Parallelizable in A Sentence

    1

    A major goal was to transform the sequential process into a highly parallelizable one.

    2

    Although some components required rewriting, the core logic proved remarkably parallelizable.

    3

    Because each calculation is independent, the algorithm is perfectly parallelizable.

    4

    Because the process is intrinsically parallelizable, the execution time decreases with the number of cores used.

    5

    Before committing to a particular approach, investigate how readily it is parallelizable.

    6

    By using a different programming paradigm, we were able to make the computation highly parallelizable.

    7

    Consider whether the algorithm's bottleneck lies in a non-parallelizable section, limiting overall performance.

    8

    Converting the algorithm to be parallelizable required a significant refactoring effort.

    9

    Despite the complexity of the system, a large portion of the code base is intrinsically parallelizable.

    10

    Despite the intricate connections, a surprisingly large portion of the workflow is parallelizable.

    11

    For embarrassingly parallelizable tasks, distributing the workload across a cluster is a straightforward solution.

    12

    If the algorithm were more easily parallelizable, the simulation could be completed much faster.

    13

    Its inherently sequential nature meant that making the process parallelizable was a monumental challenge.

    14

    Making the algorithm parallelizable is crucial for achieving the required performance levels.

    15

    Many image processing algorithms are easily parallelizable, leading to significant speedups on multi-core processors.

    16

    Many stages in the scientific workflow are naturally parallelizable, allowing faster simulations.

    17

    One key advantage of this technique is that it renders the whole process parallelizable.

    18

    The advantage of this approach is that it leads to a highly parallelizable algorithm.

    19

    The aim is to create a modular system in which most tasks are parallelizable, reducing overall processing time.

    20

    The approach offers a high degree of parallelizable computation, accelerating overall execution.

    21

    The architecture of the system facilitates highly parallelizable algorithms.

    22

    The architecture was specifically chosen because it is amenable to highly parallelizable implementations.

    23

    The benefits of making the code parallelizable outweigh the complexities involved.

    24

    The challenge lay in efficiently partitioning the data to make the computation parallelizable.

    25

    The cloud platform offers services specifically designed to support parallelizable computing tasks.

    26

    The code was deliberately written in a style that makes it inherently more easily parallelizable.

    27

    The code was designed with the aim of making it completely parallelizable.

    28

    The compiler automatically detects and exploits opportunities to make code parallelizable.

    29

    The data can be processed concurrently because each operation is independently parallelizable.

    30

    The data processing pipeline is highly parallelizable, allowing us to analyze massive datasets in record time.

    31

    The database queries were designed to be highly parallelizable for faster retrieval.

    32

    The decision to rewrite the code in a functional style made it inherently more parallelizable.

    33

    The degree to which a task is parallelizable is a critical factor in determining its scalability.

    34

    The degree to which the software is parallelizable directly impacts its ability to handle increasing user demand.

    35

    The design goal was to create a system that is both efficient and easily parallelizable.

    36

    The design of the new algorithm took into account the importance of making it readily parallelizable.

    37

    The design of the system prioritizes making the key computational steps easily parallelizable.

    38

    The design team prioritized making the application parallelizable from the outset.

    39

    The developers ensured that each module was as parallelizable as possible.

    40

    The development team focused on making the legacy system more parallelizable to improve responsiveness.

    41

    The ease with which the algorithm can be made parallelizable makes it ideal for large-scale deployments.

    42

    The efficiency gains from making the computation parallelizable were substantial.

    43

    The efficiency of the simulation depends greatly on how well it can be made parallelizable.

    44

    The effort invested in making the algorithm parallelizable resulted in significant cost savings.

    45

    The engineers are working to make the existing code base more easily parallelizable by removing global state.

    46

    The framework provides a simple interface for identifying and exploiting parallelizable regions of code.

    47

    The framework supports the efficient execution of inherently parallelizable tasks.

    48

    The goal is to achieve a fully parallelizable workflow, minimizing bottlenecks and maximizing throughput.

    49

    The goal is to develop a solution that is not only efficient but also easily parallelizable.

    50

    The goal was to minimize the amount of code that was not parallelizable.

    51

    The implementation was specifically chosen to be easily parallelizable for maximum performance.

    52

    The more parallelizable the computation, the better it scales with increasing hardware resources.

    53

    The new architecture is designed to support massively parallelizable workloads.

    54

    The parallelizable nature of the algorithm allows for scaling to large datasets without significant performance degradation.

    55

    The parallelizable nature of the problem simplifies its implementation on distributed systems.

    56

    The parallelizable nature of the task means that we can add more resources to decrease processing time.

    57

    The problem can be divided into smaller, independent sub-problems, making it highly parallelizable.

    58

    The problem's inherent structure suggests that a largely parallelizable approach is feasible.

    59

    The project aimed to develop a novel approach that renders the entire computational process parallelizable.

    60

    The project's success hinged on identifying which parts of the workload were truly parallelizable.

    61

    The research group investigated the limits of how much the algorithm could be made parallelizable.

    62

    The researchers aimed to discover how to make the simulation’s key computations parallelizable.

    63

    The researchers are exploring how to make the algorithm parallelizable on heterogeneous hardware.

    64

    The researchers are focusing on making the computationally intensive parts of the workflow parallelizable.

    65

    The researchers needed a method that would allow the simulation to be highly parallelizable.

    66

    The scientists are experimenting with different programming models to determine which is most parallelizable.

    67

    The scientists explored how to make the previously sequential code more parallelizable.

    68

    The simulation can be made parallelizable by dividing the computational domain into smaller subdomains.

    69

    The simulation uses a clever technique to make the collision detection parallelizable.

    70

    The software allows users to easily specify which parts of their code are parallelizable.

    71

    The software helps users to identify opportunities to make their code parallelizable.

    72

    The solution leverages the inherently parallelizable nature of the problem domain.

    73

    The strategy involves transforming sequential steps into parallelizable components.

    74

    The system is designed to efficiently handle highly parallelizable workloads.

    75

    The system needs to be redesigned to ensure that the data processing stages are highly parallelizable.

    76

    The system should be designed with the assumption that the computational load is highly parallelizable.

    77

    The task is naturally parallelizable, allowing us to leverage cloud computing resources.

    78

    The task of rendering individual frames in animation is often trivially parallelizable.

    79

    The team is aiming to create a parallelizable version of the algorithm, improving computational performance.

    80

    The team is exploring different strategies for making the workload more effectively parallelizable.

    81

    The team is investigating techniques for automatically making legacy code parallelizable.

    82

    The team is investigating whether this particular step can be made parallelizable through algorithmic improvements.

    83

    This alternative formulation of the problem makes it more readily parallelizable.

    84

    This approach might be slightly less accurate, but it's far more easily parallelizable.

    85

    This code is not inherently parallelizable and requires careful design considerations for multi-threading.

    86

    This parallelizable approach allows us to handle the increasing data volume with ease.

    87

    This particular numerical simulation is not easily parallelizable due to its inherent data dependencies.

    88

    This particular type of machine learning is well-suited to parallelizable implementations.

    89

    This particular type of neural network training is notoriously difficult to make parallelizable.

    90

    This problem is a prime example of one that is perfectly and beautifully parallelizable.

    91

    This software library offers specialized functions for making code more easily parallelizable.

    92

    This transformation makes the problem more amenable to parallelizable solutions.

    93

    To accelerate the computation, the engineers sought a method that was easily parallelizable.

    94

    To achieve real-time performance, making the data analysis steps parallelizable became critical.

    95

    We aim to restructure the code so that even the complex operations become parallelizable.

    96

    We need a clearer understanding of which stages in the process are inherently not parallelizable.

    97

    We need to find a way to make the bottleneck operation parallelizable.

    98

    While the initial setup requires careful orchestration, the main computation loop is entirely parallelizable.

    99

    With appropriate software frameworks, even legacy code can sometimes be made more parallelizable.

    100

    With the right tools and techniques, even complex computations can often be made parallelizable.