Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
Paper • 2407.00066 • Published
input stringlengths 3.6k 4.2k | output sequencelengths 1 6 | id stringlengths 40 40 |
|---|---|---|
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What is the average number of bank customers?"
] | task184-260b520edc5444f8988213be94250aec |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many 50-yard field goals did the Lions score?"
] | task184-8a952f830a4846428c7e1260f0c6af27 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"what is the first movie bruce willis play in?"
] | task184-4107273f68b54a2ca7950dbe5c3e5f45 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If the right image contains at least one water buffalo walking through a town on a dirt road."
] | task184-9780bf41819d4958b40d9f644eae3c57 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many yards difference was there between the longest and shortest touchdowns?"
] | task184-bf810842ea8e4b66bb90151cb6084ee3 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If there are at least two parrots in the right image."
] | task184-8d06d51eabaa4b5eabe22ffbb10d81bb |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If one image shows a pair of camera-facing dogs with their heads next to one another."
] | task184-c7c4ba3393834587beb4eedcfd86b56f |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"who is the captain of the french soccer team?"
] | task184-131a2e3e410544acbf0ddfe959dba7c4 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"show last flight from philadelphia to boston "
] | task184-5ba46f01b92f47aa942465692fb6bccf |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What are the details of the car with id 1?"
] | task184-f90eda7e3a97401ca39ae9cca069d074 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"show me flights from san francisco to boston on thursday "
] | task184-7cb05f8f547141fdb416ffbb29068cb4 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Show the apartment type codes and the corresponding number of apartments sorted by the number of apartments in ascending order."
] | task184-ecea4b0fd3214023a58e2863a4b7112d |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Are there any rubber red things?"
] | task184-df4ee52ab358466ab86358597675f58b |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Is the blue cylinder made of the same material as the blue cube?"
] | task184-2126dd717be047df8d65c9964cee6e94 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If all bottles have wooden caps and at least one bottle has a braided strap attached."
] | task184-2643e3edfd8f4f19af043144d029c372 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Are there any shiny objects on the left side of the group?"
] | task184-ced78db59be8436b981390e6aa3fbed3 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"what is the color of the other object the same size as the green sphere?"
] | task184-517a7e3681774981a130f0964e0e2746 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"what color shape is on the right?"
] | task184-fd9f848ea619457bbe651c5a5fee73bb |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Show the ids of all employees who have destroyed a document."
] | task184-928272bf70944e308190a72f67506ad8 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Find the busiest destination airport that runs most number of routes in China."
] | task184-3c9f720a8ec84216977c16a2e8b2749d |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If in one image, a door leading to a room has two panels, one of them partially open."
] | task184-d382563e50094628b78d7769773b636f |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What is the largest payment amount?"
] | task184-2722e1be577e4eb3bd747b5c7ee83e30 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many plays did the Texans score on in the third quarter?"
] | task184-bd0aaf1484a04d3a8f243454426fdbe1 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What venue with the largest capacity held the 2012 NCAA basketball tournament?"
] | task184-cf05c4452cae499381e51bbffb42bea7 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What natural gas site was depleted before the Corrib gas field was due to come on?"
] | task184-ef46789fe07044ce99db09e23c79e406 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many cylinders are matte?"
] | task184-fac46295beef4db5bfde00f6f8e25cee |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What was the determination of death, for the person that stated, \"As you think, so shall you become.\"?"
] | task184-06660d68325a4ae7a583d816c50abc89 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What is the color of the large object on the right?"
] | task184-bc8e78063602472ca00bf74b93165699 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If an image includes an anemone with pink tendrils trailing down from a darker stout red stalk."
] | task184-9495dae9c6dc4306b4ae7078e80b6fb0 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Return the names of cities, ordered alphabetically."
] | task184-3f4010292870445e906f2c755fc58159 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What is the color of the shiny cube to the left of the cylinders?"
] | task184-51ba67d165424f38819dfc64afaa3f1e |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What is the shape of the object that is directly behind the largest cube?"
] | task184-7350afc0216148c780eefb464129f146 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Give the names and scores of wines made from white grapes."
] | task184-f1ad03530d724e7ea8145fa64914268a |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"in what us state is the tallest mountain and what is its name?"
] | task184-7ed0db347a8a499db638d01c7a09e390 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"what are the three largest cities of russia?"
] | task184-3e99a64a213f412a985909f6a9c90f22 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Which shape is the biggest in size?"
] | task184-07b590d2835c44ab93356e1baad95133 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many more in percent did the GDP grow in 1987 than 1989?"
] | task184-b511615fa1d64f37a41ea0360ad722ee |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many quarters had been played before Rivers threw a touchdown pass to Floyd?"
] | task184-e1c193d35d2c4464badc39557b4ad029 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If the dog in the right image is not posed with grass in the background."
] | task184-fbecd097c24a48519c348d4ffc33c45a |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Find the cities which were once a host city after 2010?"
] | task184-657dd84386664aabb62d3e2aa3b60b80 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Which university where Bill Clinton was educated has a mascot with the moniker Handsome Dan?"
] | task184-8a452005c35d491996ffba3526dce4cf |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Which 3 players won the most player awards? List their full name and id."
] | task184-b44c4132ffd248199194909785132629 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"When was the last World Series won by the team whose mascot is The Oriole Bird?"
] | task184-4408b9913f3e46a1ad8540c8cc24b042 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"how many yards did mariani return?"
] | task184-0798e079d0eb4773af5d094813517061 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"How many games in total did team Boston Red Stockings attend from 2000 to 2010?"
] | task184-013a22f376f74f22924ef3f6c50e2255 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"If one of the jellyfish is heading in a horizontal direction."
] | task184-31a3715f9e9644a1a76a393ef4250726 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"Find the names of departments that are either in division AS or in division EN and in Building NEB."
] | task184-e053cd5af3424bf8abed3d1086784c46 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"how many yards did rivers pass to ajirotutu?"
] | task184-f8572896c90c47e9a0975a80e80c6843 |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"What are the locations and representatives' names of the gas stations owned by the companies with the 3 largest amounts of assets?"
] | task184-3b1f07b49de7484daf5dfb652bc0504c |
Definition: In this task, you will be given a set of steps that are required to answer a specific question. Your job is to generate that question. Each given step refers to either an entity (known or unknown), a propery of an entity or a query operation (count, group, union, etc.) Knowing those operations and how they ... | [
"how many balls are not shiny?"
] | task184-99fa2b3a63a34ccd85c1b5d1cda74d11 |
The following paper introduces the corpus in detail. If you use the corpus in published work, please cite it:
@misc{wang2022supernaturalinstructionsgeneralizationdeclarativeinstructions,
title={Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks},
author={Yizhong Wang and Swaroop Mishra and Pegah Alipoormolabashi and Yeganeh Kordi and Amirreza Mirzaei and Anjana Arunkumar and Arjun Ashok and Arut Selvan Dhanasekaran and Atharva Naik and David Stap and Eshaan Pathak and Giannis Karamanolakis and Haizhi Gary Lai and Ishan Purohit and Ishani Mondal and Jacob Anderson and Kirby Kuznia and Krima Doshi and Maitreya Patel and Kuntal Kumar Pal and Mehrad Moradshahi and Mihir Parmar and Mirali Purohit and Neeraj Varshney and Phani Rohitha Kaza and Pulkit Verma and Ravsehaj Singh Puri and Rushang Karia and Shailaja Keyur Sampat and Savan Doshi and Siddhartha Mishra and Sujan Reddy and Sumanta Patro and Tanay Dixit and Xudong Shen and Chitta Baral and Yejin Choi and Noah A. Smith and Hannaneh Hajishirzi and Daniel Khashabi},
year={2022},
eprint={2204.07705},
archivePrefix={arXiv},
primaryClass={cs.CL},
url={https://arxiv.org/abs/2204.07705},
}
More details can also be found in the following paper:
@misc{brüelgabrielsson2024compressserveservingthousands,
title={Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead},
author={Rickard Brüel-Gabrielsson and Jiacheng Zhu and Onkar Bhardwaj and Leshem Choshen and Kristjan Greenewald and Mikhail Yurochkin and Justin Solomon},
year={2024},
eprint={2407.00066},
archivePrefix={arXiv},
primaryClass={cs.DC},
url={https://arxiv.org/abs/2407.00066},
}
For any comments or questions, please email Rickard Brüel Gabrielsson