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CSci 4061: Introduction to Operating Systems
Creation date：2024-08-13 16:53:57
Belonging category：计算机computer science
Introduction to Operating Systems
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CSci 4061: Introduction to Operating Systems
Project #3: MultiThreaded Image Matching Server
1. Background
The purpose of this lab is to construct a multithreaded client and a multithreaded server using
POSIX threads (pthreads) in the C language to learn about thread programming and synchronization
methods. In this project, we will use multithreading to improve the performance of a server that is
programmed to accept an image from the user, match it against a database of known images, and return
the closest matching image. In this programming assignment we will be using the dispatcher-worker
model of threads. There is both concurrency and parallelism at play (the latter if the server is running on a
multicore system). Note: even if threads are dispatched to different cores, they still have direct access to
all of the process memory.
The purpose of this programming assignment is to get you started with thread programming and
synchronization. You need to be familiar with POSIX threads, mutex locks and condition variables.
2. Project Overview
Your project will be composed of two types of threads: dispatcher thread and worker threads.The
purpose of the dispatcher threads is to repeatedly accept an incoming connection, read the client request
from the connection, and place the request in a queue. We will assume that there will only be one request
per incoming connection. The purpose of the worker threads are to monitor the request queue, retrieve
requests (in the form of an input image) and read the image into memory (ie. get the bytes of the image),
match the image against a database of images, and serve the best or closest matching image back to the
user. The queue is a bounded buffer and will need to be properly synchronized. All client-server
communication is implemented for you.
3. Server Overview
Your server should create a fixed pool of worker and dispatcher threads when the program starts.
The worker thread pool size should be num_worker (you can assume that the number of worker threads
will be less than the number of requests) and dispatcher thread should be of size num_dispatcher. Your
server should bring the database of images into memory when the server starts up.
3.1 Server Database:
● The database is a directory filled with images. These images are utilized for comparing
input images received from clients, with the closest match subsequently returned to the
respective client. It is imperative to load this database into memory upon the server's
startup to ensure efficient access during the matching process.
3.2 Request Queue Structure:
● Request Queue Structure: Each request inside the queue will contain an image (i.e. a stream of
bytes) sent from the client via an image file they specify and file descriptor of where to send the
best matching image back. You may use a struct to hold this data before adding it to the queue.
The queue structure is up to you. You can implement it as a queue of structs or a linked list of
structs, or any other data structure you find suitable.
3.3 Dispatcher Thread
The purpose of the dispatcher threads is to repeatedly accept an incoming connection, read the
client request from the connection (i.e. the image contents), and place the request in a queue. We will
assume that there will only be one request per incoming connection. You will use locks and condition
variables (discussed Thursday) to synchronize this queue (also known as a bounded buffer). The queue is
of fixed size.
● Queue Management: The identified image stream of bytes are added to the request queue along
with a file descriptor of where to send the image back. This queue is shared with the workers.
● Signaling New Request: Once a request is added to the request queue, the dispatcher thread will
signal to all of the worker threads that there is a request in the queue.
● Full Queue: Once the queue is full, the dispatcher thread will wait for a signal from any worker
thread that there is a space in the queue.
● Network Functions the dispatcher will call:
○ int socketfd = accept_connection(): returns a file descriptor which
should be stored in the queue
○ Char * buffer = get_request(int socketfd, size_t *size):
Takes the file descriptor as the first argument, and takes a size_t pointer as a second
argument which will be set by this function. Returns a char * with the raw image bytes.
3.6 Worker Threads
The worker threads are responsible for monitoring the request queue, retrieving requests,
comparing images from the database with the request image, and serving the best image back to the user.
Here's a breakdown of its functionality:
● Parameters: The worker thread will take a threadID as a parameter (0, 1, 2, …) which will later
be used for logging. You can assign the threads an ID in the order the threads are created. Note
that this thread ID is different from the pthread_id assigned to the thread by the pthread_create()
function.
● Queue Monitoring: Worker threads continuously monitor the shared request queue. When a new
request arrives from the dispatcher thread, one of the worker threads retrieves it for further
processing.
● Request Handling: Once a request is obtained, a worker thread will compare against the
in-memory copy of the database for the best matching image.
● Response to request: After finding the image, the worker thread prepares the image to be served
back to the user by sending the image bytes. The client then writes the returned image into a file.
An example would be: input file is foobar.png output file could be foobar_similar.png.
● Empty Queue: Once the queue is empty, the worker thread will wait for a signal from any
dispatcher thread that there are now requests in the queue.
● Synchronization: Proper synchronization mechanisms such as mutex locks and condition
variables are used to ensure that multiple worker threads can safely access and modify shared
data structures (queues) and other global variables without race conditions or deadlocks.
● Network Function the worker will make:
○ database_entry_t image_match(char *input_image, int size):
○ send_file_to_client(int socketFd, char *buffer, int size):
Takes the client file descriptor, the matching image memory block, and its size.
3.8 Request Logging
The worker threads must carefully log each request to a file called “server_log” and also to the
terminal (stdout) in the format below. The log file should be created in the same directory where the final
executable “server” exists. You must also protect the log file from race conditions. The format is:
[threadId][reqNum][fd][Request string][bytes/error]
● threadId is an integer from 0 to num_workers -1 indicating the thread index of request
handling worker. (Note: this is not the pthread_t returned by pthread_create).
● reqNum is the total number of requests a specific worker thread has handled so far, including
the current request (i.e. it is a way to tag each request uniquely).
● fd is the file descriptor given to you by accept_connection() for this request
● database string is the image filename sent by the server
● bytes/error is either the number of bytes returned by a successful request.
The log (in the “server_log” file and in the terminal) should look something like the example below. We
provide the code for this.
[8][1][5][/DB/30.jpg][17772]
[9][1][5][/DB/30.jpg][17772]
Make sure serer_log file is opened for write with truncation to 0.
3.8 Server termination
We will keep this very simple: ^C. If you wish you can catch ^C, and do some cleanup or
goodbye, but not needed. If the client is running, then this may hang the client or possibly make it crash.
Do not worry about that.
4. Client Overview
Your client will take a directory name as command line argument and be tasked with traversing
its contents. For each file encountered within the directory, the client will initiate a thread to request the
server to process it. This thread will handle the transmission of the file to the server for processing.
Subsequently, the thread will remain active, awaiting the receipt of the corresponding matching image
from the server, writing the contents to a file, and then terminating. The reason the client is multithreaded
is to emulate multiple concurrent requests to the server.
4.1 Client Main Thread
● Directory Traversal: The main thread will traverse the directory contents, for each image
encountered within the directory, it will spawn a thread to process it. This will give us some
concurrency at the server, hopefully.
4.2 Client Threads
● File Preparation: Once the thread starts it will load the image into memory and send it to the
server using send_file_to_server() function.
● User Response: After the thread successfully sends an image to the server. The thread will
remain active, awaiting the receipt of the corresponding matching image from the server.
● Matching image Handling: Once the matching image has been received by the client, the thread
will save the image into a new file and log the request.
● Network Functions the client needs to call:
○ int socketFd = setup_connection(): returns a file descriptor for where to
send data to the server
○ send_file_to_server(int socketFd FILE *fd, size_t size) :
takes a server file descriptor, the image file descriptor and size of the image.
○ receive_file(int socketFd, char * path): server file descriptor and
path to output the new image.
Case category
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CMP7000A CMP-7038B Math 263 LAW3016 CS371 STAT 334 FIN0008 ACC3004 STAT 371 ​COMP1921 MTH201 ACCT2000 UN3412 CIV6000 MATHS 3021 MATE7014 ECON1 CIBC6035 LAW121G COMM 321 CSC8204R TTM2033 CSCI 2600 MAE 115 LNG302 CENV6175W1 ECON30019 CPS2015 BST969 DDES9015 AMATH242 CS 1151 N1592 ACCT600 EG503G SMM519 EC318 Ecstatistics EEE 471 MARK2051 Topology COM00037H ACCT3000 MTHM501 EG501V COM00055H BUSN9085 GGR273 MATH 2B ITD102 MA214 ECON0060 ECE3114 ECMM447 Mechanics CCT361H5S BSAN3210 WELF2001 Fin3001 RESP5001 STA 137 Linguistics 101 CSCI368 CMPSC497 LUBS3655 OMBA 5355 BUSM2562 ​BFF5902 CYBR7001 CULT2005 ECON 7720 MTRX3760 FSE598 ​LUE1001 MGSC 7100 CS3240 COSC7500 ACCT3091 INFOGR TRAN 2080 DESIGN CIVE215001 CIVE2360 CPSC 8430 FNCE2003 Stoichiometry INFS6023 Quantitative Method Math 21D ECE5179 Design ​ECON8022 Chemical DMS 213 ADM1370 BFF5902 BFF2701 AGRI10051 AMN400 ECON7322 ​FINC5090 ​MATH1052 ​SciComp Elec4622 ​FINS5516 ENG 101 MMM143 CS431CA2 BSAN2201 EBSC7070 ES9v9-10 PLIN0009 DATA 8 MATH 101 BCPM0097 ​MAT 237 BISM2201 EEE8099 Physics 11 ECE2238B Biostat 234 ​ECON30009 INF10025 CHEM252 CCMA4008 CIVE 3007 STAT0031 ELEC ENG 3108 MGMT90140 CHEM 252 STAT3016 MMM095 ​MMGT6016 Legal STAT 311 ELEC9764 COMP 370 TCS 3053 EECS 1021 FIT1051 C/C++ EE3C COMP2003J COM398 COMP51915 Simulator FIN42330 8PRO102 PGD ELEC5160 XJCO1921 COMP5123M INFS 2042 CHE1148H ECA5313 IN3329 Microsoft Modeling B15 2TT COMP3687 COMP2432 DMS2030 KAN4TSF CFKG CSE 5322 CSE 445 STATS 3DA3 CHC5223 COMP1048 EL3105 EECS 3221 CS231 ME 4434 ITP4510 ITP4501 CSCI 5708 Controller EECE 5699 CPEN 231L CPN programs CSC8016 MATU9D2 ENGN4213 2. SVM. (10 points) Consider an SVM classifier using RBF kernel, and finish the following python code to search for the optimum kernel parameter γ. You are required to calculate the RBF function and search yourself, instead of using functions in Scikit-Learn (sklearn). def parameter search(gamma list ,Xtr,ytr,Xts,yts ,...): """ Parameters gamma list: A list of RBF kernel parameter gamma to search for Xtr: Training data, shape (ntr,nrow,ncol) ytr: Training labels, shape (ntr,) Xts: Test data, shape (nts,nrow,ncol) yts: Test labels, shape (nts,) ... Add other parameters as needed Returns: gamma optimum: The gamma with minimum error on Xts, yts """ ... return gamma optimum
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