Large language models have become increasingly difficult to train because of the growing computation time and cost. In this work, we present SRU++, a highly-efficient architecture that combines fast recurrence and attention for sequence modeling. SRU
++ exhibits strong modeling capacity and training efficiency. On standard language modeling tasks such as Enwik8, Wiki-103 and Billion Word datasets, our model obtains better bits-per-character and perplexity while using 3x-10x less training cost compared to top-performing Transformer models. For instance, our model achieves a state-of-the-art result on the Enwik8 dataset using 1.6 days of training on an 8-GPU machine. We further demonstrate that SRU++ requires minimal attention for near state-of-the-art performance. Our results suggest jointly leveraging fast recurrence with little attention as a promising direction for accelerating model training and inference.
A prospective study included eighty tow patients (57 male) the range
ages were (42 year) underwent surgery and developed postoperative
enterocutaneous fistulas in the department of general surgery in Alasad
and Almuasat Universitiys Hospitals betw
een 2014 and 2016 .After the
diagnosis performed ,They were approached according to specific strategy,
and determined the onset of developing the enterocutaneous fistulas
from the surgical procedure. the rate of developing in the first week
was 68.2%. Accompanied symptoms and resulted complications were
studied and classified according to an essential criteria.
The standard treatment for superficial TCC of the bladder is the endoscopic
resection of all visible tumours. Transurethral resection (TUR) may fail to control superficial disease,
especially in patients with higher tumour stages (T1), in addition
to the high recurrence rate.
To evaluate the role of a second transurethral resection (early re-resection) in reducing the high
recurrence rate of T1 bladder tumours .
Pephigus vulgaris is a recurrent life threatening disease. Its basic treatment is
systemic steroids, after treating the first attack of the disease by systemic steroids we start to reduce the
dose of the steroids gradually. During this reduction th
e desease may flare up, this recurrence is routinely
treated by increasing the dose of the steroids again to control the disease, this study was made to compare
the benefits of tetracycline in controlling the recurrence of pemphigus vulgaris with the routinely used
way which is elevating the dose of prednisolone.
To evaluate the role of Endoscopic Sinus Surgery ( ESS ) in excision of inverted
papillomas , and to compare the recurrence rate in this approache with that of external one .
Background: Assessment of new surgical technique in the management of the most important benign
para-nasal sinuses tumor.
