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+audio/fold9/174282-6-1-0.wav,10.836425867,13.456425867,20,-10,1
+audio/fold9/157866-8-0-15.wav,14.160880125,18.160880125,-10,-110,2
+audio/fold9/180029-4-11-0.wav,18.8984791353,19.6784791353,20,0,2
+audio/fold9/39856-5-0-18.wav,20.8396239507,24.8396239507,30,90,1
+audio/fold9/105029-7-3-5.wav,25.4746177322,29.4746177322,40,-20,1
+audio/fold9/18592-5-0-0.wav,0.644050323206,4.64405032321,20,130,2
+audio/fold9/155130-1-1-0.wav,5.59762475087,6.27541641753,20,20,1
+audio/fold9/145390-9-0-22.wav,7.16578459949,11.1657845995,40,-170,1
+audio/fold9/58937-4-0-7.wav,12.6063224507,16.6063224507,-10,10,2
+audio/fold9/180029-4-7-0.wav,17.1414085354,18.1614085354,-30,-40,1
+audio/fold9/159748-8-2-7.wav,18.9488442103,22.9488442103,10,-50,1
+audio/fold9/70098-3-3-0.wav,24.2693195401,25.3553195401,-20,-10,2
+audio/fold9/26185-1-0-0.wav,26.8200714262,27.1500714262,20,-80,2
+audio/fold9/159748-8-0-9.wav,28.5008303367,32.5008303367,-20,-80,1
+audio/fold9/137815-4-0-9.wav,0.0393410898639,4.03934108986,20,100,2
+audio/fold9/16772-8-0-0.wav,4.87843839942,6.85368839942,0,100,2
+audio/fold9/175853-1-0-0.wav,7.46397794398,7.74397794398,20,110,1
+audio/fold9/157866-8-0-4.wav,8.72063594037,12.7206359404,-20,-80,2
+audio/fold9/103249-5-0-4.wav,13.8973967369,17.8973967369,-20,30,1
+audio/fold9/59800-3-2-0.wav,19.3534905821,21.2134905821,-20,-150,2
+audio/fold9/105029-7-2-5.wav,21.7519555634,25.7519555634,20,-40,1
diff --git a/map_to_files.py b/map_to_files.py
new file mode 100644
index 0000000000000000000000000000000000000000..851c38a65cd2ff6743fea2f08aa1619195ef7a6d
--- /dev/null
+++ b/map_to_files.py
@@ -0,0 +1,42 @@
+import json
+import glob 
+from uuid import uuid4
+from pathlib import Path 
+import shutil 
+import os 
+os.makedirs("labels/test", exist_ok=True)
+os.makedirs("labels/train", exist_ok=True)
+os.makedirs("original_audios", exist_ok=True)
+
+
+splits = ["split1", "split8", "split9"]
+mapping = {"train": [], "test": []}
+file_name_mapping = {}
+for split in splits:
+    audios, labels = sorted(glob.glob(f"../{split}/original_audios/*.wav")), sorted(glob.glob(f"../{split}/labels/**/*.csv", recursive=True))
+    for audio, label in zip(audios, labels):
+        new_name = str(uuid4()).split("-")[0]
+        old_name = Path(audio)
+        file_name_mapping[str(old_name).replace(".wav", "")] = new_name
+        if "test" in str(old_name):
+            mapping["test"].append((split, str(old_name).replace(".wav", "")))
+        else:
+            mapping["train"].append((split, str(old_name).replace(".wav", "")))
+
+with open("new_name_mapping.json", "w") as f:
+    json.dump(file_name_mapping, f, indent=4)
+
+
+for split, name in mapping["test"]: 
+    new_name = file_name_mapping[name]
+    old_name = Path(name).stem
+    wav_path, csv_path = f"../{split}/original_audios/{old_name}.wav", f"../{split}/labels/test/{old_name}.csv"
+    shutil.move(wav_path, f"original_audios/{new_name}.wav")
+    shutil.move(csv_path, f"labels/test/{new_name}.csv")
+
+for split, name in mapping["train"]:
+    new_name = file_name_mapping[name]
+    old_name = Path(name).stem
+    wav_path, csv_path = f"../{split}/original_audios/{old_name}.wav", f"../{split}/labels/train/{old_name}.csv"
+    shutil.move(wav_path, f"original_audios/{new_name}.wav")
+    shutil.move(csv_path, f"labels/train/{new_name}.csv")
\ No newline at end of file
diff --git a/map_to_hear.py b/map_to_hear.py
new file mode 100644
index 0000000000000000000000000000000000000000..46426bfdd39cc0b47f88230441b1de6e4045be31
--- /dev/null
+++ b/map_to_hear.py
@@ -0,0 +1,83 @@
+import csv as csv_module
+import json 
+from pathlib import Path 
+import tqdm 
+
+ROOT = "./labels"
+LABEL_MAPPING_INT= {
+    '1': 0,
+    '3': 1,
+    '4': 2,
+    '5': 3,
+    '6': 4,
+    '7': 5,
+    '8': 6,
+    '9': 7
+}
+LABEL_MAPPING = {
+    0: "car_horn",
+    1: "dog_bark",
+    2: "drilling",
+    3: "engine_idling",
+    4: "gun_shot",
+    5: "jack_hammer",
+    6: "siren",
+    7: "street_music"
+}
+
+def get_csvs(root):
+    metadata_root = Path(root)
+    assert metadata_root.exists(), "Metadata root does not exist"
+    metadata_files = list(sorted(metadata_root.glob("*/*.csv")))
+    splits = {}
+    for file in metadata_files:
+        file = str(file.absolute())
+        file_name, folder = file.split("/")[-1].replace(".csv", ""), file.split("/")[-2]
+        
+        splits.setdefault(folder, []).append(file_name)
+    assert len(metadata_files) > 0, "Folder does not contain any csv files"
+    return metadata_files, splits
+
+def process_csv(csv_path):
+    path = Path(csv_path)
+    assert path.exists(), f"CSV Path {csv_path} does not exist"
+    # Load all rows from CSV and group by label (ignoring source)
+    data = []
+    with open(path, newline='') as csvfile:
+        reader = csv_module.reader(csvfile, delimiter=',')
+        next(reader, None)  # skip the headers
+        for row in reader:
+            class_idx = row[0].split("/")[-1].split("-")[1]
+            start_time = float(row[1])
+            end_time = float(row[2])
+            label = LABEL_MAPPING[LABEL_MAPPING_INT[class_idx]]
+            data.append({
+                "label": label,
+                "start": start_time * 1000,
+                "end": end_time * 1000
+            })
+    return data
+            
+def map_to_splits(audios, fold_to_split):
+    fold_data = {k : {} for k in fold_to_split}
+    for k, file_names in fold_to_split.items():
+        for file_name in file_names:
+            fold_data[k][file_name + ".wav"] = audios[file_name]
+    return fold_data    
+
+if __name__ == "__main__":
+    csvs, splits = get_csvs(ROOT)
+
+    folds = {}
+    for i in tqdm.tqdm(csvs):
+        file_name = i.stem
+        folds[file_name] = process_csv(i)
+    
+    json_files = map_to_splits(folds, splits)
+    done = set()
+    for data in splits.keys():
+        if data in done:
+            continue
+        with open(data + ".json", "w") as js_file:
+            json.dump(json_files[data], js_file, indent=4)
+            done.add(data)
\ No newline at end of file
diff --git a/move_to_hear.py b/move_to_hear.py
new file mode 100644
index 0000000000000000000000000000000000000000..a6930c702f586e942af19476777bd882ee9de7b9
--- /dev/null
+++ b/move_to_hear.py
@@ -0,0 +1,94 @@
+import json 
+import os 
+import shutil 
+from map_to_hear import LABEL_MAPPING
+
+SAMPLE_RATE=32000
+AUDIOS=f"audios_sr={SAMPLE_RATE}"
+HEAR_PATH="/projects/0/prjs1338/tasks/tau2018-ov3-v1.0.0-full"
+META="""{
+ "task_name": "tau2018_ov3",
+ "version": "hear2021",
+ "embedding_type": "event",
+ "prediction_type": "multilabel",
+ "split_mode": "trainvaltest",
+ "sample_duration": null,
+ "evaluation": [
+  "event_onset_200ms_fms",
+  "segment_1s_er"
+ ],
+ "download_urls": [
+  {
+   "split": "train",
+   "name": "dev",
+   "url": "https://archive.org/download/dcase2016_task2_train_dev/dcase2016_task2_train_dev.zip",
+   "md5": "4e1b5e8887159193e8624dec801eb9e7"
+  },
+  {
+   "split": "train",
+   "name": "eval",
+   "url": "https://archive.org/download/dcase2016_task2_test_public/dcase2016_task2_test_public.zip",
+   "md5": "ac98768b39a08fc0c6c2ddd15a981dd7"
+  }
+ ],
+ "default_mode": "full",
+ "max_task_duration_by_split": {
+  "train": null,
+  "valid": null,
+  "test": null
+ },
+ "tmp_dir": "_workdir",
+ "mode": "full",
+ "splits": [
+  "train",
+  "valid",
+  "test"
+ ]
+}"""
+
+def map_labels_to_csv(label_mapping):
+    """
+    Converts a label mapping dictionary to a list of (index, label) tuples
+    and prints them in 'idx,label' CSV format.
+    """
+    sorted_keys = sorted(label_mapping.keys(), key=lambda x: int(x))
+    string = "idx,label\n"
+    for key in sorted_keys:
+        idx = int(key)
+        label = label_mapping[key]
+        string = string + f"{idx},{label}\n"
+        
+    return string
+
+
+def get_splits():
+    json_names = set()
+    for dirs in os.listdir("./labels"):
+        json_names.add(dirs + ".json")
+    return json_names
+
+def move_files(json_names):
+    for json_name in json_names:
+        with open(json_name, "r") as f:
+            data = json.load(f)
+        split = json_name.replace(".json", "")
+        file_names = data.keys()
+        print(len(file_names))
+        for file_name in file_names:
+            if os.path.exists(os.path.join(AUDIOS, file_name)):
+                os.makedirs(os.path.join(HEAR_PATH, str(SAMPLE_RATE), split), exist_ok=True)
+                if not os.path.exists(os.path.join(HEAR_PATH, str(SAMPLE_RATE), split, file_name)):
+                    destination = os.path.join(HEAR_PATH, str(SAMPLE_RATE), split, file_name)
+                    shutil.copy(os.path.join(AUDIOS, file_name), destination)
+
+if __name__ == "__main__":
+    json_names = get_splits()
+    move_files(json_names)
+
+    csv_file = map_labels_to_csv(LABEL_MAPPING)
+    with open(os.path.join(HEAR_PATH,"labelvocabulary.csv"), "w") as f:
+        f.write(csv_file)
+
+    meta = json.loads(META)
+    with open(os.path.join(HEAR_PATH, "task_metadata.json"), "w") as f:
+        json.dump(meta, f, indent=4)
diff --git a/new_name_mapping.json b/new_name_mapping.json
new file mode 100644
index 0000000000000000000000000000000000000000..dff24eb83fd53435c76fbf42cf06352e416dc673
--- /dev/null
+++ b/new_name_mapping.json
@@ -0,0 +1,902 @@
+{
+    "../split1/original_audios/test_0_desc_30_300": "ac9442a7",
+    "../split1/original_audios/test_10_desc_30_300": "8cc6d3fd",
+    "../split1/original_audios/test_11_desc_30_300": "232de0cc",
+    "../split1/original_audios/test_12_desc_30_300": "1ed125aa",
+    "../split1/original_audios/test_13_desc_30_300": "e81cc3a5",
+    "../split1/original_audios/test_14_desc_30_300": "ce74ad1f",
+    "../split1/original_audios/test_15_desc_30_300": "4d23dc86",
+    "../split1/original_audios/test_16_desc_30_300": "3e2314f5",
+    "../split1/original_audios/test_17_desc_30_300": "7e090efe",
+    "../split1/original_audios/test_18_desc_30_300": "0e7ffb43",
+    "../split1/original_audios/test_19_desc_30_300": "f5b0b343",
+    "../split1/original_audios/test_1_desc_30_300": "85440739",
+    "../split1/original_audios/test_20_desc_30_300": "2f587602",
+    "../split1/original_audios/test_21_desc_30_300": "7f1e20df",
+    "../split1/original_audios/test_22_desc_30_300": "a8d4ea36",
+    "../split1/original_audios/test_23_desc_30_300": "892ec2f5",
+    "../split1/original_audios/test_24_desc_30_300": "9cb9e68b",
+    "../split1/original_audios/test_25_desc_30_300": "34c9826b",
+    "../split1/original_audios/test_26_desc_30_300": "273c4342",
+    "../split1/original_audios/test_27_desc_30_300": "94f95270",
+    "../split1/original_audios/test_28_desc_30_300": "a1039748",
+    "../split1/original_audios/test_29_desc_30_300": "8b329e61",
+    "../split1/original_audios/test_2_desc_30_300": "305e4854",
+    "../split1/original_audios/test_30_desc_30_300": "43ba0c0f",
+    "../split1/original_audios/test_31_desc_30_300": "e553516d",
+    "../split1/original_audios/test_32_desc_30_300": "716bee93",
+    "../split1/original_audios/test_33_desc_30_300": "db49287e",
+    "../split1/original_audios/test_34_desc_30_300": "9e665d9c",
+    "../split1/original_audios/test_35_desc_30_300": "04bd2f1e",
+    "../split1/original_audios/test_36_desc_30_300": "4bc6cc95",
+    "../split1/original_audios/test_37_desc_30_300": "9d29acdd",
+    "../split1/original_audios/test_38_desc_30_300": "d0d92b9c",
+    "../split1/original_audios/test_39_desc_30_300": "9b5ea539",
+    "../split1/original_audios/test_3_desc_30_300": "2aa1ac88",
+    "../split1/original_audios/test_40_desc_30_300": "c95078f6",
+    "../split1/original_audios/test_41_desc_30_300": "f4e54d04",
+    "../split1/original_audios/test_42_desc_30_300": "b40c0c4f",
+    "../split1/original_audios/test_43_desc_30_300": "1a52e060",
+    "../split1/original_audios/test_44_desc_30_300": "62b5d470",
+    "../split1/original_audios/test_45_desc_30_300": "cd27e068",
+    "../split1/original_audios/test_46_desc_30_300": "9829b6d1",
+    "../split1/original_audios/test_47_desc_30_300": "14e4c51d",
+    "../split1/original_audios/test_48_desc_30_300": "f0e1aca1",
+    "../split1/original_audios/test_49_desc_30_300": "7f4aad30",
+    "../split1/original_audios/test_4_desc_30_300": "a9bfe280",
+    "../split1/original_audios/test_50_desc_30_300": "5b3690db",
+    "../split1/original_audios/test_51_desc_30_300": "2e7bff26",
+    "../split1/original_audios/test_52_desc_30_300": "852cbcff",
+    "../split1/original_audios/test_53_desc_30_300": "7a69b7df",
+    "../split1/original_audios/test_54_desc_30_300": "88b062bd",
+    "../split1/original_audios/test_55_desc_30_300": "10fcbb5b",
+    "../split1/original_audios/test_56_desc_30_300": "75f8718e",
+    "../split1/original_audios/test_57_desc_30_300": "8929467c",
+    "../split1/original_audios/test_58_desc_30_300": "55733879",
+    "../split1/original_audios/test_59_desc_30_300": "092c7bbe",
+    "../split1/original_audios/test_5_desc_30_300": "f51c5b48",
+    "../split1/original_audios/test_6_desc_30_300": "c7f9bc5c",
+    "../split1/original_audios/test_7_desc_30_300": "2e46f9a9",
+    "../split1/original_audios/test_8_desc_30_300": "301b284d",
+    "../split1/original_audios/test_9_desc_30_300": "2e8f1996",
+    "../split1/original_audios/train_0_desc_30_300": "65a4c7f4",
+    "../split1/original_audios/train_100_desc_30_300": "4fd71938",
+    "../split1/original_audios/train_101_desc_30_300": "48dad83d",
+    "../split1/original_audios/train_102_desc_30_300": "60801628",
+    "../split1/original_audios/train_103_desc_30_300": "ce50f803",
+    "../split1/original_audios/train_104_desc_30_300": "b8c42f6b",
+    "../split1/original_audios/train_105_desc_30_300": "c77f2fde",
+    "../split1/original_audios/train_106_desc_30_300": "ef2fccf4",
+    "../split1/original_audios/train_107_desc_30_300": "a439b268",
+    "../split1/original_audios/train_108_desc_30_300": "d75b9bee",
+    "../split1/original_audios/train_109_desc_30_300": "9dcb941e",
+    "../split1/original_audios/train_10_desc_30_300": "bae8796f",
+    "../split1/original_audios/train_110_desc_30_300": "60f8d0ae",
+    "../split1/original_audios/train_111_desc_30_300": "0925b895",
+    "../split1/original_audios/train_112_desc_30_300": "e31b8f7d",
+    "../split1/original_audios/train_113_desc_30_300": "b6be1e9a",
+    "../split1/original_audios/train_114_desc_30_300": "7ea94993",
+    "../split1/original_audios/train_115_desc_30_300": "851db0e7",
+    "../split1/original_audios/train_116_desc_30_300": "c10cda4e",
+    "../split1/original_audios/train_117_desc_30_300": "902070dd",
+    "../split1/original_audios/train_118_desc_30_300": "32ecefbd",
+    "../split1/original_audios/train_119_desc_30_300": "dc1e5ac3",
+    "../split1/original_audios/train_11_desc_30_300": "1f77091b",
+    "../split1/original_audios/train_120_desc_30_300": "fe5f027f",
+    "../split1/original_audios/train_121_desc_30_300": "a1214fab",
+    "../split1/original_audios/train_122_desc_30_300": "21ce102b",
+    "../split1/original_audios/train_123_desc_30_300": "aeb32cbd",
+    "../split1/original_audios/train_124_desc_30_300": "3f46bf16",
+    "../split1/original_audios/train_125_desc_30_300": "1a792f88",
+    "../split1/original_audios/train_126_desc_30_300": "ab31bb77",
+    "../split1/original_audios/train_127_desc_30_300": "dae53cd7",
+    "../split1/original_audios/train_128_desc_30_300": "4675675c",
+    "../split1/original_audios/train_129_desc_30_300": "b3cbc8b5",
+    "../split1/original_audios/train_12_desc_30_300": "df871c6b",
+    "../split1/original_audios/train_130_desc_30_300": "0699db45",
+    "../split1/original_audios/train_131_desc_30_300": "39d62f22",
+    "../split1/original_audios/train_132_desc_30_300": "af648a6c",
+    "../split1/original_audios/train_133_desc_30_300": "f4bda95d",
+    "../split1/original_audios/train_134_desc_30_300": "959109b8",
+    "../split1/original_audios/train_135_desc_30_300": "c25ffc22",
+    "../split1/original_audios/train_136_desc_30_300": "6a95eecd",
+    "../split1/original_audios/train_137_desc_30_300": "f25903c9",
+    "../split1/original_audios/train_138_desc_30_300": "f225d52f",
+    "../split1/original_audios/train_139_desc_30_300": "7868a67a",
+    "../split1/original_audios/train_13_desc_30_300": "34e4b1ca",
+    "../split1/original_audios/train_140_desc_30_300": "86a44233",
+    "../split1/original_audios/train_141_desc_30_300": "816fe906",
+    "../split1/original_audios/train_142_desc_30_300": "54c906ba",
+    "../split1/original_audios/train_143_desc_30_300": "2564d7ef",
+    "../split1/original_audios/train_144_desc_30_300": "76a18055",
+    "../split1/original_audios/train_145_desc_30_300": "9fdef5ec",
+    "../split1/original_audios/train_146_desc_30_300": "e2d1f434",
+    "../split1/original_audios/train_147_desc_30_300": "3dc9af93",
+    "../split1/original_audios/train_148_desc_30_300": "05a0f9ad",
+    "../split1/original_audios/train_149_desc_30_300": "0de06fb3",
+    "../split1/original_audios/train_14_desc_30_300": "7878bfad",
+    "../split1/original_audios/train_150_desc_30_300": "eeb63f84",
+    "../split1/original_audios/train_151_desc_30_300": "8b580547",
+    "../split1/original_audios/train_152_desc_30_300": "8c805fa8",
+    "../split1/original_audios/train_153_desc_30_300": "64448f7c",
+    "../split1/original_audios/train_154_desc_30_300": "12f15ed2",
+    "../split1/original_audios/train_155_desc_30_300": "beed1814",
+    "../split1/original_audios/train_156_desc_30_300": "542ccb5a",
+    "../split1/original_audios/train_157_desc_30_300": "88049670",
+    "../split1/original_audios/train_158_desc_30_300": "c95e9df8",
+    "../split1/original_audios/train_159_desc_30_300": "1d218b9c",
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+version https://git-lfs.github.com/spec/v1
+oid sha256:10794b85da964da08e3712a013492dd97e66cbc7fa15935e7c1fbe86601bacc1
+size 11926120
diff --git a/original_audios/ff5933dd.wav b/original_audios/ff5933dd.wav
new file mode 100644
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--- /dev/null
+++ b/original_audios/ff5933dd.wav
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+version https://git-lfs.github.com/spec/v1
+oid sha256:7be4dab7e38fdc866a7796e6be186e4e448beea272a323c7b853dc3c782f2b9b
+size 11421152
diff --git a/original_audios/ffbd2438.wav b/original_audios/ffbd2438.wav
new file mode 100644
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--- /dev/null
+++ b/original_audios/ffbd2438.wav
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+version https://git-lfs.github.com/spec/v1
+oid sha256:fdf2f97366ca0ab5e8d1c07a68c1f33aa24b3a31969050ace9d0c73d92c9980e
+size 11366888
diff --git a/original_audios/ffc8e865.wav b/original_audios/ffc8e865.wav
new file mode 100644
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--- /dev/null
+++ b/original_audios/ffc8e865.wav
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+version https://git-lfs.github.com/spec/v1
+oid sha256:8400ac9bccaae282c67ff220225576554411d0234995b32524ccf5a6bcd0fffb
+size 11673992
diff --git a/resample.py b/resample.py
new file mode 100644
index 0000000000000000000000000000000000000000..856454500506906ae4abb40161554e949e24fd2a
--- /dev/null
+++ b/resample.py
@@ -0,0 +1,82 @@
+import torchaudio 
+import torchaudio.functional as F
+import glob 
+from pathlib import Path 
+from multiprocessing import Pool
+import os 
+from functools import partial
+
+import numpy as np
+import torch 
+import tqdm 
+
+import torch.multiprocessing
+
+class TUTRealLoader:
+    def __init__(self):
+        self._fs = 44100
+        self._eps = np.spacing(np.float64(1e-16))
+        self._audio_max_len_samples = 30 * self._fs
+        self._nb_channels = 4
+
+    def _load(self, audio_path):
+        waveform, fs = torchaudio.load(audio_path, channels_first=False)
+        audio = waveform[:, :self._nb_channels] + self._eps
+        
+        # Pad or trim
+        if audio.shape[0] < self._audio_max_len_samples:
+            audio = torch.nn.functional.pad(
+                audio, 
+                (0, 0, 0, self._audio_max_len_samples - audio.shape[0])
+            )
+        elif audio.shape[0] > self._audio_max_len_samples:
+            audio = audio[:self._audio_max_len_samples, :]
+
+        return audio, fs
+
+RESAMPLE_RATE = 32000
+PATH = "original_audios"
+SAVE_PATH = f"audios_sr={RESAMPLE_RATE}"
+
+def resample(path, loader, resample_rate, device):
+    waveform, sample_rate = loader._load(path)
+    waveform = waveform.to(device)
+    if waveform.shape[0] != 4:
+        waveform = waveform.T
+    resampled_waveform = F.resample(
+        waveform,
+        sample_rate,
+        resample_rate,
+        lowpass_filter_width=64,
+        rolloff=0.9475937167399596,
+        resampling_method="sinc_interp_kaiser",
+        beta=14.769656459379492,
+    )
+    return resampled_waveform
+
+
+def resample_and_save(audio, resample_rate, loader, device):
+    resampled_audio = resample(audio, loader, resample_rate, device)
+    assert resampled_audio.shape[0] == 4, "Swap channel dimensions"
+    file_name = Path(audio).stem
+    file_ext = Path(audio).suffix
+    save_file = f"{SAVE_PATH}/{file_name}{file_ext}"
+    if not os.path.exists(save_file):
+        torchaudio.save(save_file, resampled_audio.cpu(), resample_rate, channels_first=True)
+
+
+if __name__ == "__main__":
+    torch.multiprocessing.set_start_method('spawn', force=True)
+    os.makedirs(SAVE_PATH, exist_ok=True)
+    device = torch.device("cpu" if not torch.cuda.is_available() else "cuda")
+    loader = TUTRealLoader()
+    audios = glob.glob(f"{PATH}/*.wav")
+    audios = list(filter(lambda x: not os.path.exists(os.path.join(SAVE_PATH, Path(x).stem + ".wav")), audios))
+    
+    print(f"Found {len(audios)} to resample")
+    
+    p = Pool(8)
+    resample_and_save_partial = partial(resample_and_save, resample_rate = RESAMPLE_RATE, loader=loader, device = device)
+    r = list(tqdm.tqdm(p.imap(resample_and_save_partial, audios), total=len(audios)))
+    p.close()
+    p.join()
\ No newline at end of file
diff --git a/test.json b/test.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc8b6a588b144975e2959b2542821b73a6adfe69
--- /dev/null
+++ b/test.json
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diff --git a/train.json b/train.json
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diff --git a/valid.json b/valid.json
new file mode 100644
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