diff --git a/app/api/views/download/writer.py b/app/api/views/download/writer.py
new file mode 100644
index 00000000..ef061ffb
--- /dev/null
+++ b/app/api/views/download/writer.py
@@ -0,0 +1,113 @@
+import abc
+import csv
+import itertools
+import json
+import os
+import uuid
+import zipfile
+from typing import Dict, Iterable, Iterator, List
+
+from .data import Record
+
+
+class BaseWriter:
+
+    def __init__(self, tmpdir: str):
+        self.tmpdir = tmpdir
+
+    @abc.abstractmethod
+    def write(self, records: Iterator[Record]) -> str:
+        raise NotImplementedError()
+
+    def write_zip(self, filenames: Iterable):
+        save_file = '{}.zip'.format(os.path.join(self.tmpdir, str(uuid.uuid4())))
+        with zipfile.ZipFile(save_file, 'w', compression=zipfile.ZIP_DEFLATED) as zf:
+            for file in filenames:
+                zf.write(file)
+        return save_file
+
+
+class LineWriter(BaseWriter):
+    extension = 'txt'
+
+    def write(self, records: Iterator[Record]) -> str:
+        files = {}
+        for record in records:
+            filename = os.path.join(self.tmpdir, f'{record.user}.{self.extension}')
+            if filename not in files:
+                f = open(filename, mode='a')
+                files[filename] = f
+            f = files[filename]
+            line = self.create_line(record)
+            f.write(f'{line}\n')
+        for f in files.values():
+            f.close()
+        save_file = self.write_zip(files)
+        for file in files:
+            os.remove(file)
+        return save_file
+
+    @abc.abstractmethod
+    def create_line(self, record) -> str:
+        raise NotImplementedError()
+
+
+class CsvWriter(BaseWriter):
+    extension = 'csv'
+
+    def write(self, records: Iterator[Record]) -> str:
+        writers = {}
+        file_handlers = set()
+        records = list(records)
+        header = self.create_header(records)
+        for record in records:
+            filename = os.path.join(self.tmpdir, f'{record.user}.{self.extension}')
+            if filename not in writers:
+                f = open(filename, mode='a')
+                writer = csv.DictWriter(f, header)
+                writer.writeheader()
+                writers[filename] = writer
+                file_handlers.add(f)
+            writer = writers[filename]
+            line = self.create_line(record)
+            writer.writerow(line)
+        save_file = self.write_zip(writers)
+        for file in writers:
+            os.remove(file)
+        for f in file_handlers:
+            f.close()
+        return save_file
+
+    def create_line(self, record) -> Dict:
+        return {
+            'data': record.data,
+            'label': '#'.join(record.label),
+            **record.metadata
+        }
+
+    def create_header(self, records: List[Record]) -> Iterable[str]:
+        header = ['data', 'label']
+        header += list(itertools.chain(*[r.metadata.keys() for r in records]))
+        return header
+
+
+class JSONLWriter(LineWriter):
+    extension = 'jsonl'
+
+    def create_line(self, record):
+        return json.dumps({
+            'id': record.id,
+            'data': record.data,
+            'label': record.label,
+            **record.metadata
+        })
+
+
+class FastTextWriter(LineWriter):
+    extension = 'txt'
+
+    def create_line(self, record):
+        line = [f'__label__{label}' for label in record.label]
+        line.append(record.data)
+        line = ' '.join(line)
+        return line