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[rocm-libraries] ROCm/rocm-libraries#5454 (commit 8dade31)
[CK][CK Tile] Grouped Convolution backward weight profiler flush cache (#5454) ## Motivation Flush cache to get more stable results during profiling old ck and ck tile. ## Technical Details Flush cache before each kernel call and one more first run. ## Test Plan test_grouped_conv_bwd_weight_tile ## Test Result pass ## Submission Checklist - [x] Look over the contributing guidelines at https://github.com/ROCm/ROCm/blob/develop/CONTRIBUTING.md#pull-requests. AICK-966
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assistant-librarian[bot]
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a3ccd5dca1
commit
9c414d2e59
@@ -114,7 +114,8 @@ run_grouped_conv_backward_weight_tile_algs(const ckt::Args<SIGNATURE>& args,
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const ckt::Outputs<SIGNATURE>& outputs,
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const ck_tile::stream_config& s_conf)
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{
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float best_avg_time = std::numeric_limits<float>::max();
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bool dummy_run_executed = false;
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float best_avg_time = std::numeric_limits<float>::max();
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std::string best_op_name, op_name;
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int best_split_k;
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bool is_supported;
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@@ -154,6 +155,13 @@ run_grouped_conv_backward_weight_tile_algs(const ckt::Args<SIGNATURE>& args,
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{
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ckt::Args<SIGNATURE> args_k_batch = args;
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args_k_batch.k_batch = k_batch;
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if((s_conf.time_kernel_ || s_conf.flush_cache_) && !dummy_run_executed)
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{
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// Run first instance twice when profiling to stabilize timing
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std::tie(is_supported, avg_time, op_name) =
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run_alg_func(args_k_batch, inputs, outputs, s_conf);
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dummy_run_executed = true;
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}
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std::tie(is_supported, avg_time, op_name) =
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run_alg_func(args_k_batch, inputs, outputs, s_conf);
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if(is_supported)
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@@ -272,7 +272,8 @@ bool profile_grouped_conv_bwd_weight_impl(int do_verification,
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index_t valid_instances = 0;
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// profile device Conv instances
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bool all_pass = true;
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bool all_pass = true;
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bool dummy_run_executed = false;
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std::array<ck::index_t, NDimSpatial + 3> input_lengths{};
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std::array<ck::index_t, NDimSpatial + 3> filter_lengths{};
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@@ -400,8 +401,25 @@ bool profile_grouped_conv_bwd_weight_impl(int do_verification,
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auto invoker_ptr = op_ptr->MakeInvokerPointer();
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float avg_time =
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invoker_ptr->Run(argument_ptr.get(), StreamConfig{nullptr, time_kernel});
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if(time_kernel && !dummy_run_executed)
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{
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// Run first instance as dummy to get proper time from the first instance
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invoker_ptr->Run(argument_ptr.get(),
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StreamConfig{nullptr,
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time_kernel,
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0 /*log_level*/,
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5 /*cold_iters*/,
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50 /*nrepeat_*/,
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time_kernel /*flush_cache*/});
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dummy_run_executed = true;
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}
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float avg_time = invoker_ptr->Run(argument_ptr.get(),
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StreamConfig{nullptr,
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time_kernel,
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0 /*log_level*/,
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5 /*cold_iters*/,
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50 /*nrepeat_*/,
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time_kernel /*flush_cache*/});
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std::size_t flop = conv_param.GetFlops();
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std::size_t num_btype = conv_param.GetByte<InDataType, WeiDataType, OutDataType>();
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@@ -141,7 +141,8 @@ int call_profiler(const ckt::Args<SIGNATURE>& args, const std::string& split_k,
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0 /*log_level*/,
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5 /*cold_iters*/,
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50 /*nrepeat_*/,
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true /*is_gpu_timer_*/});
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true /*is_gpu_timer_*/,
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time_kernel /*flush_cache*/});
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if(time_kernel)
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{
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std::cout << "\nBest configuration parameters:" << "\n\tname: " << op_name
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@@ -208,6 +209,14 @@ int profile_grouped_conv_bwd_weight_tile(int argc, char* argv[])
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split_k,
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time_kernel);
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}
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else if(data_type == ConvDataType::F32_F32_F32)
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{
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constexpr auto SIGNATURE = ckp::SIGNATURE_NHWGC_FP32_BWD_WEIGHT;
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return call_profiler<SIGNATURE>(
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ckp::parse_conv_args<SIGNATURE>(conv_params_start_idx, argv),
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split_k,
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time_kernel);
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}
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}
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else if(num_dim_spatial == 3)
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{
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@@ -227,6 +236,14 @@ int profile_grouped_conv_bwd_weight_tile(int argc, char* argv[])
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split_k,
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time_kernel);
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}
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else if(data_type == ConvDataType::F32_F32_F32)
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{
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constexpr auto SIGNATURE = ckp::SIGNATURE_NDHWGC_FP32_BWD_WEIGHT;
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return call_profiler<SIGNATURE>(
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ckp::parse_conv_args<SIGNATURE>(conv_params_start_idx, argv),
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split_k,
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time_kernel);
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}
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}
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}
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