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SEED Labs – Packet Sniffing and Spoofing Lab 1Packet Sniffing and Spoofing LabThis work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 InternationalLicense. If you remix, transform, or build upon the material, this copyright notice must be left intact, orreproduced in a way that is reasonable to the medium in which the work is being re-published.

## 1 Overview

Packet sniffing and spoofing are two important concepts in network security; they are two major threatsin network communication. Being able to understand these two threats is essential for understanding security measures in networking. There are many packet sniffing andspoofing tools, such as Wireshark,Tcpdump, Netwox, Scapy, etc. Some of these tools are widely used by security experts, as well as byattackers. Being able to use these tools is important for students, but what is more important for students ina network security course is to understand how these tools work, i.e., how packet sniffing andspoofing areimplemented in software.The objective of this lab is two-fold: learning to use the tools and understanding thetechnologies underlying these tools. For the second object, students will write simple sniffer and spoofing programs, and gainan in-depth understanding of the technical aspects of these programs. This labcovers the following topics:

    • How the sniffing and spoofing work

    • Packet sniffing using the pcap library and Scapy

    • Packet spoofing using raw socket and Scapy

    • Manipulating packets using ScapyReadings and Videos. Detailed coverage of sniffing and spoofing can be found in the following:

    • Chapter 15 of the SEED Book, Computer & Internet Security: A Hands-on Approach, 2nd Edition,by Wenliang Du. See details at https://www.handsonsecurity.net.

    • Section 2 of the SEED Lecture, Internet Security: A Hands-on Approach, by Wenliang Du. See detailsat https://www.handsonsecurity.net/video.html.

    Lab environment. This lab has been tested on the SEED Ubuntu 20.04 VM. You can download a pre-built image from the SEED website, and run the SEED VM on your own computer. However, most of the SEED

labs can be conducted on the cloud, and you can follow ourinstruction to create a SEED VM on the cloud.Note for Instructors. There are two sets of tasks in this lab. The first set focuses on using tools to conductpacket sniffing and spoofing. It only requires a little bit of Python programming (usually a few lines ofcode); students do not need to have a prior Python programming background.The second set of tasks is designed primarily for Computer Science/Engineering students. Students needto write their own C programs from the scratch to do sniffing and spoofing. This way, they can gain a deeperunderstanding on how sniffing and spoofing tools actually work. Students need to have a solid programmingbackground for these tasks. The two sets of tasks are independent; instructors can choose to assign one setor both sets to their students, depending on their students’programming background.SEED Labs – Packet Sniffing and Spoofing Lab 2

## 2 Environment Setup using Container

    In this lab, we will use two machines that are connected to the sameLAN. We can either use two VMs oruse two containers. Figure 1 depicts the lab environment setup using containers. We will do all the attackson the attacker container, while using the other containeras the user machine.

    `

    User

    10.9.0.5

    Attacker

    10.9.0.1

    Network: 10.9.0.0/24

    Figure 1: Lab environment setup

### 2.1 Container Setup and Commands

    Please download the Labsetup.zip file to your VM from the lab’s website, unzip it, enter the Labsetup

    folder, and use the docker-compose.yml file to set up the lab environment. Detailed explanation of the

    content in this file and all the involved Dockerfile can be found from the user manual, which is linked

    to the website of this lab. If this is the first time you set up a SEED lab environment using containers, it is

    very important that you read the user manual.

    In the following, we list some of the commonly used commands related to Docker and Compose. Since

    we are going to use these commands very frequently, we have created aliases for them in the .bashrc file

    (in our provided SEEDUbuntu 20.04 VM).

    $ docker-compose build # Build the container image

    $ docker-compose up # Start the container

    $ docker-compose down # Shut down the container

    // Aliases for the Compose commands above

    $ dcbuild # Alias for: docker-compose build

    $ dcup # Alias for: docker-compose up

    $ dcdown # Alias for: docker-compose down

    All the containers will be running in the background. To run commands on a container, we often need

    to get a shell on that container. We first need to use the "docker ps" command to find out the ID of

    the container, and then use "docker exec" to start a shell on that container. We have created aliases for

    them in the .bashrc file.

    $ dockps // Alias for: docker ps --format "{{.ID}} {{.Names}}"

    $ docksh // Alias for: docker exec -it /bin/bash

    SEED Labs – Packet Sniffing and Spoofing Lab 3

    // The following example shows how to get a shell inside hostC

    $ dockps

    b1004832e275 hostA-10.9.0.5

    0af4ea7a3e2e hostB-10.9.0.6

    9652715c8e0a hostC-10.9.0.7

    $ docksh 96

    root@9652715c8e0a:/#

    // Note: If a docker command requires a container ID, you do not need to

    // type the entire ID string. Typing the first few characters will

    // be sufficient, as long as they are unique among all the containersf you encounter problems when setting up the lab environment, please read the “Common Problems”

    section of the manual for potential solutions.

### 2.2 About the Attacker Container

In this lab, we can either use the VM or the attacker container as the attacker machine. If you look atthe Docker Compose file, you will see that the attacker container is configured differently from the othercontainers. Here are the differences:

    • Shared folder. When we use the attacker container to launch attacks, we need to put the attackingcode inside the attacker container. Code editing is more convenient inside the VM than in containers,because we can use our favorite editors. In order for the VM and container to share files, we havecreated a shared folder between the VM and the container using the Docker volumes. If you lookat the Docker Compose file, you will find out that we have added the following entry to some of thecontainers. It indicates mounting the ./volumes folder on the host machine (i.e., the VM) to the

    /volumes folder inside the container. We will write our code in the ./volumes folder (on theVM), so they can be used inside the containers.volumes:- ./volumes:/volumes

    • Host mode. In this lab, the attacker needs to be able to sniff packets, but running sniffer programsinside a container has problems, because a container is effectively attached to a virtual switch, so it can only see its own traffic, and it is never going to see the packets among other containers. To solve this problem, we use the host mode for the attacker container. This allows the attacker container tosee all the traffics. The following entry used on the attacker container:

network_mode: hostWhen a container is in the host mode, it sees all the host’s network interfaces, and it even has thesame IP addresses as the host. Basically, it is put in the same network namespace as the host VM.However, the container is still a separate machine, because its other namespaces are still differentfrom the host.

Getting the network interface name. When we use the provided Composefile to create containers forthis lab, a new network is created to connect the VM and the containers. The IP prefix for thisnetwork is10.9.0.0/24, which is specified in the docker-compose.yml file. The IP address assigned to ourSEED Labs – Packet Sniffing and Spoofing Lab 4VM is 10.9.0.1. We need to find the name of the corresponding network interface on our VM, becausewe need to use it in our programs. The interface name is the concatenation ofbr- and the ID of the networkcreated by Docker. When we use ifconfig to list network interfaces, we will see quite a few. Look forthe IP address 10.9.0.1.

    $ ifconfig

    br-c93733e9f913: flags=4163 mtu 1500

    inet 10.9.0.1 netmask 255.255.255.0 broadcast 10.9.0.255

    ...

    Another way to get the interface name is to use the "docker network" command to find out the

    network ID ourselves (the name of the network is seed-net:

    $ docker network ls

    NETWORK ID NAME DRIVER SCOPE

    a82477ae4e6b bridge bridge local

    e99b370eb525 host host local

    df62c6635eae none null local

    c93733e9f913 seed-net bridge local

## 3 Lab Task Set 1: Using Scapy to Sniff and Spoof Packets

    Many tools can be used to do sniffing and spoofing, but most of them only provide fixed functionalities.Scapy is different: it can be used not only as a tool, but also as a building block to construct other sniffingand spoofing tools, i.e., we can integrate the Scapy functionalities into our own program. In this set of tasks,we will use Scapy for each task.To use Scapy, we can write a Python program, and then execute this program using Python. See thefollowing example. We should run Python using the root privilege because the privilege is required forspoofing packets. At the beginning of the program(Line ➀), we should import all Scapy’s modules.

    # view mycode.py

    #!/usr/bin/env python3

    from scapy.all import * ➀

    a = IP()

    a.show()

    # python3 mycode.py

    ###[ IP ]###

    version = 4

    ihl = None

    ...

    // Make mycode.py executable (another way to run python programs)

    # chmod a+x mycode.py

    # mycode.py

    We can also get into the interactive mode of Python and then run our program one line at a time at the

    Python prompt. This is more convenient if we need to change our code frequently in an experiment.

    SEED Labs – Packet Sniffing and Spoofing Lab 5

    # python3

    >>> from scapy.all import *

    >>> a = IP()

    >>> a.show()

    ###[ IP ]###

    version = 4

    ihl = None

    ...

3.1 Task 1.1: Sniffing Packets

Wireshark is the most popular sniffing tool, and it is easy to use. We will use it throughout the entire lab.However, it is difficult to use Wireshark as a building block to construct other tools. We will use Scapyfor that purpose. The objective of this task is to learn how to use Scapy to do packet sniffing in Pythonprograms. A sample code is provided in the following:

    #!/usr/bin/env python3

    from scapy.all import *

    def print_pkt(pkt):

    pkt.show()

    pkt = sniff(iface=’br-c93733e9f913’, filter=’icmp’, prn=print_pkt)

    The code above will sniff the packets on the br-c93733e9f913 interface. Please read the instruction

    in the lab setup section regarding how to get the interface name. If we want to sniff on multiple interfaces,

    we can put all the interfaces in a list, and assign it to iface. See the following example:

    iface=[’br-c93733e9f913’, ’enp0s3’]

    Task 1.1A. In the above program, for each captured packet, the callback function print pkt() will be

    invoked; this function will print out some of the information about the packet. Run the program with the

    root privilege and demonstrate that you can indeed capture packets. After that, run the program again, but

    without using the root privilege; describe and explain your observations.

    // Make the program executable

    # chmod a+x sniffer.py

    // Run the program with the root privilege

    # sniffer.py

    // Switch to the "seed" account, and

    // run the program without the root privilege

    # su seed

    $ sniffer.py

    Task 1.1B. Usually, when we sniff packets, we are only interested certain types of packets. We can do

    that by setting filters in sniffing. Scapy’s filter use the BPF (Berkeley Packet Filter) syntax; you can find the

    BPF manual from the Internet. Please set the following filters and demonstrate your sniffer program again

    (each filter should be set separately):

    SEED Labs – Packet Sniffing and Spoofing Lab 6

    • Capture only the ICMP packet

    • Capture any TCP packet that comes from a particular IP and with a destination port number 23.

    • Capture packets comes from or to go to a particular subnet. You can pick any subnet, such as

    128.230.0.0/16; you should not pick the subnet that your VM is attached to.

    3.2 Task 1.2: Spoofing ICMP Packets

    As a packet spoofing tool, Scapy allows us to set the fields of IP packets to arbitrary values. The objective

    of this task is to spoof IP packets with an arbitrary source IP address. We will spoof ICMP echo request

    packets, and send them to another VM on the same network. We will use Wireshark to observe whether our

    request will be accepted by the receiver. If it is accepted, an echo reply packet will be sent to the spoofed IP

    address. The following code shows an example of how to spoof an ICMP packets.

    >>> from scapy.all import *

    >>> a = IP() ➀

    >>> a.dst = ’10.0.2.3’ ➁

    >>> b = ICMP() ➂

    >>> p = a/b ➃

    >>> send(p) ➄

    .

    Sent 1 packets.

    In the code above, Line ➀ creates an IP object from the IP class; a class attribute is defined for each IP

    header field. We can use ls(a) or ls(IP) to see all the attribute names/values. We can also use a.show()

    and IP.show() to do the same. Line ➁ shows how to set the destination IP address field. If a field is not set,

    a default value will be used.

    >>> ls(a)

    version : BitField (4 bits) = 4 (4)

    ihl : BitField (4 bits) = None (None)

    tos : XByteField = 0 (0)

    len : ShortField = None (None)

    id : ShortField = 1 (1)

    flags : FlagsField (3 bits) = ()

    frag : BitField (13 bits) = 0 (0)

    ttl : ByteField = 64 (64)

    proto : ByteEnumField = 0 (0)

    chksum : XShortField = None (None)

    src : SourceIPField = ’127.0.0.1’ (None)

    dst : DestIPField = ’127.0.0.1’ (None)

    options : PacketListField = [] ([])

    Line ➂ creates an ICMP object. The default type is echo request. In Line ➃, we stack a and b together

    to form a new object. The / operator is overloaded by the IP class, so it no longer represents division;

    instead, it means adding b as the payload field of a and modifying the fields of a accordingly. As a result,

    we get a new object that represent an ICMP packet. We can now send out this packet using send() in

    Line ➄. Please make any necessary change to the sample code, and then demonstrate that you can spoof an

    ICMP echo request packet with an arbitrary source IP address.

    SEED Labs – Packet Sniffing and Spoofing Lab 7

    3.3 Task 1.3: Traceroute

    The objective of this task is to use Scapy to estimate the distance, in terms of number of routers, between

    your VM and a selected destination. This is basically what is implemented by the traceroute tool. In

    this task, we will write our own tool. The idea is quite straightforward: just send an packet (any type) to the

    destination, with its Time-To-Live (TTL) field set to 1 first. This packet will be dropped by the first router,

    which will send us an ICMP error message, telling us that the time-to-live has exceeded. That is how we get

    the IP address of the first router. We then increase our TTL field to 2, send out another packet, and get the

    IP address of the second router. We will repeat this procedure until our packet finally reach the destination.

    It should be noted that this experiment only gets an estimated result, because in theory, not all these packets

    take the same route (but in practice, they may within a short period of time). The code in the following

    shows one round in the procedure.

    a = IP()

    a.dst = ’1.2.3.4’

    a.ttl = 3

    b = ICMP()

    send(a/b)

    If you are an experienced Python programmer, you can write your tool to perform the entire procedure

    automatically. If you are new to Python programming, you can do it by manually changing the TTL field in

    each round, and record the IP address based on your observation from Wireshark. Either way is acceptable,

    as long as you get the result.

    3.4 Task 1.4: Sniffing and-then Spoofing

    In this task, you will combine the sniffing and spoofing techniques to implement the following sniff-andthen-spoof program. You need two machines on the same LAN: the VM and the user container. From

    the user container, you ping an IP X. This will generate an ICMP echo request packet. If X is alive, the

    ping program will receive an echo reply, and print out the response. Your sniff-and-then-spoof program

    runs on the VM, which monitors the LAN through packet sniffing. Whenever it sees an ICMP echo request,

    regardless of what the target IP address is, your program should immediately send out an echo reply using the

    packet spoofing technique. Therefore, regardless of whether machine X is alive or not, the ping program

    will always receive a reply, indicating that X is alive. You need to use Scapy to do this task. In your report,

    you need to provide evidence to demonstrate that your technique works.

    In your experiment, you should ping the following three IP addresses from the user container. Report

    your observation and explain the results.

    ping 1.2.3.4 # a non-existing host on the Internet

    ping 10.9.0.99 # a non-existing host on the LAN

    ping 8.8.8.8 # an existing host on the Internet

    Hint: You need to understand how the ARP protocol works in order to correctly explain your observation.

    You also need to know a little bit about routing. The following command help you find the router for a

    specified destination:

    ip route get 1.2.3.4

    SEED Labs – Packet Sniffing and Spoofing Lab 8

    4 Lab Task Set 2: Writing Programs to Sniff and Spoof Packets

    For this set up of tasks, you should compile the C code inside the host VM, and then run the code inside the

    container.

    4.1 Task 2.1: Writing Packet Sniffing Program

    Sniffer programs can be easily written using the pcap library. With pcap, the task of sniffers becomes

    invoking a simple sequence of procedures in the pcap library. At the end of the sequence, packets will

    be put in buffer for further processing as soon as they are captured. All the details of packet capturing are

    handled by the pcap library. The SEED book provides a sample code, showing how to write a simple sniffer

    program using pcap. We include the sample code in the following (see the book for detailed explanation).

    #include

    #include

    /* This function will be invoked by pcap for each captured packet.

    We can process each packet inside the function.

    */

    void got_packet(u_char *args, const struct pcap_pkthdr *header,

    const u_char *packet)

    {

    printf("Got a packet\n");

    }

    int main()

    {

    pcap_t *handle;

    char errbuf[PCAP_ERRBUF_SIZE];

    struct bpf_program fp;

    char filter_exp[] = "icmp";

    bpf_u_int32 net;

    // Step 1: Open live pcap session on NIC with name eth3

    // Students needs to change "eth3" to the name

    // found on their own machines (using ifconfig).

    handle = pcap_open_live("eth3", BUFSIZ, 1, 1000, errbuf);

    // Step 2: Compile filter_exp into BPF psuedo-code

    pcap_compile(handle, &fp, filter_exp, 0, net);

    if (pcap_setfilter(handle, &fp) !=0) {

    pcap_perror(handle, "Error:");

    exit(EXIT_FAILURE);

    }

    // Step 3: Capture packets

    pcap_loop(handle, -1, got_packet, NULL);

    pcap_close(handle); //Close the handle

    return 0;

    }

    SEED Labs – Packet Sniffing and Spoofing Lab 9

    // Note: don’t forget to add "-lpcap" to the compilation command.

    // For example: gcc -o sniff sniff.c -lpcap

    Tim Carstens has also written a tutorial on how to use pcap library to write a sniffer program. The

    tutorial is available at http://www.tcpdump.org/pcap.htm.

    Task 2.1A: Understanding How a Sniffer Works In this task, students need to write a sniffer program to

    print out the source and destination IP addresses of each captured packet. Students can type in the above code

    or download the sample code from the SEED book’s website (https://www.handsonsecurity.

    net/figurecode.html). Students should provide screenshots as evidences to show that their sniffer program can run successfully and produces expected results. In addition, please answer the following

    questions:

    • Question 1. Please use your own words to describe the sequence of the library calls that are essential

    for sniffer programs. This is meant to be a summary, not detailed explanation like the one in the

    tutorial or book.

    • Question 2. Why do you need the root privilege to run a sniffer program? Where does the program

    fail if it is executed without the root privilege?

    • Question 3. Please turn on and turn off the promiscuous mode in your sniffer program. Can you

    demonstrate the difference when this mode is on and off? Please describe how you can demonstrate

    this.

    Task 2.1B: Writing Filters. Please write filter expressions for your sniffer program to capture each of

    the followings. You can find online manuals for pcap filters. In your lab reports, you need to include

    screenshots to show the results after applying each of these filters.

    • Capture the ICMP packets between two specific hosts.

    • Capture the TCP packets with a destination port number in the range from 10 to 100.

    Task 2.1C: Sniffing Passwords. Please show how you can use your sniffer program to capture the password when somebody is using telnet on the network that you are monitoring. You may need to modify

    your sniffer code to print out the data part of a captured TCP packet (telnet uses TCP). It is acceptable if

    you print out the entire data part, and then manually mark where the password (or part of it) is.

    4.2 Task 2.2: Spoofing

    When a normal user sends out a packet, operating systems usually do not allow the user to set all the

    fields in the protocol headers (such as TCP, UDP, and IP headers). OSes will set most of the fields, while

    only allowing users to set a few fields, such as the destination IP address, the destination port number, etc.

    However, if users have the root privilege, they can set any arbitrary field in the packet headers. This is called

    packet spoofing, and it can be done through raw sockets.

    Raw sockets give programmers the absolute control over the packet construction, allowing programmers

    to construct any arbitrary packet, including setting the header fields and the payload. Using raw sockets is

    quite straightforward; it involves four steps: (1) create a raw socket, (2) set socket option, (3) construct the

    packet, and (4) send out the packet through the raw socket. There are many online tutorials that can teach

    you how to use raw sockets in C programming. We have linked some tutorials to the lab’s web page. Please

    read them, and learn how to write a packet spoofing program. We show a simple skeleton of such a program.

    SEED Labs – Packet Sniffing and Spoofing Lab 10

    int sd;

    struct sockaddr_in sin;

    char buffer[1024]; // You can change the buffer size

    /* Create a raw socket with IP protocol. The IPPROTO_RAW parameter

    * tells the sytem that the IP header is already included;

    * this prevents the OS from adding another IP header. */

    sd = socket(AF_INET, SOCK_RAW, IPPROTO_RAW);

    if(sd < 0) {

    perror("socket() error"); exit(-1);

    }

    /* This data structure is needed when sending the packets

    * using sockets. Normally, we need to fill out several

    * fields, but for raw sockets, we only need to fill out

    * this one field */

    sin.sin_family = AF_INET;

    // Here you can construct the IP packet using buffer[]

    // - construct the IP header ...

    // - construct the TCP/UDP/ICMP header ...

    // - fill in the data part if needed ...

    // Note: you should pay attention to the network/host byte order.

    /* Send out the IP packet.

    * ip_len is the actual size of the packet. */

    if(sendto(sd, buffer, ip_len, 0, (struct sockaddr *)&sin,

    sizeof(sin)) < 0) {

    perror("sendto() error"); exit(-1);

    }

    Task 2.2A: Write a spoofing program. Please write your own packet spoofing program in C. You need to

    provide evidences (e.g., Wireshark packet trace) to show that your program successfully sends out spoofed

    IP packets.

    Task 2.2B: Spoof an ICMP Echo Request. Spoof an ICMP echo request packet on behalf of another

    machine (i.e., using another machine’s IP address as its source IP address). This packet should be sent to a

    remote machine on the Internet (the machine must be alive). You should turn on your Wireshark, so if your

    spoofing is successful, you can see the echo reply coming back from the remote machine.

    Questions. Please answer the following questions.

    • Question 4. Can you set the IP packet length field to an arbitrary value, regardless of how big the

    actual packet is?

    • Question 5. Using the raw socket programming, do you have to calculate the checksum for the IP

    header?

    • Question 6. Why do you need the root privilege to run the programs that use raw sockets? Where

    does the program fail if executed without the root privilege?

    SEED Labs – Packet Sniffing and Spoofing Lab 11

    4.3 Task 2.3: Sniff and then Spoof

    In this task, you will combine the sniffing and spoofing techniques to implement the following sniff-andthen-spoof program. You need two VMs on the same LAN. From VM A, you ping an IP X. This will

    generate an ICMP echo request packet. If X is alive, the ping program will receive an echo reply, and

    print out the response. Your sniff-and-then-spoof program runs on VM B, which monitors the LAN through

    packet sniffing. Whenever it sees an ICMP echo request, regardless of what the target IP address is, your

    program should immediately send out an echo reply using the packet spoofing technique. Therefore, regardless of whether machine X is alive or not, the ping program will always receive a reply, indicating that X

    is alive. You need to write such a program in C, and include screenshots in your report to show that your

    program works. Please also attach the code (with adequate amount of comments) in your report.

    5 Guidelines

    5.1 Filling in Data in Raw Packets

    When you send out a packet using raw sockets, you basically construct the packet inside a buffer, so when

    you need to send it out, you simply give the operating system the buffer and the size of the packet. Working

    directly on the buffer is not easy, so a common way is to typecast the buffer (or part of the buffer) into

    structures, such as IP header structure, so you can refer to the elements of the buffer using the fields of

    those structures. You can define the IP, ICMP, TCP, UDP and other header structures in your program. The

    following example show how you can construct an UDP packet:

    struct ipheader {

    type field;

    .....

    }

    struct udpheader {

    type field;

    ......

    }

    // This buffer will be used to construct raw packet.

    char buffer[1024];

    // Typecasting the buffer to the IP header structure

    struct ipheader *ip = (struct ipheader *) buffer;

    // Typecasting the buffer to the UDP header structure

    struct udpheader *udp = (struct udpheader *) (buffer

    + sizeof(struct ipheader));

    // Assign value to the IP and UDP header fields.

    ip->field = ...;

    udp->field = ...;

    SEED Labs – Packet Sniffing and Spoofing Lab 12

    5.2 Network/Host Byte Order and the Conversions

    You need to pay attention to the network and host byte orders. If you use x86 CPU, your host byte order

    uses Little Endian, while the network byte order uses Big Endian. Whatever the data you put into the packet

    buffer has to use the network byte order; if you do not do that, your packet will not be correct. You actually

    do not need to worry about what kind of Endian your machine is using, and you actually should not worry

    about if you want your program to be portable.

    What you need to do is to always remember to convert your data to the network byte order when you

    place the data into the buffer, and convert them to the host byte order when you copy the data from the buffer

    to a data structure on your computer. If the data is a single byte, you do not need to worry about the order,

    but if the data is a short, int, long, or a data type that consists of more than one byte, you need to call

    one of the following functions to convert the data:

    htonl(): convert unsigned int from host to network byte order.

    ntohl(): reverse of htonl().

    htons(): convert unsigned short int from host to network byte order.

    ntohs(): reverse of htons().

    You may also need to use inet addr(), inet network(), inet ntoa(), inet aton() to

    convert IP addresses from the dotted decimal form (a string) to a 32-bit integer of network/host byte order.

    You can get their manuals from the Internet.

## 6 Submission

You need to submit a detailed lab report, with screenshots, to describe what you have done and what youhave observed. You also need to provide explanation to the observations that are interesting or surprising.Please also list the important code snippets followed by explanation. Simply attaching code without anyexplanation will not receive credits.

 
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