Operating systems
Proportional share
Prashanth L.A.
2023-08-23
Lecture 11 starts here
Proportional share (aka fair share) scheduler
Guarantee that each job gets a certain percentage of CPU time
Forget turnaround and response times
Basic concept: Tickets represent your share
Example
- Two processes: A and B
- Process A has 75 tickets
- Process B has 25 tickets
Want: A gets 75% of CPU and B 25%
Solution: Use lotteries \(\Leftrightarrow\) randomness
Lottery scheduling
- The scheduler picks a winning ticket uniformly at
random
- Process holding the ticket gets the CPU
- Example
- There are 100 tickets
- Process A has 75 tickets: 0 ~ 74
- Process B has 25 tickets: 75 ~ 99
- Scheduler picks a random number in \(\{0,\ldots,99\}\)
Number: 63 85 70 39 76 17 29 41 36 39 10 99 68 83 63
Schedule: A B A A B A A A A A A B A B A A A A A A
B got \(20\%\) instead of \(25\%\). Longer run \(\implies\) sample averages would agree with
their mean values
Ticket currency
- Users allocate tickets among their own jobs in
whatever currency they would like;
- OS converts said currency into the correct global
value
Example
- Users A, B with 100 tickets each
- User A has two procs A1, A2; B has one proc B1
User A -> 500 (A’s currency) to A1 -> 50 (global currency)
-> 500 (A’s currency) to A2 -> 50 (global currency)
User B -> 10 (B’s currency) to B1 -> 100 (global currency)
Some more ticketing stuff
Ticket transfer
- process can temporarily hand off its tickets to another process
- useful in client-server model
Ticket inflation
- a process can temporarily raise or lower the number of tickets it
owns
- Dont trust, cut inflation
Implementation
int counter = 0;
int winner = random() % gtickets; // get winner
struct node_t *current = head;
// loop until the sum of ticket values is > the winner
while (current) {
counter = counter + current->tickets;
if (counter > winner)
break; // found the winner
current = current->next;
}
// current is the winner: schedule it...
Unfairness metric
- Study completion time of two jobs A, B
- Both have 100 tickets and run time \(R\)
unfairness metric U is the time A completes divided by the time B completes
Example
- A completes at 10, B at 20. \(U=?\)
- If both A, B complete almost at the same time, then \(U \approx 1\)
In the long run, everything is fair
![](data:image/png;base64,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)
Other problems with lottery scheduling? (Poll)
Problems
- How to assign tickets?
- Handling I/O
Lecture 12 starts here
Stride scheduling
- Deterministic fair-share scheduling
Example
- Procs: A,B,C
- Tickets: 100, 50, 250
- Stride \(=\) big
number/tickets
- Strides: 100, 200, 40 with big number \(=\) 10000
Algorithm
- Each time a proc runs, pass value counter
increments
- At any time, pick the process with the lowest pass value to run
Take it in your stride and forget lotteries!
![](data:image/png;base64,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)
- C ran five times, A twice, and B just once, exactly in
proportion to tickets 250, 100,50
- Lottery scheduling achieves the proportions
probabilistically over time
- Is there any benefit to lotter scheduling?
- If a new proc enters, strides become complicated
The Linux Completely Fair Scheduler (CFS)
- As each process runs, it accumulates vruntime
- When a scheduling decision occurs, CFS willpick proc with lowest
vruntime
Example
- sched_latency say 48ms, 4 procs A,B,C,D
- Time slice \(=\frac{48}{4}=12\)ms.
![](data:image/png;base64,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)
- Problem?
- Too many procs \(\Rightarrow\) low
time slice
- Fix: have a min timeslice
A matter of perspective
![](data:image/jpeg;base64,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)