This is the second post in my web app from scratch series. If you haven’t read it yet, you can find the first part here. You’ll want to read that one first.

In this part we’re going to cover improvements to the Request data structure, adding Response and Server abstractions and making the server able to serve concurrent requests.

Requests

The Request class we wrote last time was able to store the request method , its path and its headers . Let’s first improve it by making it possible to store multiple values for a single header. To do that, we’re going to define a class called Headers that acts as a mapping from case-insensitive header names to lists of header values.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 from collections import defaultdict class Headers : def __init__ ( self ) -> None : self . _headers = defaultdict ( list ) def add ( self , name : str , value : str ) -> None : self . _headers [ name . lower ()] . append ( value ) def get_all ( self , name : str ) -> typing . List [ str ]: return self . _headers [ name . lower ()] def get ( self , name : str , default : typing . Optional [ str ] = None ) -> typing . Optional [ str ]: try : return self . get_all ( name )[ - 1 ] except IndexError : return default

Pretty straightforward: each instance of the class has an underlying dict whose keys are lower-cased header names and whose values are lists of header values. If we plug Headers into our Request class now, it should look something like this:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 class Request ( typing . NamedTuple ): method : str path : str headers : Headers @classmethod def from_socket ( cls , sock : socket . socket ) -> "Request" : """Read and parse the request from a socket object. Raises: ValueError: When the request cannot be parsed. """ lines = iter_lines ( sock ) try : request_line = next ( lines ) . decode ( "ascii" ) except StopIteration : raise ValueError ( "Request line missing." ) try : method , path , _ = request_line . split ( " " ) except ValueError : raise ValueError ( f "Malformed request line {request_line!r}." ) headers = Headers () for line in lines : try : name , _ , value = line . decode ( "ascii" ) . partition ( ":" ) headers . add ( name , value . lstrip ()) except ValueError : raise ValueError ( f "Malformed header line {line!r}." ) return cls ( method = method . upper (), path = path , headers = headers )

Next up, let’s make it possible to read request bodies using our request class. Since reading the full request body on every request is potentially wasteful (and an attack vector!), we’re going to define a BodyReader class that will behave as a read-only file object so that users of the Request class can decide when and how much data they want to read from the request body.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 class BodyReader ( io . IOBase ): def __init__ ( self , sock : socket . socket , * , buff : bytes = b "" , bufsize : int = 16 _384 ) -> None : self . _sock = sock self . _buff = buff self . _bufsize = bufsize def readable ( self ) -> bool : return True def read ( self , n : int ) -> bytes : """Read up to n number of bytes from the request body. """ while len ( self . _buff ) < n : data = self . _sock . recv ( self . _bufsize ) if not data : break self . _buff += data res , self . _buff = self . _buff [: n ], self . _buff [ n :] return res

The BodyReader wraps a socket and reads data in bufsize chunks into an in-memory buffer. To understand why its buffer can be pre-filled (the buff parameter in the constructor), lets take another look at the iter_lines function we defined last time:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 def iter_lines ( sock : socket . socket , bufsize : int = 16 _384 ) -> typing . Generator [ bytes , None , bytes ]: """Given a socket, read all the individual CRLF-separated lines and yield each one until an empty one is found. Returns the remainder after the empty line. """ buff = b "" while True : data = sock . recv ( bufsize ) if not data : return b "" buff += data while True : try : i = buff . index ( b " \r

" ) line , buff = buff [: i ], buff [ i + 2 :] if not line : return buff yield line except IndexError : break

You can see that once it finds the marker for the end of the request headers ( if not line: ), it returns any additional data that it may have read. To give a concrete example, say a request contains 4KiB of header data and 100KiB of body data, since iter_lines reads data in chunks of 16KiB by default, it might read all the header data plus an additional 12KiB of body data in one call. The 4KiB of header data will be split into lines and yielded by the generator and the additional data that was read past the request headers will be returned from the generator. We’ll use the returned data to pre-populate the RequestReader 's internal buffer.

We’re going to have to change our header parsing logic to use a while loop instead of a for loop so that we can capture the return value of the generator. Once we have the return value, we can construct a body reader and pass that to the Request constructor.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 class Request ( typing . NamedTuple ): method : str path : str headers : Headers body : BodyReader @classmethod def from_socket ( cls , sock : socket . socket ) -> "Request" : """Read and parse the request from a socket object. Raises: ValueError: When the request cannot be parsed. """ lines = iter_lines ( sock ) try : request_line = next ( lines ) . decode ( "ascii" ) except StopIteration : raise ValueError ( "Request line missing." ) try : method , path , _ = request_line . split ( " " ) except ValueError : raise ValueError ( f "Malformed request line {request_line!r}." ) headers = Headers () buff = b "" while True : try : line = next ( lines ) except StopIteration as e : # StopIteration.value contains the return value of the generator. buff = e . value break try : name , _ , value = line . decode ( "ascii" ) . partition ( ":" ) headers . add ( name , value . lstrip ()) except ValueError : raise ValueError ( f "Malformed header line {line!r}." ) body = BodyReader ( sock , buff = buff ) return cls ( method = method . upper (), path = path , headers = headers , body = body )

Now that we have a body reader, we can update our main server loop to read and print out incoming request bodies:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 while True : client_sock , client_addr = server_sock . accept () print ( f "Received connection from {client_addr}..." ) with client_sock : try : request = Request . from_socket ( client_sock ) try : content_length = int ( request . headers . get ( "content-length" , "0" )) except ValueError : content_length = 0 if content_length : body = request . body . read ( content_length ) print ( "Request body" , body ) if request . method != "GET" : client_sock . sendall ( METHOD_NOT_ALLOWED_RESPONSE ) continue serve_file ( client_sock , request . path ) except Exception as e : print ( f "Failed to parse request: {e}" ) client_sock . sendall ( BAD_REQUEST_RESPONSE )

If you send the server some body data now, you should see it print the whole thing to standard out. Cool!

We’re done with the Request data structure for now. We’ll come back to it later when we add query string parameter parsing but, for now, let’s move it, BodyReader and iter_lines into a module called request.py . We’ll also move Headers into its own module called headers.py since the Response class is also going to use the Headers data structure.

headers.py :

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 import typing from collections import defaultdict class Headers : def __init__ ( self ) -> None : self . _headers = defaultdict ( list ) def add ( self , name : str , value : str ) -> None : self . _headers [ name . lower ()] . append ( value ) def get_all ( self , name : str ) -> typing . List [ str ]: return self . _headers [ name . lower ()] def get ( self , name : str , default : typing . Optional [ str ] = None ) -> typing . Optional [ str ]: try : return self . get_all ( name )[ - 1 ] except IndexError : return default

request.py :

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 import io import socket import typing from collections import defaultdict from headers import Headers class BodyReader ( io . IOBase ): def __init__ ( self , sock : socket . socket , * , buff : bytes = b "" , bufsize : int = 16 _384 ) -> None : self . _sock = sock self . _buff = buff self . _bufsize = bufsize def readable ( self ) -> bool : return True def read ( self , n : int ) -> bytes : """Read up to n number of bytes from the request body. """ while len ( self . _buff ) < n : data = self . _sock . recv ( self . _bufsize ) if not data : break self . _buff += data res , self . _buff = self . _buff [: n ], self . _buff [ n :] return res class Request ( typing . NamedTuple ): method : str path : str headers : Headers body : BodyReader @classmethod def from_socket ( cls , sock : socket . socket ) -> "Request" : """Read and parse the request from a socket object. Raises: ValueError: When the request cannot be parsed. """ lines = iter_lines ( sock ) try : request_line = next ( lines ) . decode ( "ascii" ) except StopIteration : raise ValueError ( "Request line missing." ) try : method , path , _ = request_line . split ( " " ) except ValueError : raise ValueError ( f "Malformed request line {request_line!r}." ) headers = Headers () buff = b "" while True : try : line = next ( lines ) except StopIteration as e : buff = e . value break try : name , _ , value = line . decode ( "ascii" ) . partition ( ":" ) headers . add ( name , value . lstrip ()) except ValueError : raise ValueError ( f "Malformed header line {line!r}." ) body = BodyReader ( sock , buff = buff ) return cls ( method = method . upper (), path = path , headers = headers , body = body ) def iter_lines ( sock : socket . socket , bufsize : int = 16 _384 ) -> typing . Generator [ bytes , None , bytes ]: """Given a socket, read all the individual CRLF-separated lines and yield each one until an empty one is found. Returns the remainder after the empty line. """ buff = b "" while True : data = sock . recv ( bufsize ) if not data : return b "" buff += data while True : try : i = buff . index ( b " \r

" ) line , buff = buff [: i ], buff [ i + 2 :] if not line : return buff yield line except IndexError : break

100 Continue

If you use cURL to send more than 1KiB of data to the server you might notice it hangs for about a second before it reads all the data. That’s because cURL uses the 100 Continue status code to figure out if and when it should send large request bodies to the server.

When you make a cURL request with a payload larger than 1KiB, it automatically sends the server an Expect: 100-continue header and waits until either

it receives a HTTP/1.1 100 Continue response status line from the server, at which point it sends the request body to the server, or it receives some other response status line from the server, in which case it doesn’t send the request body to the server at all, or its 1 second timeout lapses with the server having not sent it any data, at which point it sends the request body to the server.

This mechanism lets clients pause the request until the server determines whether or not it wants to process it. Our server will accept all requests for now so we’ll just make it send the client a 100 Continue status every time it gets such an Expect header:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 while True : client_sock , client_addr = server_sock . accept () print ( f "Received connection from {client_addr}..." ) with client_sock : try : request = Request . from_socket ( client_sock ) if "100-continue" in request . headers . get ( "expect" , "" ): client_sock . sendall ( b "HTTP/1.1 100 Continue \r

\r

" ) try : content_length = int ( request . headers . get ( "content-length" , "0" )) except ValueError : content_length = 0 if content_length : body = request . body . read ( content_length ) print ( "Request body" , body ) if request . method != "GET" : client_sock . sendall ( METHOD_NOT_ALLOWED_RESPONSE ) continue serve_file ( client_sock , request . path ) except Exception as e : print ( f "Failed to parse request: {e}" ) client_sock . sendall ( BAD_REQUEST_RESPONSE )

Send the server more than 1KiB of data using cURL now. It should be much faster than it was before.

Responses

So far all the responses we’ve returned have been “hand-written”. It’s time for us to write a Response abstraction to make that side of things a little more manageable.

Back in server.py , let’s define our Response class:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 class Response : """An HTTP response. Parameters: status: The resposne status line (eg. "200 OK"). headers: The response headers. body: A file containing the response body. content: A string representing the response body. If this is provided, then body is ignored. encoding: An encoding for the content, if provided. """ def __init__ ( self , status : str , headers : typing . Optional [ Headers ] = None , body : typing . Optional [ typing . IO ] = None , content : typing . Optional [ str ] = None , encoding : str = "utf-8" ) -> None : self . status = status . encode () self . headers = headers or Headers () if content is not None : self . body = io . BytesIO ( content . encode ( encoding )) elif body is None : self . body = io . BytesIO () else : self . body = body def send ( self , sock : socket . socket ) -> None : """Write this response to a socket. """ raise NotImplementedError

We’ll keep it relatively simple for now: a response is just a class that holds the response status , headers and a file representing the response body. In addition to that, it knows how to write itself to a socket (rather, it will know, since we haven’t implemented that part yet). We can use this to rewrite serve_file and our main loop.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 def serve_file ( sock : socket . socket , path : str ) -> None : """Given a socket and the relative path to a file (relative to SERVER_ROOT), send that file to the socket if it exists. If the file doesn't exist, send a "404 Not Found" response. """ if path == "/" : path = "/index.html" abspath = os . path . normpath ( os . path . join ( SERVER_ROOT , path . lstrip ( "/" ))) if not abspath . startswith ( SERVER_ROOT ): response = Response ( status = "404 Not Found" , content = "Not Found" ) response . send ( sock ) return try : with open ( abspath , "rb" ) as f : content_type , encoding = mimetypes . guess_type ( abspath ) if content_type is None : content_type = "application/octet-stream" if encoding is not None : content_type += f "; charset={encoding}" response = Response ( status = "200 OK" , body = f ) response . headers . add ( "content-type" , content_type ) response . send ( sock ) return except FileNotFoundError : response = Response ( status = "404 Not Found" , content = "Not Found" ) response . send ( sock ) return with socket . socket () as server_sock : server_sock . setsockopt ( socket . SOL_SOCKET , socket . SO_REUSEADDR , 1 ) server_sock . bind (( HOST , PORT )) server_sock . listen ( 0 ) print ( f "Listening on {HOST}:{PORT}..." ) while True : client_sock , client_addr = server_sock . accept () print ( f "Received connection from {client_addr}..." ) with client_sock : try : request = Request . from_socket ( client_sock ) if "100-continue" in request . headers . get ( "expect" , "" ): response = Response ( status = "100 Continue" ) response . send ( client_sock ) try : content_length = int ( request . headers . get ( "content-length" , "0" )) except ValueError : content_length = 0 if content_length : body = request . body . read ( content_length ) print ( "Request body" , body ) if request . method != "GET" : response = Response ( status = "405 Method Not Allowed" , content = "Method Not Allowed" ) response . send ( client_sock ) continue serve_file ( client_sock , request . path ) except Exception as e : print ( f "Failed to parse request: {e}" ) response = Response ( status = "400 Bad Request" , content = "Bad Request" ) response . send ( client_sock )

Before we can implement Response.send , we have to add a method to Headers that’ll let us iterate over all the headers.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 HeadersDict = typing . Dict [ str , typing . List [ str ]] HeadersGenerator = typing . Generator [ typing . Tuple [ str , str ], None , None ] class Headers : def __init__ ( self ) -> None : self . _headers = defaultdict ( list ) def add ( self , name : str , value : str ) -> None : self . _headers [ name . lower ()] . append ( value ) def get_all ( self , name : str ) -> typing . List [ str ]: return self . _headers [ name . lower ()] def get ( self , name : str , default : typing . Optional [ str ] = None ) -> typing . Optional [ str ]: try : return self . get_all ( name )[ - 1 ] except IndexError : return default def __iter__ ( self ) -> HeadersGenerator : for name , values in self . _headers . items (): for value in values : yield name , value

With this in place, we can now write Response.send :

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 def send ( self , sock : socket . socket ) -> None : """Write this response to a socket. """ content_length = self . headers . get ( "content-length" ) if content_length is None : try : body_stat = os . fstat ( self . body . fileno ()) content_length = body_stat . st_size except OSError : self . body . seek ( 0 , os . SEEK_END ) content_length = self . body . tell () self . body . seek ( 0 , os . SEEK_SET ) if content_length > 0 : self . headers . add ( "content-length" , content_length ) headers = b "HTTP/1.1 " + self . status + b " \r

" for header_name , header_value in self . headers : headers += f "{header_name}: {header_value} \r

" . encode () sock . sendall ( headers + b " \r

" ) if content_length > 0 : sock . sendfile ( self . body )

send tries to figure out what the size of the request body is, then it joins up the status line with the headers and sends them over the socket. Finally, it writes the body file to the socket if there is at least one byte in it.

Python’s socket.sendfile has the nice property that it figures out if its parameter is just a regular file or not. If it is, then it uses the high-performance sendfile system call to write the file to the socket and if it isn’t then it falls back to regular send calls.

We’re done with Response for the time being so let’s move it into its own module, called response.py .

Server

At this point, our server loop in server.py is pretty short and sweet:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 with socket . socket () as server_sock : server_sock . setsockopt ( socket . SOL_SOCKET , socket . SO_REUSEADDR , 1 ) server_sock . bind (( HOST , PORT )) server_sock . listen ( 0 ) print ( f "Listening on {HOST}:{PORT}..." ) while True : client_sock , client_addr = server_sock . accept () print ( f "Received connection from {client_addr}..." ) with client_sock : try : request = Request . from_socket ( client_sock ) if "100-continue" in request . headers . get ( "expect" , "" ): response = Response ( status = "100 Continue" ) response . send ( client_sock ) try : content_length = int ( request . headers . get ( "content-length" , "0" )) except ValueError : content_length = 0 if content_length : body = request . body . read ( content_length ) print ( "Request body" , body ) if request . method != "GET" : response = Response ( status = "405 Method Not Allowed" , content = "Method Not Allowed" ) response . send ( client_sock ) continue serve_file ( client_sock , request . path ) except Exception as e : print ( f "Failed to parse request: {e}" ) response = Response ( status = "400 Bad Request" , content = "Bad Request" ) response . send ( client_sock )

Let’s wrap it in a class called HTTPServer :

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 class HTTPServer : def __init__ ( self , host = "127.0.0.1" , port = 9000 ) -> None : self . host = host self . port = port def serve_forever ( self ) -> None : with socket . socket () as server_sock : server_sock . setsockopt ( socket . SOL_SOCKET , socket . SO_REUSEADDR , 1 ) server_sock . bind (( self . host , self . port )) server_sock . listen ( 0 ) print ( f "Listening on {self.host}:{self.port}..." ) while True : client_sock , client_addr = server_sock . accept () self . handle_client ( client_sock , client_addr ) def handle_client ( self , client_sock : socket . socket , client_addr : typing . Tuple [ str , int ]) -> None : with client_sock : try : request = Request . from_socket ( client_sock ) if "100-continue" in request . headers . get ( "expect" , "" ): response = Response ( status = "100 Continue" ) response . send ( client_sock ) try : content_length = int ( request . headers . get ( "content-length" , "0" )) except ValueError : content_length = 0 if content_length : body = request . body . read ( content_length ) print ( "Request body" , body ) if request . method != "GET" : response = Response ( status = "405 Method Not Allowed" , content = "Method Not Allowed" ) response . send ( client_sock ) return serve_file ( client_sock , request . path ) except Exception as e : print ( f "Failed to parse request: {e}" ) response = Response ( status = "400 Bad Request" , content = "Bad Request" ) response . send ( client_sock ) server = HTTPServer () server . serve_forever ()

This is still the exact same logic, but now it’s a little more reusable. serve_forever sets up the server socket and accepts new connections on a loop, it then sends those connections over to handle_client which processes the request and sends a response over the socket.

Next, let’s throw a little bit of concurrency into the mix by defining an HTTPWorker class.

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 class HTTPWorker ( Thread ): def __init__ ( self , connection_queue : Queue ) -> None : super () . __init__ ( daemon = True ) self . connection_queue = connection_queue self . running = False def stop ( self ) -> None : self . running = False def run ( self ) -> None : self . running = True while self . running : try : client_sock , client_addr = self . connection_queue . get ( timeout = 1 ) except Empty : continue try : self . handle_client ( client_sock , client_addr ) except Exception : print ( f "Unhandled error: {e}" ) continue finally : self . connection_queue . task_done () def handle_client ( self , client_sock : socket . socket , client_addr : typing . Tuple [ str , int ]) -> None : with client_sock : try : request = Request . from_socket ( client_sock ) if "100-continue" in request . headers . get ( "expect" , "" ): response = Response ( status = "100 Continue" ) response . send ( client_sock ) try : content_length = int ( request . headers . get ( "content-length" , "0" )) except ValueError : content_length = 0 if content_length : body = request . body . read ( content_length ) print ( "Request body" , body ) if request . method != "GET" : response = Response ( status = "405 Method Not Allowed" , content = "Method Not Allowed" ) response . send ( client_sock ) return serve_file ( client_sock , request . path ) except Exception as e : print ( f "Failed to parse request: {e}" ) response = Response ( status = "400 Bad Request" , content = "Bad Request" ) response . send ( client_sock )

HTTP workers are OS threads that wait for new connections to pop up on a queue and then act on them. Let’s plug workers into HTTPServer :

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 class HTTPServer : def __init__ ( self , host = "127.0.0.1" , port = 9000 , worker_count = 16 ) -> None : self . host = host self . port = port self . worker_count = worker_count self . worker_backlog = worker_count * 8 self . connection_queue = Queue ( self . worker_backlog ) def serve_forever ( self ) -> None : workers = [] for _ in range ( self . worker_count ): worker = HTTPWorker ( self . connection_queue ) worker . start () workers . append ( worker ) with socket . socket () as server_sock : server_sock . setsockopt ( socket . SOL_SOCKET , socket . SO_REUSEADDR , 1 ) server_sock . bind (( self . host , self . port )) server_sock . listen ( self . worker_backlog ) print ( f "Listening on {self.host}:{self.port}..." ) while True : try : self . connection_queue . put ( server_sock . accept ()) except KeyboardInterrupt : break for worker in workers : worker . stop () for worker in workers : worker . join ( timeout = 30 )

Now all the HTTP server class does is it spins up some number of worker threads, then it sets up the server socket and starts accepting new connections. It pushes connections onto the shared connection queue so that the workers can pick them up and handle them.

Just for fun, here’s what running Apache Bench on the server yields on my machine:

1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 $ ab -n 10000 -c 32 http://127.0.0.1:9000/ This is ApacheBench, Version 2.3 <$Revision: 1807734 $> Copyright 1996 Adam Twiss, Zeus Technology Ltd, http://www.zeustech.net/ Licensed to The Apache Software Foundation, http://www.apache.org/ Benchmarking 127.0.0.1 (be patient) Completed 1000 requests Completed 2000 requests Completed 3000 requests Completed 4000 requests Completed 5000 requests Completed 6000 requests Completed 7000 requests Completed 8000 requests Completed 9000 requests Completed 10000 requests Finished 10000 requests Server Software: Server Hostname: 127.0.0.1 Server Port: 9000 Document Path: / Document Length: 15 bytes Concurrency Level: 32 Time taken for tests: 3.320 seconds Complete requests: 10000 Failed requests: 0 Total transferred: 790000 bytes HTML transferred: 150000 bytes Requests per second: 3011.73 [#/sec] (mean) Time per request: 10.625 [ms] (mean) Time per request: 0.332 [ms] (mean, across all concurrent requests) Transfer rate: 232.35 [Kbytes/sec] received Connection Times (ms) min mean[+/-sd] median max Connect: 0 0 0.1 0 2 Processing: 2 11 5.1 10 73 Waiting: 1 9 4.6 8 72 Total: 3 11 5.1 10 73 Percentage of the requests served within a certain time (ms) 50% 10 66% 11 75% 11 80% 11 90% 12 95% 12 98% 14 99% 17 100% 73 (longest request)

3k requests per second. Not bad considering this is a threaded web server implemented in pure Python!

Winding down

Whew! That was a lot of stuff to cover in one post. I didn’t think you’d make it, but here you are! That’s it for part 2. In part 3 we’re going to cover request handlers and middleware. If you’d like to check out the full source code and follow along, you can find it here.

See ya next time!