Our ability to create systems with large amount of hardware parallelism is exceeding the average software developer's ability to effectively program them. This is a problem that plagues our industry. Since the vast majority of the world's software developers are not parallel programming experts, making it easy to write, port, and debug applications with sufficient core and vector parallelism is essential to enabling the use of multi-and many-core processor architectures. However, hardware architectures and vector ISAs are also shifting and diversifying quickly, making it difficult for a single binary to run well on all possible targets. Because of this, retargetability and dynamic compilation are of growing relevance. This paper introduces Intel® Array Building Blocks (ArBB), which is a retargetable dynamic compilation framework. This system focuses on making it easier to write and port programs so that they can harvest data and thread parallelism on both multi-core and heterogeneous many-core architectures, while staying within standard C++. ArBB interoperates with other programming models to help meet the demands we hear from customers for a solution with both greater programmer productivity and good performance.This work makes contributions in language features, compiler architecture, code transformations and optimizations. It presents performance data from the current beta release of ArBB and quantitatively shows the impact of some key analyses, enabling transformations and optimizations for a variety of benchmarks that are of interest to our customers.

To estimate the relationship between heat stress during the last 60 days prepartum, body condition score and certain reproductive traits in the subsequent lactation of Holstein cows, 564 multiparous cows and 290 primiparous cows from four dairy herds were used in a hot, humid region. Maximum prepartum degree days were estimated to quantify the degree of heat stress. Multiple regressions analyses and logistic regression analysis were performed to determine the effect of prepartum heat stress and body condition change on reproductive parameters, which were obtained from DHIA forms at the end of the lactation. Multiparous and primiparous cows which gained body condition score from calving to 60 d postpartum exhibited 28 and 27 fewer days open (P < 0.05), respectively, than cows not gaining. There was no effect (P > 0.05) of heat stress measurement on days open or services per conception in either multiparous or primiparous cows. During hotter months of calving, multiparous cows showed higher services per conception and primiparous cows showed higher days open and services per conception (P < 0.05). Maximum prepartum degree-days were positively associated (P < 0.05) with calving difficulty score. Multiparous cows with high body condition score at calving were 1.47 times more likely to present a very difficult calving than cows that calved in October (P < 0.05). Collectively, these results suggest that reproductive performance was not affected by cumulative prepartum heat stress although it was associated with very difficult calving score.

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Background This study aimed to explore the associations between Demodex infestation and the ocular surface characteristics of meibomian gland dysfunction (MGD) in different age groups, to further understand the effect of Demodex on MGD. Methods A total of 202 consecutive MGD patients aged 18 to 70 years were randomly recruited. All patients were divided into two groups based on their age: young patients (18–40 years) and elderly patients (41–70 years). The main observations were the different relationship between Demodex infestation and ocular surface and meibomian gland (MG) parameters in two age groups. We also compared ocular surface and MG parameters between the young and the elderly groups. Demodex infestation was diagnosed based on expert consensus in China. Results Our results indicated significant differences among young Demodex-positive, suspicious-positive, and negative patients in MG dropout (P = 0.000), plugging of MG orifices (P = 0.000), lid margin abnormality (P = 0.000), and meibum quality (P = 0.000). In elderly patients, there were significant differences among the Demodex-positive, suspicious-positive, and negative groups in terms of ocular surface disease index (OSDI) (P = 0.037), fluorescein tear film break-up time (FBUT) (P = 0.002), corneal fluorescein staining (CFS) (P = 0.036), MG dropout (P = 0.000), plugging of MG orifices (P = 0.008), lid margin abnormality (P = 0.000), and MG expression (P = 0.037). The mean number of mites in elderly Demodex-positive patients (10.64 ± 7.50) was greater than that of in young patients (7.60 ± 4.71) (P = 0.014). MG dropout (P = 0.000), plugging of MG orifices (P = 0.006), lid margin abnormality (P = 0.000), MG expression(P = 0.001), and meibum quality (P = 0.032) were more severe in elderly Demodex-positive patients. Additionally, FBUT (P = 0.005) was lower and tear film lipid layer thickness (LLT) (P = 0.001) was higher in the elderly. Conclusion The effect of Demodex infestation on the ocular surface and MG parameters of MGD was different in patients of different ages. It is necessary to pay more attention to the diagnosis and treatment of Demodex infestation in MGD.