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DSA Cprogramming~5 mins

Job Scheduling with Deadlines in DSA C - Cheat Sheet & Quick Revision

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Recall & Review
beginner
What is the main goal of the Job Scheduling with Deadlines problem?
The goal is to schedule jobs to maximize total profit while ensuring each job is completed before its deadline.
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beginner
In Job Scheduling with Deadlines, what does each job typically have?
Each job has a deadline by which it must be completed and a profit earned if completed on time.
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intermediate
Why do we sort jobs by profit in descending order in the Job Scheduling algorithm?
Sorting by profit ensures we try to schedule the most profitable jobs first to maximize total profit.
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intermediate
How do we decide the time slot for a job in the Job Scheduling with Deadlines algorithm?
We assign the job to the latest available time slot before its deadline to keep earlier slots free for other jobs.
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beginner
What data structure is commonly used to track free time slots in Job Scheduling with Deadlines?
An array or list is used to mark which time slots are free or occupied.
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What is the first step in the Job Scheduling with Deadlines algorithm?
ASort jobs by profit in descending order
BSort jobs by deadline in ascending order
CAssign jobs randomly
DSchedule jobs with earliest deadlines first
If a job's deadline is 3, which time slots can it be assigned to?
AAny slot from 1 to 3
BOnly slot 1
CAny slot after 3
DOnly slot 3
What happens if no free slot is available before a job's deadline?
AThe job is scheduled anyway
BThe job is skipped and not scheduled
CThe job is scheduled after the deadline
DThe job's deadline is extended
Which algorithmic approach does Job Scheduling with Deadlines use?
ADynamic Programming
BDivide and Conquer
CBacktracking
DGreedy Algorithm
What is the output of the Job Scheduling with Deadlines algorithm?
ASum of all deadlines
BTotal number of jobs
CList of jobs scheduled with maximum profit
DList of jobs sorted by deadline
Explain the steps to solve the Job Scheduling with Deadlines problem using a greedy approach.
Think about how to pick jobs and assign time slots.
You got /4 concepts.
    Describe how to track free time slots when scheduling jobs with deadlines.
    Consider how to efficiently find a free slot before deadline.
    You got /4 concepts.

      Practice

      (1/5)
      1. What is the main goal of the Job Scheduling with Deadlines problem?
      easy
      A. Maximize the number of jobs without considering profit
      B. Minimize the number of jobs scheduled
      C. Schedule jobs in the order they appear without considering deadlines
      D. Maximize the total profit by scheduling jobs within their deadlines

      Solution

      1. Step 1: Understand the problem objective

        The problem asks to schedule jobs so that the total profit is maximized while respecting each job's deadline.
      2. Step 2: Identify the goal

        The goal is to select jobs that fit within their deadlines and yield the highest total profit.
      3. Final Answer:

        Maximize the total profit by scheduling jobs within their deadlines -> Option D
      4. Quick Check:

        Goal = Maximize profit within deadlines [OK]
      Hint: Focus on maximizing profit while meeting deadlines [OK]
      Common Mistakes:
      • Ignoring deadlines and scheduling all jobs
      • Trying to minimize jobs instead of maximizing profit
      • Scheduling jobs without considering profit
      2. Which of the following is the correct way to sort jobs by profit in descending order in C?
      easy
      A. sort(jobs, n, sizeof(Job), compareProfitDesc);
      B. sort(jobs, jobs+n, compareProfitDesc);
      C. qsort(jobs, n, sizeof(Job), compareProfitDesc);
      D. qsort(jobs, n, sizeof(Job), compareProfitAsc);

      Solution

      1. Step 1: Identify the sorting function in C

        In C, qsort is used for sorting arrays with a comparator function.
      2. Step 2: Check the correct parameters

        The correct call is qsort(array, number_of_elements, size_of_element, comparator_function). qsort(jobs, n, sizeof(Job), compareProfitDesc); matches this.
      3. Final Answer:

        qsort(jobs, n, sizeof(Job), compareProfitDesc); -> Option C
      4. Quick Check:

        Use qsort with correct parameters in C [OK]
      Hint: Use qsort with array, count, size, comparator in C [OK]
      Common Mistakes:
      • Using C++ sort() in C code
      • Passing wrong size or count parameters
      • Using ascending comparator instead of descending
      3. Given jobs with profits and deadlines: {Job1: profit=20, deadline=2}, {Job2: profit=15, deadline=2}, {Job3: profit=10, deadline=1}, {Job4: profit=5, deadline=3}, what is the maximum total profit after scheduling?
      medium
      A. 40
      B. 45
      C. 50
      D. 35

      Solution

      1. Step 1: Sort jobs by profit descending

        Order: Job1(20,2), Job2(15,2), Job3(10,1), Job4(5,3)
      2. Step 2: Schedule jobs greedily within deadlines

        Schedule Job1 at slot 2, Job2 at slot 1 (since slot 2 taken), Job4 at slot 3. Job3 cannot be scheduled (slot 1 taken). Total profit = 20+15+5=40.
      3. Final Answer:

        40 -> Option A
      4. Quick Check:

        Greedy scheduling = 40 profit [OK]
      Hint: Schedule highest profit jobs first within deadlines [OK]
      Common Mistakes:
      • Scheduling jobs ignoring deadlines
      • Overlapping jobs in same slot
      • Counting all jobs without checking slot availability
      4. Identify the error in this C code snippet for job scheduling:
      for (int i = 0; i < n; i++) {
        int slot = jobs[i].deadline - 1;
        while (slot >= 0 && result[slot] != -1) {
          slot--;
        }
        if (slot >= 0) {
          result[slot] = i;
        }
      }
      medium
      A. The loop should start from the last job, not the first
      B. The array 'result' is not initialized to -1 before use
      C. The condition 'slot >= 0' should be 'slot > 0'
      D. The deadline should not be decremented by 1

      Solution

      1. Step 1: Check initialization of result array

        The array 'result' stores scheduled jobs. It must be initialized to -1 to mark free slots.
      2. Step 2: Identify missing initialization

        The code snippet does not show initialization of 'result' to -1, which can cause incorrect scheduling.
      3. Final Answer:

        The array 'result' is not initialized to -1 before use -> Option B
      4. Quick Check:

        Initialize result array to -1 before scheduling [OK]
      Hint: Always initialize scheduling array slots to -1 [OK]
      Common Mistakes:
      • Forgetting to initialize result array
      • Wrong loop direction for scheduling
      • Incorrect slot boundary conditions
      5. You have 4 jobs: J1(profit=100, deadline=2), J2(profit=19, deadline=1), J3(profit=27, deadline=2), J4(profit=25, deadline=1). Using the job scheduling algorithm, what is the maximum profit and which jobs are scheduled?
      hard
      A. Profit=127; Jobs scheduled: J1 at slot 2, J3 at slot 1
      B. Profit=144; Jobs scheduled: J1 at slot 2, J3 at slot 1, J2 at slot 1
      C. Profit=125; Jobs scheduled: J1 at slot 1, J4 at slot 2
      D. Profit=100; Jobs scheduled: J1 only

      Solution

      1. Step 1: Sort jobs by profit descending

        Order: J1(100,2), J3(27,2), J4(25,1), J2(19,1)
      2. Step 2: Schedule jobs greedily within deadlines

        Schedule J1 at slot 2, J3 at slot 1 (slot 1 free). J4 and J2 cannot be scheduled as slot 1 is taken. Total profit = 100 + 27 = 127.
      3. Final Answer:

        Profit=127; Jobs scheduled: J1 at slot 2, J3 at slot 1 -> Option A
      4. Quick Check:

        Greedy scheduling = 127 profit [OK]
      Hint: Schedule highest profit jobs first, fill latest slots [OK]
      Common Mistakes:
      • Scheduling multiple jobs in same slot
      • Ignoring deadlines when scheduling
      • Adding profits of unscheduled jobs
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