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466 lines (381 loc) · 20.1 KB
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"""
This module is for post HLS-synthesis process, including:
1. collect resource report, and print the table. (print_resource_table)
2. collect IP files. (collect_ip)
3. backup verilog files. (backup_verilog)
4. backup log files. (backup_log)
5. inplace replace the fifo depth. This is used in previous convolutional networks. (inplace_replace)
6. to spinal. This is used in spinal simulation. (to_spinal_one_block, to_spinal_all)
7. launch spinal simulation. (launch_one_spinal_sim, launch_all_spinal_sim)
8. get spinal simulation latencies. (get_latencies)
9. calculate bram cost. (cal_block_bram_cost, cal_total_bram_cost)
"""
import glob
import shutil
import re
from math import ceil
import socket
import threading
from constants import *
# -------------------------------------------------------------------------------------
def get_resource_table(instances_root: str, instances_list=[]):
if not instances_list:
instances_list = os.listdir(instances_root)
resource_types = ["SLICE", "LUT", "FF", "DSP", "BRAM", "URAM", "LATCH", "SRL"]
result_dict = {}
for instance in instances_list:
log_path = os.path.join(instances_root, instance, "vitis_hls.log")
try:
log_content = open(log_path).read()
except FileNotFoundError:
print("FileNotFoundError: " + log_path)
continue
instance_dict = {}
for resource_type in resource_types:
instance_dict[resource_type] = re.findall(resource_type + r":\s+(\d+)", log_content)
# a special attribute: CP
cp_achieved = re.findall(r"CP achieved post-synthesis:\s+(\d+\.\d+)", log_content)
instance_dict["CP"] = cp_achieved
# if any not filled, don't add to result_dict
if any([len(instance_dict[key]) == 0 for key in instance_dict]):
continue
result_dict[instance] = instance_dict
return result_dict
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def print_resource_table(instances_root: str):
resource_types = ["SLICE", "LUT", "FF", "DSP", "BRAM", "URAM", "LATCH", "SRL", "CP"]
result_dict = get_resource_table(instances_root)
print()
print(f"{'instance':40s}{''.join([f'{resource_type:10s}' for resource_type in resource_types])}\n")
for instance in result_dict:
print(f"{instance:40s}", end="")
for resource_type in resource_types:
print(f"{result_dict[instance][resource_type][0]:10s}", end="")
print()
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def collect_ip(instances_root: str, target_dir: str):
if not os.path.exists(target_dir):
os.makedirs(target_dir)
for zip_file in glob.glob(os.path.join(instances_root, "**/export_ip/*.zip"), recursive=True):
print(f"Copying {zip_file} to {target_dir}...")
shutil.copy(zip_file, target_dir)
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def backup_verilog(instances_root: str, instances_list=[]):
if not instances_list:
instances_list = os.listdir(instances_root)
for instance in instances_list:
vlog_dir = os.path.join(instances_root, instance, "work/solution/syn/verilog")
vlog_files = [f for f in os.listdir(vlog_dir) if f.endswith(".v")]
data_files = [f for f in os.listdir(vlog_dir) if f.endswith(".dat")] # ROM
print(f"Backing up {instance}...")
print(f"vlog_dir: {vlog_dir}")
print(f"vlog_files: {vlog_files}")
print(f"data_files: {data_files}")
backup_dir = os.path.join(instances_root, instance, "work/solution/syn/verilog_backup")
if not os.path.exists(backup_dir):
os.makedirs(backup_dir)
else:
print(f"backup_dir {backup_dir} already exists, overwrite")
for file in vlog_files + data_files:
shutil.copyfile(os.path.join(vlog_dir, file), os.path.join(backup_dir, file))
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def backup_log(instances_root: str, instances_list=[], overwrite=False):
if not instances_list:
instances_list = os.listdir(instances_root)
for instance in instances_list:
log_dir = os.path.join(instances_root, instance)
log_file = "vitis_hls.log"
backup_file = "golden.log"
if not os.path.exists(os.path.join(log_dir, backup_file)) or overwrite:
shutil.copyfile(os.path.join(log_dir, log_file), os.path.join(log_dir, backup_file))
else:
print(f"backup_file {backup_file} already exists, skip backup")
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def inplace_replace(instances_root: str, mode, instances_list):
if not instances_list:
instances_list = os.listdir(instances_root)
assert mode in ["shallow", "deep", "optimal", "unique", "handcraft"]
for instance in instances_list:
# generate from backup, and put to the corresponding "verilog" folder
src_dir = os.path.join(instances_root, instance, "work/solution/syn/verilog_backup/")
tgt_dir = os.path.join(instances_root, instance, "work/solution/syn/verilog/")
assert os.path.exists(src_dir)
vlog_files = [f for f in os.listdir(src_dir) if f.endswith(".v")]
for vlog_file in vlog_files:
# only fifo files are related
if "fifo" not in vlog_file:
continue
output_lines = []
with open(src_dir + vlog_file) as f:
input_lines = f.readlines()
for input_line in input_lines:
# use re
if re.search(r"DEPTH\s*=", input_line):
orig_depth = input_line.split("=")[1].split(';')[0].strip()
orig_depth = orig_depth.split(")")[0]
orig_depth = int(orig_depth.split("'d")[-1])
if orig_depth + 1 not in UNIQUE_DEPTH_DICT_REV.keys():
print(f"WARN: {vlog_file} is not in UNIQUE_DEPTH_DICT_REV.keys(), skip inplace replace")
output_lines.append(input_line)
continue
# NOTE: This plus 1 behavior is rooted in HLS fifo
fifo_name = UNIQUE_DEPTH_DICT_REV[orig_depth + 1]
if mode in ["shallow", "deep"]:
if fifo_name in DONT_TOUCH_FIFO:
new_depth = orig_depth
else:
new_depth = SHALLOW_DEPTH if mode == "shallow" else DEEP_DEPTH
elif mode == "optimal":
new_depth = OPTIMAL_DEPTH_DICT[fifo_name]
elif mode == "unique":
new_depth = orig_depth
else:
raise NotImplementedError
# use re to find "DEPTH" + " " * ? + "="
input_line = re.sub(r"DEPTH\s*=\s*\d+", f"DEPTH = {new_depth}", input_line)
output_lines.append(input_line)
with open(os.path.join(tgt_dir, vlog_file), "w") as f:
f.writelines(output_lines)
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def to_spinal_one_block(instances_root: str, block_id, depth_dict=None):
"""replace the verilog files in spinal project"""
"""
Two special cases:
-1: means patch embed
24: means head
"""
if block_id == -1:
assert depth_dict is None
block_type = "PATCH_EMBED"
case_name = "PATCH_EMBED"
instance_name = "proj_PATCH_EMBED"
elif block_id == 24:
assert depth_dict is None
block_type = "HEAD"
case_name = "HEAD"
instance_name = "proj_HEAD"
else:
block_type = "ATTN" if block_id % 2 == 0 else "MLP"
case_name = f"{block_type}{block_id // 2}"
instance_name = f"proj_{case_name}"
# generate from backup, and put to the corresponding "verilog" folder
target_file = os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}/all.v")
src_dir = os.path.join(instances_root, instance_name, "work/solution/syn/verilog_backup/")
print(f"src_dir: {src_dir}")
assert os.path.exists(src_dir)
# use backup files to generate spinal files
vlog_files = [f for f in os.listdir(src_dir) if f.endswith(".v")]
data_files = [f for f in os.listdir(src_dir) if f.endswith(".dat")] # ROM
# verilator lint_off
content = [
"/* verilator lint_off PINMISSING */\n",
"/* verilator lint_off CASEX */\n",
"/* verilator lint_off CASEOVERLAP */\n",
]
# process files
for vlog_file in vlog_files:
with open(src_dir + vlog_file) as f:
input_lines = f.readlines()
for input_line in input_lines:
# no delay statement
if input_line.strip().startswith("#0"):
input_line = "//" + input_line
# memory file path
if "readmemh" in input_line:
# should replace \ with /, otherwise it will be wrong in windows
input_line = input_line.replace('readmemh("./', 'readmemh("' + os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}/").replace("\\", "/"))
# rename top name
if "top" in input_line:
input_line = input_line.replace("top", case_name)
# remove plusargs
if "plusargs" in input_line:
input_line = "//" + input_line + f'$display("This is {block_type} {block_id}.\\n");\n'
# replace fifo depth
if depth_dict is not None:
# do depth replacement
if re.search(r"DEPTH\s*=", input_line) and "top_fifo" in vlog_file:
# reverse, from depth to fifo name
orig_depth = input_line.split("=")[1].split(';')[0].strip()
# orig_depth = int(orig_depth.split("'d")[-1])
orig_depth = int(orig_depth.split(")")[0])
try:
fifo_name = UNIQUE_DEPTH_DICT_REV[orig_depth + 1]
new_depth = depth_dict[fifo_name]
except KeyError:
new_depth = orig_depth
# use re to find "DEPTH" + " " * ? + "="
input_line = re.sub(r"DEPTH\s*=\s*\d+", f"DEPTH = {new_depth}", input_line)
content.append(input_line)
if not os.path.exists(os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}")):
os.makedirs(os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}"))
with open(target_file, "w") as f:
f.writelines(content)
# copy all .dat files
for data_file in data_files:
shutil.copyfile(
os.path.join(src_dir, data_file),
os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}", data_file.replace("top", case_name))
)
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def to_spinal_all_blocks(instances_root, depth_dicts=None):
"""replace the verilog files in spinal project"""
for block_id in range(NUM_BLOCKS):
to_spinal_one_block(instances_root, block_id, depth_dicts[block_id])
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def to_spinal_blocks(instances_root, ids):
"""replace the verilog files in spinal project"""
for block_id in ids:
to_spinal_one_block(instances_root, block_id)
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def to_spinal_others(instances_root: str, case_names):
"""copy the verilog file of linear"""
for case_name in case_names:
# case_name = "FC_SAXILITE"
target_file = SPINAL_DIR + f"/src/main/verilog/{case_name}/all.v"
src_dir = instances_root + f"proj_{case_name}/work/solution/syn/verilog/"
assert os.path.exists(src_dir), f"src_dir {src_dir} not exists"
# use verilog files to generate spinal files
vlog_files = [f for f in os.listdir(src_dir) if f.endswith(".v")]
data_files = [f for f in os.listdir(src_dir) if f.endswith(".dat")] # ROM
content = [] # one file
content.append("/* verilator lint_off PINMISSING */\n")
content.append("/* verilator lint_off CASEINCOMPLETE */\n")
content.append("/* verilator lint_off COMBDLY */\n")
content.append("/* verilator lint_off CASEX */\n")
content.append("/* verilator lint_off CASEOVERLAP */\n")
for vlog_file in vlog_files:
with open(src_dir + vlog_file) as f:
input_lines = f.readlines()
for input_line in input_lines:
if input_line.strip().startswith("#0"):
input_line = "//" + input_line
if "readmemh" in input_line:
# input_line = input_line.replace('readmemh("./', 'readmemh("' + os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}/"))
# should replace \ with /, otherwise it will be wrong in windows
input_line = input_line.replace('readmemh("./', 'readmemh("' + os.path.join(SPINAL_DIR, f"src/main/verilog/{case_name}/").replace("\\", "/"))
print(input_line)
if "top" in input_line:
input_line = input_line.replace("top", case_name)
if "plusargs" in input_line:
input_line = "//" + input_line + f'$display("This is {case_name}.\\n");\n'
# parameter C_M_AXI_GMEM_ADDR_WIDTH = 64;
# use re to find "C_M_AXI_\w+_WIDTH\s*=\s*\d+"
# replace width with 48
if re.search(r"C_M_AXI_\w+_WIDTH\s*=\s*\d+", input_line):
port_name = re.search(r"C_M_AXI_(\w+)_WIDTH", input_line).group(1)
input_line = re.sub(r"C_M_AXI_\w+_ADDR_WIDTH\s*=\s*\d+", f"C_M_AXI_{port_name}_WIDTH = 48", input_line)
content.append(input_line)
if not os.path.exists(SPINAL_DIR + f"/src/main/verilog/{case_name}"):
os.makedirs(SPINAL_DIR + f"/src/main/verilog/{case_name}")
with open(target_file, "w") as f:
f.writelines(content)
# copy all .dat files
for data_file in data_files:
shutil.copyfile(src_dir + data_file, SPINAL_DIR + f"/src/main/verilog/{case_name}/" + data_file.replace("top", case_name))
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def _get_fifo_width(instances_root: str):
fifo_width_dict = deepcopy(SHALLOW_DEPTH_DICT)
for fifo_name in fifo_width_dict.keys():
fifo_width_dict[fifo_name] = 0 # when not found, that means the FIFO is not set by unique settings. Default to 0
instance = "proj_ATTN0"
# use backup files to generate spinal files
src_dir = os.path.join(instances_root, f"{instance}/work/solution/syn/verilog_backup/")
assert os.path.exists(src_dir)
vlog_files = [f for f in os.listdir(src_dir) if f.endswith(".v")]
for vlog_file in vlog_files:
if "fifo" not in vlog_file:
continue # cannot find fifo width
with open(os.path.join(src_dir, vlog_file)) as f:
input_lines = f.readlines()
for line_number, input_line in enumerate(input_lines):
if re.search(r"DEPTH\s*=", input_line):
# reverse, from depth to fifo name
orig_depth = input_line.split("=")[1].split(';')[0].strip()
orig_depth = orig_depth.split(")")[0]
orig_depth = int(orig_depth.split("'d")[-1])
if orig_depth + 1 not in UNIQUE_DEPTH_DICT_REV.keys():
assert orig_depth == SHALLOW_DEPTH
continue
# find the key
fifo_name = UNIQUE_DEPTH_DICT_REV[orig_depth + 1]
# find the data width, in the previous line
prev_line = input_lines[line_number - 2]
assert re.search(r"DATA_WIDTH\s*=", prev_line)
data_width = int(prev_line.split("=")[1].split(',')[0].strip())
fifo_width_dict[fifo_name] = data_width
return fifo_width_dict
# -------------------------------------------------------------------------------------
try:
WIDTH_DICT = _get_fifo_width("instances") # 从backup中获取,不需要修改
# from width dicts, delete DONT_TOUCH_FIFO
RELATED_FIFOS = [fifo_name for fifo_name, fifo_width in WIDTH_DICT.items() if fifo_width != 0 and fifo_name not in DONT_TOUCH_FIFO]
except (AttributeError, AssertionError):
# not finished
WIDTH_DICT = None
RELATED_FIFOS = None
# -------------------------------------------------------------------------------------
def launch_one_spinal_sim(number):
client_socket = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
client_socket.connect(('localhost', 9966))
client_socket.send(number.to_bytes(4, byteorder='big')) # 发送一个4字节的整数
client_socket.shutdown(socket.SHUT_WR) # 关闭写入端,表明数据已经发送完毕
client_socket.recv(1024) # 字符串
client_socket.close()
result = get_latency(number)
# print(result)
return result
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def launch_all_spinal_sim(numbers=None):
# 启动所有实例的仿真
thread_pool = [threading.Thread(target=launch_one_spinal_sim, args=(block_id,)) for block_id in range(NUM_BLOCKS)]
for thread in thread_pool:
thread.start()
for thread in thread_pool:
thread.join()
# -------------------------------------------------------------------------------------
# -------------------------------------------------------------------------------------
def get_latencies():
# read the result back
latency_list = []
for i in range(NUM_BLOCKS):
latency_list.append(int(open(f"{SPINAL_DIR}/latency/{i}.txt").read()))
return latency_list
# -------------------------------------------------------------------------------------
def get_latency(block_id):
return int(open(f"{SPINAL_DIR}/latency/{block_id}.txt").read())
# -------------------------------------------------------------------------------------
BRAM_WIDTH = 36 # 半个BRAM,S2P模式下,
BRAM_DEPTH = 512 # S2P
# -------------------------------------------------------------------------------------
def cal_block_bram_cost(depth_dict):
total_brams = 0
for _name in depth_dict.keys():
_depth = depth_dict[_name]
_width = WIDTH_DICT[_name]
if _depth == SHALLOW_DEPTH:
continue
elif _depth == MEDIUM_DEPTH:
num_luts = (_depth * _width) / 64
total_brams += num_luts * 64 / (BRAM_DEPTH * BRAM_WIDTH)
else:
total_brams += ceil(_depth / BRAM_DEPTH) * ceil(_width / BRAM_WIDTH)
return total_brams
# -------------------------------------------------------------------------------------
def cal_total_bram_cost(depth_dict):
# 计算代价
total_brams = 0
for block_id in depth_dict.keys():
total_brams += cal_block_bram_cost(block_id, depth_dict[block_id])
return total_brams
# -------------------------------------------------------------------------------------