Downloadable examples

This Jupyter Notebook show how to easily retrieve advanced examples online.

  1. Datasets

  2. Samples

import warnings
warnings.filterwarnings("ignore", message=".*IProgress not found.*")

Section 1: Datasets

Retrieving advanded datasets examples is as easy as:

from plaid.examples import AVAILABLE_EXAMPLES

print(AVAILABLE_EXAMPLES)

['vki_ls59', 'elastoplastodynamics', 'multiscale_hyperelasticity', 'tensile2d', 'rotor37', 'profile2d', 'airfrans_clipped', 'airfrans_original', 'airfrans_remeshed']

from plaid.examples import datasets
import time

start = time.perf_counter()
print(datasets.tensile2d)
end = time.perf_counter()
print(f"First dataset retrieval duration: {end - start:.6f} seconds")

[2026-03-25 17:14:20,831:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/main/README.md "HTTP/1.1 307 Temporary Redirect"

Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.

[2026-03-25 17:14:20,832:WARNING:_http.py:_warn_on_warning_headers(916)]:Warning: You are sending unauthenticated requests to the HF Hub. Please set a HF_TOKEN to enable higher rate limits and faster downloads.

[2026-03-25 17:14:20,838:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/PLAID-datasets/Tensile2d/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/README.md "HTTP/1.1 200 OK"

[2026-03-25 17:14:20,860:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/PLAID-datasets/Tensile2d/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/README.md "HTTP/1.1 200 OK"

[2026-03-25 17:14:20,888:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/Tensile2d.py "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:20,958:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://s3.amazonaws.com/datasets.huggingface.co/datasets/datasets/PLAID-datasets/Tensile2d/PLAID-datasets/Tensile2d.py "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:21,023:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/datasets/PLAID-datasets/Tensile2d/revision/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb "HTTP/1.1 200 OK"

[2026-03-25 17:14:21,051:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/.huggingface.yaml "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:21,104:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://datasets-server.huggingface.co/info?dataset=PLAID-datasets/Tensile2d "HTTP/1.1 200 OK"

[2026-03-25 17:14:21,141:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/datasets/PLAID-datasets/Tensile2d/tree/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data?recursive=true&expand=false "HTTP/1.1 200 OK"

[2026-03-25 17:14:21,170:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/datasets/PLAID-datasets/Tensile2d/tree/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb?recursive=false&expand=false "HTTP/1.1 200 OK"

[2026-03-25 17:14:21,204:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/dataset_infos.json "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:21,256:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:21,267:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171421Z&X-Amz-Expires=3600&X-Amz-Signature=517d9cf31a4a86eba808ffb98570791c7b709d803b43bb995b1df33b3f40f72a&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462461&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=OvXTNw2mt6K0bR9mtkRrj8nsID-L%7EUU0njkQisA2Q0new9aJts7PZMu%7E6pa4mhiZ3EWmfCbmPbOM7DGV0kABNjFpfWZtZro7GwqIOM7o7B9uq4oa9-UqUiea8Ibz7lECmaiuvcpZ77U0pCpXIcAFSFrsveptUL7aAx9-Y%7EC-9zTIhGEMMY1N3jtrlMNyrwau870rdNdrHTAvj9-kVZNRWPspAssK3PnsJCbHbegsk45eciuHvtI5MGWam-sm7QlGAulFA8O3SefRUSCFEki9FqQmagc-XjVNYz2N-FZnvK8vo6C303Xpzw3QICSkeTdTZxhjSL3oMB9d84ArEOChvg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:21,306:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:21,312:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171421Z&X-Amz-Expires=3600&X-Amz-Signature=517d9cf31a4a86eba808ffb98570791c7b709d803b43bb995b1df33b3f40f72a&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462461&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=OvXTNw2mt6K0bR9mtkRrj8nsID-L%7EUU0njkQisA2Q0new9aJts7PZMu%7E6pa4mhiZ3EWmfCbmPbOM7DGV0kABNjFpfWZtZro7GwqIOM7o7B9uq4oa9-UqUiea8Ibz7lECmaiuvcpZ77U0pCpXIcAFSFrsveptUL7aAx9-Y%7EC-9zTIhGEMMY1N3jtrlMNyrwau870rdNdrHTAvj9-kVZNRWPspAssK3PnsJCbHbegsk45eciuHvtI5MGWam-sm7QlGAulFA8O3SefRUSCFEki9FqQmagc-XjVNYz2N-FZnvK8vo6C303Xpzw3QICSkeTdTZxhjSL3oMB9d84ArEOChvg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:21,806:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:21,813:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171421Z&X-Amz-Expires=3600&X-Amz-Signature=517d9cf31a4a86eba808ffb98570791c7b709d803b43bb995b1df33b3f40f72a&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462461&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2MX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=OvXTNw2mt6K0bR9mtkRrj8nsID-L%7EUU0njkQisA2Q0new9aJts7PZMu%7E6pa4mhiZ3EWmfCbmPbOM7DGV0kABNjFpfWZtZro7GwqIOM7o7B9uq4oa9-UqUiea8Ibz7lECmaiuvcpZ77U0pCpXIcAFSFrsveptUL7aAx9-Y%7EC-9zTIhGEMMY1N3jtrlMNyrwau870rdNdrHTAvj9-kVZNRWPspAssK3PnsJCbHbegsk45eciuHvtI5MGWam-sm7QlGAulFA8O3SefRUSCFEki9FqQmagc-XjVNYz2N-FZnvK8vo6C303Xpzw3QICSkeTdTZxhjSL3oMB9d84ArEOChvg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:22,419:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:22,426:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:22,428:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171422Z&X-Amz-Expires=3600&X-Amz-Signature=df22f3f2de49e1cdad95f706eec480d5282de669336bee7efeb05347740bfcd8&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462462&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2Mn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=T2rI8rxTTxRUGgREDHq-sRj-zm2Y3A6UiTNCjbmPJTYpaBXhlWdLOnGJZRZRcCitxreR-v9JeLjfo1G9q5bc6i4oXNQTj0Y6cFoSQ8Q5TXn%7EEFbXIjklb-r7jD2kqO4Ak2rfk-hOltsgFfoWiRykDBF2Ni9U1k75I5U-0J5%7EN0hzw-gjsniNv73d5pstsmPo7Yb7qiG0lpEoUnB2lRrVa19O0bPld09Qmmz7w5EAL6T40dJ%7E3NWM4FxeFspHobHjOjqDmNL-F4w3HXqiRaRACOS7FLTzF7XMLtDaMULCDZxNMuIisZP3SEd4Q94a1a6tM6EgWPrcg6rfhelF0LdVQw__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:22,440:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171422Z&X-Amz-Expires=3600&X-Amz-Signature=df22f3f2de49e1cdad95f706eec480d5282de669336bee7efeb05347740bfcd8&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462462&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2Mn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=T2rI8rxTTxRUGgREDHq-sRj-zm2Y3A6UiTNCjbmPJTYpaBXhlWdLOnGJZRZRcCitxreR-v9JeLjfo1G9q5bc6i4oXNQTj0Y6cFoSQ8Q5TXn%7EEFbXIjklb-r7jD2kqO4Ak2rfk-hOltsgFfoWiRykDBF2Ni9U1k75I5U-0J5%7EN0hzw-gjsniNv73d5pstsmPo7Yb7qiG0lpEoUnB2lRrVa19O0bPld09Qmmz7w5EAL6T40dJ%7E3NWM4FxeFspHobHjOjqDmNL-F4w3HXqiRaRACOS7FLTzF7XMLtDaMULCDZxNMuIisZP3SEd4Q94a1a6tM6EgWPrcg6rfhelF0LdVQw__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:22,481:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:22,488:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171422Z&X-Amz-Expires=3600&X-Amz-Signature=df22f3f2de49e1cdad95f706eec480d5282de669336bee7efeb05347740bfcd8&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462462&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2Mn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=T2rI8rxTTxRUGgREDHq-sRj-zm2Y3A6UiTNCjbmPJTYpaBXhlWdLOnGJZRZRcCitxreR-v9JeLjfo1G9q5bc6i4oXNQTj0Y6cFoSQ8Q5TXn%7EEFbXIjklb-r7jD2kqO4Ak2rfk-hOltsgFfoWiRykDBF2Ni9U1k75I5U-0J5%7EN0hzw-gjsniNv73d5pstsmPo7Yb7qiG0lpEoUnB2lRrVa19O0bPld09Qmmz7w5EAL6T40dJ%7E3NWM4FxeFspHobHjOjqDmNL-F4w3HXqiRaRACOS7FLTzF7XMLtDaMULCDZxNMuIisZP3SEd4Q94a1a6tM6EgWPrcg6rfhelF0LdVQw__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:23,242:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/Tensile2d/resolve/c3caf2136b2a7d1aba3e5585ea992d2c26a5ffbb/data/all_samples-00000-of-00002.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:23,247:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/667335cee78527b6025b823d/b34a46154edaf9cab59d740978f51238dfc8823c0ee1150b6c41f8edc9108341?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171423Z&X-Amz-Expires=3600&X-Amz-Signature=d7da8ec0b60f7434c7b4bc1c9e5be7897392835094b3377278360a3141832d3e&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00002.parquet%3B+filename%3D%22all_samples-00000-of-00002.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462463&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2M319LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82NjczMzVjZWU3ODUyN2I2MDI1YjgyM2QvYjM0YTQ2MTU0ZWRhZjljYWI1OWQ3NDA5NzhmNTEyMzhkZmM4ODIzYzBlZTExNTBiNmM0MWY4ZWRjOTEwODM0MSoifV19&Signature=IuWNWxT4uM6K4NGTN0Gm04CipznZymQd4%7EJwCRKwVrQps29NVsY9EfgpLSUGcXttGZsU74bBJLjaAPHVwEhST54q-4JWEti1ujIHuzBhEVv1iSWX2RcxkV3CH-F-D8%7E9ybqqBM15sX4cYqi8IZwpSr3bi9yAPKTl8EVeiT-VOYV1s%7EhygSZd9idBOVCWcYRr%7EYyFzvS%7E43oaNpHD%7E1JNKy7Q5iB2egOY%7EmN0tz5YFUEE4e8Iqhb4FxXcYR5sjrT702c3sTa0NE5HR9-020STPhdECMFXKydlS4wPyDN-uZWxv-9zq8W502HLEhfdiZK9TFOdKxGQ5%7ESxq9%7Eu6U9fsg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

Dataset(2 samples, 10 scalars, 6 fields)
First dataset retrieval duration: 2.977537 seconds

start = time.perf_counter()
print(datasets.tensile2d)
end = time.perf_counter()
print(f"Second dataset retrieval duration: {end - start:.6f} seconds")

Dataset(2 samples, 10 scalars, 6 fields)
Second dataset retrieval duration: 0.002093 seconds

Section 2: Samples

from plaid.examples import samples

start = time.perf_counter()
print(samples.vki_ls59)

end = time.perf_counter()
print(f"First sample retrieval duration: {end - start:.6f} seconds")
assert(len(samples.vki_ls59.get_scalar_names())==8)

[2026-03-25 17:14:23,809:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/main/README.md "HTTP/1.1 307 Temporary Redirect"

[2026-03-25 17:14:23,815:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/api/resolve-cache/datasets/PLAID-datasets/VKI-LS59/1aad0a69c26462c039305a931a300f80bdf34827/README.md "HTTP/1.1 200 OK"

[2026-03-25 17:14:23,821:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/resolve-cache/datasets/PLAID-datasets/VKI-LS59/1aad0a69c26462c039305a931a300f80bdf34827/README.md "HTTP/1.1 200 OK"

[2026-03-25 17:14:23,848:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/VKI-LS59.py "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:23,879:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://s3.amazonaws.com/datasets.huggingface.co/datasets/datasets/PLAID-datasets/VKI-LS59/PLAID-datasets/VKI-LS59.py "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:24,002:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/datasets/PLAID-datasets/VKI-LS59/revision/1aad0a69c26462c039305a931a300f80bdf34827 "HTTP/1.1 200 OK"

[2026-03-25 17:14:24,028:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/.huggingface.yaml "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:24,072:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://datasets-server.huggingface.co/info?dataset=PLAID-datasets/VKI-LS59 "HTTP/1.1 200 OK"

[2026-03-25 17:14:24,113:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/datasets/PLAID-datasets/VKI-LS59/tree/1aad0a69c26462c039305a931a300f80bdf34827/data?recursive=true&expand=false "HTTP/1.1 200 OK"

[2026-03-25 17:14:24,145:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/api/datasets/PLAID-datasets/VKI-LS59/tree/1aad0a69c26462c039305a931a300f80bdf34827?recursive=false&expand=false "HTTP/1.1 200 OK"

[2026-03-25 17:14:24,177:INFO:_client.py:_send_single_request(1025)]:HTTP Request: HEAD https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/dataset_infos.json "HTTP/1.1 404 Not Found"

[2026-03-25 17:14:24,211:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/data/all_samples-00000-of-00006.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:24,216:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/67a8bc5951f21673486f62ab/112b245e3550d8b73f72317bb1df3af50a0b78d8bbf5c0bb0f7c169520f06081?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171424Z&X-Amz-Expires=3600&X-Amz-Signature=1d670170859960b88c61e80f872a4f66105c786c5f127e7704b2961831444e5b&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00006.parquet%3B+filename%3D%22all_samples-00000-of-00006.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462464&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2NH19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82N2E4YmM1OTUxZjIxNjczNDg2ZjYyYWIvMTEyYjI0NWUzNTUwZDhiNzNmNzIzMTdiYjFkZjNhZjUwYTBiNzhkOGJiZjVjMGJiMGY3YzE2OTUyMGYwNjA4MSoifV19&Signature=dTAvNDXoDiEJWKD5lkOE6vrfHbgqVzEUkSpuSq7BApXe76O3bOdV-Re6qtPVH79aFD%7EShYKGQeoIlZhLcRmex885Sclnbe%7EMVfW%7EobxX9jDOlf96ODFrNwjCOIYpRWj-GD2Gn5mEkotLGLj0vnfbmbxNGXT36rnjMXVi5hp3wYo8AKKRYvfAAsAoO2nZ8Xi9aRTE28lzmWP1asNYCvkJSYGBLx2K9ABVfMFN5f0An3iem%7EYviOR6YeZhFOGq%7EOFTxXaQPJVpe05a8a9OIUlWu8XOM-50-qGMnEB1-NAU-zrPFzGq4IAMDpNe3Vd9KhmDUrnA1FarR3FDmP3STKTOgg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:24,248:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/data/all_samples-00000-of-00006.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:24,263:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/67a8bc5951f21673486f62ab/112b245e3550d8b73f72317bb1df3af50a0b78d8bbf5c0bb0f7c169520f06081?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171424Z&X-Amz-Expires=3600&X-Amz-Signature=1d670170859960b88c61e80f872a4f66105c786c5f127e7704b2961831444e5b&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00006.parquet%3B+filename%3D%22all_samples-00000-of-00006.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462464&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2NH19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82N2E4YmM1OTUxZjIxNjczNDg2ZjYyYWIvMTEyYjI0NWUzNTUwZDhiNzNmNzIzMTdiYjFkZjNhZjUwYTBiNzhkOGJiZjVjMGJiMGY3YzE2OTUyMGYwNjA4MSoifV19&Signature=dTAvNDXoDiEJWKD5lkOE6vrfHbgqVzEUkSpuSq7BApXe76O3bOdV-Re6qtPVH79aFD%7EShYKGQeoIlZhLcRmex885Sclnbe%7EMVfW%7EobxX9jDOlf96ODFrNwjCOIYpRWj-GD2Gn5mEkotLGLj0vnfbmbxNGXT36rnjMXVi5hp3wYo8AKKRYvfAAsAoO2nZ8Xi9aRTE28lzmWP1asNYCvkJSYGBLx2K9ABVfMFN5f0An3iem%7EYviOR6YeZhFOGq%7EOFTxXaQPJVpe05a8a9OIUlWu8XOM-50-qGMnEB1-NAU-zrPFzGq4IAMDpNe3Vd9KhmDUrnA1FarR3FDmP3STKTOgg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:26,347:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/data/all_samples-00000-of-00006.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:26,353:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/67a8bc5951f21673486f62ab/112b245e3550d8b73f72317bb1df3af50a0b78d8bbf5c0bb0f7c169520f06081?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171426Z&X-Amz-Expires=3600&X-Amz-Signature=544664619bcb927f25fbcdbbd19d493a1690fbb1f67e0fc3f010a8b7cbf59e78&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00006.parquet%3B+filename%3D%22all_samples-00000-of-00006.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462466&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2Nn19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82N2E4YmM1OTUxZjIxNjczNDg2ZjYyYWIvMTEyYjI0NWUzNTUwZDhiNzNmNzIzMTdiYjFkZjNhZjUwYTBiNzhkOGJiZjVjMGJiMGY3YzE2OTUyMGYwNjA4MSoifV19&Signature=BwMxHkNqFr0%7EOYgutmnS6DlcRl2Aj-LK6rprg9V74MBa2zcgKpr1m94UdTc91VgmECbwAFp7dr9b2ME%7E1cDmt2Od%7ERyy0-PVNQzL8iBmj0DH6SVhsQqFarz4BO3DqVAcpnLxmYeCpRcNg%7E-sjasd0rCiPB6HXhkO-fL-lVDdeXymdZg6NlxHlmgIrISt%7EN4OV7JnvyXmB98clCL-cy66tMS22Uf3XB04gx-h40u7eyQkFPWhP5c9hLgFc1dciKI4i0sp5HiitUEBP2j8BXf-POakrK8JwFCkvM2neqchD%7EGqSULU2K6sGiZOJFIQaYRYajhkoM2pzErqbyAY7FCVAw__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:27,383:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/data/all_samples-00000-of-00006.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:27,392:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/67a8bc5951f21673486f62ab/112b245e3550d8b73f72317bb1df3af50a0b78d8bbf5c0bb0f7c169520f06081?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171427Z&X-Amz-Expires=3600&X-Amz-Signature=63cbba8c63afe4fc0a0b5e2eee8509add89613e2c2aefa042f70c3f0b7dbc92f&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00006.parquet%3B+filename%3D%22all_samples-00000-of-00006.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462467&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2N319LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82N2E4YmM1OTUxZjIxNjczNDg2ZjYyYWIvMTEyYjI0NWUzNTUwZDhiNzNmNzIzMTdiYjFkZjNhZjUwYTBiNzhkOGJiZjVjMGJiMGY3YzE2OTUyMGYwNjA4MSoifV19&Signature=f-obR1Xxk7eT6esPFiFWxS%7E3sga2o2UcIP-6cCV1y%7EzmPYzTH9Yyvuaez3aIdZ70RJFxfYTSTZpWmyrH5yG4UA1vkMZ3YbRELLrSyRSo3T9DrpS2q5JpRgu2R5nK%7EsJ4Q2%7E2STNWzQNY0XH0Bp8aum5FJAobMajyLTR6imtC15-n8fD3UrgARwOfwkKXyJLhgNluKr007IdnwrKNU86iprehvuElmSnSgxBFT93BFxMColCY1exj1xiu9td9B8mRmO6ql9aXZ4a0ZE29iyELFIPW4LiZe%7EN9dmrpz2MY9qsoOM1isgA7WwIIkKlIEKkarYtaO4H%7E3kIEr4BUHxINxg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:27,475:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/data/all_samples-00000-of-00006.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:27,483:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/67a8bc5951f21673486f62ab/112b245e3550d8b73f72317bb1df3af50a0b78d8bbf5c0bb0f7c169520f06081?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171427Z&X-Amz-Expires=3600&X-Amz-Signature=63cbba8c63afe4fc0a0b5e2eee8509add89613e2c2aefa042f70c3f0b7dbc92f&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00006.parquet%3B+filename%3D%22all_samples-00000-of-00006.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462467&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2N319LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82N2E4YmM1OTUxZjIxNjczNDg2ZjYyYWIvMTEyYjI0NWUzNTUwZDhiNzNmNzIzMTdiYjFkZjNhZjUwYTBiNzhkOGJiZjVjMGJiMGY3YzE2OTUyMGYwNjA4MSoifV19&Signature=f-obR1Xxk7eT6esPFiFWxS%7E3sga2o2UcIP-6cCV1y%7EzmPYzTH9Yyvuaez3aIdZ70RJFxfYTSTZpWmyrH5yG4UA1vkMZ3YbRELLrSyRSo3T9DrpS2q5JpRgu2R5nK%7EsJ4Q2%7E2STNWzQNY0XH0Bp8aum5FJAobMajyLTR6imtC15-n8fD3UrgARwOfwkKXyJLhgNluKr007IdnwrKNU86iprehvuElmSnSgxBFT93BFxMColCY1exj1xiu9td9B8mRmO6ql9aXZ4a0ZE29iyELFIPW4LiZe%7EN9dmrpz2MY9qsoOM1isgA7WwIIkKlIEKkarYtaO4H%7E3kIEr4BUHxINxg__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

[2026-03-25 17:14:29,513:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://huggingface.co/datasets/PLAID-datasets/VKI-LS59/resolve/1aad0a69c26462c039305a931a300f80bdf34827/data/all_samples-00000-of-00006.parquet "HTTP/1.1 302 Found"

[2026-03-25 17:14:29,518:INFO:_client.py:_send_single_request(1025)]:HTTP Request: GET https://cas-bridge.xethub.hf.co/xet-bridge-us/67a8bc5951f21673486f62ab/112b245e3550d8b73f72317bb1df3af50a0b78d8bbf5c0bb0f7c169520f06081?X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Content-Sha256=UNSIGNED-PAYLOAD&X-Amz-Credential=cas%2F20260325%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Date=20260325T171429Z&X-Amz-Expires=3600&X-Amz-Signature=f6b5bd166c2f36ccc417cc5470d0850e26605dd185a5df50914e5423ac18d2e7&X-Amz-SignedHeaders=host&X-Xet-Cas-Uid=public&response-content-disposition=inline%3B+filename*%3DUTF-8%27%27all_samples-00000-of-00006.parquet%3B+filename%3D%22all_samples-00000-of-00006.parquet%22%3B&x-amz-checksum-mode=ENABLED&x-id=GetObject&Expires=1774462469&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTc3NDQ2MjQ2OX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2FzLWJyaWRnZS54ZXRodWIuaGYuY28veGV0LWJyaWRnZS11cy82N2E4YmM1OTUxZjIxNjczNDg2ZjYyYWIvMTEyYjI0NWUzNTUwZDhiNzNmNzIzMTdiYjFkZjNhZjUwYTBiNzhkOGJiZjVjMGJiMGY3YzE2OTUyMGYwNjA4MSoifV19&Signature=KUG2OIA9Wm4iYXObINmhhs2qW5COF4n6GukJs409cZuxsnwG5ruUP6-CnebTuA0g7q%7EqF7F99vdY4I3EiKQmEizHjsyblGXjmw7t%7Emy9ZK9glL2LLV6ggiupPKf9w3EZ18zT9q4FFWgTHkcAvUOFYVE1vO2FdfLHUICnp1tk5O5LK7nfsfviG2HOV2QZSMVG7U3UXn3cR9b%7EjCl4DvmlFHyVyt8OmiP3J5aSYHKPKkOUPrMUmAa-MbyhX-E1zX83p0IAir1VgZnPb%7E2%7EXvI%7Ecu8j4DSYNCV4b3ejMdGfyLG4HadR6GNx91j-Bfap5KLOzA9hq%7EzYgCH6NwATDsWXHw__&Key-Pair-Id=K2L8F4GPSG1IFC "HTTP/1.1 206 Partial Content"

Sample(8 globals, 1 timestamp, 8 fields)
First sample retrieval duration: 6.686758 seconds

from plaid.examples import samples

start = time.perf_counter()
print(samples.tensile2d)

end = time.perf_counter()
print(f"The tensile2d dataset being already loaded: sample retrieval duration: {end - start:.6f} seconds")
assert(len(samples.tensile2d.get_scalar_names())==10)

Sample(10 globals, 1 timestamp, 6 fields)
The tensile2d dataset being already loaded: sample retrieval duration: 0.000751 seconds