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# Copyright (c) 2024 RapidStream Design Automation, Inc. and contributors. All rights reserved. | ||
# The contributor(s) of this file has/have agreed to the RapidStream Contributor License Agreement. | ||
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ROOT_DIR := $(shell git rev-parse --show-toplevel) | ||
KERNEL_NAME := bandwidth23 | ||
RS_SCRIPT := $(CURDIR)/run.py | ||
SRC_DIR := $(CURDIR)/design | ||
AB_CONFIG := $(CURDIR)/design/config/$(notdir $(RS_SCRIPT))/ab_config.json | ||
IMPL_CONFIG := $(CURDIR)/design/config/$(notdir $(RS_SCRIPT))/impl_config.json | ||
LINK_CONFIG := $(CURDIR)/design/config/$(notdir $(RS_SCRIPT))/link_config.ini | ||
PLATFORM := xilinx_vck5000_gen4x8_qdma_2_202220_1 | ||
PART_NUM := xcvc1902-vsvd1760-2MP-e-S | ||
GRP_UTIL := $(ROOT_DIR)/common/util/get_group.py | ||
TEMP_DIR := $(CURDIR)/build/$(notdir $(RS_SCRIPT)) | ||
RS_TARGET := $(TEMP_DIR)/dse/solution_0/vitis_run_hw/$(KERNEL_NAME)_$(PLATFORM).xclbin | ||
BUILD_LOG := $(TEMP_DIR)/build.json | ||
SUCCESS := "Build Successful" | ||
TIMING_RPT := impl_1_hw_bb_locked_timing_summary_routed.rpt | ||
SLACK_GETTER := $(ROOT_DIR)/common/util/get_slack.py | ||
RSPATH := $(CURDIR) | ||
RSXX := rapidstream | ||
RSPYTHON := rapidstream | ||
DEVICE_CONFIG := $(TEMP_DIR)/device.json | ||
DEVICE_GEN := $(CURDIR)/gen_device.py | ||
INCLUDE := -I $(XILINX_HLS)/include | ||
KERNEL_XO := $(TEMP_DIR)/$(KERNEL_NAME).xo | ||
KERNEL_XCLBIN := $(TEMP_DIR)/$(KERNEL_NAME).xclbin | ||
KERNEL_XSA := $(TEMP_DIR)/$(KERNEL_NAME).xsa | ||
TARGET := hw | ||
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all: $(RS_TARGET) | ||
cd $(RSPATH) && $(RSPYTHON) $(SLACK_GETTER) -d $(TEMP_DIR) -i $(TIMING_RPT) -o $(BUILD_LOG) -c clk_kernel_00_unbuffered_net -p 3.333 | ||
@echo $(SUCCESS) | ||
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$(RS_TARGET):$(KERNEL_XO) $(DEVICE_CONFIG) | ||
mkdir -p $(TEMP_DIR) | ||
cd $(RSPATH) && $(RSXX)-tapaopt \ | ||
--work-dir $(TEMP_DIR) \ | ||
--tapa-xo-path $< \ | ||
--device-config $(DEVICE_CONFIG) \ | ||
--floorplan-config $(AB_CONFIG) \ | ||
--single-reg \ | ||
--run-impl \ | ||
--implementation-config $(IMPL_CONFIG) \ | ||
--connectivity-ini $(LINK_CONFIG) | ||
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$(DEVICE_CONFIG):$(AB_CONFIG) | ||
mkdir -p $(TEMP_DIR) | ||
cd $(RSPATH) && $(RSPYTHON) $(RS_SCRIPT) | ||
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cosim:$(KERNEL_XO) $(TEMP_DIR)/main.exe | ||
cd $(TEMP_DIR) && $(TEMP_DIR)/main.exe 1024 \ | ||
--bitstream $< \ | ||
-xosim_work_dir $(TEMP_DIR)/xosim_work_dir | ||
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hw: $(KERNEL_XCLBIN) | ||
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$(KERNEL_XCLBIN): $(KERNEL_XSA) | ||
@echo "### ***** packaging $(KERNEL_XSA) into $(KERNEL_XCLBIN) ... *****" | ||
cd $(TEMP_DIR) && v++ --package -t $(TARGET) --platform $(PLATFORM) \ | ||
$^ \ | ||
--temp_dir $(TEMP_DIR) \ | ||
--save-temps \ | ||
--report_dir $(TEMP_DIR)/reports/ \ | ||
--package.boot_mode=ospi \ | ||
-o $@ 2>&1 | tee $(KERNEL_NAME)_xclbin.log | ||
@echo "### ***** $(KERNEL_XCLBIN) packaging done! *****" | ||
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$(KERNEL_XSA): $(KERNEL_XO) | ||
cd $(TEMP_DIR) && v++ -l -t ${TARGET} \ | ||
--connectivity.nk $(KERNEL_NAME):1:$(KERNEL_NAME) \ | ||
--config $(SRC_DIR)/vck5000.cfg \ | ||
--save-temps \ | ||
--temp_dir $(TEMP_DIR) \ | ||
--clock.defaultFreqHz 250000000 \ | ||
--vivado.synth.jobs 16 \ | ||
$< -o $@ | ||
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xo: $(KERNEL_XO) | ||
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$(KERNEL_XO):$(SRC_DIR)/$(KERNEL_NAME).cpp | ||
mkdir -p $(TEMP_DIR) | ||
cd $(TEMP_DIR) && tapa compile \ | ||
--top $(KERNEL_NAME) \ | ||
--part-num xcu55c-fsvh2892-2L-e \ | ||
--clock-period 3.33 \ | ||
-o $(KERNEL_NAME).xo \ | ||
-f $< \ | ||
2>&1 | tee tapa.log | ||
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csim:$(TEMP_DIR)/main.exe | ||
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$(TEMP_DIR)/main.exe: $(SRC_DIR)/*.cpp | ||
mkdir -p $(TEMP_DIR) | ||
cd $(TEMP_DIR) && tapa g++ $^ $(INCLUDE) -o $(TEMP_DIR)/main.exe -O2 | ||
$(TEMP_DIR)/main.exe | ||
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show_groups: | ||
rapidstream $(GRP_UTIL) -i $(TEMP_DIR)/passes/0-imported.json \ | ||
-o $(TEMP_DIR)/module_types.csv | ||
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clean: | ||
rm -rf $(TEMP_DIR) *.log | ||
rm -rf .Xil .run | ||
rm -rf *.exe | ||
rm -rf .ipcache | ||
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cleanall: | ||
rm -rf build *.log | ||
rm -rf .Xil .run | ||
rm -rf *.exe | ||
rm -rf .ipcache |
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<!-- | ||
Copyright (c) 2024 RapidStream Design Automation, Inc. and contributors. All rights reserved. | ||
The contributor(s) of this file has/have agreed to the RapidStream Contributor License Agreement. | ||
--> | ||
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<img src="https://imagedelivery.net/AU8IzMTGgpVmEBfwPILIgw/1b565657-df33-41f9-f29e-0d539743e700/128" width="64px" alt="RapidStream Logo" /> | ||
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# TAPA Flow: ORC Decoder | ||
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## Introduction | ||
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In this recipe, we demonstrate how to use RapidStream to optimize TAPA projects. The basic steps include: | ||
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- Compile the HLS C++ code into a Vitis-compatible .xo file using TAPA. | ||
- Optimize the .xo file with RapidStream to obtain an optimized .xo file. | ||
- Use Vitis to compile the optimized .xo file into an .xclbin file for FPGA deployment. | ||
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## Tutorial | ||
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### Step 1 (Done): Generate the Xilinx Object File (`.xo`) | ||
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We utilize TAPA to generate the `.xo` file. If you have not installed TAPA, we've already compiled the C++ source to `.xo` using TAPA. The original C++ source files are located in design/src. The generated `.xo` file can be found at design/generated/data_decoding.xo. To compile C++ to `.xo` using TAPA, we use the script [design/run_tapa.sh](design/run_tapa.sh), with the detailed commands shown below. For your convenience, we have also backed up all the generated metadata by TAPA in the design/generated directory. | ||
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```bash | ||
WORK_DIR=generated | ||
tapac \ | ||
--work-dir ${WORK_DIR} \ | ||
--top data_decoding \ | ||
--part-num xcu280-fsvh2892-2L-e \ | ||
--clock-period 3.33 \ | ||
-o ${WORK_DIR}/data_decoding.xo \ | ||
--connectivity config/link_config.ini \ | ||
src/data_decoder.cpp \ | ||
2>&1 | tee tapa.log | ||
``` | ||
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### Step 2: Use Rapidstream to Optimize `.xo` Design | ||
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The RapidStream flow conducts design space exploration and generates solutions by taking all TAPA-generated `.xo` file as the input. | ||
The RapidStream flow for TAPA requires the following key inputs: | ||
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- **Platform**: The Vitis platform (e.g., `xilinx_u280_gen3x16_xdma_1_202211_1`). | ||
- **Device**: virtual device define by calling rapidstream APIs based on platform (e.g., `get_u280_vitis_device_factory`). | ||
- **.xo file**: The `.xo` file generated by TAPA | ||
- **Connectivity** (.ini): Include the configuration file for `v++` design/config/run.py/link_config.ini. | ||
- **top_module_name**: Top module name for the kernel. | ||
- **Clock**: All the clock and frequencies. | ||
- **Flatten Module**: Within a design, not all modules need to be optimized. The flatten module name is the target module rapidstream will optimize. | ||
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The Python snippet below shows how we initiate rapidstream instance to set up the rapidstream environment. | ||
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```Python | ||
from rapidstream import get_u280_vitis_device_factory, RapidStreamTAPA | ||
import os | ||
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CURR_DIR = os.path.dirname(os.path.abspath(__file__)) | ||
INI_PATH = f"{CURR_DIR}/design/config/link_config.ini" | ||
VITIS_PLATFORM = "xilinx_u280_gen3x16_xdma_1_202211_1" | ||
XO_PATH = f"{CURR_DIR}/design/generated/data_decoding.xo" | ||
kernel_name = "data_decoding" | ||
factory = get_u280_vitis_device_factory(VITIS_PLATFORM) | ||
rs = RapidStreamTAPA(f"{CURR_DIR}/build") | ||
rs.set_virtual_device(factory.generate_virtual_device()) | ||
rs.add_xo_file(XO_PATH) | ||
rs.set_vitis_platform(VITIS_PLATFORM) | ||
rs.set_vitis_connectivity_config(INI_PATH) | ||
rs.set_top_module_name(kernel_name) | ||
rs.add_clock("ap_clk", 3.33) | ||
rs.add_flatten_targets([kernel_name]) | ||
``` | ||
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The HBM AXI port connection is described in design/config/run.py/link_config.ini. | ||
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```bash | ||
[connectivity] | ||
sp=data_decoding.input_port:HBM[0:1] | ||
sp=data_decoding.output_port0_32b_8b:HBM[16:17] | ||
sp=data_decoding.output_port1_16b_8b:HBM[18:19] | ||
sp=data_decoding.output_port2_16b_8b:HBM[20:21] | ||
sp=data_decoding.output_port3_8b:HBM[22:23] | ||
sp=data_decoding.output_port4_Track:HBM[24:25] | ||
``` | ||
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As a result, it is necessary to assign the kernel ports to the appropriate slots. The Python code below demonstrates this process. For comprehensive linking details, please refer to the design/config/run.py/link_config.ini file. | ||
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```Python | ||
# Bind ports to HBM 16-31 | ||
right_slot = "SLOT_X1Y0:SLOT_X1Y0" | ||
left_slot = "SLOT_X0Y0:SLOT_X0Y0" | ||
rs.assign_port_to_region(".*input_port.*", left_slot) | ||
rs.assign_port_to_region(".*output_port0_32b_8b.*", right_slot) | ||
rs.assign_port_to_region(".*output_port1_16b_8b.*", right_slot) | ||
rs.assign_port_to_region(".*output_port2_16b_8b.*", right_slot) | ||
rs.assign_port_to_region(".*output_port3_8b.*", right_slot) | ||
rs.assign_port_to_region(".*output_port4_Track.*", right_slot) | ||
rs.assign_port_to_region("s_axi_control_.*", left_slot) | ||
rs.assign_port_to_region("ap_clk", left_slot) | ||
rs.assign_port_to_region("ap_rst_n", left_slot) | ||
rs.assign_port_to_region("interrupt", left_slot) | ||
``` | ||
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For the complete detail, please refore to [./run.py](./run.py) file. Call the rapidstream by launching the command below or `make all`. | ||
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```bash | ||
rapidstream run.py | ||
``` | ||
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If everything is successful, you should at least get one optimized `.xclbin` file. | ||
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### Step 3: Check the Group Module Report | ||
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RapidStream mandates a clear distinction between communication and computation within user designs. | ||
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- In `Group modules`, users are tasked solely with defining inter-submodule communication. For those familiar with Vivado IP Integrator flow, crafting a Group module mirrors the process of connecting IPs in IPI. RapidStream subsequently integrates appropriate pipeline registers into these Group modules. | ||
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- In `Leaf modules`, users retain the flexibility to implement diverse computational patterns, as RapidStream leaves these Leaf modules unchanged. | ||
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For further details, please consult the [code style](https://docs.rapidstream-da.com/required-coding-style/) section in our Documentation. | ||
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To generate a report on group types, execute the commands below or `run make show_groups`: | ||
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```bash | ||
rapidstream ../../../common/util/get_group.py \ | ||
-i build/passes/0-imported.json \ | ||
-o build/module_types.csv | ||
``` | ||
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The module types for your design can be found in `build/module_types.csv`. Below, we list the four Group modules. In this design, `Callipepla` serves as a Group module, while the other three modules are added by RapidStream. | ||
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| Module Name | Group Type | | ||
|:--------------------------------:|:--------------:| | ||
| data_decoding | grouped_module | | ||
|__rs_ap_ctrl_start_ready_pipeline | grouped_module | | ||
|__rs_ff_pipeline | grouped_module | | ||
|__rs_hs_pipeline | grouped_module | |
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benchmarks/tapa_flow/bandwidth23/design/bandwidth-host.cpp
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#include <iostream> | ||
#include <vector> | ||
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#include <gflags/gflags.h> | ||
#include <tapa.h> | ||
#include "bandwidth23.h" | ||
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using std::clog; | ||
using std::endl; | ||
using std::vector; | ||
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DEFINE_string(bitstream, "", "path to bitstream file, run csim if empty"); | ||
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int main(int argc, char* argv[]) { | ||
gflags::ParseCommandLineFlags(&argc, &argv, /*remove_flags=*/true); | ||
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const uint64_t n = argc > 1 ? atoll(argv[1]) : 1024 * 1024; | ||
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vector<bit512> rmem0(n); | ||
vector<bit512> rmem1(n); | ||
vector<bit512> rmem2(n); | ||
vector<bit512> rmem3(n); | ||
vector<bit512> rmem4(n); | ||
vector<bit512> rmem5(n); | ||
vector<bit512> rmem6(n); | ||
vector<bit512> rmem7(n); | ||
vector<bit512> rmem8(n); | ||
vector<bit512> rmem9(n); | ||
vector<bit512> rmem10(n); | ||
vector<bit512> rmem11(n); | ||
vector<bit512> rmem12(n); | ||
vector<bit512> rmem13(n); | ||
vector<bit512> rmem14(n); | ||
vector<bit512> rmem15(n); | ||
vector<bit512> rmem16(n); | ||
vector<bit512> rmem17(n); | ||
vector<bit512> rmem18(n); | ||
vector<bit512> rmem19(n); | ||
vector<bit512> rmem20(n); | ||
vector<bit512> rmem21(n); | ||
vector<bit512> rmem22(n); | ||
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for (uint64_t i = 0; i < n; ++i) { | ||
rmem0[i] = i; | ||
rmem1[i] = i; | ||
rmem2[i] = i; | ||
rmem3[i] = i; | ||
rmem4[i] = i; | ||
rmem5[i] = i; | ||
rmem6[i] = i; | ||
rmem7[i] = i; | ||
rmem8[i] = i; | ||
rmem9[i] = i; | ||
rmem10[i] = i; | ||
rmem11[i] = i; | ||
rmem12[i] = i; | ||
rmem13[i] = i; | ||
rmem14[i] = i; | ||
rmem15[i] = i; | ||
rmem16[i] = i; | ||
rmem17[i] = i; | ||
rmem18[i] = i; | ||
rmem19[i] = i; | ||
rmem20[i] = i; | ||
rmem21[i] = i; | ||
rmem22[i] = i; | ||
} | ||
int64_t kernel_time_ns = tapa::invoke( | ||
bandwidth23, | ||
FLAGS_bitstream, | ||
tapa::read_write_mmap<bit512>(rmem0), | ||
tapa::read_write_mmap<bit512>(rmem1), | ||
tapa::read_write_mmap<bit512>(rmem2), | ||
tapa::read_write_mmap<bit512>(rmem3), | ||
tapa::read_write_mmap<bit512>(rmem4), | ||
tapa::read_write_mmap<bit512>(rmem5), | ||
tapa::read_write_mmap<bit512>(rmem6), | ||
tapa::read_write_mmap<bit512>(rmem7), | ||
tapa::read_write_mmap<bit512>(rmem8), | ||
tapa::read_write_mmap<bit512>(rmem9), | ||
tapa::read_write_mmap<bit512>(rmem10), | ||
tapa::read_write_mmap<bit512>(rmem11), | ||
tapa::read_write_mmap<bit512>(rmem12), | ||
tapa::read_write_mmap<bit512>(rmem13), | ||
tapa::read_write_mmap<bit512>(rmem14), | ||
tapa::read_write_mmap<bit512>(rmem15), | ||
tapa::read_write_mmap<bit512>(rmem16), | ||
tapa::read_write_mmap<bit512>(rmem17), | ||
tapa::read_write_mmap<bit512>(rmem18), | ||
tapa::read_write_mmap<bit512>(rmem19), | ||
tapa::read_write_mmap<bit512>(rmem20), | ||
tapa::read_write_mmap<bit512>(rmem21), | ||
tapa::read_write_mmap<bit512>(rmem22), | ||
n); | ||
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clog << "kernel time: " << kernel_time_ns * 1e-9 << " s" << endl; | ||
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uint64_t num_errors = 0; | ||
const uint64_t threshold = 10; // only report up to these errors | ||
for (uint64_t i = 0; i < n; ++i) { | ||
bit512 out512 = (i << 1); | ||
if (rmem0[i] != out512) { | ||
if (num_errors < threshold) { | ||
clog << "error at " << i << ": expected " << rmem0[i] << ", got " | ||
<< out512 << endl; | ||
} | ||
++num_errors; | ||
} | ||
if (rmem22[i] != out512) { | ||
if (num_errors < threshold) { | ||
clog << "error at " << i << ": expected " << rmem22[i] << ", got " | ||
<< out512 << endl; | ||
} | ||
++num_errors; | ||
} | ||
} | ||
if (num_errors == 0) { | ||
clog << "PASS!" << endl; | ||
} else { | ||
if (num_errors > threshold) { | ||
clog << " (+" << (num_errors - threshold) << " more errors)" << endl; | ||
} | ||
clog << "FAIL!" << endl; | ||
} | ||
return num_errors > 0 ? 1 : 0; | ||
} |
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