ea516
Limit max new tokens.
popovaan Sep 25, 2024
193df7e
Fixed error
popovaan Sep 25, 2024
1704548
Clean up
Wovchena Sep 30, 2024
086c7b8
Default destructors
Wovchena Sep 30, 2024
607d90d
Merge branch 'master' into use-continuos-batching-by-default
Wovchena Sep 30, 2024
741c13b
Default ~PerfTime
Wovchena Sep 30, 2024
06d1b1e
Merge branch 'master' into use-continuos-batching-by-default
ilya-lavrenov Oct 10, 2024
8d7d39d
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Oct 11, 2024
c4e8e05
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Oct 11, 2024
8116342
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Oct 11, 2024
b87d0f6
Update src/cpp/src/llm_pipeline.cpp
andrei-kochin Oct 11, 2024
1806fa0
CB: fix deadlock (#71)
Wovchena Oct 11, 2024
c9dc107
Merge branch 'master' into use-continuos-batching-by-default
ilya-lavrenov Oct 12, 2024
4bbcd0e
Increase timeouts for tests
ilya-lavrenov Oct 12, 2024
743e018
Update causal_lm_cpp.yml
ilya-lavrenov Oct 12, 2024
cfccefa
Use split_core_complile_config for CB
ilya-lavrenov Oct 12, 2024
03965d6
Update causal_lm_cpp.yml
ilya-lavrenov Oct 12, 2024
784c331
Drop request if it's aborted by streamer
ilya-lavrenov Oct 13, 2024
93b8c38
Update src/cpp/src/continuous_batching_impl.cpp
ilya-lavrenov Oct 13, 2024
043d842
Drop request in case of exceptions, etc
ilya-lavrenov Oct 14, 2024
fdad63c
Turned off prefix caching
ilya-lavrenov Oct 14, 2024
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Update continuous_batching_impl.cpp
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Merge branch 'master' into use-continuos-batching-by-default
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Merge branch 'master' into use-continuos-batching-by-default
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8 changes: 1 addition & 7 deletions src/cpp/src/continuous_batching_pipeline.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -41,13 +41,7 @@ class ContinuousBatchingPipeline::Impl {
float m_matmul_time_ms = 0.0f;
float m_infer_total_ms = 0.0f;

~PerfTime() {
std::cout << "Inference requests aggregated statistic: " << std::endl;
std::cout << "Paged attention % of inference execution: " << (m_paged_attention_time_ms / m_infer_total_ms) * 100 << std::endl;
std::cout << "MatMul % of inference execution: " << (m_matmul_time_ms / m_infer_total_ms) * 100 << std::endl;
std::cout << "Total inference execution secs: " << m_infer_total_ms / 1000. << std::endl;
std::cout << std::endl;
}
~PerfTime() {}
} m_perf;

// current requests to process
Expand Down
26 changes: 26 additions & 0 deletions src/cpp/src/llm_pipeline.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -515,6 +515,7 @@ ov::genai::LLMPipeline::LLMPipeline(
const ov::genai::Tokenizer& tokenizer,
OptionalGenerationConfig generation_config
) {
OPENVINO_THROW("Not supported");
auto start_time = std::chrono::steady_clock::now();
m_pimpl = std::make_unique<StatefulLLMPipeline>(request, tokenizer, generation_config);
auto stop_time = std::chrono::steady_clock::now();
Expand All @@ -527,12 +528,25 @@ ov::genai::LLMPipeline::LLMPipeline(
const std::string& device,
const ov::AnyMap& plugin_config
){
std::cout << "Using continuous batching backend.\n";
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auto start_time = std::chrono::steady_clock::now();
if (plugin_config.find(ov::genai::scheduler_config.name()) != plugin_config.end()) {
auto config_without_scheduler_config = plugin_config;
config_without_scheduler_config.erase(ov::genai::scheduler_config.name());
auto& scheduler_config = plugin_config.at(ov::genai::scheduler_config.name()).as<SchedulerConfig>();
m_pimpl = std::make_unique<ContinuousBatchingAdapter>(model_path, tokenizer, scheduler_config, device, config_without_scheduler_config);
std::cout << "Found custom SchedulerConfig.\n";
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} else if (true) {
SchedulerConfig scheduler_config;
scheduler_config.num_kv_blocks = 16;
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scheduler_config.enable_prefix_caching = true;
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m_pimpl = std::make_unique<ContinuousBatchingAdapter>(
model_path,
tokenizer,
scheduler_config,
device,
plugin_config
);
} else if ("NPU" == device) {
m_pimpl = std::make_unique<StaticLLMPipeline>(model_path, tokenizer, device, plugin_config);
} else {
Expand All @@ -547,12 +561,24 @@ ov::genai::LLMPipeline::LLMPipeline(
const std::string& device,
const ov::AnyMap& config
){
std::cout << "Using continuous batching backend.\n";
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auto start_time = std::chrono::steady_clock::now();
if (config.find(ov::genai::scheduler_config.name()) != config.end()) {
auto config_without_scheduler_config = config;
config_without_scheduler_config.erase(ov::genai::scheduler_config.name());
auto& scheduler_config = config.at(ov::genai::scheduler_config.name()).as<SchedulerConfig>();
m_pimpl = std::make_unique<ContinuousBatchingAdapter>(path, scheduler_config, device, config_without_scheduler_config);
std::cout << "Found custom SchedulerConfig.\n";
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} else if (true) {
SchedulerConfig scheduler_config;
scheduler_config.num_kv_blocks= 16;
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scheduler_config.enable_prefix_caching = true;
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m_pimpl = std::make_unique<ContinuousBatchingAdapter>(
path,
scheduler_config,
device,
config
);
} else if ("NPU" == device) {
m_pimpl = std::make_unique<StaticLLMPipeline>(path, device, config);
} else {
Expand Down
4 changes: 1 addition & 3 deletions src/cpp/src/timer.hpp
Original file line number Diff line number Diff line change
Expand Up @@ -26,7 +26,5 @@ class ManualTimer {
m_total += std::chrono::duration<double, std::milli>(m_end - m_start).count();
}

~ManualTimer() {
std::cout << m_title << ": " << m_total / 1000. << " secs" << std::endl;
}
~ManualTimer() {}
};
7 changes: 6 additions & 1 deletion src/python/py_generate_pipeline.cpp
Original file line number Diff line number Diff line change
Expand Up @@ -10,6 +10,7 @@
#include "openvino/genai/llm_pipeline.hpp"
#include <openvino/runtime/auto/properties.hpp>
#include "../cpp/src/tokenizers_path.hpp"
#include <pybind11/iostream.h>

#include "./utils.hpp"

Expand Down Expand Up @@ -433,14 +434,16 @@ PYBIND11_MODULE(py_generate_pipeline, m) {
m.doc() = "Pybind11 binding for LLM Pipeline";

py::class_<LLMPipeline>(m, "LLMPipeline", "This class is used for generation with LLMs")
.def(py::init([](
.def(py::init([&](
const std::string& model_path,
const std::string& device,
const std::map<std::string, py::object>& config
) {
ScopedVar env_manager(utils::ov_tokenizers_module_path());
return std::make_unique<LLMPipeline>(model_path, device, utils::properties_to_any_map(config));
}),
py::call_guard<py::scoped_ostream_redirect,
py::scoped_estream_redirect>(),
py::arg("model_path"), "folder with openvino_model.xml and openvino_tokenizer[detokenizer].xml files",
py::arg("device") = "CPU", "device on which inference will be done",
py::arg("config") = ov::AnyMap({}), "openvino.properties map",
Expand All @@ -460,6 +463,8 @@ PYBIND11_MODULE(py_generate_pipeline, m) {
ScopedVar env_manager(utils::ov_tokenizers_module_path());
return std::make_unique<LLMPipeline>(model_path, tokenizer, device, utils::properties_to_any_map(config));
}),
py::call_guard<py::scoped_ostream_redirect,
py::scoped_estream_redirect>(),
py::arg("model_path"),
py::arg("tokenizer"),
py::arg("device") = "CPU",
Expand Down
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