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os\nimport logging\nimport random\nimport gc\nimport time\nimport cv2\nimport math\nimport warnings\nfrom pathlib import Path\n\nimport numpy as np\nimport pandas as pd\nfrom sklearn.model_selection import StratifiedKFold,train_test_split\nfrom sklearn.metrics import roc_auc_score,average_precision_score\nimport librosa\n\nimport torch\nimport torch.nn as nn\nimport torch.nn.functional as F\nimport torch.optim as optim\nfrom torch.optim import lr_scheduler\nfrom torch.utils.data import Dataset, DataLoader\n\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom tqdm.auto import tqdm\nimport timm\n\nwarnings.filterwarnings(\"ignore\")\nlogging.basicConfig(level=logging.ERROR)","metadata":{"papermill":{"duration":13.4258,"end_time":"2025-05-08T10:22:04.277608","exception":false,"start_time":"2025-05-08T10:21:50.851808","status":"completed"},"tags":[],"trusted":true,"execution":{"iopub.status.busy":"2025-05-11T10:48:09.733393Z","iopub.execute_input":"2025-05-11T10:48:09.733656Z","iopub.status.idle":"2025-05-11T10:48:22.570227Z","shell.execute_reply.started":"2025-05-11T10:48:09.733636Z","shell.execute_reply":"2025-05-11T10:48:22.569414Z"}},"outputs":[],"execution_count":null},{"id":"628a1199","cell_type":"code","source":"def set_seed(seed=42):\n    \"\"\"\n    Set seed for reproducibility\n    \"\"\"\n    random.seed(seed)\n    os.environ[\"PYTHONHASHSEED\"] = str(seed)\n    np.random.seed(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n    torch.cuda.manual_seed_all(seed)\n    torch.backends.cudnn.deterministic = True\n    torch.backends.cudnn.benchmark = False\n\nset_seed(42)","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:22.571803Z","iopub.execute_input":"2025-05-11T10:48:22.572097Z","iopub.status.idle":"2025-05-11T10:48:22.583077Z","shell.execute_reply.started":"2025-05-11T10:48:22.572072Z","shell.execute_reply":"2025-05-11T10:48:22.582387Z"},"papermill":{"duration":0.016319,"end_time":"2025-05-08T10:22:04.299662","exception":false,"start_time":"2025-05-08T10:22:04.283343","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"id":"a42b822c","cell_type":"markdown","source":"# 构造mel频谱","metadata":{"papermill":{"duration":0.004859,"end_time":"2025-05-08T10:22:04.309592","exception":false,"start_time":"2025-05-08T10:22:04.304733","status":"completed"},"tags":[]}},{"id":"32f2de4e","cell_type":"code","source":"import os\nimport cv2\nimport math\nimport time\nimport librosa\nimport pickle\nimport pandas as pd\nimport numpy as np\nfrom tqdm.notebook import tqdm\n\nimport torch\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:22.583913Z","iopub.execute_input":"2025-05-11T10:48:22.584198Z","iopub.status.idle":"2025-05-11T10:48:22.596906Z","shell.execute_reply.started":"2025-05-11T10:48:22.584175Z","shell.execute_reply":"2025-05-11T10:48:22.596141Z"},"papermill":{"duration":0.010612,"end_time":"2025-05-08T10:22:04.325184","exception":false,"start_time":"2025-05-08T10:22:04.314572","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"id":"668c787d","cell_type":"code","source":"class Config:\n \n    DEBUG_MODE = False\n    \n    OUTPUT_DIR = '/kaggle/working/'\n    DATA_ROOT = '/kaggle/input/birdclef-2025'\n    FS = 32000\n    \n    # Mel spectrogram parameters\n    N_FFT = 1024\n    HOP_LENGTH = 128\n    N_MELS = 256\n    FMIN = 15\n    FMAX = 16000\n    \n    TARGET_DURATION = 5.0\n    TARGET_SHAPE = (256, 256)  \n    \n    N_MAX = 500 if DEBUG_MODE else None  \n\nconfig = Config()","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:22.597622Z","iopub.execute_input":"2025-05-11T10:48:22.597886Z","iopub.status.idle":"2025-05-11T10:48:22.612701Z","shell.execute_reply.started":"2025-05-11T10:48:22.597859Z","shell.execute_reply":"2025-05-11T10:48:22.612019Z"},"papermill":{"duration":0.010074,"end_time":"2025-05-08T10:22:04.340494","exception":false,"start_time":"2025-05-08T10:22:04.330420","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"id":"2569711d","cell_type":"code","source":"print(f\"Debug mode: {'ON' if config.DEBUG_MODE else 'OFF'}\")\nprint(f\"Max samples to process: {config.N_MAX if config.N_MAX is not None else 'ALL'}\")\n\nprint(\"Loading taxonomy data...\")\ntaxonomy_df = pd.read_csv(f'{config.DATA_ROOT}/taxonomy.csv')\nspecies_class_map = dict(zip(taxonomy_df['primary_label'], taxonomy_df['class_name']))\n\nprint(\"Loading training metadata...\")\ntrain_df = pd.read_csv(f'{config.DATA_ROOT}/train.csv')\n\n# print(\"Loading voice sammury data...\")\n# with open(\"/kaggle/input/human-voice/train_voice_summary.txt\") as f:\n#     voice_audio_list = f.read().split(\"\\n\")\n\n# print(\"Loading voice data...\")\n# with open(\"/kaggle/input/human-voice/train_voice_data.pkl\", \"rb\") as f:\n#     voice_data = pickle.load(f)","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:22.614496Z","iopub.execute_input":"2025-05-11T10:48:22.615195Z","iopub.status.idle":"2025-05-11T10:48:22.852613Z","shell.execute_reply.started":"2025-05-11T10:48:22.615177Z","shell.execute_reply":"2025-05-11T10:48:22.851848Z"},"papermill":{"duration":0.260764,"end_time":"2025-05-08T10:22:04.606211","exception":false,"start_time":"2025-05-08T10:22:04.345447","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"id":"005a3318","cell_type":"code","source":"taxonomy_df = pd.read_csv(f'{config.DATA_ROOT}/taxonomy.csv')\nspecies_class_map = dict(zip(taxonomy_df['primary_label'], taxonomy_df['class_name']))\ntrain_df = pd.read_csv(f'{config.DATA_ROOT}/train.csv')\nlabel_list = sorted(train_df['primary_label'].unique())\nlabel_id_list = list(range(len(label_list)))\nlabel2id = dict(zip(label_list, label_id_list))\nid2label = dict(zip(label_id_list, label_list))\n\nworking_df = train_df[['primary_label', 'rating', 'filename']].copy()\nworking_df['target'] = working_df.primary_label.map(label2id)\nworking_df['filepath'] = config.DATA_ROOT + '/train_audio/' + working_df.filename\nworking_df['samplename'] = working_df.filename.map(lambda x: x.split('/')[0] + '-' + x.split('/')[-1].split('.')[0])\nworking_df['class'] = working_df.primary_label.map(lambda x: species_class_map.get(x, 'Unknown'))\ntotal_samples = min(len(working_df), config.N_MAX or len(working_df))","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:22.853465Z","iopub.execute_input":"2025-05-11T10:48:22.853695Z","iopub.status.idle":"2025-05-11T10:48:23.028163Z","shell.execute_reply.started":"2025-05-11T10:48:22.853672Z","shell.execute_reply":"2025-05-11T10:48:23.027463Z"},"papermill":{"duration":0.161352,"end_time":"2025-05-08T10:22:04.773090","exception":false,"start_time":"2025-05-08T10:22:04.611738","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"id":"bbbca932","cell_type":"code","source":"def audio2melspec(audio_data):\n    if np.isnan(audio_data).any():\n        mean_signal = np.nanmean(audio_data)\n        audio_data = np.nan_to_num(audio_data, nan=mean_signal)\n\n    mel_spec = librosa.feature.melspectrogram(\n        y=audio_data,\n        sr=config.FS,\n        n_fft=config.N_FFT,\n        hop_length=config.HOP_LENGTH,\n        n_mels=config.N_MELS,\n        fmin=config.FMIN,\n        fmax=config.FMAX,\n        power=2.0,\n        pad_mode=\"reflect\",\n        norm='slaney',\n        htk=True,\n        center=True,\n    )\n\n    mel_spec_db = librosa.power_to_db(mel_spec, ref=np.max)\n    mel_spec_norm = (mel_spec_db - mel_spec_db.min()) / (mel_spec_db.max() - mel_spec_db.min() + 1e-8)\n    \n    return mel_spec_norm","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:23.028909Z","iopub.execute_input":"2025-05-11T10:48:23.029161Z","iopub.status.idle":"2025-05-11T10:48:23.034781Z","shell.execute_reply.started":"2025-05-11T10:48:23.029137Z","shell.execute_reply":"2025-05-11T10:48:23.033988Z"},"papermill":{"duration":0.011885,"end_time":"2025-05-08T10:22:04.790543","exception":false,"start_time":"2025-05-08T10:22:04.778658","status":"completed"},"tags":[],"trusted":true},"outputs":[],"execution_count":null},{"id":"1c932dde","cell_type":"code","source":"start_time = time.time()\n\nall_bird_data = {}\nerrors = []\n\nfor i, row in tqdm(working_df.iterrows(), total=total_samples):\n    \n    if config.N_MAX is not None and i >= config.N_MAX:\n        break\n    \n    try:\n        audio_data, _ = librosa.load(row.filepath, sr=config.FS)\n            \n        target_samples = int(config.TARGET_DURATION * config.FS)\n\n        if len(audio_data) < target_samples:\n            n_copy = math.ceil(target_samples / len(audio_data))\n            if n_copy > 1:\n                audio_data = np.concatenate([audio_data] * n_copy)\n                \n        # 随机采样        \n        # np.random.seed(42+i)\n        # max_start = len(audio_data) - target_samples\n        # start_idx = np.random.randint(0, max_start + 1)\n        # end_idx = start_idx + target_samples\n        # center_audio = audio_data[start_idx:end_idx]\n        if 'CSA' in row.filepath:\n            \n            start_idx = 0\n            end_idx = min(len(audio_data), start_idx + target_samples)\n            center_audio = audio_data[start_idx:end_idx]\n            # print('csa')\n            \n        else:\n            start_idx = max(0, int(len(audio_data) / 2 - target_samples / 2))\n            end_idx = min(len(audio_data), start_idx + target_samples)\n            center_audio = audio_data[start_idx:end_idx]\n        \n        if len(center_audio) < target_samples:\n            center_audio = np.pad(center_audio, \n                                 (0, target_samples - len(center_audio)), \n                                 mode='constant')\n\n        mel_spec = audio2melspec(center_audio)\n        \n        if mel_spec.shape != config.TARGET_SHAPE:\n            mel_spec = cv2.resize(mel_spec, config.TARGET_SHAPE, interpolation=cv2.INTER_LINEAR)\n            \n        all_bird_data[row.samplename] = mel_spec.astype(np.float32)\n        \n    except Exception as e:\n        print(f\"Error processing {row.filepath}: {e}\")\n        errors.append((row.filepath, str(e)))\nend_time = time.time()\nprint(f\"Processing completed in {end_time - start_time:.2f} seconds\")\nprint(f\"Successfully processed {len(all_bird_data)} files out of {total_samples} total\")\nprint(f\"Failed to process {len(errors)} files\")","metadata":{"execution":{"iopub.status.busy":"2025-05-11T10:48:52.213902Z","iopub.execute_input":"2025-05-11T10:48:52.214292Z","iopub.status.idle":"2025-05-11T10:48:53.969093Z","shell.execute_reply.started":"2025-05-11T10:48:52.214260Z","shell.execute_reply":"2025-05-11T10:48:53.968203Z"},"papermill":{"duration":2708.213541,"end_time":"2025-05-08T11:07:13.009111","exception":false,"start_time":"2025-05-08T10:22:04.795570","status":"completed"},"tags":[],"trusted":true,"collapsed":true,"jupyter":{"outputs_hidden":true}},"outputs":[],"execution_count":null},{"id":"a3bfc21b-ec79-465b-a917-d947c3a66656","cell_type":"code","source":"np.save('birdclef2025_melspec_5sec_256_256_csaforehead5sReal.npy',all_bird_data)","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-05-11T10:48:41.869800Z","iopub.status.idle":"2025-05-11T10:48:41.870123Z","shell.execute_reply.started":"2025-05-11T10:48:41.869955Z","shell.execute_reply":"2025-05-11T10:48:41.869970Z"}},"outputs":[],"execution_count":null}]}