diff --git a/example/analyze_hai21_03.py b/example/analyze_hai21_03.py index cc66a1a..5de7dab 100755 --- a/example/analyze_hai21_03.py +++ b/example/analyze_hai21_03.py @@ -12,13 +12,13 @@ from pathlib import Path BASE_DIR = Path(__file__).resolve().parent REPO_DIR = BASE_DIR.parent.parent -DATA_PATH = str(REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz") -OUT_DIR = str(BASE_DIR / "results") +DATA_PATH = REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz" +OUT_DIR = BASE_DIR / "results" MAX_ROWS = 5000 def analyze(path: str, max_rows: int): - with gzip.open(path, "rt", newline="") as f: + with gzip.open(str(path), "rt", newline="") as f: reader = csv.reader(f) cols = next(reader) stats = { @@ -74,11 +74,11 @@ def analyze(path: str, max_rows: int): def write_results(cols, continuous, discrete, unknown, rows): - os.makedirs(OUT_DIR, exist_ok=True) - split_path = os.path.join(OUT_DIR, "feature_split.txt") - summary_path = os.path.join(OUT_DIR, "summary.txt") + os.makedirs(str(OUT_DIR), exist_ok=True) + split_path = OUT_DIR / "feature_split.txt" + summary_path = OUT_DIR / "summary.txt" - with open(split_path, "w", encoding="ascii") as f: + with open(split_path, "w", encoding="utf-8") as f: f.write("discrete\n") f.write(",".join(discrete) + "\n") f.write("continuous\n") @@ -87,19 +87,19 @@ def write_results(cols, continuous, discrete, unknown, rows): f.write("unknown\n") f.write(",".join(unknown) + "\n") - with open(summary_path, "w", encoding="ascii") as f: + with open(summary_path, "w", encoding="utf-8") as f: f.write("rows_sampled: %d\n" % rows) f.write("columns_total: %d\n" % len(cols)) f.write("continuous: %d\n" % len(continuous)) f.write("discrete: %d\n" % len(discrete)) f.write("unknown: %d\n" % len(unknown)) - f.write("data_path: %s\n" % DATA_PATH) + f.write("data_path: %s\n" % str(DATA_PATH)) def main(): - if not os.path.exists(DATA_PATH): - raise SystemExit("missing data file: %s" % DATA_PATH) - cols, continuous, discrete, unknown, rows = analyze(DATA_PATH, MAX_ROWS) + if not DATA_PATH.exists(): + raise SystemExit("missing data file: %s" % str(DATA_PATH)) + cols, continuous, discrete, unknown, rows = analyze(str(DATA_PATH), MAX_ROWS) write_results(cols, continuous, discrete, unknown, rows) diff --git a/example/check_gpu_setup.py b/example/check_gpu_setup.py new file mode 100644 index 0000000..949aca2 --- /dev/null +++ b/example/check_gpu_setup.py @@ -0,0 +1,132 @@ +#!/usr/bin/env python3 +"""检查GPU设置和PyTorch安装""" + +import sys +import subprocess + +def check_nvidia_gpu(): + """检查是否有NVIDIA GPU""" + print("=== 检查NVIDIA GPU ===") + try: + result = subprocess.run(['nvidia-smi'], capture_output=True, text=True) + if result.returncode == 0: + print("✓ 找到NVIDIA GPU") + print("输出:") + print(result.stdout[:500]) # 只显示前500个字符 + return True + else: + print("✗ nvidia-smi命令失败") + print("错误:", result.stderr) + return False + except FileNotFoundError: + print("✗ nvidia-smi未找到，可能没有安装NVIDIA驱动") + return False + except Exception as e: + print(f"✗ 检查GPU时出错: {e}") + return False + +def check_pytorch_installation(): + """检查PyTorch安装""" + print("\n=== 检查PyTorch安装 ===") + try: + import torch + print(f"PyTorch版本: {torch.__version__}") + print(f"CUDA可用: {torch.cuda.is_available()}") + + if torch.cuda.is_available(): + print(f"CUDA版本: {torch.version.cuda}") + print(f"GPU数量: {torch.cuda.device_count()}") + for i in range(torch.cuda.device_count()): + print(f" GPU {i}: {torch.cuda.get_device_name(i)}") + return True, "gpu" + else: + print("警告: 安装的是CPU版本的PyTorch") + # 检查是否安装了GPU版本但CUDA不可用 + if '+cpu' in torch.__version__: + print("确认: 安装的是明确的CPU版本 (包含'+cpu')") + return True, "cpu" + else: + print("可能安装了GPU版本但CUDA驱动有问题") + return True, "cuda_but_not_working" + except ImportError: + print("✗ PyTorch未安装") + return False, "not_installed" + except Exception as e: + print(f"✗ 检查PyTorch时出错: {e}") + return False, "error" + +def get_installation_commands(): + """获取安装命令""" + print("\n=== 安装建议 ===") + + import platform + python_version = f"{sys.version_info.major}.{sys.version_info.minor}" + + print(f"Python版本: {python_version}") + print(f"操作系统: {platform.system()} {platform.release()}") + + print("\n安装GPU版本的PyTorch:") + print("1. 首先确保安装了NVIDIA驱动和CUDA工具包") + print("2. 根据你的CUDA版本选择以下命令之一:") + print() + print("对于CUDA 12.1:") + print(" pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121") + print() + print("对于CUDA 11.8:") + print(" pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu118") + print() + print("对于CPU版本:") + print(" pip install torch torchvision torchaudio") + print() + print("要检查CUDA版本，可以运行: nvcc --version") + +def check_current_setup(): + """检查当前设置""" + print("=== 当前设置检查 ===") + + has_gpu = check_nvidia_gpu() + pytorch_ok, pytorch_type = check_pytorch_installation() + + print("\n=== 总结 ===") + if has_gpu and pytorch_ok and pytorch_type == "gpu": + print("✓ 完美！你有GPU并且PyTorch GPU版本已正确安装") + print("可以运行: python run_pipeline.py --device cuda") + elif has_gpu and pytorch_ok and pytorch_type == "cpu": + print("⚠ 你有GPU但安装了CPU版本的PyTorch") + print("建议安装GPU版本的PyTorch以获得更好的性能") + get_installation_commands() + print("\n暂时可以运行: python run_pipeline.py --device cpu") + elif has_gpu and pytorch_ok and pytorch_type == "cuda_but_not_working": + print("⚠ 可能有GPU和GPU版本的PyTorch，但CUDA不可用") + print("检查CUDA驱动和PyTorch版本是否匹配") + get_installation_commands() + elif not has_gpu and pytorch_ok: + print("ℹ 没有GPU，使用CPU版本的PyTorch") + print("运行: python run_pipeline.py --device cpu") + elif not pytorch_ok: + print("✗ PyTorch未正确安装") + get_installation_commands() + + return has_gpu, pytorch_ok, pytorch_type + +def main(): + print("GPU和PyTorch设置检查工具") + print("=" * 50) + + has_gpu, pytorch_ok, pytorch_type = check_current_setup() + + print("\n=== 下一步建议 ===") + if has_gpu and pytorch_type == "cpu": + print("1. 考虑安装GPU版本的PyTorch") + print("2. 或者继续使用CPU: python run_pipeline.py --device cpu") + elif not has_gpu: + print("1. 只能使用CPU运行") + print("2. 运行: python run_pipeline.py --device cpu") + else: + print("1. 可以尝试运行: python run_pipeline.py --device cuda") + print("2. 或者: python run_pipeline.py --device auto") + + print("\n注意: 代码已修改，当指定--device cuda但CUDA不可用时，会自动回退到CPU") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/example/data_utils.py b/example/data_utils.py index 62ff464..685a9e4 100755 --- a/example/data_utils.py +++ b/example/data_utils.py @@ -9,7 +9,7 @@ from typing import Dict, Iterable, List, Optional, Tuple def load_split(path: str) -> Dict[str, List[str]]: - with open(path, "r", encoding="ascii") as f: + with open(path, "r", encoding="utf-8") as f: return json.load(f) diff --git a/example/debug_cuda_issue.py b/example/debug_cuda_issue.py new file mode 100644 index 0000000..994fbf0 --- /dev/null +++ b/example/debug_cuda_issue.py @@ -0,0 +1,193 @@ +#!/usr/bin/env python3 +"""详细诊断CUDA问题""" + +import sys +import os +import subprocess + +def check_system_info(): + """检查系统信息""" + print("=== 系统信息 ===") + import platform + print(f"操作系统: {platform.system()} {platform.release()}") + print(f"Python版本: {sys.version}") + print(f"Python路径: {sys.executable}") + print(f"当前目录: {os.getcwd()}") + +def check_nvidia_driver(): + """检查NVIDIA驱动""" + print("\n=== NVIDIA驱动检查 ===") + try: + result = subprocess.run(['nvidia-smi'], capture_output=True, text=True, encoding='utf-8', errors='ignore') + if result.returncode == 0: + print("✓ nvidia-smi 命令成功") + # 提取驱动版本 + for line in result.stdout.split('\n'): + if 'Driver Version' in line: + print(f"驱动版本: {line.strip()}") + if 'CUDA Version' in line: + print(f"CUDA版本: {line.strip()}") + return True + else: + print("✗ nvidia-smi 命令失败") + print(f"错误: {result.stderr}") + return False + except FileNotFoundError: + print("✗ nvidia-smi 未找到") + return False + except Exception as e: + print(f"✗ 检查NVIDIA驱动时出错: {e}") + return False + +def check_cuda_toolkit(): + """检查CUDA工具包""" + print("\n=== CUDA工具包检查 ===") + try: + result = subprocess.run(['nvcc', '--version'], capture_output=True, text=True, encoding='utf-8', errors='ignore') + if result.returncode == 0: + print("✓ nvcc 命令成功") + for line in result.stdout.split('\n'): + if 'release' in line.lower(): + print(f"CUDA编译器: {line.strip()}") + return True + else: + print("✗ nvcc 命令失败") + return False + except FileNotFoundError: + print("✗ nvcc 未找到") + return False + except Exception as e: + print(f"✗ 检查CUDA工具包时出错: {e}") + return False + +def check_pytorch_detailed(): + """详细检查PyTorch安装""" + print("\n=== PyTorch详细检查 ===") + try: + import torch + print(f"PyTorch版本: {torch.__version__}") + print(f"PyTorch路径: {torch.__file__}") + + # 检查是否包含+cpu + if '+cpu' in torch.__version__: + print("⚠ PyTorch版本包含 '+cpu'，这是CPU版本") + elif '+cu' in torch.__version__.lower(): + cuda_version = torch.__version__.split('+cu')[-1].split('+')[0] + print(f"✓ PyTorch是GPU版本，CUDA: {cuda_version}") + else: + print("ℹ PyTorch版本信息不明确") + + # 检查CUDA可用性 + print(f"\nCUDA可用性检查:") + print(f" torch.cuda.is_available(): {torch.cuda.is_available()}") + + if torch.cuda.is_available(): + print(f" CUDA版本: {torch.version.cuda}") + print(f" GPU数量: {torch.cuda.device_count()}") + for i in range(torch.cuda.device_count()): + print(f" GPU {i}: {torch.cuda.get_device_name(i)}") + print(f" 内存: {torch.cuda.get_device_properties(i).total_memory / 1024**3:.2f} GB") + + # 测试GPU计算 + try: + x = torch.randn(3, 3).cuda() + y = torch.randn(3, 3).cuda() + z = torch.matmul(x, y) + print(f" GPU计算测试: ✓ 成功") + except Exception as e: + print(f" GPU计算测试: ✗ 失败 - {e}") + else: + print(" CUDA不可用，原因可能是:") + print(" 1. 安装了CPU版本的PyTorch") + print(" 2. CUDA驱动不匹配") + print(" 3. 系统环境问题") + + return torch.cuda.is_available() + + except ImportError: + print("✗ PyTorch未安装") + return False + except Exception as e: + print(f"✗ 检查PyTorch时出错: {e}") + return False + +def check_conda_environment(): + """检查conda环境""" + print("\n=== Conda环境检查 ===") + try: + result = subprocess.run(['conda', 'info', '--envs'], capture_output=True, text=True, encoding='utf-8', errors='ignore') + if result.returncode == 0: + print("当前conda环境:") + for line in result.stdout.split('\n'): + if '*' in line: + print(f" {line.strip()}") + else: + print("无法获取conda环境信息") + except Exception as e: + print(f"检查conda环境时出错: {e}") + +def check_torch_installation(): + """检查torch安装详情""" + print("\n=== Torch安装详情 ===") + try: + import pkg_resources + packages = ['torch', 'torchvision', 'torchaudio'] + for pkg in packages: + try: + dist = pkg_resources.get_distribution(pkg) + print(f"{pkg}: {dist.version} ({dist.location})") + except pkg_resources.DistributionNotFound: + print(f"{pkg}: 未安装") + except Exception as e: + print(f"检查包详情时出错: {e}") + +def check_environment_variables(): + """检查环境变量""" + print("\n=== 环境变量检查 ===") + cuda_vars = ['CUDA_HOME', 'CUDA_PATH', 'PATH'] + for var in cuda_vars: + value = os.environ.get(var, '未设置') + if var == 'PATH' and 'cuda' in value.lower(): + print(f"{var}: 包含CUDA路径") + elif var != 'PATH': + print(f"{var}: {value}") + +def main(): + print("CUDA问题详细诊断工具") + print("=" * 60) + + check_system_info() + check_nvidia_driver() + check_cuda_toolkit() + check_conda_environment() + check_environment_variables() + check_torch_installation() + cuda_available = check_pytorch_detailed() + + print("\n" + "=" * 60) + print("=== 问题诊断与解决方案 ===") + + if not cuda_available: + print("\n问题: PyTorch无法检测到CUDA") + print("\n可能的原因和解决方案:") + print("1. 安装了CPU版本的PyTorch") + print(" 解决方案: 重新安装GPU版本的PyTorch") + print(" 命令: pip uninstall torch torchvision torchaudio") + print(" pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121") + print() + print("2. CUDA版本不匹配") + print(" 你的CUDA版本: 12.3") + print(" 需要安装对应的PyTorch版本") + print(" 命令: pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu123") + print() + print("3. 环境变量问题") + print(" 确保CUDA_HOME或CUDA_PATH正确设置") + print() + print("4. 驱动程序问题") + print(" 更新NVIDIA驱动程序到最新版本") + else: + print("\n✓ CUDA可用，可以正常使用GPU") + print("运行命令: python run_pipeline.py --device cuda") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/example/evaluate_generated.py b/example/evaluate_generated.py index a347970..ee1872f 100644 --- a/example/evaluate_generated.py +++ b/example/evaluate_generated.py @@ -10,7 +10,7 @@ from typing import Dict, Tuple def load_json(path: str) -> Dict: - with open(path, "r", encoding="ascii") as f: + with open(path, "r", encoding="utf-8") as f: return json.load(f) @@ -106,7 +106,7 @@ def main(): "discrete_invalid_counts": disc_invalid, } - with open(args.out, "w", encoding="ascii") as f: + with open(args.out, "w", encoding="utf-8") as f: json.dump(report, f, indent=2) print("eval_report", args.out) diff --git a/example/export_samples.py b/example/export_samples.py index aa3658a..47bd1d7 100644 --- a/example/export_samples.py +++ b/example/export_samples.py @@ -14,15 +14,16 @@ import torch.nn.functional as F from data_utils import load_split from hybrid_diffusion import HybridDiffusionModel, cosine_beta_schedule +from platform_utils import resolve_device, safe_path, ensure_dir def load_vocab(path: str) -> Dict[str, Dict[str, int]]: - with open(path, "r", encoding="ascii") as f: + with open(path, "r", encoding="utf-8") as f: return json.load(f)["vocab"] def load_stats(path: str): - with open(path, "r", encoding="ascii") as f: + with open(path, "r", encoding="utf-8") as f: return json.load(f) @@ -66,17 +67,7 @@ def parse_args(): return parser.parse_args() -def resolve_device(mode: str) -> str: - mode = mode.lower() - if mode == "cpu": - return "cpu" - if mode == "cuda": - if not torch.cuda.is_available(): - raise SystemExit("device set to cuda but CUDA is not available") - return "cuda" - if torch.cuda.is_available(): - return "cuda" - return "cpu" +# 使用 platform_utils 中的 resolve_device 函数 def main(): @@ -156,7 +147,7 @@ def main(): out_cols = [c for c in header if c != time_col or args.include_time] os.makedirs(os.path.dirname(args.out), exist_ok=True) - with open(args.out, "w", newline="", encoding="ascii") as f: + with open(args.out, "w", newline="", encoding="utf-8") as f: writer = csv.DictWriter(f, fieldnames=out_cols) writer.writeheader() diff --git a/example/find_correct_torch.py b/example/find_correct_torch.py new file mode 100644 index 0000000..8369db0 --- /dev/null +++ b/example/find_correct_torch.py @@ -0,0 +1,75 @@ +#!/usr/bin/env python3 +"""查找正确的PyTorch安装命令""" + +import sys + +def check_cuda_compatibility(): + """检查CUDA兼容性""" + print("=== CUDA兼容性检查 ===") + print("你的CUDA版本: 12.3") + print("\nPyTorch官方支持的CUDA版本:") + print("1. CUDA 12.1 - 最新稳定版") + print("2. CUDA 11.8 - 广泛支持") + print("3. CUDA 11.7 - 旧版本支持") + print("\n注意: CUDA 12.3可能还没有官方预编译包") + +def get_installation_options(): + """获取安装选项""" + print("\n=== 安装选项 ===") + + print("选项1: 使用CUDA 12.1（向后兼容）") + print("大多数CUDA 12.x版本是兼容的") + print("命令: pip install torch torchvision torchaudio --index-url https://download.pytorch.org/whl/cu121") + print() + + print("选项2: 使用conda安装（推荐）") + print("conda会自动处理CUDA兼容性") + print("命令: conda install pytorch torchvision torchaudio pytorch-cuda=12.1 -c pytorch -c nvidia") + print() + + print("选项3: 从源码编译（高级用户）") + print("如果需要特定CUDA版本") + print() + + print("选项4: 使用CPU版本") + print("如果没有GPU或不想处理兼容性问题") + print("命令: pip install torch torchvision torchaudio") + +def check_current_torch(): + """检查当前torch安装""" + print("\n=== 当前PyTorch状态 ===") + try: + import torch + print(f"已安装版本: {torch.__version__}") + print(f"CUDA可用: {torch.cuda.is_available()}") + + if '+cpu' in torch.__version__: + print("类型: CPU版本") + elif '+cu' in torch.__version__.lower(): + print("类型: GPU版本") + cuda_ver = torch.__version__.split('+cu')[-1].split('+')[0] + print(f"编译的CUDA版本: {cuda_ver}") + else: + print("类型: 未知") + + except ImportError: + print("PyTorch未安装") + +def main(): + print("PyTorch安装指南") + print("=" * 50) + + check_cuda_compatibility() + check_current_torch() + get_installation_options() + + print("\n=== 推荐方案 ===") + print("1. 首先尝试选项1（CUDA 12.1）") + print("2. 如果不行，使用选项2（conda安装）") + print("3. 或者暂时使用CPU版本运行代码") + + print("\n=== 验证安装 ===") + print("安装后运行: python -c \"import torch; print(f'版本: {torch.__version__}'); print(f'CUDA可用: {torch.cuda.is_available()}')\"") + +if __name__ == "__main__": + main() \ No newline at end of file diff --git a/example/platform_utils.py b/example/platform_utils.py new file mode 100644 index 0000000..125b3d0 --- /dev/null +++ b/example/platform_utils.py @@ -0,0 +1,215 @@ +#!/usr/bin/env python3 +"""跨平台工具函数：设备检测和路径处理""" + +import os +import sys +import platform +from pathlib import Path +from typing import Optional, Union + +# 尝试导入torch，但不是强制的 +try: + import torch + TORCH_AVAILABLE = True +except ImportError: + TORCH_AVAILABLE = False + torch = None + + +def get_platform_info() -> dict: + """获取平台信息""" + return { + "system": platform.system(), + "release": platform.release(), + "version": platform.version(), + "machine": platform.machine(), + "processor": platform.processor(), + "python_version": platform.python_version(), + "python_executable": sys.executable, + "current_dir": os.getcwd(), + } + + +def is_windows() -> bool: + """检查是否在Windows上运行""" + return platform.system().lower() == "windows" + + +def is_linux() -> bool: + """检查是否在Linux上运行""" + return platform.system().lower() == "linux" + + +def is_macos() -> bool: + """检查是否在macOS上运行""" + return platform.system().lower() == "darwin" + + +def resolve_device(device: str = "auto", verbose: bool = True) -> str: + """ + 解析设备字符串，自动检测最佳设备 + + Args: + device: "auto", "cpu", "cuda", or "mps" (macOS) + verbose: 是否打印信息 + + Returns: + 设备字符串: "cpu", "cuda", or "mps" + """ + if not TORCH_AVAILABLE: + if verbose: + print("警告: PyTorch未安装，只能使用CPU") + return "cpu" + + device = device.lower().strip() + + if device == "cpu": + if verbose: + print("设备: CPU (用户指定)") + return "cpu" + + if device == "cuda": + if torch.cuda.is_available(): + if verbose: + gpu_count = torch.cuda.device_count() + gpu_name = torch.cuda.get_device_name(0) if gpu_count > 0 else "未知" + print(f"设备: CUDA (GPU: {gpu_name}, 数量: {gpu_count})") + return "cuda" + else: + if verbose: + print("警告: 指定了CUDA但不可用，自动回退到CPU") + print("提示: 检查PyTorch是否安装了GPU版本") + return "cpu" + + if device == "mps" and is_macos(): + # macOS的Metal Performance Shaders + if hasattr(torch.backends, 'mps') and torch.backends.mps.is_available(): + if verbose: + print("设备: MPS (macOS Metal)") + return "mps" + else: + if verbose: + print("警告: MPS不可用，回退到CPU") + return "cpu" + + # 自动检测 + if torch.cuda.is_available(): + if verbose: + gpu_count = torch.cuda.device_count() + gpu_name = torch.cuda.get_device_name(0) if gpu_count > 0 else "未知" + print(f"设备: CUDA (自动检测到GPU: {gpu_name})") + return "cuda" + + if is_macos() and hasattr(torch.backends, 'mps') and torch.backends.mps.is_available(): + if verbose: + print("设备: MPS (macOS Metal, 自动检测)") + return "mps" + + if verbose: + print("设备: CPU (自动检测，无GPU可用)") + return "cpu" + + +def safe_path(path: Union[str, Path]) -> str: + """ + 安全地处理路径，确保跨平台兼容性 + + Args: + path: 路径字符串或Path对象 + + Returns: + 字符串形式的路径 + """ + if isinstance(path, Path): + return str(path) + + # 如果是字符串，确保使用正确的路径分隔符 + path_str = str(path) + + # 替换可能存在的错误分隔符 + if is_windows(): + # Windows上，确保使用反斜杠 + path_str = path_str.replace('/', '\\') + else: + # Linux/macOS上，确保使用正斜杠 + path_str = path_str.replace('\\', '/') + + return path_str + + +def ensure_dir(path: Union[str, Path]) -> Path: + """ + 确保目录存在，如果不存在则创建 + + Args: + path: 目录路径 + + Returns: + Path对象 + """ + path_obj = Path(path) if isinstance(path, str) else path + path_obj.mkdir(parents=True, exist_ok=True) + return path_obj + + +def get_relative_path(base: Union[str, Path], target: Union[str, Path]) -> Path: + """ + 获取相对于基路径的相对路径 + + Args: + base: 基路径 + target: 目标路径 + + Returns: + 相对路径的Path对象 + """ + base_path = Path(base) if isinstance(base, str) else base + target_path = Path(target) if isinstance(target, str) else target + + # 如果目标路径是绝对路径，直接返回 + if target_path.is_absolute(): + return target_path + + # 否则相对于基路径 + return (base_path / target_path).resolve() + + +def print_platform_summary(): + """打印平台摘要信息""" + info = get_platform_info() + print("=" * 50) + print("平台信息:") + print(f" 系统: {info['system']} {info['release']}") + print(f" 处理器: {info['processor']}") + print(f" Python: {info['python_version']}") + print(f" 当前目录: {info['current_dir']}") + + if TORCH_AVAILABLE: + print(f" PyTorch: {torch.__version__}") + print(f" CUDA可用: {torch.cuda.is_available()}") + if torch.cuda.is_available(): + print(f" GPU数量: {torch.cuda.device_count()}") + for i in range(torch.cuda.device_count()): + print(f" GPU {i}: {torch.cuda.get_device_name(i)}") + else: + print(" PyTorch: 未安装") + + print("=" * 50) + + +if __name__ == "__main__": + # 测试代码 + print_platform_summary() + + print("\n设备检测测试:") + for device in ["auto", "cpu", "cuda", "mps"]: + try: + result = resolve_device(device, verbose=True) + print(f" 输入: '{device}' -> 输出: '{result}'") + except Exception as e: + print(f" 输入: '{device}' -> 错误: {e}") + + print("\n路径处理测试:") + test_path = "some/path/to/file.txt" + print(f" 原始路径: {test_path}") + print(f" 安全路径: {safe_path(test_path)}") \ No newline at end of file diff --git a/example/plot_loss.py b/example/plot_loss.py index c33af09..d45a7ed 100644 --- a/example/plot_loss.py +++ b/example/plot_loss.py @@ -35,7 +35,7 @@ def main(): loss_cont = [] loss_disc = [] - with log_path.open("r", encoding="ascii", newline="") as f: + with log_path.open("r", encoding="utf-8", newline="") as f: reader = csv.DictReader(f) for row in reader: steps.append(int(row["step"])) diff --git a/example/prepare_data.py b/example/prepare_data.py index 3dbe399..6eb8e42 100755 --- a/example/prepare_data.py +++ b/example/prepare_data.py @@ -6,28 +6,30 @@ from pathlib import Path from typing import Optional from data_utils import compute_cont_stats, build_vocab, load_split +from platform_utils import safe_path, ensure_dir BASE_DIR = Path(__file__).resolve().parent REPO_DIR = BASE_DIR.parent.parent -DATA_PATH = str(REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz") -SPLIT_PATH = str(BASE_DIR / "feature_split.json") -OUT_STATS = str(BASE_DIR / "results" / "cont_stats.json") -OUT_VOCAB = str(BASE_DIR / "results" / "disc_vocab.json") +DATA_PATH = REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz" +SPLIT_PATH = BASE_DIR / "feature_split.json" +OUT_STATS = BASE_DIR / "results" / "cont_stats.json" +OUT_VOCAB = BASE_DIR / "results" / "disc_vocab.json" def main(max_rows: Optional[int] = None): - split = load_split(SPLIT_PATH) + split = load_split(safe_path(SPLIT_PATH)) time_col = split.get("time_column", "time") cont_cols = [c for c in split["continuous"] if c != time_col] disc_cols = [c for c in split["discrete"] if not c.startswith("attack") and c != time_col] - mean, std = compute_cont_stats(DATA_PATH, cont_cols, max_rows=max_rows) - vocab = build_vocab(DATA_PATH, disc_cols, max_rows=max_rows) + mean, std = compute_cont_stats(safe_path(DATA_PATH), cont_cols, max_rows=max_rows) + vocab = build_vocab(safe_path(DATA_PATH), disc_cols, max_rows=max_rows) - with open(OUT_STATS, "w", encoding="ascii") as f: + ensure_dir(OUT_STATS.parent) + with open(safe_path(OUT_STATS), "w", encoding="utf-8") as f: json.dump({"mean": mean, "std": std, "max_rows": max_rows}, f, indent=2) - with open(OUT_VOCAB, "w", encoding="ascii") as f: + with open(safe_path(OUT_VOCAB), "w", encoding="utf-8") as f: json.dump({"vocab": vocab, "max_rows": max_rows}, f, indent=2) diff --git a/example/results/cont_stats.json b/example/results/cont_stats.json new file mode 100644 index 0000000..28f9808 --- /dev/null +++ b/example/results/cont_stats.json @@ -0,0 +1,113 @@ +{ + "mean": { + "P1_B2004": 0.08649086820000026, + "P1_B2016": 1.376161456000001, + "P1_B3004": 396.1861596906018, + "P1_B3005": 1037.372384413793, + "P1_B4002": 32.564872940799994, + "P1_B4005": 65.98190757240047, + "P1_B400B": 1925.0391570245934, + "P1_B4022": 36.28908066800001, + "P1_FCV02Z": 21.744261118400036, + "P1_FCV03D": 57.36123274140044, + "P1_FCV03Z": 58.05084519640002, + "P1_FT01": 184.18615112319728, + "P1_FT01Z": 851.8781750705965, + "P1_FT02": 1255.8572173544069, + "P1_FT02Z": 1925.0210755194114, + "P1_FT03": 269.37285885780574, + "P1_FT03Z": 1037.366172230601, + "P1_LCV01D": 11.228849048599963, + "P1_LCV01Z": 10.991610181600016, + "P1_LIT01": 396.8845311109994, + "P1_PCV01D": 53.80101618419986, + "P1_PCV01Z": 54.646640287199595, + "P1_PCV02Z": 12.017773542800072, + "P1_PIT01": 1.3692859488000075, + "P1_PIT02": 0.44459071260000227, + "P1_TIT01": 35.64255813999988, + "P1_TIT02": 36.44807823060023, + "P2_24Vdc": 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+epoch,step,loss,loss_cont,loss_disc +0,0,21.821945,1.016319,42.627571 +0,10,12.070929,1.017697,23.124159 +0,20,11.243023,1.009492,21.476553 +1,0,5.083598,1.008866,9.158330 +1,10,4.794728,1.000879,8.588578 +1,20,6.745983,0.996609,12.495358 +2,0,2.714600,1.000785,4.428415 +2,10,3.868878,1.000244,6.737513 +2,20,6.114824,1.001083,11.228566 +3,0,2.434407,0.997827,3.870986 +3,10,3.659001,0.998288,6.319713 +3,20,6.131590,1.003013,11.260167 +4,0,2.331475,1.005861,3.657088 +4,10,3.591098,1.000090,6.182106 +4,20,5.987212,0.997832,10.976592 diff --git a/example/run_pipeline.py b/example/run_pipeline.py index cb7ee85..e9e9486 100644 --- a/example/run_pipeline.py +++ b/example/run_pipeline.py @@ -6,10 +6,19 @@ import subprocess import sys from pathlib import Path +from platform_utils import safe_path, is_windows + def run(cmd): print("running:", " ".join(cmd)) - subprocess.run(cmd, check=True) + # 使用safe_path确保跨平台兼容性 + cmd = [safe_path(arg) for arg in cmd] + + # 在Windows上可能需要特殊处理 + if is_windows(): + subprocess.run(cmd, check=True, shell=False) + else: + subprocess.run(cmd, check=True) def parse_args(): @@ -32,7 +41,7 @@ def main(): args = parse_args() base_dir = Path(__file__).resolve().parent run([sys.executable, str(base_dir / "prepare_data.py")]) - run([sys.executable, str(base_dir / "train.py"), "--config", args.config]) + run([sys.executable, str(base_dir / "train.py"), "--config", args.config, "--device", args.device]) run( [ sys.executable, diff --git a/example/sample.py b/example/sample.py index 3ad0577..071d002 100755 --- a/example/sample.py +++ b/example/sample.py @@ -11,23 +11,14 @@ import torch.nn.functional as F from data_utils import load_split from hybrid_diffusion import HybridDiffusionModel, cosine_beta_schedule +from platform_utils import resolve_device, safe_path, ensure_dir BASE_DIR = Path(__file__).resolve().parent -SPLIT_PATH = str(BASE_DIR / "feature_split.json") -VOCAB_PATH = str(BASE_DIR / "results" / "disc_vocab.json") -MODEL_PATH = str(BASE_DIR / "results" / "model.pt") +SPLIT_PATH = BASE_DIR / "feature_split.json" +VOCAB_PATH = BASE_DIR / "results" / "disc_vocab.json" +MODEL_PATH = BASE_DIR / "results" / "model.pt" -def resolve_device(mode: str) -> str: - mode = mode.lower() - if mode == "cpu": - return "cpu" - if mode == "cuda": - if not torch.cuda.is_available(): - raise SystemExit("device set to cuda but CUDA is not available") - return "cuda" - if torch.cuda.is_available(): - return "cuda" - return "cpu" +# 使用 platform_utils 中的 resolve_device 函数 DEVICE = resolve_device("auto") @@ -37,12 +28,12 @@ BATCH_SIZE = 2 def load_vocab(): - with open(VOCAB_PATH, "r", encoding="ascii") as f: + with open(str(VOCAB_PATH), "r", encoding="utf-8") as f: return json.load(f)["vocab"] def main(): - split = load_split(SPLIT_PATH) + split = load_split(str(SPLIT_PATH)) time_col = split.get("time_column", "time") cont_cols = [c for c in split["continuous"] if c != time_col] disc_cols = [c for c in split["discrete"] if not c.startswith("attack") and c != time_col] @@ -52,8 +43,8 @@ def main(): print("device", DEVICE) model = HybridDiffusionModel(cont_dim=len(cont_cols), disc_vocab_sizes=vocab_sizes).to(DEVICE) - if os.path.exists(MODEL_PATH): - model.load_state_dict(torch.load(MODEL_PATH, map_location=DEVICE, weights_only=True)) + if MODEL_PATH.exists(): + model.load_state_dict(torch.load(str(MODEL_PATH), map_location=DEVICE, weights_only=True)) model.eval() betas = cosine_beta_schedule(TIMESTEPS).to(DEVICE) diff --git a/example/test_all_modifications.py b/example/test_all_modifications.py new file mode 100644 index 0000000..9017fbc --- /dev/null +++ b/example/test_all_modifications.py @@ -0,0 +1,235 @@ +#!/usr/bin/env python3 +"""测试所有跨平台修改""" + +import os +import sys +import importlib +from pathlib import Path + +def test_imports(): + """测试所有模块导入""" + print("=== 测试模块导入 ===") + + modules_to_test = [ + "platform_utils", + "data_utils", + "hybrid_diffusion", + "prepare_data", + "train", + "export_samples", + "sample", + "train_stub", + "evaluate_generated", + "plot_loss", + "analyze_hai21_03", + "run_pipeline", + ] + + all_success = True + for module_name in modules_to_test: + try: + module = importlib.import_module(module_name) + print(f"✓ {module_name} 导入成功") + # 检查是否有明显的语法错误 + if hasattr(module, '__file__'): + print(f" 路径: {module.__file__}") + except ImportError as e: + print(f"✗ {module_name} 导入失败: {e}") + all_success = False + except SyntaxError as e: + print(f"✗ {module_name} 语法错误: {e}") + all_success = False + except Exception as e: + print(f"✗ {module_name} 其他错误: {e}") + all_success = False + + return all_success + +def test_platform_utils(): + """测试平台工具函数""" + print("\n=== 测试 platform_utils ===") + + try: + from platform_utils import ( + get_platform_info, + is_windows, + is_linux, + is_macos, + resolve_device, + safe_path, + ensure_dir, + print_platform_summary + ) + + print("✓ 所有函数导入成功") + + # 测试平台检测 + info = get_platform_info() + print(f" 系统: {info['system']}") + print(f" Windows检测: {is_windows()}") + print(f" Linux检测: {is_linux()}") + print(f" macOS检测: {is_macos()}") + + # 测试路径处理 + test_path = "some/path/to/file.txt" + safe_result = safe_path(test_path) + print(f" 路径处理: '{test_path}' -> '{safe_result}'") + + # 测试设备检测 + print(" 设备检测测试:") + for device in ["auto", "cpu", "cuda"]: + try: + result = resolve_device(device, verbose=False) + print(f" '{device}' -> '{result}'") + except Exception as e: + print(f" '{device}' -> 错误: {e}") + + return True + except Exception as e: + print(f"✗ platform_utils 测试失败: {e}") + return False + +def test_path_handling(): + """测试路径处理""" + print("\n=== 测试路径处理 ===") + + try: + from platform_utils import safe_path, ensure_dir + import tempfile + + # 测试safe_path + test_cases = [ + "simple/path", + "path/with\\mixed\\separators", + Path("pathlib/object"), + "C:\\Windows\\Path" if os.name == 'nt' else "/linux/path" + ] + + for test in test_cases: + result = safe_path(test) + print(f" safe_path('{test}') -> '{result}'") + + # 测试ensure_dir + with tempfile.TemporaryDirectory() as tmpdir: + test_dir = Path(tmpdir) / "test" / "subdir" + ensure_dir(test_dir) + if test_dir.exists(): + print(f" ensure_dir 成功: {test_dir}") + else: + print(f" ensure_dir 失败: {test_dir}") + + return True + except Exception as e: + print(f"✗ 路径处理测试失败: {e}") + return False + +def test_device_resolution(): + """测试设备解析""" + print("\n=== 测试设备解析 ===") + + try: + from platform_utils import resolve_device + + print("设备解析结果:") + for device_mode in ["auto", "cpu", "cuda"]: + try: + device = resolve_device(device_mode, verbose=True) + print(f" 模式 '{device_mode}': {device}") + except Exception as e: + print(f" 模式 '{device_mode}' 错误: {e}") + + return True + except Exception as e: + print(f"✗ 设备解析测试失败: {e}") + return False + +def check_file_modifications(): + """检查文件修改""" + print("\n=== 检查文件修改 ===") + + files_to_check = [ + "platform_utils.py", + "train.py", + "export_samples.py", + "sample.py", + "train_stub.py", + "run_pipeline.py", + "prepare_data.py", + ] + + all_exist = True + for filename in files_to_check: + filepath = Path(__file__).parent / filename + if filepath.exists(): + print(f"✓ {filename} 存在") + # 检查文件大小 + size = filepath.stat().st_size + print(f" 大小: {size} 字节") + else: + print(f"✗ {filename} 不存在") + all_exist = False + + return all_exist + +def main(): + print("跨平台修改测试工具") + print("=" * 60) + + # 打印平台信息 + from platform_utils import print_platform_summary + print_platform_summary() + + # 运行测试 + tests = [ + ("文件修改检查", check_file_modifications), + ("模块导入测试", test_imports), + ("平台工具测试", test_platform_utils), + ("路径处理测试", test_path_handling), + ("设备解析测试", test_device_resolution), + ] + + results = [] + for test_name, test_func in tests: + try: + success = test_func() + results.append((test_name, success)) + except Exception as e: + print(f"{test_name} 测试异常: {e}") + results.append((test_name, False)) + + print("\n" + "=" * 60) + print("=== 测试结果汇总 ===") + + all_passed = True + for test_name, success in results: + status = "✓ 通过" if success else "✗ 失败" + print(f"{test_name}: {status}") + if not success: + all_passed = False + + print("\n" + "=" * 60) + print("=== 使用说明 ===") + + if all_passed: + print("所有测试通过！代码现在应该可以在Windows和Linux上运行。") + print("\n运行完整流程:") + print(" python run_pipeline.py --device auto") + print("\n单独运行:") + print(" python prepare_data.py") + print(" python train.py --device auto") + print(" python export_samples.py --device auto --include-time") + print(" python evaluate_generated.py") + print(" python plot_loss.py") + else: + print("部分测试失败，需要进一步检查。") + + print("\n设备选项:") + print(" --device auto : 自动检测最佳设备（推荐）") + print(" --device cpu : 强制使用CPU") + print(" --device cuda : 强制使用GPU（如果可用）") + + return all_passed + +if __name__ == "__main__": + success = main() + sys.exit(0 if success else 1) \ No newline at end of file diff --git a/example/test_gpu.py b/example/test_gpu.py new file mode 100644 index 0000000..ecbdb0b --- /dev/null +++ b/example/test_gpu.py @@ -0,0 +1,128 @@ +#!/usr/bin/env python3 +"""测试GPU可用性和配置""" + +import torch +import sys + +def test_gpu(): + print("=== GPU测试 ===") + print(f"PyTorch版本: {torch.__version__}") + print(f"CUDA可用: {torch.cuda.is_available()}") + + if torch.cuda.is_available(): + print(f"CUDA版本: {torch.version.cuda}") + print(f"GPU数量: {torch.cuda.device_count()}") + + for i in range(torch.cuda.device_count()): + print(f"\nGPU {i}:") + print(f" 名称: {torch.cuda.get_device_name(i)}") + print(f" 内存总量: {torch.cuda.get_device_properties(i).total_memory / 1024**3:.2f} GB") + + # 测试GPU张量 + try: + x = torch.randn(3, 3).cuda(i) + y = torch.randn(3, 3).cuda(i) + z = torch.matmul(x, y) + print(f" GPU计算测试: 成功") + print(f" 当前内存使用: {torch.cuda.memory_allocated(i) / 1024**2:.2f} MB") + print(f" 最大内存使用: {torch.cuda.max_memory_allocated(i) / 1024**2:.2f} MB") + except Exception as e: + print(f" GPU计算测试: 失败 - {e}") + else: + print("警告: CUDA不可用，将使用CPU运行") + + return torch.cuda.is_available() + +def test_device_resolution(): + print("\n=== 设备解析测试 ===") + + def resolve_device(mode: str) -> str: + mode = mode.lower() + if mode == "cpu": + return "cpu" + if mode == "cuda": + if not torch.cuda.is_available(): + raise SystemExit("device set to cuda but CUDA is not available") + return "cuda" + if torch.cuda.is_available(): + return "cuda" + return "cpu" + + test_cases = [ + ("auto", "应该自动选择GPU（如果可用）"), + ("cpu", "应该强制使用CPU"), + ("cuda", "应该使用GPU（如果可用）"), + ] + + for mode, description in test_cases: + try: + device = resolve_device(mode) + print(f"模式 '{mode}': {device} - {description}") + except SystemExit as e: + print(f"模式 '{mode}': 错误 - {e}") + except Exception as e: + print(f"模式 '{mode}': 异常 - {e}") + +def test_training_components(): + print("\n=== 训练组件测试 ===") + + # 测试是否能导入关键模块 + try: + from hybrid_diffusion import HybridDiffusionModel, cosine_beta_schedule + print("✓ hybrid_diffusion 模块导入成功") + + # 创建一个简单的模型 + model = HybridDiffusionModel(cont_dim=10, disc_vocab_sizes=[5, 3, 2]) + + if torch.cuda.is_available(): + model = model.cuda() + print("✓ 模型可以移动到GPU") + else: + print("✓ 模型在CPU上") + + # 测试前向传播 + batch_size = 2 + seq_len = 16 + x_cont = torch.randn(batch_size, seq_len, 10) + x_disc = torch.randint(0, 5, (batch_size, seq_len, 3)) + t = torch.randint(0, 100, (batch_size,)) + + if torch.cuda.is_available(): + x_cont = x_cont.cuda() + x_disc = x_disc.cuda() + t = t.cuda() + model = model.cuda() + + eps_pred, logits = model(x_cont, x_disc, t) + print(f"✓ 前向传播成功") + print(f" 连续输出形状: {eps_pred.shape}") + print(f" 离散输出数量: {len(logits)}") + + except ImportError as e: + print(f"✗ 模块导入失败: {e}") + except Exception as e: + print(f"✗ 测试失败: {e}") + +def main(): + print("开始GPU和训练配置测试...") + + gpu_available = test_gpu() + test_device_resolution() + test_training_components() + + print("\n=== 使用建议 ===") + if gpu_available: + print("1. 使用GPU运行: python run_pipeline.py --device cuda") + print("2. 或自动选择: python run_pipeline.py --device auto") + print("3. 单独训练: python train.py --device cuda") + print("4. 单独采样: python export_samples.py --device cuda") + else: + print("1. 只能使用CPU运行: python run_pipeline.py --device cpu") + print("2. 检查CUDA和PyTorch安装") + print("3. 确保有NVIDIA GPU和正确的驱动程序") + + return gpu_available + +if __name__ == "__main__": + success = main() + sys.exit(0 if success else 1) \ No newline at end of file diff --git a/example/test_windows_compatibility.py b/example/test_windows_compatibility.py new file mode 100644 index 0000000..3f1b30a --- /dev/null +++ b/example/test_windows_compatibility.py @@ -0,0 +1,140 @@ +#!/usr/bin/env python3 +"""测试Windows兼容性修改""" + +import os +import sys +from pathlib import Path + +def test_path_operations(): + """测试路径操作""" + print("=== 测试路径操作 ===") + + # 测试Path对象 + base_dir = Path(__file__).resolve().parent + print(f"Base directory: {base_dir}") + print(f"Base directory exists: {base_dir.exists()}") + + # 测试路径拼接 + test_path = base_dir / "test_file.txt" + print(f"Test path: {test_path}") + print(f"Test path is absolute: {test_path.is_absolute()}") + + # 测试路径解析 + print(f"Parent: {test_path.parent}") + print(f"Name: {test_path.name}") + + return True + +def test_file_operations(): + """测试文件操作""" + print("\n=== 测试文件操作 ===") + + base_dir = Path(__file__).resolve().parent + test_file = base_dir / "test_windows_compat.txt" + + try: + # 测试写入（UTF-8编码） + with open(test_file, "w", encoding="utf-8") as f: + f.write("测试Windows兼容性\n") + f.write("Test Windows compatibility\n") + f.write("中文字符测试\n") + print(f"文件写入成功: {test_file}") + + # 测试读取 + with open(test_file, "r", encoding="utf-8") as f: + content = f.read() + print(f"文件读取成功，内容长度: {len(content)}") + + # 清理 + test_file.unlink() + print("测试文件已清理") + + return True + except Exception as e: + print(f"文件操作失败: {e}") + return False + +def test_imports(): + """测试导入""" + print("\n=== 测试导入 ===") + + modules_to_test = [ + "json", + "csv", + "gzip", + "os", + "sys", + "pathlib", + "argparse", + "subprocess", + ] + + all_success = True + for module_name in modules_to_test: + try: + __import__(module_name) + print(f"✓ {module_name} 导入成功") + except ImportError as e: + print(f"✗ {module_name} 导入失败: {e}") + all_success = False + + return all_success + +def test_path_resolution(): + """测试路径解析""" + print("\n=== 测试路径解析 ===") + + # 测试相对路径解析 + rel_path = Path("./test/../example") + abs_path = rel_path.resolve() + print(f"相对路径: {rel_path}") + print(f"解析后绝对路径: {abs_path}") + + # 测试路径拼接 + path1 = Path("C:/Users/test") + path2 = Path("documents/file.txt") + combined = path1 / path2 + print(f"路径拼接: {combined}") + + return True + +def main(): + print("开始Windows兼容性测试...") + print(f"Python版本: {sys.version}") + print(f"操作系统: {os.name}") + print(f"当前目录: {os.getcwd()}") + + tests = [ + ("路径操作", test_path_operations), + ("文件操作", test_file_operations), + ("模块导入", test_imports), + ("路径解析", test_path_resolution), + ] + + results = [] + for test_name, test_func in tests: + try: + success = test_func() + results.append((test_name, success)) + except Exception as e: + print(f"{test_name} 测试异常: {e}") + results.append((test_name, False)) + + print("\n=== 测试结果汇总 ===") + all_passed = True + for test_name, success in results: + status = "✓ 通过" if success else "✗ 失败" + print(f"{test_name}: {status}") + if not success: + all_passed = False + + if all_passed: + print("\n所有测试通过！代码应该可以在Windows上正常运行。") + else: + print("\n部分测试失败，需要进一步检查。") + + return all_passed + +if __name__ == "__main__": + success = main() + sys.exit(0 if success else 1) \ No newline at end of file diff --git a/example/train.py b/example/train.py index 67f0c29..2ed80f8 100755 --- a/example/train.py +++ b/example/train.py @@ -18,17 +18,18 @@ from hybrid_diffusion import ( q_sample_continuous, q_sample_discrete, ) +from platform_utils import resolve_device, safe_path, ensure_dir BASE_DIR = Path(__file__).resolve().parent REPO_DIR = BASE_DIR.parent.parent DEFAULTS = { - "data_path": str(REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz"), - "split_path": str(BASE_DIR / "feature_split.json"), - "stats_path": str(BASE_DIR / "results" / "cont_stats.json"), - "vocab_path": str(BASE_DIR / "results" / "disc_vocab.json"), - "out_dir": str(BASE_DIR / "results"), + "data_path": REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz", + "split_path": BASE_DIR / "feature_split.json", + "stats_path": BASE_DIR / "results" / "cont_stats.json", + "vocab_path": BASE_DIR / "results" / "disc_vocab.json", + "out_dir": BASE_DIR / "results", "device": "auto", "timesteps": 1000, "batch_size": 8, @@ -44,7 +45,7 @@ DEFAULTS = { def load_json(path: str) -> Dict: - with open(path, "r", encoding="ascii") as f: + with open(path, "r", encoding="utf-8") as f: return json.load(f) @@ -57,22 +58,13 @@ def set_seed(seed: int): torch.backends.cudnn.benchmark = False -def resolve_device(mode: str) -> str: - mode = mode.lower() - if mode == "cpu": - return "cpu" - if mode == "cuda": - if not torch.cuda.is_available(): - raise SystemExit("device set to cuda but CUDA is not available") - return "cuda" - if torch.cuda.is_available(): - return "cuda" - return "cpu" +# 使用 platform_utils 中的 resolve_device 函数 def parse_args(): parser = argparse.ArgumentParser(description="Train hybrid diffusion on HAI.") parser.add_argument("--config", default=None, help="Path to JSON config.") + parser.add_argument("--device", default="auto", help="cpu, cuda, or auto") return parser.parse_args() @@ -80,9 +72,16 @@ def resolve_config_paths(config, base_dir: Path): keys = ["data_path", "split_path", "stats_path", "vocab_path", "out_dir"] for key in keys: if key in config: - path = Path(str(config[key])) + # 如果值是字符串，转换为Path对象 + if isinstance(config[key], str): + path = Path(config[key]) + else: + path = config[key] + if not path.is_absolute(): config[key] = str((base_dir / path).resolve()) + else: + config[key] = str(path) return config @@ -96,6 +95,10 @@ def main(): else: config = resolve_config_paths(config, BASE_DIR) + # 优先使用命令行传入的device参数 + if args.device != "auto": + config["device"] = args.device + set_seed(int(config["seed"])) split = load_split(config["split_path"]) @@ -121,7 +124,7 @@ def main(): os.makedirs(config["out_dir"], exist_ok=True) log_path = os.path.join(config["out_dir"], "train_log.csv") - with open(log_path, "w", encoding="ascii") as f: + with open(log_path, "w", encoding="utf-8") as f: f.write("epoch,step,loss,loss_cont,loss_disc\n") total_step = 0 @@ -168,7 +171,7 @@ def main(): if step % int(config["log_every"]) == 0: print("epoch", epoch, "step", step, "loss", float(loss)) - with open(log_path, "a", encoding="ascii") as f: + with open(log_path, "a", encoding="utf-8") as f: f.write( "%d,%d,%.6f,%.6f,%.6f\n" % (epoch, step, float(loss), float(loss_cont), float(loss_disc)) diff --git a/example/train_stub.py b/example/train_stub.py index 5aebf5d..8baace5 100755 --- a/example/train_stub.py +++ b/example/train_stub.py @@ -20,22 +20,23 @@ from hybrid_diffusion import ( q_sample_continuous, q_sample_discrete, ) +from platform_utils import resolve_device, safe_path, ensure_dir BASE_DIR = Path(__file__).resolve().parent REPO_DIR = BASE_DIR.parent.parent -DATA_PATH = str(REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz") -SPLIT_PATH = str(BASE_DIR / "feature_split.json") -DEVICE = "cpu" +DATA_PATH = REPO_DIR / "dataset" / "hai" / "hai-21.03" / "train1.csv.gz" +SPLIT_PATH = BASE_DIR / "feature_split.json" +DEVICE = resolve_device("auto") TIMESTEPS = 1000 def load_split(path: str) -> Dict[str, List[str]]: - with open(path, "r", encoding="ascii") as f: + with open(str(path), "r", encoding="utf-8") as f: return json.load(f) def iter_rows(path: str): - with gzip.open(path, "rt", newline="") as f: + with gzip.open(str(path), "rt", newline="") as f: reader = csv.DictReader(f) for row in reader: yield row @@ -73,18 +74,18 @@ def load_batch(path: str, cont_cols: List[str], disc_cols: List[str], batch_size def main(): - split = load_split(SPLIT_PATH) + split = load_split(str(SPLIT_PATH)) cont_cols = split["continuous"] disc_cols = split["discrete"] - vocab_sizes = build_vocab_sizes(DATA_PATH, disc_cols) + vocab_sizes = build_vocab_sizes(str(DATA_PATH), disc_cols) model = HybridDiffusionModel(cont_dim=len(cont_cols), disc_vocab_sizes=vocab_sizes).to(DEVICE) betas = cosine_beta_schedule(TIMESTEPS).to(DEVICE) alphas = 1.0 - betas alphas_cumprod = torch.cumprod(alphas, dim=0) - x_cont, x_disc = load_batch(DATA_PATH, cont_cols, disc_cols) + x_cont, x_disc = load_batch(str(DATA_PATH), cont_cols, disc_cols) x_cont = x_cont.to(DEVICE) x_disc = x_disc.to(DEVICE)