.. _outputting_csv_recipe: Outputting CSV Files ==================== Generating a CSV (or PDF, etc.) report and making it available as a downloadable file is a fairly common back-end service task. The easiest approach is to simply write CSV rows to an ``io.StringIO`` stream, and then assign its value to :attr:`resp.text `: .. tabs:: .. group-tab:: WSGI .. code:: python class Report: def on_get(self, req, resp): output = io.StringIO() writer = csv.writer(output, quoting=csv.QUOTE_NONNUMERIC) writer.writerow(('fruit', 'quantity')) writer.writerow(('apples', 13)) writer.writerow(('oranges', 37)) resp.content_type = 'text/csv' resp.downloadable_as = 'report.csv' resp.text = output.getvalue() .. group-tab:: ASGI .. code:: python class Report: async def on_get(self, req, resp): output = io.StringIO() writer = csv.writer(output, quoting=csv.QUOTE_NONNUMERIC) writer.writerow(('fruit', 'quantity')) writer.writerow(('apples', 13)) writer.writerow(('oranges', 37)) resp.content_type = 'text/csv' resp.downloadable_as = 'report.csv' resp.text = output.getvalue() Here we set the response ``Content-Type`` to ``"text/csv"`` as recommended by `RFC 4180 `_, and assign the downloadable file name ``report.csv`` via the ``Content-Disposition`` header (see also: :ref:`serve-downloadable-as`). Streaming Large CSV Files on the Fly ------------------------------------ If generated CSV responses are expected to be very large, it might be worth streaming the CSV data as it is produced. This approach will both avoid excessive memory consumption, and reduce the viewer's time-to-first-byte (TTFB). In order to stream CSV rows on the fly, we will initialize the CSV writer with our own pseudo stream object. Our stream's ``write()`` method will simply accumulate the CSV data in a list. We will then set :attr:`resp.stream ` to a generator yielding data chunks from this list: .. tabs:: .. group-tab:: WSGI .. code:: python class Report: class PseudoTextStream: def __init__(self): self.clear() def clear(self): self.result = [] def write(self, data): self.result.append(data.encode()) def fibonacci_generator(self, n=1000): stream = self.PseudoTextStream() writer = csv.writer(stream, quoting=csv.QUOTE_NONNUMERIC) writer.writerow(('n', 'Fibonacci Fn')) previous = 1 current = 0 for i in range(n+1): writer.writerow((i, current)) previous, current = current, current + previous yield from stream.result stream.clear() def on_get(self, req, resp): resp.content_type = 'text/csv' resp.downloadable_as = 'report.csv' resp.stream = self.fibonacci_generator() .. group-tab:: ASGI .. code:: python class Report: class PseudoTextStream: def __init__(self): self.clear() def clear(self): self.result = [] def write(self, data): self.result.append(data.encode()) async def fibonacci_generator(self, n=1000): stream = self.PseudoTextStream() writer = csv.writer(stream, quoting=csv.QUOTE_NONNUMERIC) writer.writerow(('n', 'Fibonacci Fn')) previous = 1 current = 0 for i in range(n+1): writer.writerow((i, current)) previous, current = current, current + previous for chunk in stream.result: yield chunk stream.clear() async def on_get(self, req, resp): resp.content_type = 'text/csv' resp.downloadable_as = 'report.csv' resp.stream = self.fibonacci_generator() .. note:: At the time of writing, Python does not support ``yield from`` here in an asynchronous generator, so we substitute it with a loop expression.