cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17025661
title: Urban Waste Dataset for Pakistan

description: This dataset contains 3,693 images of garbage and non-garbage scenes collected from 8 cities in Pakistan (Islamabad, Rawalpindi, Karachi, Lahore, Sialkot, Quetta, Multan, and Mirpur AJK). The dataset is divided into Train (70%), Validation (20%), and Test (10%) splits, with two categories: Garbage and Not Garbage.

To our knowledge, this is the first curated and open-access garbage image dataset from Pakistan, created to support research in computer vision, deep learning, and smart city waste management. Images were collected manually, supplemented with targeted web searches and social media scraping. All data was reviewed for quality, and sensitive details (faces, license plates) were blurred.

A Metadata.csv file provides additional annotations, including filename, label, split, width, height, file size and file format.

Intended Use: Image classification, object detection, waste detection, machine learning, deep learning, Pakistan urban waste research, smart city applications, and environmental monitoring.License: Released under [CC BY 4.0].Citation: Please cite as Mahmood, I. (2025). Garbage Detection Dataset for Pakistan. Zenodo. DOI: 10.5281/zenodo.17025661.
DOI: 10.15468/dl.s5ngnv
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Spermacoce rubescens"
 ]
}

 The dataset includes 78 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017695-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtaujw
title: Occurrence Download

description: A dataset containing 19061 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Micropyrum tenellum"
 ]
}

 The dataset includes 19061 records from 428 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017693-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gqxcz
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Medicago varia"
 ]
}

 The dataset includes 59 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017696-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnunre
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Glebionis coronaria",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017698-250827131500795/datasets/export for details.
DOI: 10.15468/dl.5pfmer
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.28_1",
 "TaxonKey is Eragrostis minor"
 ]
}

 The dataset includes 75 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017699-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmqq9b
title: Occurrence Download

description: A dataset containing 110177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leonurus japonicus, Rehmannia glutinosa, Chrysanthemum indicum, Forsythia suspensa, Lonicera japonica, Rheum palmatum, Glycyrrhiza uralensis)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 110177 records from 1170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017668-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e5yev5
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyrtogonone Prain"
 ]
}

 The dataset includes 209 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038100-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-63022
title: Redemption tidings, vol. 43, nos. 1-52, 6 Jan. - 28 Dec. 1967

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle for vol. 43, nos. 1-39 (6 Jan. - 29 Sept. 1967).
DOI: 10.15468/dl.dndys6
title: Occurrence Download

description: A dataset containing 834889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is BirdMap Data - GPS tracking of Storks, Cranes and birds of prey, breeding in Northern and Eastern Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 834889 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048974-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wy6x55
title: Occurrence Download

description: A dataset containing 552895 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aedes Meigen, 1818"
 ]
}

 The dataset includes 552895 records from 384 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017698-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-58181
title: Redemption tidings, vol. 40, nos. 1-50, 3 Jan. - 25 Dec. 1964

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.434fv6
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year 2010-2020",
 "TaxonKey is Panaeolus cinctulus (Bolton) Sacc."
 ]
}

 The dataset includes 20 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065847-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ppcd3s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grosmannia alacris T.A.Duong, Z.W.de Beer & M.J.Wingf.",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 {
 "or" : [
 "Country is Switzerland",
 "Country is Switzerland"
 ]
 }
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0401922-210914110416597/datasets/export for details.
DOI: 10.25549/pcra-c14-58121
title: Redemption tidings, vol. 40, nos. 1-50, 3 Jan. - 25 Dec. 1964

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.25549/pcra-c14-58129
title: Redemption tidings, vol. 40, nos. 1-50, 3 Jan. - 25 Dec. 1964

description: [description english/roman)] Issued weekly. "A full gospel magazine" -- subtitle.
DOI: 10.15468/dl.kmxphx
title: Occurrence Download

description: A dataset containing 1460526975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1460526975 records from 10454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096714-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-25887
title: Shots for Mr. Miller at Realty Digest, Southern California, 1926

description: 13 photographs of exteriors of houses and buildings, Southern California, 1926. "Subject: Shots for Mr Miller of Realty Digest; Client: Frank Meline; Year: 1926; Job: 7-19-26-A" -- on envelope.
DOI: 10.25549/whit-c170-26659
title: Electric display in basement, Mr. Kinsey, publicity, Mossella in charge, 207 South Broadway, Los Angeles, CA, 1926

description: 6 photographs for Bureau of Power & Light, 207 South Broadway, Los Angeles, CA, 1926. "Subject: Elec[tric] display in basement of 207 So[uth] Broadway. Mr. Kinsey, publicity, Mossella in charge; Client: Bureau of Power & Light; Year: 1926; Job: 2-7-14" -- on envelope.
DOI: 10.25549/whit-c170-15579
title: County Hospital (bed pan sterilizers), Los Angeles, CA, 1931

description: 4 photographs of bed pan sterilizers, Los Angeles, CA, 1931. "Subject: County Hospital (Bedpan Sterilizers); Client: American Sterilizer Co, 1205 W[est] 6th Str[eet]; Original print order: 1 ea[ch]; Size: 8 1/2 x 11; Finish: linen; Year: 1931; Job: 7-3-13" -- on envelope front. "Operator's report: Frank; Original photographs: 4; Size: 8 1/2x11 linen; Ounces of flash powder: 2 @ 85; Amount: 5.00, 1.70; Extra charges: Mr. Marshall" -- on envelope back.
DOI: 10.25549/whit-c170-87070
title: Portrait of Jerry Sullivan, Southern California, 1940

description: 10 photographic portraits of Jerry Sullivan, Southern California, 1940. "Subject: Portrait Jerry Sullivan; Client: Elks Club, Miss Dyatt; Original Print Order: 1 #1, 2, 3, 1 #2; Size: 8x10; Finish: gl[ossy]"--- on envelope front. "Name: Joe & Herb; Original Photographs-Size; 5 8x10, 2 negs in envelope 03-11-91, 3 this envelope; Amount: 17.50"-- on envelope back.
DOI: 10.25549/whit-c170-13949
title: Yanesse Olson - Million Dollar Theater violinist, Majestic Radio, Southern California, 1929

description: 3 photographs of Yanesse Olson - Million Dollar Theater violinist next to a Majestic Radio, Southern California, 1929. "Subject: Yanesse Olson - Million Dollar Theatre violinist; Client: Majestic Radio; Original print order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy]; Year: 1929; Job: 10-8-36" -- on envelope front. "Extra charges: Bouldin; Original photographs-At Studio: 3 at 3.00, 9.00; Operator's report (Name): Dick" -- on envelope back.
DOI: 10.25549/whit-c170-28666
title: Radio cabinets stacked up in aisle, Southern California, 1930

description: Photograph of radio cabinets stacked up in aisle, Southern California, 1930. "Subject: Radio cabinets stacked up in aisle; Client: Bosch Radio; Agency: Calif[ornia] Adv[ertising] Agency; Original Print Order: 1; Size: 8x10; Finish: gl[ossy]; Year: 1930; Job: 3-29-219" -- on envelope front. "Operator's Report (Name): Hal; 1 Original Photographs - Size: 8x10; Amount: 5.00; 1/2 Ounces of Flash Powder; 40; Extra Charges: Van Ostrand" -- on envelope back.
DOI: 10.25549/whit-c170-26236
title: Chevrolet at Santa Monica Canyon, Los Angeles, CA, 1926

description: 4 photographs of men and automobile, Los Angeles, CA, 1926. "Subject: Chev[rolet] at Santa Monica canyon, L.A.A.C. Golf Links showing Dr. J.J. Marton & stone Cannon face found embedded in tree.; Client: Dan Miner Co.; Classifications: L. (oddities); Original Print Order: 2 #1, 2, 1 #1, 2; Size: 8x10; Finish: gl[ossy]; Year: 1926; Job: 63-16-30" -- on envelope.
DOI: 10.25549/whit-c170-62244
title: Boys, marbles and baseball, Southern California, 1934

description: 15 photographs of boys playing baseball and marbles, Southern California, 1934. "Subject: Boys - marbles & baseball; Agency: Martin Allen; Client: Bordens; Original Print Order: 1 #1, 1 #2; Size: 9x8 1/4, 8x10; Finish: gl[ossy], gl[ossy] on 11x14 to be m[oun]t[e]d; Year: 1934; Job: 3-3-18" -- on envelope front. "Operator's Report Name: Joe; 2 Original Photographs-- Size: 11x14 incl[uding] models; Amount: 30.00" -- on envelope back.
DOI: 10.25549/whit-c170-28675
title: Retouched grease tanks, Southern California, 1930

description: 6 photographs of photographs of grease tanks, Southern California, 1930. "Subject: Copies of retouched grease tanks; Client: Pennzoil; Original Print Order: 1 ea[ch]; Re-Order: 6 ea[ch], #3-4 50 ea[ch], 10 ea[ch] #2, 3, 4, 2 #2, 3, 4 25 ea[ch], 1 ea[ch] #3, 4; Size: 8x10; Finish: gl[ossy] (to be colored); Year: 1930; Job: 11-26-142" -- on envelope front. "Operator's Report (Name): Dick; 6 Copies (Print Extra): @ 1.00 (2 for lettering); Amount: 6.00; Print Retouching: 4 prints, 38.00; Model (Name): Coloring, 4 @ 50¢, 1 @ 75¢, 2.75; Extra Charges: Bohannan" -- on envelope back.
DOI: 10.25549/whit-c170-102966
title: Goodyear life guard tube tests, Los Angeles County, Calif., 1938

description: 9 photographs of "Lifeguard tube demonstrations," from a sign in negative no. 7, Los Angeles County, California, 1938 January 1. A Goodyear blimp is overhead.
DOI: 10.25549/whit-c170-62064
title: Executives of General Petroleum at Wilshire Country Club, Los Angeles, CA, 1934

description: 3 photographs of four men on golf course, Wilshire Country Club, Los Angeles, CA, 1934. "Subject: Executives at Wilshire Country Club; Agency: Smith & Drum, Rossau; Client: General Petroleum; Original Print Order: 1 #1, 3 Ea[ch] #2-3; Size: 8x10; Size: Gloss[y], gl[ossy]; Re-Order: 2 #1, 5 ea[ch], 6 #1, 13 #1; 1 man only, Head & S, 1 [inch] margin; Year: 1934; Job: 4-14-88" -- on envelope front. "3 Original Photographs-- Size: 8x10; Amount: 6.00" -- on envelope back.
DOI: 10.25549/whit-c170-103002
title: Soccer, Los Angeles, Calif., 1938

description: 10 photographs of a soccer game in a field, Los Angeles, California, 1938 January 6.
DOI: 10.25549/whit-c170-62053
title: Scenic home sites in Bel Air, Los Angeles, CA, 1934

description: 6 photographs of home sites in Bel Air, Los Angeles, CA, 1934. "Subject: scenic home sites in Bel Air; Client: Bel-Air, 10601 Chalon R[oa]d, Bel Air, Calif[ornia]; Agency: Burtnett; Classifications: D-trees; Original Print Order: 1 ea[ch]; Size: 8x10; Finish: gl[ossy], Mount: linen 8"; Re-Order: 1 ea[ch], 1 #2; Job: 5-4-27; Year: 1934" -- on envelope front. "Operator's Report Name: Dean; 6 Original Photographs-Size: 8x10; Amount: 15.00" -- on envelope back.
DOI: 10.25549/whit-c170-28472
title: Portraits of Mr. Shuler & Mr. Pittinger, Southern California, 1931

description: 4 photographic portraits of Mr. Shuler & Mr. Pittinger, Southern California, 1931. "Subject: portraits #1, #2 - Mr Shuler, #3 - #4 - Mr. Pittinger; Agency: McCarty; Client: Diamond E.; Original Print Order: 1 ea[ch]; Re-Order: 1 ea[ch], 1, 4,; Size: 8x10, 5x7; Finish: gl[ossy]; Year: 1931; Job: 6-8-49" -- on envelope front. "Operator's Report (Name): 'Dick'; 2 Original Photographs- At Studio: @ 2.00; Amount: 4.00; Extra Charges: #5377" -- on envelope back.
DOI: 10.25549/whit-c170-1259
title: Publicity, new retreading machine, etc., Southern California, 1930

description: 4 photographs of men and women with automobile batteries and retreading machine, Southern California, 1930. "Subject: publicity, new retreading machine, etc.; Agency: Burroughs & Landfield; Client: Al Monroe; Original print order: 1 ea[ch]; Size: 8x10; Finish: glossy; Re-order: 1 ea[ch]; Year: 1930; Job: 2-1-4" -- on envelope front. "Operator's report: Joe; Original photographs: 4; Ounces of flash powder: 3; Amount: 4.00, 2.55; Extra charges: Burroughs" -- on envelope back.
DOI: 10.25549/whit-c170-25098
title: Animals for window display, Southern California, 1926

description: 5 photographs of figurines, Southern California, 1926. "Subject: Animals for window display; Client: J. W. Robinson Co.; Year: 1926; Job: 2-24-49" -- on envelope.
DOI: 10.15468/dl.sg7q88
title: Occurrence Download

description: A dataset containing 136554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taxus baccata L."
 ]
}

 The dataset includes 136554 records from 1046 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008297-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/whit-c170-25160
title: Belgenland ship at San Pedro, Los Angeles, CA, 1926

description: 4 photographs of ship, Los Angeles, CA, 1926. "Subject: Belgenland ship at San Pedro, Bauldin; Client: Dan Miner; Year: 1926; Job: 612-11-18" -- on envelope.
DOI: 10.25549/whit-c170-25131
title: Sign shop, Southern California, 1926

description: 2 photographs of two men in sign shop, Southern California, 1926. "Subject: Sign Shop; Client: B[roa]dway Department Store; Year: 1926; Job: 2-20-39" -- on envelope.
DOI: 10.25549/whit-c170-25081
title: "ILAK", The Big Dog, Southern California, 1926

description: 16 photographs of dog, Southern California, 1926. "Subject: 'ILAK', The Big Dog; Year: 1926; Job: 67-14-19a" -- on envelope.
DOI: 10.25549/whit-c170-15571
title: Fighters, Hollywood American Legion, Southern California, 1931

description: 6 photographs of photographs of boxers, Southern California, 1931. "Subject: copies of fighters; Agency: Weinberg; Client: Holly[wood] Am[erican] Legion; Original print order: 2 ea[ch]; Size: 11x14; Finish: gl[ossy]; Mount: @ 75¢ ea[ch]; Re-order: 2 ea[ch] #2, 3, 4, 6; 75, 12, 150, 75, 900; Year: 1931; Job: 7-2-17" -- on envelope front. "Copies: 6 @ 1.00; Amount: 6.00; Extra charges: (Weinberg #6183)" -- on envelope back.
DOI: 10.25549/whit-c170-23788
title: May Co. roof show, Southern California, 1930

description: 20 photographs of May Co. roof show, Southern California, 1930. "Subject: May Co. Roof show; Client: Pearl Kellar School, 234 So[uth] Grand b[ou]l[e]v[ar]d, glendal, Cal[ifornia]; Original print order: 1 each; Size: 8x10, dull; Finish: gl[ossy], dull, gl[ossy], #8 -, Dull-; Mount: 1 # 4 8x10 gl[ossy], #9, 20, # 4-8x10 gl[ossy], 1 #4 8x10 dull; Re-order: 1 #18, 1 ea[ch] - 6, 19, 1 ea[ch] - 8x10, 1 #7, 4#9, 1-#16; Year: 1930; Job: 12-6-39" -- on envelope front. "Operator's report: Davey -; Original photographs: 2; Size: 8x10; Exposures with lights: 4 globes @ $1.00; Ounces of flash powder: 4 @ .85; Amount: 20.00, 4.00, 3.40; Extra charges: Miss Keller" -- on envelope back.
DOI: 10.25549/whit-c170-24562
title: Soda fountain shots, Weber Showcase & Co., Southern California, 1931

description: 13 photographs of men, women, and children in ice cream parlor, Southern California, 1931. "Subject: soda fountain shots; Agency: National Sales Alliance, mail to Ralf M. Spangler, 631 Bendix B[ui]ld[in]g; Client: Weber Showcase & Co., 330 So[uth] L[os] A[ngeles] St[reet]; Year: 1931; Job: 5-6-50" -- on envelope front. "Operator's Report: Dick; Original Photographs: 13 8x10; Amount: 13.00, 19.50; Exposures with Lights: 13 @ 1.50; Extra Charges: Ralf Spangler" -- on envelope back.
DOI: 10.25549/whit-c170-62533
title: Plant equipment, Southern California, 1934

description: 21 photographs of plant equipment. "Subject: Plant Equipment, see 8x10; Client: Mission Dry Corp[oration], Mr. Gray; Job: 44-23-150; Year: 1934; Original print order: 1 #19; Size: 8x10; Finish: gl[ossy]" -- on envelope front. "Operator's Report (Name): Joe" -- on envelope back.
DOI: 10.25549/whit-c170-27107
title: Cahuenga Avenue, assured, Elizabeth Fowler, Los Angeles, CA, 1931

description: 3 photographs of road with shops, Los Angeles, CA, 1931. "Subject: Cahuenga Ave[nue], File # 2 C.A. 3603, assured, Elizabeth Fowler; Client: Associated Ind[ustries], C.E. Kosmak; Original Print Order: 2 ea[ch]; Size: 8x10; Finish: gl[ossy]; Year: 1931; Job: 6-18-107" --on envelope front. "Operator's Report (Name): Joe; 3 8x10; Amount: 5.00" --on envelope back.
DOI: 10.25549/whit-c170-66715
title: Volta Boyer with bottle of liquor, Southern California, 1934

description: 3 photographs of Volta Boyer with a bottle of liquor, Southern California, 1934. "Subject: Volta Boyer with a bottle of liquor; Client: Whittington; Job: 2-2-12; Year: 1934" -- on envelope.
DOI: 10.25549/whit-c170-102905
title: Natl. Open golf tournament, Los Angeles, Calif., 1938

description: 29 photographs of the Los Angeles Open golf tournament held in Griffith Park, Los Angeles, California, 1938 January 9. Editor's note: The winners were announced on January 10 and 11.
DOI: 10.5281/zenodo.11093602
title: MCFGes

description: Dataset Description

The dataset consists of 105 classes and 2264 samples, collected using an RGB camera and two IWR6843 ISK mmWave radars. The data is stored in a structured format designed to facilitate multimodal and cross-domain few-shot gesture recognition research.

Data Organization

The dataset file pickle.pkl is organized into a dictionary where each key corresponds to a class_idx. The value associated with each key is a list containing samples from that class.

dataset/│├── class_001/│   ├── sample_0001│   ├── sample_0002│   ...│├── class_002/│   ├── sample_0001│   ├── sample_0002│   ...│...

Each sample is a dictionary with the following keys:



mm_cloud1: Numpy array data from Radar 1, as described in the associated paper.

mm_cloud1_mask: Mask data indicating real gesture data versus padding (zeros) for Radar 1.

label: The label identifying the gesture class.

mm_cloud2: Numpy array data from Radar 2.

mm_cloud2_mask: Mask data indicating real gesture data versus padding (zeros) for Radar 2.

vis_rgb: Video data from the RGB camera.

vis_rgb_mask: Mask data indicating real gesture data versus padding (zeros) for the RGB video.


Dataset loading

All data undergoes preprocessing and is loaded into batches suitable for model input via the fs_dataset.py script, ensuring that the data is ready for use in machine learning models.

Spilit Table

The six cross-domain split tables are:

split_table_micro.json for MicroGesture(MG)

spilt_table_meeting.json for MeetingRoom(MR)

split_table_out_door.json for Outdoor(OD)

split_table_home.json for Home(H)

split_table_static.json for VR(V)

split_table_multi_peope.json (MP)

Design Patterns in the Project

Singleton Pattern: Utilized to manage parameter modules consistently across the project. Readers can adjust settings or introduce new configurations in the config directory to initiate different experiments.

Builder Pattern: This pattern is used to enable easy expansion of components such as the training engine, dataset, and model. By adding new build methods, users can enhance the project's capabilities and adapt it to new requirements.

Factory Pattern: Supports the registration of new models through decorators in various factories, allowing for the broadening of experimental scope and flexibility.

Overall Benefits: These design patterns are implemented to streamline the construction and expansion of experiments, promoting efficient development and scalable architecture.

Run:

You can edit the script.py and add config file to run your own experiment.

Others:

There are some git configs and pycache i forget to delete before uploading. Just delete or ignore them.

Some __init__.py files contains some import will not be used, just delete them either.