# COMPSCI 557: Parallel & Throughput- Optimized Programming | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/COMPSCI_557)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

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### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T19:50:42.743001+00:00

### courses

8951

### current instructors

5754

### limited

false

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### term

1272

### departments

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| RHABMED   | 9     |
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## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

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### course id

COMPSCI 557

### course uid

course\_280431e0039b9a9194e1b074

### catalog version id

ec40134dc45d7811bf74e9709a85f7b3c73c4ecf109f840153cf583a26394c16

### course number

557

### subjects

* COMPSCI

### title

PARALLEL & THROUGHPUT- OPTIMIZED PROGRAMMING

### description

A comprehensive yet accessible introduction to high-performance computing practices, emphasizing shared-memory systems and using numerical algorithms as case studies. A focus on shared-memory, single-node multiprocessor systems, with some attention to GPUs. Emphasis is given on multithreaded programming, vectorization, memory hierarchy and its implications, and analysis of performance-limiting factors.

### requirements text

E C E/​COMP SCI  354and (MATH 320,340,341,345, or375), or graduate/professional standing

### credit offering ids

None recorded.

### llm job id

enrich-f516c4d3e82cfe326b4f5f54

### llm output id

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### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

1355db6a052410cfd62085d94b58866fd0f2c3c5

### llm task version

14

### llm search status

valid

### llm summary

COMPSCI 557 teaches high-performance computing practices for shared-memory systems, focusing on multithreaded programming, vectorization, and performance analysis.

### llm topics

* Shared-memory multiprocessor systems and GPUs
* Memory hierarchy and performance-limiting factors

### llm skills

* Multithreaded programming and vectorization
* High-performance computing practices for shared-memory systems
* Performance analysis and optimization

### llm assumed background

* Computer systems architecture and C programming fundamentals
* Linear algebra and numerical methods

### llm search phrases

* high-performance computing
* shared-memory systems
* multithreaded programming
* GPU programming
* vectorization
* memory hierarchy
* performance analysis
* parallel computing
* throughput-optimized programming

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

valid

### catalog variants

None recorded.

### student summary

#### context hash

ac88846787ff3e218c379d406f43312be5737a44e259ee4f8edc37de618a14e1

#### course id

COMPSCI 557

#### current instructors

None recorded.

#### difficulty workload

Historical reviews of Eftychios Sifakis: The course features interesting lectures and projects, with a moderate difficulty level reported by reviewers.

```json
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      "type": "review"
    }
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}
```

#### errors

None recorded.

#### historical context

Historical reviews of Eftychios Sifakis: Eftychios Sifakis is described as knowledgeable and chill, with interesting lectures and projects. Reviewers note that lectures often involve case study walkthroughs with code, and the grading is clear and lenient, including practice exams.

```json
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```

#### offered

false

#### profile hash

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#### quick take

Historical reviews for Eftychios Sifakis describe an interesting and highly recommended course with clear, lenient grading and helpful practice exams.

```json
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```

Recent recorded grades — Spring 2025: 3.53 GPA, 79.3% A/AB (n=58 letter grades); Spring 2026: 3.56 GPA, 76.2% A/AB (n=80 letter grades).

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```

#### student experience

Historical reviews of Eftychios Sifakis: Students find the case-study-based lectures and code walkthroughs engaging, and appreciate the clear grading structure and provided practice exams.

```json
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```

#### task hash

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#### teaching history

EFTYCHIOS SIFAKIS is recorded teaching in Spring 2025, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.

```json
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```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

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```

#### notes

None recorded.

#### root

n0

#### status

parsed

### instructors

None recorded.

### offerings

None recorded.

### sections

None recorded.

### grade instructors

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### grades

```json
[
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    "c": 0,
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    "unsatisfactory": 0,
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    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 58,
    "source_aliases": [
      "COMPSCI 557"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "COMPSCI 557",
    "course_uid": "course_280431e0039b9a9194e1b074",
    "term_id": "1264",
    "term_name": "Spring 2026",
    "instructors": [
      "Eftychios Sifakis",
      "JAEHYUN LEE"
    ],
    "a": 36,
    "ab": 25,
    "b": 13,
    "bc": 4,
    "c": 2,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 80,
    "source_aliases": [
      "COMPSCI 557"
    ]
  }
]
```

### statistics

#### gpa

3.543

#### graded

138

#### counts

* 60
* 47
* 21
* 7
* 2
* 0
* 1

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_280431e0039b9a9194e1b074-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_280431e0039b9a9194e1b074-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_280431e0039b9a9194e1b074-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_280431e0039b9a9194e1b074-0.json)

#### reviews

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course\_280431e0039b9a9194e1b074-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/reviews/course_280431e0039b9a9194e1b074-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_280431e0039b9a9194e1b074-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_280431e0039b9a9194e1b074-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.5434782608695654

#### count

138

#### university

##### size

2021

##### gpa Percentile

29

##### count Percentile

71

##### median Count

77

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 21    | false   |
| 2.8–3.2 | 152   | false   |
| 3.2–3.6 | 521   | true    |
| 3.6–4.0 | 1327  | false   |

#### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 65,
      "gpaPercentile": 48,
      "countPercentile": 52,
      "medianCount": 126,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 8,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 28,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 28,
          "current": false
        }
      ]
    }
  }
]
```

### terms

#### 1254

##### term

1254

##### gpa

3.5258620689655173

##### count

58

##### university

###### size

1289

###### gpa Percentile

34

###### count Percentile

45

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 17    | false   |
| 2.8–3.2 | 128   | false   |
| 3.2–3.6 | 379   | true    |
| 3.6–4.0 | 765   | false   |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 52,
      "gpaPercentile": 47,
      "countPercentile": 27,
      "medianCount": 105,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 10,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 24,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 17,
          "current": false
        }
      ]
    }
  }
]
```

#### 1264

##### term

1264

##### gpa

3.55625

##### count

80

##### university

###### size

1283

###### gpa Percentile

35

###### count Percentile

58

###### median Count

66

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 20    | false   |
| 2.8–3.2 | 130   | false   |
| 3.2–3.6 | 343   | true    |
| 3.6–4.0 | 789   | false   |

##### departments

```json
[
  {
    "subject": "COMPSCI",
    "comparison": {
      "size": 48,
      "gpaPercentile": 60,
      "countPercentile": 34,
      "medianCount": 105.5,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 1,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 7,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 21,
          "current": true
        },
        {
          "range": "3.6–4.0",
          "count": 19,
          "current": false
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

2021

###### gpa

3.660373947354374

###### top Share

82.25902967226666

###### count

77

##### COMPSCI

###### size

65

###### gpa

3.54676671421842

###### top Share

75.29768070134821

###### count

126

#### terms

##### 1254

###### school

###### size

1289

###### gpa

3.6126423469389106

###### top Share

79.48050408754871

###### count

66

###### COMPSCI

###### size

52

###### gpa

3.482652727664103

###### top Share

71.33786483648515

###### count

105

##### 1264

###### school

###### size

1283

###### gpa

3.6229729166451925

###### top Share

80.13669149396227

###### count

66

###### COMPSCI

###### size

48

###### gpa

3.5022746140005943

###### top Share

73.13318776233326

###### count

105.5

## instructor Trends

```json
[
  {
    "uid": "instructor_491da83116703d1b3c269e13",
    "name": "EFTYCHIOS SIFAKIS",
    "count": 138,
    "terms": [
      {
        "term": "1254",
        "count": 58,
        "sections": 1,
        "gpa": 3.5258620689655173
      },
      {
        "term": "1264",
        "count": 80,
        "sections": 1,
        "gpa": 3.55625
      }
    ]
  },
  {
    "uid": "instructor_32c61a2da9c6b7e30a81951a",
    "name": "JAEHYUN LEE",
    "count": 80,
    "terms": [
      {
        "term": "1264",
        "count": 80,
        "sections": 1,
        "gpa": 3.55625
      }
    ]
  },
  {
    "uid": "instructor_7dcfac108268a85a3760e1a9",
    "name": "YUTIAN TAO",
    "count": 58,
    "terms": [
      {
        "term": "1254",
        "count": 58,
        "sections": 1,
        "gpa": 3.5258620689655173
      }
    ]
  }
]
```

## following

None recorded.
