Approximate Caching for Efficiently Serving Diffusion Models

Text-to-image generation using diffusion models has seen explosive popularity owing to their ability in producing high quality images adhering to text prompts. However, production-grade diffusion model serving is a resource intensive task that not only require high-end GPUs which are expensive but also incurs considerable latency. In this paper, we introduce a technique called approximate-caching that can reduce such iterative denoising steps for an image generation based on a prompt by reusing intermediate noise states created during a prior image generation for similar prompts. Based on this idea, we present an end to end text-to-image system, Nirvana, that uses the approximate-caching with a novel cache management-policy Least Computationally Beneficial and Frequently Used (LCBFU) to provide % GPU compute savings, 19.8% end-to-end latency reduction and 19% dollar savings, on average, on two real production workloads. We further present an extensive characterization of real production text-to-image prompts from the perspective of caching, popularity and reuse of intermediate states in a large production environment.Comment: Accepted at NSDI'2

Assess the antioxidant and antimicrobial activity of herbal popsicles prepared by Hibiscus sabdariffa L. and Clitorea ternatea floral waste

In this study, we extracted bio-colour from two commonly available flowers, Rosella (Hibiscus sabdariffa L.) and Butterfly pea flower (Clitoria ternatea), and evaluated their potential therapeutic benefits by examining their antioxidant and antibacterial activity. To assess the suitability and quality of the extracted bio-colour as a food additive, we formulated ice popsicles using bio-colour derived from H. sabdariffa and C. ternatea. The crude floral waste extract of H. sabdariffa showed the highest reducing capacity (FRAP assay), antioxidant activity (DPPH, ABTS assay), and antibacterial potential. This may be attributed to polyphenols, flavonoids, anthocyanins, ascorbic acids, organic acids, hibiscus acid, and other compounds in H. sabdariffa flower parts. The ice popsicles formulated with these two bio-colours contained significant polyphenol and flavonoid content, contributing to their antioxidant potential comparable to ice popsicles available in the local market. The formulated ice popsicles also retained better physical properties (texture, melting, smoothness/hardness) and sensory qualities (as per hedonic scale rating) than market-derived ice popsicles. Therefore, these two crude floral wastes can be utilized as functional food bio-colourants in the food industry

Direct Observation of Multiple Tautomers of Oxythiamine and their Recognition by the Thiamine Pyrophosphate Riboswitch

Structural diversification of canonical nucleic acid bases and nucleotide analogues by tautomerism has been proposed to be a powerful on/off switching mechanism allowing regulation of many biological processes mediated by RNA enzymes and aptamers. Despite the suspected biological importance of tautomerism, attempts to observe minor tautomeric forms in nucleic acid or hybrid nucleic acid-ligand complexes have met with challenges due to the lack of sensitive methods. Here, a combination of spectroscopic, biochemical, and computational tools probed tautomerism in the context of an RNA aptamer-ligand complex; studies involved a model ligand, oxythiamine pyrophosphate (OxyTPP), bound to the thiamine pyrophosphate (TPP) riboswitch (an RNA aptamer) as well as its unbound nonphosphorylated form, oxythiamine (OxyT). OxyTPP, similarly to canonical heteroaromatic nucleic acid bases, has a pyrimidine ring that forms hydrogen bonding interactions with the riboswitch. Tautomerism was established using two-dimensional infrared (2D IR) spectroscopy, variable temperature FTIR and NMR spectroscopies, binding isotope effects (BIEs), and computational methods. All three possible tautomers of OxyT, including the minor enol tautomer, were directly identified, and their distributions were quantitated. In the bound form, BIE data suggested that OxyTPP existed as a 4′-keto tautomer that was likely protonated at the N1′-position. These results also provide a mechanistic framework for understanding the activation of riboswitch in response to deamination of the active form of vitamin B1 (or TPP). The combination of methods reported here revealing the fine details of tautomerism can be applied to other systems where the importance of tautomerism is suspected.National Institutes of Health (U.S.) (Grant CA080024)National Institutes of Health (U.S.) (Grant CA26731)National Institutes of Health (U.S.) (Grant ES002109)National Institutes of Health (U.S.) (Grant ES007020)National Science Foundation (U.S.) (Grant CHE-1212557)Massachusetts Institute of Technology. Center for Environmental Health Sciences (National Institutes of Health (U.S.) Center Grant P30-ES002109)Massachusetts Institute of Technology. Laser Biomedical Research Center (National Institutes of Health (U.S.) Center Grant P41-EB015871)National Institutes of Health (U.S.) (Traineeship T32 ES007020)Massachusetts Institute of Technology (Poitras Pre-Doctoral Fellowship

3. Safety Assessment of SIN LVs Harboring Chromatin Insulators in the Sensitive Cdkn2a-/- In Vivo Genotoxicity Assay Show Enhancer-Blocking Activity of Specific Insulator Sequences

Chromatin insulators (CI) have been proposed as safety features to increase the safety of self-inactivating (SIN) lentiviral vectors (LV) for gene therapy applications.By taking advantage of an in vivo genotoxicity assay based on the systemic injection of LVs in newborn tumor-prone Cdkn2a-/- mice we were able to measure vector-induced genotoxicity as an accelerated tumor onset that was proportional to the genotoxic potential of the tested LV. Importantly, we took advantage of integration sites (IS) analysis to qualitatively characterize CI that were shown by other in vitro and ex vivo studies to function as insulators. Recently we showed for the first time that a CAAT-box binding Nuclear factor 1 (CTF/NF1)-based CI, when cloned in the LTRs of a SIN.LV with a strong SFFV enhancer-promoter in internal position, significantly reduced the frequency of tumors harboring integrations activating Map3k8 oncogene accompanied by a marked skewing towards tumors harboring inactivating insertions targeting Pten.Here by using this stringent in vivo genotoxicity assay and IS analysis in tumors we expanded our studies towards other CI sequences whose function is regulated by the binding of the CCCTC-binding factor (CTCF), the best characterized insulator protein in vertebrates.Each CTCF-based insulating cassette was cloned in the LTRs of a LV construct containing the SFFV promoter in internal position (CTCF.SIN.LVs) and injected in Cdkn2a-/- mice. Interestingly, mice treated with some of the CTCF.SIN.LVs tested displayed an increased median survival time (ranging from 193.5 to 214 days) compared to mice treated with the uninsulated parental SIN.LV (186 days). Importantly, our preliminary IS analysis in tumors (881 IS) showed that two CTCF.SIN.LVs did not target Map3k8 oncogene while Pten was often disrupted by exonic insertions, an escape genotoxicity mechanism on which CI cannot act.These data confirm that the inclusion of two novel CTCF-based CIs of human origin completely abrogated the formation of tumors caused by enhancer-mediated activation of an oncogene in vivo.The ability of these two new insulator elements to block the crosstalk between powerful vector enhancers and cellular regulatory elements increase the safety of SIN LVs and justify their prompt adoption in future gene therapy applications

Production of Embryonic and Fetal-Like Red Blood Cells from Human Induced Pluripotent Stem Cells

We have previously shown that human embryonic stem cells can be differentiated into embryonic and fetal type of red blood cells that sequentially express three types of hemoglobins recapitulating early human erythropoiesis. We report here that we have produced iPS from three somatic cell types: adult skin fibroblasts as well as embryonic and fetal mesenchymal stem cells. We show that regardless of the age of the donor cells, the iPS produced are fully reprogrammed into a pluripotent state that is undistinguishable from that of hESCs by low and high-throughput expression and detailed analysis of globin expression patterns by HPLC. This suggests that reprogramming with the four original Yamanaka pluripotency factors leads to complete erasure of all functionally important epigenetic marks associated with erythroid differentiation regardless of the age or the tissue type of the donor cells, at least as detected in these assays. The ability to produce large number of erythroid cells with embryonic and fetal-like characteristics is likely to have many translational applications

Active Interaction Mapping Reveals the Hierarchical Organization of Autophagy.

We have developed a general progressive procedure, Active Interaction Mapping, to guide assembly of the hierarchy of functions encoding any biological system. Using this process, we assemble an ontology of functions comprising autophagy, a central recycling process implicated in numerous diseases. A first-generation model, built from existing gene networks in Saccharomyces, captures most known autophagy components in broad relation to vesicle transport, cell cycle, and stress response. Systematic analysis identifies synthetic-lethal interactions as most informative for further experiments; consequently, we saturate the model with 156,364 such measurements across autophagy-activating conditions. These targeted interactions provide more information about autophagy than all previous datasets, producing a second-generation ontology of 220 functions. Approximately half are previously unknown; we confirm roles for Gyp1 at the phagophore-assembly site, Atg24 in cargo engulfment, Atg26 in cytoplasm-to-vacuole targeting, and Ssd1, Did4, and others in selective and non-selective autophagy. The procedure and autophagy hierarchy are at http://atgo.ucsd.edu/

Active Interaction Mapping Reveals the Hierarchical Organization of Autophagy.

We have developed a general progressive procedure, Active Interaction Mapping, to guide assembly of the hierarchy of functions encoding any biological system. Using this process, we assemble an ontology of functions comprising autophagy, a central recycling process implicated in numerous diseases. A first-generation model, built from existing gene networks in Saccharomyces, captures most known autophagy components in broad relation to vesicle transport, cell cycle, and stress response. Systematic analysis identifies synthetic-lethal interactions as most informative for further experiments; consequently, we saturate the model with 156,364 such measurements across autophagy-activating conditions. These targeted interactions provide more information about autophagy than all previous datasets, producing a second-generation ontology of 220 functions. Approximately half are previously unknown; we confirm roles for Gyp1 at the phagophore-assembly site, Atg24 in cargo engulfment, Atg26 in cytoplasm-to-vacuole targeting, and Ssd1, Did4, and others in selective and non-selective autophagy. The procedure and autophagy hierarchy are at http://atgo.ucsd.edu/