scholarly journals Horizontal Pod Autoscaling in Kubernetes for Elastic Container Orchestration

Sensors ◽  
2020 ◽  
Vol 20 (16) ◽  
pp. 4621
Author(s):  
Thanh-Tung Nguyen ◽  
Yu-Jin Yeom ◽  
Taehong Kim ◽  
Dae-Heon Park ◽  
Sehan Kim

Kubernetes, an open-source container orchestration platform, enables high availability and scalability through diverse autoscaling mechanisms such as Horizontal Pod Autoscaler (HPA), Vertical Pod Autoscaler and Cluster Autoscaler. Amongst them, HPA helps provide seamless service by dynamically scaling up and down the number of resource units, called pods, without having to restart the whole system. Kubernetes monitors default Resource Metrics including CPU and memory usage of host machines and their pods. On the other hand, Custom Metrics, provided by external software such as Prometheus, are customizable to monitor a wide collection of metrics. In this paper, we investigate HPA through diverse experiments to provide critical knowledge on its operational behaviors. We also discuss the essential difference between Kubernetes Resource Metrics (KRM) and Prometheus Custom Metrics (PCM) and how they affect HPA’s performance. Lastly, we provide deeper insights and lessons on how to optimize the performance of HPA for researchers, developers, and system administrators working with Kubernetes in the future.

2020 ◽  
Vol 8 (5) ◽  
pp. 2040-2044

The cloud technologies are gaining boom in the field of information technology. But on the same side cloud computing sometimes results in failures. These failures demand more reliable frameworks with high availability of computers acting as nodes. The request made by the user is replicated and sent to various VMs. If one of the VMs fail, the other can respond to increase the reliability. A lot of research has been done and being carried out to suggest various schemes for fault tolerance thus increasing the reliability. Earlier schemes focus on only one way of dealing with faults but the scheme proposed by the the author in this paper presents an adaptive scheme that deals with the issues related to fault tolerance in various cloud infrastructure. The projected scheme uses adaptive behavior during the selection of replication and fine-grained checkpointing methods for attaining a reliable cloud infrastructure that can handle different client requirements. In addition to it the algorithm also determines the best suited fault tolerance method for every designated virtual node. Zheng, Zhou,. Lyu and I. King (2012).


It is probably true to say that at present there is no satisfactory theory of the process of melting. By this is meant that none of the existing theories can account satisfactorily for the sharp transition in properties which occurs at a precise temperature when a pure single component substance melts. An adequate theory must find a reason for the existence of a sharp temperature and must explain the change of volume and the latent heat of fusion in terms of interatomic forces. For this purpose it is necessary to devise a model of the solid and liquid states of such a kind that a change from one phase to the other can be regarded as taking place by a continuous process and represented mathematically by a continuous change of one or more suitable variables. An attempt to construct such a model has been made by the authors in a recent paper (Lennard-Jones and Devonshire 1939). It was based on the hypothesis that the essential difference between a solid and a liquid is that one is ordered and the other disordered and that a change from one state to the other can be followed by a continuous transition of a variable suitably chosen to represent the state of order. For this purpose the concept of disorder used by Bethe (1935) in his theory of binary alloys was used but adapted to a substance consisting only of one component. This was done by considering the distribution of atoms not only on their normal lattice sites (called α -sites) but also on certain other abnormal sites (called β -sites). These latter sites were taken to be certain positions in the interstices of the normal lattice positions. Owing to the repulsive fields of atoms at close quarters these sites must necessarily be positions of higher energy than the normal sites and will rarely be occupied at low temperatures.


1927 ◽  
Vol 46 (2) ◽  
pp. 239-262 ◽  
Author(s):  
Oswald H. Robertson ◽  
Richard H. P. Sia

A study was made of the pneumococcidal action of serum-leucocyte mixtures of pneumococcus-resistant animals with a view to determining whether this property of the blood is to be accounted for by the presence of certain serum constituents or by cellular characteristics which are lacking in the blood of susceptible animals. By means of a method specially developed for this purpose, it was found that, after adequate contact with the serum of pneumococcus-resistant animals, virulent pneumococci were phagocyted actively not only by the homologous leucocytes but also by the leucocytes of other resistant and susceptible animals. On the other hand, pneumococci exposed to the action of the serum of pneumococcus-susceptible animals were not taken up by the leucocytes of either the resistant or susceptible species. All the resistant animals tested, dog, cat, sheep, pig and horse, showed marked opsonic properties in their blood serum which were not found in the serum of susceptible ones, rabbit, guinea pig and human. There appeared, however, to be no essential difference in the phagocytic activity of the leucocytes from the various animals. It was then shown that the pneumococcus-destroying power of serum-leucocyte mixtures was entirely abolished when heated serum was substituted for fresh serum and that such heated serum had lost much of its opsonic potency. Neither the living leucocytes alone nor extracts of the leucocytes were observed to exert any killing action on pneumococci. Further evidence of the controlling influence of opsonic action in the antipneumococcus defence mechanism of the blood, and its importance in natural resistance, was afforded by a study of the opsonin content and leucocytic functions of the blood of full grown and young rabbits as related to their widely varying degrees of pneumococcus susceptibility.


1954 ◽  
Vol 21 (3) ◽  
pp. 305-317 ◽  
Author(s):  
C. C. Balch ◽  
D. A. Balch ◽  
S. Bartlett ◽  
V. W. Johnson ◽  
S. J. Rowland ◽  
...  

1. Digestibility trials were conducted, and the rate of passage of hay was measured, with five Shorthorn cows during a period of normal diet and during two experimental periods in which diets low in hay and high in concentrates were given. In the first experimental period the concentrates were cubes of the wartime type sold as National Cattle Food No. 1, and containing a variety of constituents; in the second they were a mixture offlakedmaize (50%), weatings (35%) and decorticated ground-nut cake (15%). For convenience these are referred to as concentrate ‘cubes’ and ‘mixture’ respectively.2. During the initial and final control periods the cows consumed daily 17–21 lb. hay, and about 4·5 lb. concentrates per 10 lb. of milk produced. In the initial control period the concentrates were the concentrate cubes, and in the final they were the concentrate mixture. The hay was reduced to 4 lb. daily during the two experimental periods and the remainder of the standard requirements of the animals were met by concentrates. The concentrates were the cubes in the first experimental period and the mixture in the second experimental period.3. Seducing the hay to 4 lb. did not affect the fat content of the milk when the other food in the diet was the concentrate cubes, but there was a striking mean fall of 1·04% fat when the cubes were replaced by the concentrate mixture. This represented a loss of over 30% in the yield of fat.4. Digestibility trials, conducted in the initial control and first and second experimental periods, indicated that the fall in milk fat content was not the result of changes in the amounts of dry matter, crude protein, ether extract, crude fibre, cellulose, cellulosans or pentosans not in cellulose digested. The essential difference between the diet of low hay with the concentrate mixture and the other diets given in this experiment was that it provided a high intake of starch yet had little of the physical property of roughage. It is concluded that depression of milk fat content results from a combination of these two factors and probably originates from changes in the physical and biochemical processes of the reticulo-rumen.5. The intake of starch equivalent, as calculated from the intake of digestible nutrients, was close to standard requirements in all periods of the experiments, but there was a surplus of digestible crude protein.6. The mean solids-not-fat content of the milk rose 0·48% at the time of the fall in milk fat, and this was entirely due to an increase in milk protein. After the return to normal diets the recovery of solids-not-fat was slower, but no less complete, than the recovery in milk fat.


1896 ◽  
Vol 59 (353-358) ◽  
pp. 137-141 ◽  

In a paper published in the ‘Philosophical Transactions’ (Series B, 1894), the comparative study of the spore-bearing members of the Lycopodineæ, including the Psilotaceæ, has led to the conclusion that there is reasonable probability that septation of sporangia originally simple, to form synangia, has taken place; that a septate body (synangium) may be homologous with a non-septate body (simple sporangium); and that there is no essential difference between tissue which will form septa or trabeculæ, and that which will form spores, since the tissues can mutually undergo conversion one into the other. But the considerations there brought forward do not amount to an actual demonstration that septation has occurred.


2020 ◽  
Author(s):  
V. V. Sumanth Kumar ◽  
Y. Praneetha ◽  
B. Raghupathi ◽  
Murthy G. Lakshmana

Abstract Apart from the most challenging health crisis, COVID-19 pandemic has also adversely impacted the education systems globally as it has forced for the shutdown of all the social and educational institutions amidst call for immediate lockdown of several nations. In the wake of these prevailing critical situations in India, National Agricultural Education System as similar to the other peer higher educational institutions in the country, is at the forefront in terms of quick movement to virtual platforms facilitating e-Learning to all the students across the country. In this context, "AgAcademy", an online e-Learning platform was built using an open source cloud powered software Moodle implemented using Softaculous, specially designed to power digital learning portals. This free digital learning management system offers a potential integrated solution and enables all the Agricultural Universities within the NARES to offer online based distance learning platform from the safety of their own homes of both the instructors and the learners.


2018 ◽  
Vol 2 (2) ◽  
pp. 85-95
Author(s):  
Leanne Coombe ◽  
Jasmine Huang ◽  
Stuart Russell ◽  
Karen Sheppard ◽  
Hassan Khosravi

This case study was designed as one of many pilot projects to inform the scaling-up of Students as Partners (SaP) as a whole-of-institution strategy to enhance the student learning experience. It sought to evaluate the other pilots in order to understand the phenomena of partnerships and how students and staff perceive the experience of working in partnership. It also sought to explore the extent of benefits and challenges experienced by staff and students throughout the process and identify potential implications for future implementation.


2009 ◽  
Vol 6 (3) ◽  
pp. 6205-6247 ◽  
Author(s):  
L. Farías ◽  
C. Fernández ◽  
J. Faúndez ◽  
M. Cornejo ◽  
M. E. Alcaman

Abstract. Coastal upwelling ecosystems with marked oxyclines (redoxclines) present high availability of electron donors that favour chemoautotrophy, leading in turn to high N2O and CH4 cycling associated with aerobic NH4+ (AAO) and CH4 oxidation (AMO). This is the case of the highly productive coastal upwelling area off Central Chile (36° S), where we evaluated the importance of total chemolithoautotrophic vs. photoautotrophic production, the specific contributions of AAO and AMO to chemosynthesis and their role in gas cycling. Chemoautotrophy (involving bacteria and archaea) was studied at a time-series station during monthly (2002–2009) and seasonal cruises (January 2008, September 2008, January 2009) and was assessed in terms of dark carbon assimilation (CA), N2O and CH4 cycling, and the natural C isotopic ratio of particulate organic carbon (δ13POC). Total Integrated dark CA fluctuated between 19.4 and 2.924 mg C m−2 d−1. It was higher during active upwelling and represented on average 27% of the integrated photoautotrophic production (from 135 to 7.626 mg C m−2d−1). At the oxycline, δ13POC averaged -22.209‰ this was significantly lighter compared to the surface (-19.674‰) and bottom layers (-20.716‰). This pattern, along with low NH4+ content and high accumulations of N2O, NO2- and NO3- within the oxycline indicates that chemolithoautotrophs and specifically AA oxydisers were active. Dark CA was reduced from 27 to 48% after addition of a specific AAO inhibitor (ATU) and from 24 to 76% with GC7, a specific archaea inhibitor, indicating that AAO and maybe AMO microbes (most of them archaea) were performing dark CA through oxidation of NH4+ and CH4. AAO produced N2O at rates from 8.88 to 43 nM d−1 and a fraction of it was effluxed into the atmosphere (up to 42.85 μmol m−2 d−1). AMO on the other hand consumed CH4 at rates between 0.41 and 26.8 nM d−1 therefore preventing its efflux to the atmosphere (up to 18.69 μmol m−2 d−1). These findings show that chemically driven chemoautotrophy (with NH4+ and CH4 acting as electron donors) could be more important than previously thought in upwelling ecosystems and open new questions concerning its future relevance.


2018 ◽  
Vol 7 (2.8) ◽  
pp. 455
Author(s):  
Snehaa K ◽  
Sivasankari S

Today, wherever we go we will find one thing or the other that is running in cloud. It has become an essential component in our everyday life. Many cloud service providers have been extensively working on improving the performance of the service provided. Highavailability in cloud is a place where various cloud service providers are extensively researching. High availability in cloud can vary depending on the scenario it is considered under. In our case we are going to see this in the form of response time for the request to get processed and how we can improve it. We are proposing an algorithm which will ensure the above and also provide an efficient model for analysing the same. We will also be configuring Reinforcement machine learning algorithm for training the load balancer and the server to process the request faster in a short duration of time.


1983 ◽  
Vol 52 (3) ◽  
pp. 743-746 ◽  
Author(s):  
Brian Baker ◽  
Edward Helmes

Parental representations of 116 Canadian University students were examined using Parker's Parental Bonding Instrument, which has two scales, one of care versus indifference/rejection and the other of overprotection versus encouragement of independence. On the care dimension there was no essential difference between the Canadian students and Parker's non-psychiatric subjects. On the overprotection dimension though, the students scored significantly lower than did Australian students and non-psychiatric patients. Other results are discussed.


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