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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,68 @@ | ||
| Matmul 自动化测试 | ||
| # 1. 脚本说明 | ||
| matmul 放置位置: | ||
| ```shell | ||
| # mudnn_bench 默认存放在 /usr/local/musa/ 下 | ||
| mudnn_bench | ||
| ├── bench_test_matmul.sh | ||
| ├── bin | ||
| │ ├── mudnn_bench -> mudnn_bench-x.x.x | ||
| │ └── mudnn_bench-x.x.x | ||
| ├── matmul_test | ||
| ``` | ||
| mudnn_bench 示例: | ||
| **部分旧版本mudnn_bench和mudnn版本不支持混合精度测试,需要和开发者做确认.** | ||
| ```shell | ||
|
|
||
| # 示例 1:单卡,大矩阵,f32 | ||
| MUSA_VISIBLE_DEVICES=4 ./bin/mudnn_bench -m --mm_m 6144 --mm_n 3584 --mm_k 6144 --warmup 30 --tm i --tmv 1000 -p -t f32 | ||
|
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||
| # 示例 2:多卡,标准尺寸,bf16 | ||
| MUSA_VISIBLE_DEVICES=0,1 ./bin/mudnn_bench -m --mm_m 4096 --mm_n 4096 --mm_k 4096 --warmup 30 --tm i --tmv 1000 -p -t bf16 | ||
|
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||
| # 示例 3:单卡,特殊组合,int8 | ||
| MUSA_VISIBLE_DEVICES=2 ./bin/mudnn_bench -m --mm_m 8192 --mm_n 8192 --mm_k 768 --warmup 30 --tm i --tmv 1000 -p -t int8 | ||
|
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||
| # 示例 4:使用混合精度格式 | ||
| MUSA_VISIBLE_DEVICES=3 ./bin/mudnn_bench -m --mm_m 2048 --mm_n 2048 --mm_k 2048 --warmup 30 --tm i --tmv 1000 -p -t bf16:q4:bf16:bf16 | ||
| ``` | ||
|
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||
| # 2. 测试 | ||
| 可在测试脚本中自行批量配置测试MNK,warmup,iter等。 | ||
| ## 2.1 fp64, tf32 测试 | ||
| 注意:fp64和tf32 数据类型调用非 mudnn 接口 | ||
|
Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. tf32?还是fp32 |
||
| ```shell | ||
| # 1. 编译 | ||
| cd ./fp64_tf32_src | ||
|
Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 同上 |
||
|
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| bash build_gemm_tf32.sh | ||
|
Collaborator
There was a problem hiding this comment. Choose a reason for hiding this commentThe reason will be displayed to describe this comment to others. Learn more. 同上 |
||
| bash build_gemm_fp64.sh | ||
|
|
||
| ## 2. 测试 | ||
| bash test_gemm_fp64_tf32.sh | ||
| ``` | ||
|
|
||
| ## 2.2 f32_f16_bf16_q8_fp8 测试 | ||
| mudnn_bench 测试矩阵value默认说明: | ||
| - 浮点:-0.5~0.5 | ||
| - fp8: 整型-10~10转浮点 | ||
| - qint4:-7~7 | ||
| - 整型:-127~127 | ||
| > 部分版本 mudnn_bench 工具支持全 0 测试(参数 `-z` 实现),需要和开发者确认 | ||
| ```shell | ||
| bash test_gemm_f32_f16_bf16_q8_fp8.sh | ||
| ``` | ||
|
|
||
| ## 2.3 混合精度测试 | ||
| ```shell | ||
| # A,B: fp16, C,D: f32: "f16:f16:f32:f32" | ||
| # A,B: bf16, C,D: f32: "bf16:bf16:f32:f32" | ||
| # A,B: tf32, C,D: f32: "f32" | ||
| # A,B: int8, C,D: int32: "int8" | ||
| # W8A8: "q8:q8:f32:f32" | ||
| # W4A16: "bf16:q4:bf16:bf16" | ||
| # A,B: fp8, C,D: fp16: "float8_e4m3:float8_e4m3:f16:f16" | ||
|
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| bash test_gemm_mixed.sh | ||
| ``` | ||
|
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122 changes: 122 additions & 0 deletions
122
base_test/matmul_test/exetrct_log_tools/summarize_f32_f16_bf16_q8_fp8_log.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,122 @@ | ||
| import re | ||
| import os | ||
| import sys | ||
| from typing import List, Dict, Optional | ||
|
|
||
| def extract_matmul_data(log_path: str) -> List[Dict[str, str]]: | ||
| patterns = { | ||
| "datatype": re.compile(r"DataType (\w+)"), | ||
| "mat_params": re.compile(r"m (\d+), n (\d+), k (\d+)"), | ||
| "elapsed_time": re.compile(r"AverageElapsedTime\(ms\) : (\d+\.\d+)"), | ||
| "throughput_gops": re.compile(r"Throughput (\d+\.\d+) GOPS") | ||
| } | ||
|
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||
| extracted = [] | ||
| current_block = {} | ||
|
|
||
| try: | ||
| with open(log_path, 'r', encoding='utf-8') as f: | ||
| for line in f: | ||
| line = line.strip() | ||
|
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||
| dt_match = patterns["datatype"].search(line) | ||
| if dt_match: | ||
| current_block["datatype"] = dt_match.group(1) | ||
|
|
||
| mp_match = patterns["mat_params"].search(line) | ||
| if mp_match: | ||
| current_block["m"] = mp_match.group(1) | ||
| current_block["n"] = mp_match.group(2) | ||
| current_block["k"] = mp_match.group(3) | ||
|
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| et_match = patterns["elapsed_time"].search(line) | ||
| if et_match: | ||
| current_block["elapsed_time"] = et_match.group(1) | ||
|
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| tp_match = patterns["throughput_gops"].search(line) | ||
| if tp_match: | ||
| tops = round(float(tp_match.group(1)) / 1000, 4) | ||
| current_block["throughput_tops"] = str(tops) | ||
|
|
||
| if line == "==============================" and current_block: | ||
| required = ["datatype", "m", "n", "k", "elapsed_time", "throughput_tops"] | ||
| if all(key in current_block for key in required): | ||
| dim = f"{current_block['m']}-{current_block['n']}-{current_block['k']}" | ||
| extracted.append({ | ||
| "datatype": current_block["datatype"], | ||
| "shape": dim, | ||
| "Throughput(TOPS)": current_block["throughput_tops"], | ||
| "AverageElapsedTime(ms)": current_block["elapsed_time"] | ||
| }) | ||
| current_block = {} | ||
|
|
||
| required = ["datatype", "m", "n", "k", "elapsed_time", "throughput_tops"] | ||
| if current_block and all(key in current_block for key in required): | ||
| dim = f"{current_block['m']}×{current_block['n']}×{current_block['k']}" | ||
| extracted.append({ | ||
| "datatype": current_block["datatype"], | ||
| "shape": dim, | ||
| "Throughput(TOPS)": current_block["throughput_tops"], | ||
| "AverageElapsedTime(ms)": current_block["elapsed_time"] | ||
| }) | ||
|
|
||
| except Exception as e: | ||
| print(f"❌ 读取日志失败:{str(e)}") | ||
| return [] | ||
|
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||
| return extracted | ||
|
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| def generate_csv(data: List[Dict[str, str]], output_path: str) -> bool: | ||
| if not data: | ||
| print("⚠️ 未提取到有效数据,跳过CSV生成") | ||
| return False | ||
|
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| headers = ["datatype", "shape", "Throughput(TOPS)", "AverageElapsedTime(ms)"] | ||
|
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| try: | ||
| with open(output_path, 'w', encoding='utf-8') as f: | ||
| f.write(", ".join(headers) + "\n") | ||
| for item in data: | ||
| row = [item[h] for h in headers] | ||
| f.write(", ".join(row) + "\n") | ||
| print(f"✅ CSV生成成功:{output_path}") | ||
| return True | ||
| except Exception as e: | ||
| print(f"❌ 生成CSV失败:{str(e)}") | ||
| return False | ||
|
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| def main(input_log: str, output_csv: Optional[str] = None): | ||
| if not os.path.isfile(input_log): | ||
| print(f"❌ 输入日志文件不存在:{input_log}") | ||
| return | ||
|
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| if not output_csv: | ||
| log_dir = os.path.dirname(input_log) | ||
| log_name = os.path.splitext(os.path.basename(input_log))[0] | ||
| output_csv = os.path.join(log_dir, f"{log_name}_summary.csv") | ||
|
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| print(f"📊 开始提取日志数据:{input_log}") | ||
| matmul_data = extract_matmul_data(input_log) | ||
|
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| if not matmul_data: | ||
| print("❌ 未提取到任何有效测试数据") | ||
| return | ||
|
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| print(f"✅ 成功提取 {len(matmul_data)} 条测试记录") | ||
|
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| generate_csv(matmul_data, output_csv) | ||
| print("🎯 所有操作完成!") | ||
|
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| if __name__ == "__main__": | ||
| # 修正sys.argv判断(sys.argv[0]是脚本名,需至少传入1个输入文件路径) | ||
| if len(sys.argv) < 2: | ||
| print("用法:") | ||
| print(" python summarize_fp64_tf32_log.py <输入日志文件路径>") | ||
| print("示例:") | ||
| print(" python summarize_fp64_tf32_log.py bench.log") | ||
| sys.exit(1) | ||
|
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| input_path = sys.argv[1] | ||
| output_path = sys.argv[1].replace('.log', '.csv') # 日志文件同名CSV输出 | ||
| main(input_path, output_path) | ||
|
|
120 changes: 120 additions & 0 deletions
120
base_test/matmul_test/exetrct_log_tools/summarize_fp64_tf32_log.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,120 @@ | ||
| import re | ||
| import sys | ||
| import os | ||
| from typing import List, Dict, Optional | ||
|
|
||
| def extract_matmul_data(log_path: str) -> List[Dict[str, str]]: | ||
| patterns = { | ||
| "datatype": re.compile(r"MatMul (\w+) Test \(MUSA\)"), | ||
| "mat_params": re.compile(r"m = (\d+), n = (\d+), k = (\d+)"), | ||
| "duration_us": re.compile(r"Duration:(\s*[\d\.]+) us"), | ||
| "tflops": re.compile(r"computation-\w+=(\s*[\d\.]+)") | ||
| } | ||
|
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| extracted = [] | ||
| current_block = {} | ||
|
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| try: | ||
| with open(log_path, 'r', encoding='utf-8') as f: | ||
| for line in f: | ||
| line = line.strip() | ||
|
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| dt_match = patterns["datatype"].search(line) | ||
| if dt_match: | ||
| current_block["datatype"] = dt_match.group(1) | ||
|
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| mp_match = patterns["mat_params"].search(line) | ||
| if mp_match: | ||
| current_block["m"] = mp_match.group(1) | ||
| current_block["n"] = mp_match.group(2) | ||
| current_block["k"] = mp_match.group(3) | ||
|
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| dur_match = patterns["duration_us"].search(line) | ||
| if dur_match: | ||
| us_val = float(dur_match.group(1).strip()) | ||
| ms_val = round(us_val / 1000, 6) | ||
| current_block["duration_ms"] = str(ms_val) | ||
|
|
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| tf_match = patterns["tflops"].search(line) | ||
| if tf_match: | ||
| tf_val = tf_match.group(1).strip() | ||
| current_block["tflops"] = str(round(float(tf_val), 6)) | ||
|
|
||
| if line == "========================================" and current_block: | ||
| required = ["datatype", "m", "n", "k", "duration_ms", "tflops"] | ||
| if all(key in current_block for key in required): | ||
| shape = f"{current_block['m']}-{current_block['n']}-{current_block['k']}" | ||
| extracted.append({ | ||
| "DataType": current_block["datatype"], | ||
| "shape": shape, | ||
| "Compute_ability(TFLOPS)": current_block["tflops"], | ||
| "AverageElapsedTime(ms)": current_block["duration_ms"] | ||
| }) | ||
| current_block = {} | ||
|
|
||
| required = ["datatype", "m", "n", "k", "duration_ms", "tflops"] | ||
| if current_block and all(key in current_block for key in required): | ||
| shape = f"{current_block['m']}-{current_block['n']}-{current_block['k']}" | ||
| extracted.append({ | ||
| "DataType": current_block["datatype"], | ||
| "shape": shape, | ||
| "Compute_ability(TFLOPS)": current_block["tflops"], | ||
| "AverageElapsedTime(ms)": current_block["duration_ms"] | ||
| }) | ||
|
|
||
| except Exception as e: | ||
| print(f"❌ 读取日志失败:{str(e)}") | ||
| return [] | ||
|
|
||
| return extracted | ||
|
|
||
| def generate_csv(data: List[Dict[str, str]], output_path: str) -> bool: | ||
| if not data: | ||
| print("⚠️ 未提取到有效数据,跳过CSV生成") | ||
| return False | ||
|
|
||
| headers = ["DataType", "shape", "Compute_ability(TFLOPS)", "AverageElapsedTime(ms)"] | ||
| try: | ||
| with open(output_path, 'w', encoding='utf-8') as f: | ||
| f.write(", ".join(headers) + "\n") | ||
| for item in data: | ||
| row = [item[h] for h in headers] | ||
| f.write(",".join(row) + "\n") | ||
| print(f"✅ CSV生成成功:{output_path}") | ||
| return True | ||
| except Exception as e: | ||
| print(f"❌ 生成CSV失败:{str(e)}") | ||
| return False | ||
|
|
||
| def main(input_log: str, output_csv: Optional[str] = None): | ||
| if not os.path.isfile(input_log): | ||
| print(f"❌ 输入日志文件不存在:{input_log}") | ||
| return | ||
|
|
||
| if not output_csv: | ||
| log_dir = os.path.dirname(input_log) | ||
| log_name = os.path.splitext(os.path.basename(input_log))[0] | ||
| output_csv = os.path.join(log_dir, f"{log_name}_summary.csv") | ||
|
|
||
| print(f"📊 开始提取日志数据:{input_log}") | ||
| matmul_data = extract_matmul_data(input_log) | ||
|
|
||
| if not matmul_data: | ||
| print("❌ 未提取到任何有效测试数据") | ||
| return | ||
|
|
||
| print(f"✅ 成功提取 {len(matmul_data)} 条测试记录") | ||
| generate_csv(matmul_data, output_csv) | ||
| print("🎯 所有操作完成!") | ||
|
|
||
| if __name__ == "__main__": | ||
| if len(sys.argv) < 2: | ||
| print("用法:") | ||
| print(" python summarize_fp64_tf32_log.py <输入日志文件路径>") | ||
| print("示例:") | ||
| print(" python summarize_fp64_tf32_log.py bench.log") | ||
| sys.exit(1) | ||
|
|
||
| input_path = sys.argv[1] | ||
| output_path = sys.argv[1].replace('.log', '.csv') | ||
| main(input_path, output_path) |
64 changes: 64 additions & 0 deletions
64
base_test/matmul_test/exetrct_log_tools/summary_mixed_data.py
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,64 @@ | ||
| import re | ||
| import sys | ||
| import csv | ||
| import os | ||
|
|
||
| if len(sys.argv) < 2: | ||
| print("Usage: python summary_fix_data.py <log_file>") | ||
| sys.exit(1) | ||
|
|
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| log_file = sys.argv[1] | ||
| print(f"📊 正在读取并解析日志:{log_file}") | ||
|
|
||
| if not os.path.exists(log_file): | ||
| print("❌ 日志文件不存在") | ||
| sys.exit(1) | ||
|
|
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| # 收集结果 | ||
| records = [] | ||
|
|
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| # 正则模式 | ||
| re_start = re.compile(r"测试:\s*M=(\d+),\s*N=(\d+),\s*K=(\d+),\s*Type=([\w:]+)") | ||
| re_result = re.compile(r"AverageElapsedTime\(ms\)\s*:\s*([\d\.]+)\s*,\s*Throughput\s*([\d\.]+)\s*GOPS") | ||
|
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| cur_M = cur_N = cur_K = cur_type = None | ||
|
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| with open(log_file, "r", encoding="utf-8") as f: | ||
| for line in f: | ||
| line = line.strip() | ||
|
|
||
| # 匹配开始参数 | ||
| m1 = re_start.search(line) | ||
| if m1: | ||
| cur_M, cur_N, cur_K, cur_type = m1.groups() | ||
| continue | ||
|
|
||
| # 匹配结果 | ||
| m2 = re_result.search(line) | ||
| if m2 and cur_M is not None: | ||
| elapsed, gops = m2.groups() | ||
| records.append({ | ||
| "M": cur_M, | ||
| "N": cur_N, | ||
| "K": cur_K, | ||
| "Type": cur_type, | ||
| "AvgTime(ms)": elapsed, | ||
| "GOPS": gops | ||
| }) | ||
| # 清空当前块(防止串行) | ||
| cur_M = cur_N = cur_K = cur_type = None | ||
|
|
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| # 输出 CSV | ||
| if not records: | ||
| print("⚠️ 未提取到任何有效数据") | ||
| sys.exit(0) | ||
|
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| csv_path = log_file.replace(".log", ".csv") | ||
| with open(csv_path, "w", newline="", encoding="utf-8") as csvfile: | ||
| writer = csv.DictWriter(csvfile, fieldnames=records[0].keys()) | ||
| writer.writeheader() | ||
| writer.writerows(records) | ||
|
|
||
| print(f"✅ 解析完成,共 {len(records)} 条数据") | ||
| print(f"📄 CSV 已生成:{csv_path}") | ||
|
|
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1 @@ | ||
| mcc gemm_fp64.mu -lmusart -lmublas -o gemm_fp64 --offload-arch=mp_31 |
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| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1 @@ | ||
| g++ gemm_tf32.cpp -std=c++17 -I/usr/local/musa/include -L /usr/local/musa/lib/ -fopenmp -lmudnn -lmusart -o gemm_tf32 -O2 |
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这里可能会confuse,要不写一下mudnn_bench的位置,否则需要手动安装
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补充mudnn_bench在/usr/local/musa下