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Analyzing the performance of training tasks based on GPU memory use manner of TensorFlow in Container environments (컨테이너 환경에서 텐서플로의 GPU 메모리 사용방식에 따른 학습 작업의 성능 분석)

  • Jihun Kang;Joon-Min Gil
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.60-62
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    • 2023
  • 인공지능의 학습 작업은 연산량이 많아 고성능 연산 장치인 GPU(Graphics Processing Unit)를 필요로 하며, GPU 장치의 성능은 학습 작업의 실행 성능에 직접적으로 영향을 미치는 요소 중 하나로 작용한다. 인공지능 작업을 처리하기 위해 많이 사용되는 텐서플로의 경우 GPU를 사용해 연산을 수행할 때 기본적으로 거의 모든 GPU 메모리 영역을 단일 학습 작업이 점유하도록 GPU 메모리를 관리한다. 이 방법은 컴퓨팅 자원 중 확장성이 가장 낮은 GPU 메모리의 단편화를 방지하기 위해 사용되는 방법이지만, 하나의 학습 작업이 GPU를 점유하게 되면, 실제 GPU 메모리 사용량과 상관없이 다른 프로세스는 GPU를 사용할 수 없는 문제를 유발한다. 특히, 전이학습, 소규모 학습과 같이 상대적으로 작업 규모가 작은 경우에는 전체 GPU 메모리 용량 중 대부분의 영역이 낭비된다. 본 논문에서는 컨테이너 환경에서 텐서플로의 기본 GPU 메모리 사용 방식으로 인해 다수의 학습 작업을 동시 실행하는 것이 불가능한 문제를 확인하고 GPU 메모리 사용량을 제한한 경우와 하지 않은 경우에 실제 GPU 메모리 사용량과 학습 작업의 실행 시간에 대한 성능 비교를 통해 GPU 메모리의 단편화 방지가 성능에 유의미한 요소인지 검증한다.

Characterization of Recombinant Derivatives of pJY711 of Multicopy Streptomyces Plasmid (Multicopy Streptomyces 플라스미드 pJY711의 재조합 유도체의 특성)

  • 염도영;공인수;유주현
    • Korean Journal of Microbiology
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    • v.28 no.1
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    • pp.35-40
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    • 1990
  • The restriction clevage map of multi-copy recombinant plasmid, pJY712(8.1kb), carrying the thiostrepton resistance gene(tsr) was determined. pJY712 had a broad host range in Streptomyces and contained single BglII site for cloning purpose. The plasmid showed the phenomenon of lethal zygosis ($Ltz^{+}$). Transformation frequency of pJY712 was $5.0\times 10^{4}$ transformants per ug plasmid DNA (TFU) in S. lividans. Plasmid pJY713 was constructed by inserting the tyrosinase gene(mel) into the BclI site of pJY712. Recombinant plasmid pJY714 carrying the mel gene was constructed by in vitro deletion of a segment (1.9kb BglII-BclI fragment) from pJY713.

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Development of molecular marker for species authentication of Dendranthema indicum (L.) Des Moul. and D. boreale (Makino) Ling ex Kitam. (감국(Dendranthema indicum (L.) Des Moul.) 및 산국(D. boreale (Makino) Ling ex Kitam.)의 종판별 분자마커 개발)

  • Byeon, Jihui
    • Proceedings of the Plant Resources Society of Korea Conference
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    • 2018.10a
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    • pp.66-66
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    • 2018
  • 국화과(Compositae) 다년생 초본인 산국속(Dendranthema)은 국내 약 13여종이 자생하는 것으로 알려져 있으며, 이 중 감국(D. indicum (L.) Des Moul.)과 산국(D. boreale (Makino) Ling ex Kitam.), 구절초(D. zawadskii var. latilobum (Maxim.) Kitam.)가 주로 차 또는 한약재 등의 원료로 이용되고 있다. 차로 이용되는 꽃은 산국이 감국에 비해 상대적으로 작아서 구분이 가능하지만 시중에는 건조된 형태로 가공 유통되므로 육안으로 구분이 쉽지 않고, 산국 유래 제품들은 국내에서 감국 또는 국화로 혼용해서 표기되어 유통되고 있어 그 기원을 명확히 정립할 필요가 있다. 이에 본 연구는 감국과 산국의 분자유전학적 판별을 위해 DNA 바코드 후보 유전자를 활용하여 염기서열분석으로 확보된 SNP 및 InDel 정보를 바탕으로 CAPS 마커를 개발하고자 수행되었다. 감국과 산국 모두 trnL-trnF intergenic spacer 구간에서 약 1kb의 PCR 산물이 확인되었고, 이들 염기서열에서 분석한 2 SNP 및 3 InDel을 대상으로 CAPS 마커 개발을 위한 제한효소 사이트를 탐색하였다. Gap을 포함한 774bp (감국/산국=A/G) 위치의 SNP에서 BstUI(GC^GC)처리로 CAPS 마커로 전환 가능함이 확인되었고, 이에 감국과 산국의 PCR 산물에 제한효소를 처리한 결과, 제한효소 인식 사이트가 존재하는 산국에서 두 개의 DNA 단편이 확인되었다. 위 결과는 다양한 형태로 가공 유통되는 감국과 산국의 판별을 위한 마커로 활용될 수 있으며, 본 연구에 활용된 기술은 추후 건강기능식품 개발을 위한 원료표준화 확립 연구에 유용할 것으로 판단된다.

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Cloning and Transcription Analysis of Sporulation Gene (spo5) in Schizosaccharomyces pombe (Schizosaccharomyces bombe 포자형성 유전자(spo5)의 Cloning 및 전사조절)

  • 김동주
    • The Korean Journal of Food And Nutrition
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    • v.15 no.2
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    • pp.112-118
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    • 2002
  • Sporulation in the fission yeast Schizosaccharomyces pombe has been regarded as an important model of cellular development and differentiation. S. pombe cells proliferate by mitosis and binary fission on growth medium. Deprivation of nutrients especially nitrogen sources, causes the cessation of mitosis and initiates sexual reproduction by matting between two sexually compatible cell types. Meiosis is then followed in a diploid cell in the absence of nitrogen source. DNA fragment complemented with the mutations of sporulation gene was isolated from the S. pombe gene library constructed in the vector, pDB 248' and designated as pDB(spo5)1. We futher analyzed six recombinant plasmids, pDB(spo5)2, pDB(spo5)3, pDB(spo5)4, pDB(spo5)5, pDB (spo5)6, pDB(spo5)7 and found each of these plasmids is able to rescue the spo5-2, spo5-3, spo5-4, spo5-5, spo5-6, spo5-7 mutations, respectively. Mapping of the integrated plasmid into the homologous site of the S. pombe chromosomes demonstrated that pDB(spo5)1, and pDB(spu5)Rl contained the spo5 gene. Transcripts of spo5 gene were analyzed by Northern hybridization. Two transcripts of 3.2 kb and 2.5kb were detected with 5kb Hind Ⅲ fragment containing a part of the spo5 gene as a probe. The small mRNA(2.5kb) appeared only when a wild-type strain was cultured in the absence of nitrogen source in which condition the large mRNA (3.2kb) was produced constitutively. Appearance of a 2.5kb spo5-mRNA depends upon the function of the meil, mei2 and mei3 genes.

Cloning of Thymidine Kinase Gene of Herpes simplex Virus Type-1 (Herpes simplex Virus Type-1 Thymidine Kinase 유전자의 크로닝)

  • Kang, Hyun;Park, Kap-Joo;Cha, Sung-Chul;Kim, Soo-Yung;Yang, Ki-Sang;Kim, Nam-Joo;Lee, Hyung-Hoan
    • The Journal of Korean Society of Virology
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    • v.26 no.1
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    • pp.121-129
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    • 1996
  • Multiplication of Herpes simplex virus type-1 was observed by electronmicroscopy, a gene library of the genome was constructed and thymidine kinase gene was cloned. Vero cells infected with the virus were lysed 48 h p.j. and multinucleated giant cells were observed approximately at 72 h p.i. The nucleocapsids were observed in nuclei and cytoplasm, and the assembled nucleocapsids were budded out through the vacuole and cytoplasmic membranes, and then virions were released from the cells. HSV-1 genome DNA was digested with BamHI and BglII enzymes and then the gene library of the genome fragments were constructed. The BamHI cleaved the genome DNA into twenty-seven fragments in the range of 1.1 - 14 kb, and BglII cleaved the genome DNA into sixteen fragments in the range of $4.5{\sim}20.1\;kb$. The pHLA-12 and pHLB-4 recombinant plasmids were contained TK gene by Southern blot analysis. The molecular sizes of the fragments which contained the TK gene were 3.74 in pHLA-12 and 6.41kb in pHLB-4 recombinant plasmid, respectively.

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The Number of Nucleotide Substitutions per Sites of Mitochondrial DNA in the Four Pleuronectid Species (미토콘드리아 DNA에 의한 붕넙치과 어류 4종간의 염기치환수)

  • PARK Jung-Youn;KIM Yoon
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.28 no.5
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    • pp.649-658
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    • 1995
  • In order to estimate the level of genetic differences among the pleuronectid species, mitochondrial DNAs were isolated from four species: brown sole, Limanda herensteini; marbled sole, Limanda Yokohamae; stone flounder, Kareius bicoloratus; starry flounder, Platichthys stellatus, and the number of nucleotide substitutions was calculated by the restriction fragment length polymorphisms (RFIPs) generated by f4 sin base recognition restriction endonucleases. Total lengths of the mitochondrial DNA were measured as about 17.6 kbp in all species. Ten different composite genotypes were observed in brown sole, four different genotypes in marbled sole, and two different genotypes in starry flounder. However, only one genotype was observed in stone flounder. The calculated haplotypic diversity value of brown sole was higher than that of marbled sole. The average number of nucleotide substitutions per sites in four species was estimated to be 0.0045 in the intraspecies, 0.0344 in the interspecies, and 0.0457 in the genera, respectively. From these results, we could estimate that the genetic differences among interspecies were not influenced by nucleotide substitutions but genetical discontinuous.

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Study on the Analysis of β-lactoglobulin and κ-casein Genotypes of Cattle using Polymerase Chain Reaction (PCR 기법을 이용한 축우의 β-lactoglobulin 및 κ-casein 유전자형 분석에 관한 연구)

  • Sang, Byung Chan;Ryoo, Seung Heui;Lee, Sang Hoon;Song, Chi Eun;Nam, Myung Soo;Chon, Byung Soon
    • Korean Journal of Agricultural Science
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    • v.25 no.2
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    • pp.216-224
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    • 1998
  • This study was performed to offer the basic and applicable data for improvement of Korean cattle and dairy cattle, according to finding the genetic construction obtained from analysis of genetic polymorphisms of ${\beta}$-lactoglobulin and ${\kappa}$-casein loci related Korean cattle and Holstein cows using PCR-RFLP. Genomic DNA used in this study was prepared from the blood of 253 individuals of Korean cattle in Korean Native Cattle Improvement Center, NLCF, and the blood of 113 individuals of Holstein cows in National Livestock Research Institute. The results obtained are summarized as follows : 1. This study confirmed amplified products of 530bp and 262bp fragments obtained from the amplification of ${\beta}$-lactoglobulin and ${\kappa}$-casein loci in Korean cattle and Holstein breed by PCR. 2. The ${\beta}$-lactoglobulin AA genotype showed 153bp and 109bp fragments, and ${\beta}$-lactoglobulin AB genotype showed 153bp, 109bp, 79bp and 74bp fragments, and BB genotype showed 109bp, 79bp and 74bp fragments in amplified products of ${\beta}$-lactoglobulin loci with the restricted enzyme digestion of Hae III. 3. The ${\kappa}$-casein AA genotype showed a 530bp fragment, and ${\kappa}$-casein AB genotype showed 530bp, 344bp and 186bp fragments, and BB genotype showed 344bp and 186bp fragments in amplified products of ${\kappa}$-casein loci with the restricted enzyme digestion of Taq I. 4. On ${\beta}$-lactoglobulin genotypes and gene frequencies, Korean cattle were 6.72%, 26.09% and 67.19% for AA, AB and BB genotypes, and ${\beta}$-lactoglobulin A and B alleles were 0.197 and 0.803, and Holstein were 35.40%, 56.64% and 7.96% for AA, AB and BB genotypes, and ${\beta}$-lactoglobulin A and B alleles were 0.637 and 0.363, respectively. 5. On ${\kappa}$-casein genotypes and gene frequencies, Korean cattle were 46.25%, 39.13% and 14.62% for AA, AB and BB genotypes, and ${\kappa}$-casein A and B alleles were 0.658 and 0.342, and Holstein were 60.18% and 38.94% and 0.88% for AA, AB and BB genotypes, and ${\kappa}$-casein A and B alleles were 0.796 and 0.204, respectively. 6. As a consequence, the gene frequency was 0.197 and 0.803 for ${\beta}$-lactoglobulin A and B alleles, and 0.658 and 0.342 for ${\kappa}$-casein A and B alleles in Korea cattle, but was 0.637 and 0.363 for ${\beta}$-lactoglobulin A and B alleles, and 0.796 and 0.204 for ${\kappa}$-casein A and B alleles in Holstein, respectively.

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Study on the Genetic Variation of the Mitochondrial DNA in the Beet Armyworm, Spodoptera exigua (H bner), Using PCR-RFLP (PCR-RFLP를 이용한 파방나방 (Spodoptera exigua(H bner)) 미토콘트리아 DNA의 유전변이 연구)

  • 김용균;이명렬;정충렬
    • Korean journal of applied entomology
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    • v.37 no.1
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    • pp.23-30
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    • 1998
  • Restriction fragment length polymorphism (RFLP) of a DNA has been a useful tool for analyzing genetic variation. This research was performed to establish an RFLP analytic method on the mitochondrial DNA (mtDNA) of the beet armyworm, Spodoptera exigua (Hiibner). To do this, total size of the mtDNA was measured and polymerase chain reaction (PCR) primers were selected. Its mitochondrial genome size was ca. 16kb. From a serial PCR test of 29 primers refered to the compilation of Simon et al. (1994), 22 primers were selected to amplify its mtDNA fragments. These primers resulted in short (300-700 bp) or long (1000-2000 bp) DNA products which represented a total or partial sequence of each of CO-I, CO-11, Cyt-B, ND-1, 12s rRNA, 16s rRNA, and some tRNAs. PCR-RFLP was performed in some variable mtDNA regions with 8 kinds of 4bp recognizing restriction enzymes. Different populations from Andong, Kyungsan, and Sunchun did not show any restriction site polymorphisms but had some length variation in certain regions of mtDNA.

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Cloning and Expression in Escherichia coli of a Cellulase Gene from Clostridium thermocellum (Clostridium thermocellum의 Cellulase 유전자의 Cloning)

  • 하지홍;한성숙;김욱한;이용현
    • Microbiology and Biotechnology Letters
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    • v.15 no.5
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    • pp.346-351
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    • 1987
  • A cellulase gene of Clostridium themocellum was transferred to Escherichia coli by molecular cloning with pBR322. The gene was carried in a Hind III digested DNA sequence of about 1.8 kb. This Rind III fragment expressed activities on carboxymethyl cellulose (CMC) and on filter gaper in E. coli. The expression of clostridial cellulase gene in E. coli was studied and compared with the pro-ducts of cellulase genes in C. themocellum.

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Detection of Phytoplasmas from Paulownia tomentosa, Syringa vulgaris and solidago vir-aurea var. gigantea Using Polymerase Chain Reaction (PCR) and Their Relationships (Polymerase Chain Reaction(PCR)을 이용한 오동나무, 라일락, 미역취의 Phytoplasma 검출 및 유연 관계)

  • 이준탁;이준탁;예미지;권오유
    • Korean Journal Plant Pathology
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    • v.12 no.2
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    • pp.191-196
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    • 1996
  • 위축, 황화, 총생 증상 등 전형적인 병징을 나타내는 phytoplasma에 감염된 식물에서 phytoplasma만을 특이적으로 검출하기 위하여 polymerase chain reaction(PCR) 방법을 이용하였다. Phytoplasma의 16S rRNA gence의 DNA 단편을 증폭하기 위하여 1.4 kb primers (forward, 5` -GTTGATCCTGGCTCAGGATT-3` 와 reverse, 5` -AACCCCGAGAACGTATTCACC -3`)를 사용하여 증폭한 결과, phytoplasma에 이병된 오동나무, 라일락 및 미역취에서는 약 1.4 kbp의 위치에서 특이 band가 검출되었으나 control로 사용한 건전주에서는 어떠한 band 검출되지 않았다. 위의 결과를 재확인 하기 위하여 약 0.5 kb의 primers(forward, 5` -ACGAAAGCGTGGGGAGCAAA-3` 와 reverse, 5` -GAAGTCGAGTTGCAGACTTC-3`)를 사용하여 증폭한 결과, 0.5 kb의 위치에서 특이 band가 검출되었으나 control로 사용한 건전주에서는 어떠한 band도 검출되지 않았다. Phytoplasma에 이병된 식물의 PCR 반응산물을 제한효소인 AluI으로 처리하 sruf과, 오동나무와 라일락에서는 동일한 band pattern을 나타내어 서로 유연관계가 가까운 phytoplasma인 것으로 생각되며, 미역취에서는 이들과는 다른 band pattern을 나타내어 오동나무와 라일락의 phytoplasma와는 유연관계가 먼 것으로 추측된다.

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