Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
Paper • 2407.00066 • Published
input stringlengths 620 713 | output sequencelengths 1 1 | id stringlengths 40 40 |
|---|---|---|
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"a genus of plants in what family? a genus of plants in what family? a genus of plants in what family? a genus of plants in what family? The happy family"
] | task062-7774255de53243aeb292295fbf571d62 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"historic wow church wow building wow historic wow church wow building wow"
] | task062-9cf1539027c54d21ba912c6583ad05d1 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"A C E G I K M O Q S U W Y"
] | task062-b54b0873c9db4782902911c9f882e3bb |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"all work and no play makes Jill all work and no play makes Jack all work and no play makes Jill"
] | task062-f1279b8c1e544f1d8bdc6ac89872ef88 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"wish I had some chocolate wish I had some chocolate"
] | task062-6523b1115f1241ca98e9048fdc836826 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"the botanical gardens are great the botanical gardens are beautiful the botanical gardens are wonderful the botanical gardens are beautiful the botanical gardens are great"
] | task062-eac9a2fb69014e9c81441814df353364 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"cars gas all cars eat gas cars gas all cars eat gas"
] | task062-0ff6e6db60ba4227bcdc20bf71f9a53e |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"they're delicious they're delicious they're delicious they're delicious they're delicious they're delicious they're delicious"
] | task062-b11ffd524e8d4fe2ad593bcadf65a7c6 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"python python data python python data python python data"
] | task062-95697da5067c4cea9adc0ebb291d5f2d |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"Who plays the bass loud? The School of Music The School of Music The School of Music"
] | task062-dc55c18aee59478fb265e73b29778f0d |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"election to cool the council cool election to cool the council cool election to cool the council cool"
] | task062-a52d964da66c449d87945527a4e1452c |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"inhabitants in the urban area inhabitants in the urban area live in walking distance live in walking distance live in walking distance"
] | task062-109b460315594c2092b9ac542d567ca7 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"can you draw squiggly line squiggly line"
] | task062-a258dad41f754a5398587d5223889643 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"cat mouse cat mouse cat mouse cat mouse cat mouse"
] | task062-a789cb9087484f39ad0bb8d457e00fce |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"carbon pricing is an carbon pricing is an interesting concept carbon pricing is an carbon pricing is an"
] | task062-06398cd646a44dbca3f260b60f305853 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"all the world all the world is a stage all the world all the world is a stage all the world all the world is a stage all the world"
] | task062-e5fc69747d4b41cfa9159bc2e971ddab |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"The School of Music The School of Music The School of Music The School of Music The School of Music The School of Music The School of Music"
] | task062-6500ca9c4ac249a2bc5f449fb53b0082 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"the village has a population larger than California the village has a population the village has a population larger than California the village has a population the village has a population larger than California"
] | task062-2cf971a005ff46a593c1d8134c192a9d |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"cheese cheese cheese whiz cheese cheese cheese whiz cheese"
] | task062-b7acb12598a84234bd0e19741175d5f0 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"pickup a handful of green beans pickup a bunch of green beans"
] | task062-bb34bf907e5d4f458369342ae6156724 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"the administrative district the administrative district hello world the administrative district"
] | task062-ab7b3e3b31ec4461b3f4a0c95ce29df0 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"whole note quarter note quarter note quarter note whole note quarter note quarter note quarter note"
] | task062-3bc2399df6074fe9b31fd3c75e5ca072 |
Definition: This task evaluates for the ability to follow basic natural language instructions nested and performing a sequence of operations, including basic logic and conditionals.
Positive Example 1 -
Input: Repeat 5 times hello world
Output: hello world hello world hello world hello world hello world
Positive Exam... | [
"hello world hello hello world hello hello world"
] | task062-a39818e63b2542f5b7f13889a66f8edc |
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