Compress then Serve: Serving Thousands of LoRA Adapters with Little Overhead
Paper • 2407.00066 • Published
input stringlengths 3.68k 4.11k | output sequencelengths 1 1 | id stringlengths 40 40 |
|---|---|---|
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { nth_argmax { all_rows ; registered voters ; 3 } ; city } ; encinitas }"
] | task210-1a60617cf1134c289e5b96d3bc6d98fb |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; continent ; asia } } ; 2 }"
] | task210-0ebd48019c25490ab8a26d68b4ee8973 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"round_eq { avg { all_rows ; frequency } ; 2200 mhz }"
] | task210-07238989a7604315a7bf6dd52f1179d2 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"round_eq { sum { filter_eq { all_rows ; year ; 1987 } ; notes } ; 4:27:46 }"
] | task210-8a0d8cf9ac9249e0bc61025646ef6a4d |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { nth_argmin { filter_eq { all_rows ; location ; st pete times forum } ; game ; 1 } ; attendance } ; 16104 }"
] | task210-23aa07a5752b47f4be5a3397a5d4e988 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"greater { hop { filter_eq { all_rows ; club ; sporting de gijón } ; points } ; hop { filter_eq { all_rows ; club ; cádiz cf } ; points } }"
] | task210-43c9e5396b4a4621983823b852c443b2 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { nth_min { all_rows ; days held ; 3 } ; 196 }"
] | task210-3c226bc4e5244f089756f2ac6338f2d6 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_not_eq { filter_eq { all_rows ; venue ; beirut } ; result ; win } } ; 2 }"
] | task210-4519ff3b72e74506b6033f465a89fbd1 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"greater { hop { filter_eq { all_rows ; language ; yiddish } ; number } ; hop { filter_eq { all_rows ; language ; russian } ; number } }"
] | task210-e8fa7f4b833f42d1b537109f4fd2bc5b |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { nth_argmax { all_rows ; crowd ; 1 } ; date } ; 12 august 2007 }"
] | task210-64ea62bb5ca6479ea48888e71bd2d198 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { filter_eq { all_rows ; sport ; boxing } ; event ; men 's light flyweight } } ; 2 }"
] | task210-efd74718e8204428b271f468784de82b |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; mccain % ; 75.7 % } } ; 1 }"
] | task210-893a8bd0754a41b9842bcba2797f5a9e |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"and { only { filter_less { all_rows ; polyunsaturated fat ; 10 % } } ; eq { hop { filter_less { all_rows ; polyunsaturated fat ; 10 % } ; } ; suet } }"
] | task210-a7478f535e7144298c4ce6a1502dd2d4 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"all_eq { all_rows ; nationality ; canada }"
] | task210-bdae776be0d149d9993df0db0d5aac09 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; wins ; 0 } } ; 2 }"
] | task210-97313fe0b6eb4cd19607a134b0d24a60 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; competition ; world championships } } ; 3 }"
] | task210-2369f4cd6cb7464581fddf9462c3402c |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { nth_argmax { all_rows ; original air date ( uk ) ; 1 } ; episode title } ; loyalties ii }"
] | task210-ba5e9369b6fd48a0b6791b226783fc9f |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"most_eq { all_rows ; disease area ; cancer }"
] | task210-ae889857b940401592e0072fcd58c693 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"and { greater { hop { filter_eq { all_rows ; nation ; sweden } ; gold } ; hop { filter_eq { all_rows ; nation ; germany } ; gold } } ; and { eq { hop { filter_eq { all_rows ; nation ; sweden } ; gold } ; 2 } ; eq { hop { filter_eq { all_rows ; nation ; germany } ; gold } ; 1 } } }"
] | task210-5a2c468192764083bcd1e6748d388034 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"and { only { filter_eq { filter_eq { all_rows ; surface ; hard } ; partner ; magdalena maleeva } } ; eq { hop { filter_eq { filter_eq { all_rows ; surface ; hard } ; partner ; magdalena maleeva } ; date } ; july 16 , 1992 } }"
] | task210-99ff6e3e2f804446a558b9fdc05ccfe9 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"less { hop { filter_eq { all_rows ; country ; united kingdom } ; date } ; hop { filter_eq { all_rows ; country ; united states } ; date } }"
] | task210-c3159bcd1f5348dc8cd4bf7944b66605 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"round_eq { avg { all_rows ; attendance } ; 45557.14 }"
] | task210-ea1a0344b83746058e3c7c26aa907624 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"greater { hop { filter_eq { all_rows ; player ; tom watson } ; earnings } ; hop { filter_eq { all_rows ; player ; lee trevino } ; earnings } }"
] | task210-11be94c5c16f4865997b07e7753c5c40 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; winner ; russell ingall } } ; 3 }"
] | task210-78ce7140293944b18dfc5cc49b412f0f |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; position ; 4th } } ; 2 }"
] | task210-afddcd0db2fb46c581bf2055cea658d6 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { argmin { all_rows ; score } ; player } ; ben hogan }"
] | task210-37570b03c5a84a25a1ea65f8bb626a96 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_greater_eq { all_rows ; shot pct ; 80 % } } ; 3 }"
] | task210-5a07a5c495534f0f878c716bdb582c62 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"less { hop { filter_eq { all_rows ; runner - up ; dynamo moscow } ; season } ; hop { filter_eq { all_rows ; runner - up ; lokomotiv moscow } ; season } }"
] | task210-dd02f99e46ae41b2b9db6c4c159b9ce6 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { nth_argmin { all_rows ; length ; 2 } ; line } ; sofia - dragoman }"
] | task210-e1eecd7746db4e4183cbcd65ea5da293 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"greater { hop { filter_eq { all_rows ; class ; dx } ; number in service } ; hop { filter_eq { all_rows ; class ; dsc } ; number in service } }"
] | task210-c2de83f376b84f4eb08ee6dde5c23391 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"most_eq { filter_eq { all_rows ; date ; dec } ; result ; win }"
] | task210-28e950cc557b44858382778f7c8c3986 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { filter_eq { all_rows ; gender ; f } ; residence ; halifax } } ; 2 }"
] | task210-68c853caa9ec4359a824ea97a903a30f |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"round_eq { sum { filter_eq { all_rows ; opponent ; toronto maple leafs } ; score } ; 12 }"
] | task210-c888cc1881ef4106bc80e063eeae4c4e |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"most_greater_eq { filter_eq { all_rows ; date ; november } ; attendance ; 10000 }"
] | task210-088f4d5f14174331be058b93c20d5c8f |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { argmax { all_rows ; administrative panel } ; party } ; fine gael }"
] | task210-d567fef1605e4338b79ca0d8f6aeab13 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { argmin { filter_eq { all_rows ; opponents ; palamós } ; kick off } ; referee } ; daudén ibáñez }"
] | task210-2090e9cdd5ed4b2ca259b16fbecf5db1 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"and { only { filter_eq { all_rows ; method ; rear naked choke } } ; eq { hop { filter_eq { all_rows ; method ; rear naked choke } ; opponent } ; helio dipp } }"
] | task210-40a40c9e355149e0b06eabad7439d8e4 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; venue ; san francisco } } ; 2 }"
] | task210-6542d17540ee4098a0c4c3802d515e33 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { argmin { all_rows ; pick } ; player } ; james lofton }"
] | task210-65ac1d8247964cc2b2cdd5e603866438 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"most_greater_eq { all_rows ; screen size ( inch ) ; 7 }"
] | task210-ead086daaec2415a984bf2345ff3a4da |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_eq { all_rows ; 2nd component ; acetone } } ; 3 }"
] | task210-f13d0067687b4eac9f0cf44c5c9db1c8 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"and { only { filter_eq { filter_eq { all_rows ; college ; saskatchewan } ; position ; k } } ; eq { hop { filter_eq { filter_eq { all_rows ; college ; saskatchewan } ; position ; k } ; player } ; matt kellett } }"
] | task210-14b519968c2d4b339c6471c2f0687b74 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { count { filter_all { all_rows ; department } } ; 7 }"
] | task210-8418488a8c124b0a91e54d587214993d |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"less { hop { filter_eq { all_rows ; venue ; tsirion stadium , limassol } ; date } ; hop { filter_eq { all_rows ; venue ; king abdullah stadium , amman } ; date } }"
] | task210-82f503f45a8c42c4a6ff855f04a292e8 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { nth_argmax { all_rows ; sets lost ; 2 } ; team } ; far eastern university }"
] | task210-a6ce87aad5df4e548285a07cc66f583a |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"eq { hop { argmin { all_rows ; born } ; archbishop } ; jean baptiste lamy }"
] | task210-9b4eadeed84a44f5aec6557534bde28e |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"most_less { all_rows ; seating ; 100000 }"
] | task210-16789c874e3943198ebd2affe08bf419 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"all_eq { all_rows ; season premiere date ; 20 }"
] | task210-2cb10d1f1eba4c5b8e318ac792d4d488 |
Definition: In this task, you are given a natural language interpretation of commands (consist of logical operations) to select relevant rows from the given table. Your job is to generate command (in terms of logical operations) from given natural language interpretation. Define body (contains a collection of statement... | [
"round_eq { avg { all_rows ; races } ; 14.4 }"
] | task210-3972d51d954a40f6b726b4dff67e909c |
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