Granularity: Coarse-Grained vs. Fine-Grained - Baeldung

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So, we’ll compare coarse-grained and fine-grained concepts in a systematic summary. 2. Coarse Granularity. We can see coarse-grained entities as a small collection of components (or even a monolithic entity) executing high-level operations or representing complex elements. But, granularity is a dynamic concept: the scenario defines which is ...
terminology - Coarse-grained vs fine-grained - Stack Overflow
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Coarse-grained: A few ojects hold a lot of related data that's why services have broader scope in functionality. Example: A single "Account" object holds the customer name, address, account balance, opening date, last change date, etc. Thus: Increased design complexity, smaller number of cells to various operations Fine-grained: More objects each holding less data that's why services have more ...
Granularity - Wikipedia
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Coarse-grained materials or systems have fewer, larger discrete components than fine-grained materials or systems. A coarse-grained description of a system regards large subcomponents. A fine-grained description regards smaller components of which the larger ones are composed. The concepts granularity, coarseness, and fineness are relative; and are used when comparing systems or descriptions ...
Granularity (parallel computing) - Wikipedia
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Medium-grained parallelism is used relatively to fine-grained and coarse-grained parallelism. Medium-grained parallelism is a compromise between fine-grained and coarse-grained parallelism, where we have task size and communication time greater than fine-grained parallelism and lower than coarse-grained parallelism. Most general-purpose parallel computers fall in this category. Intel iPSC is ...
Fine Grained vs Coarse Grained Architecture: System Design
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Fine-grained architecture emphasizes breaking down the system into smaller, more specialized components, while coarse-grained architecture focuses on larger, encompassing modules. This difference affects how components interact and how the system as a whole performs. Consider a highly complex system that requires frequent updates and modifications.
Lecture 20 – CS 161 2018 - Harvard University
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Coarse-grained vs fine-grained locking coarse-grained: few locks each protecting lots of data; fine-grained: many locks each protecting little data ; coarse-grained: higher contention, less space/complexity overhead; fine-grained: lower contention, more space/complexity overhead; Throughput vs latency throughput: lock acquisitions / time (higher is better) time: time to acquire a lock (lower ...
Fine-Grained vs. Coarse-Grained Segmentation - Educative
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Most of our examples thus far have focused on systems with just a few segments (i.e., code, stack, heap); we can think of this segmentation as coarse-grained, as it chops up the address space into relatively large, coarse chunks.However, some early systems (e.g., Multics 1. “Introduction and Overview of the Multics System” by F. J. Corbato, V. A. Vyssotsky.
Coarse-Grained vs. Fine-Grained Authorization - Styra
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In this article, we present an overview of fine-grained and coarse-grained authorization methods. Key takeaways include: Coarse-grained authorization is suited for broader forms of access controls, such as those focused on roles. Fine-grained authorization enables the higher level of specificity that is often required to secure more complex and ...
Coarse-Grained vs. Fine-Grained Lithuanian Dependency Parsing - Springer
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Coarse-grained vs. fine-grained dependency parsing results with different parsing (-a) and learning (-l) algorithms. Full size table. 3 Experiments and Results. 3.1 Experimental Setting. All dependency parsing experiments were performed using two types of dependency labels in terms of granularity, i.e., coarse-grained and fine-grained (described in Sect. 2.1 and presented in Table 3). Since in ...
Coarse2Fine: a two-stage training method for fine-grained visual ...
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Also, as we have two prediction heads, there are three options for making the predictions: 1—only coarse-grained, 2—only fine-grained, and 3—average of coarse- and fine-grained. If the performance matters, one can only use the coarse-grained part which itself performs better than a typical CNN. Our experiments showed that the average of both coarse and fine-grained predictions results in ...
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Fine grained transformation vs coarse grained transformations
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20. A fine grained update would be an update to one record in a database whereas coarse grained is generally functional operators (like used in spark) for example map, reduce, flatMap, join. Spark's model takes advantage of this because once it saves your small DAG of operations (small compared to the data you are processing) it can use that to ...
Difference between Fine-Grained and Coarse-Grained SIMD Architecture
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Coarse-Grained SIMD. 1. Fine Grain SIMD have less computation time then the coarse grain architecture. Coarse Grain SIMD have more computation time then the Fine grain architecture. 2. Here, programs are broken into large number of small tasks. Here, programs are broken into small number of large task. 3.
Coarse-Grained vs Fine-Grained Authorization: Which to Use?
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Coarse-grained authorization (CGA) uses one attribute (like user roles), making access control simple for smaller setups. Fine-grained authorization (FGA) uses a combination of detailed attributes, offering precise control for larger, intricate environments. CGA is straightforward and less time-consuming, while FGA delivers granularity at the ...
Fine-grained or coarse-grained APIs – Think-Digitally.de
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The simple difference between “fine-grained” and “coarse-grained” is – please allow me a first and simple approach to it – the number of APIs based on the same number of system integrations and non-functional requirements. In other articles, the concept was introduced as the “right-grained” APIs. This implies, that there is “one” correct approach. I doubt, that this is the ...
Fine-grained recognition: Multi-granularity labels and category ...
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Around this, a grouping approach where fine-grained features contain coarse-grained features is proposed to separate the predictions at different hierarchies, and a loss function subject to probabilistic relationships is proposed to optimize this structure. Further, considering the majority data sets lacking manual multi-granularity labels, a coarse-grained label aggregation algorithm based on ...
Fine-Grained vs. Coarse-Grained APIs in MuleSoft - DZone
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Deployability: Fine-grained APIs are easy to deploy. If versioning is properly followed, we can deploy smaller APIs quickly and roll out functionalities to the market in a more agile manner. This ...
convolutional neural networks - What do the words "coarse" and "fine ...
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In English, "coarse" means "rough or loose in texture or grain" , while "fine" means "involving great attention to detail" or "(chiefly of wood) having a fine or delicate arrangement of fibers", but these definitions do not elucidate the meaning of these words in the context of computer vision. This question was also asked here.
Coarse-Grained vs. Fine-Grained Authorization - PlainID
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Fine-grained Authorization supports policies that enable decisions about access to both the data level and the field level, in addition to functionality whereas coarse-grained solutions only relate to functionality . We saw that in the examples of the CSRs and managers above -- granting rights to certain CSRs to see balance data can be done by ...
What do spaCy's part-of-speech and dependency tags mean?
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You thus have a choice between using a coarse-grained tag set that is consistent across languages (.pos), or a fine-grained tag set (.tag) that is specific to a particular treebank, and hence a particular language..pos_ tag list. The docs list the following coarse-grained tags used for the pos and pos_ attributes:
Coarse-grained Vs. Fine-grained Access Control UK - Okta
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Both coarse- and fine-grained access control have strengths and weaknesses. In a nutshell, coarse-grained access control benefits: Smaller companies. Workgroups with simple structures. Cases where the number of roles you need to define is relatively few. Fine-grained access control suits larger, more complex structures.