This is a SetFit model that can be used for Text Classification. This SetFit model uses BAAI/bge-small-en-v1.5 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.
The model has been trained using an efficient few-shot learning technique that involves:
' SAMALESWARI CONSTRUCTION ATB-BUDAKATA PO GADAMUNDA ATB- NO.9182452 HIRAKUDA DONG SAMBALPUR AYAX INVOLICE details of recebid (Gliquid) DATAX ENVOLICE HANDACOLOGUSTRIC THO (SSUGUNDAER RULA LAXG GAT-QGUTQGUTQGUTQGUTQULAR WIRAKU POWER APT/PO HIRAKJUD DIST SAMBALPUR -GRO16 SC/APP/2020 SATE CADE 21 17.0.2.020 STNI : NAYOCH201AZZ P/PO/SPU/GPU/GJP/QUA/GGY2 DETAILS O COSINGE (HIPPED) P. DATE P. DATE P.O. DATE JANCE ISI SAMBABUUR -76816 ORISHA. 01.07.202 31.07.202 SLI N.O. SEVRICE DESCRIPTON JUM MATE TAXABLE VALUE 196 49,12.16 49,12216 49,12.16 49,12.16 49,12.16 49,12.16 49,12.16 49,12.16'
' Aklacs Coocor Recipient Custusmer N. Innovaice Date P/PO/S/LIVALIG FL21713614 Order No. 1/2 FK21713614 1/2 SKIPT To SPICY/LIG201A BIHTO HUNDALCO INJUSTRIES LIMITED HIRAKU POWER HIRAKU DIST. SAMBALPUR POWER HIRAKU DIST.SAMBALPUR 768016 Oishoe GST N. 21AACH120R122 JINJAK DIST.SAMBALPUR 768016 Oishoe JIRAKU DIST.SAMBALPUR GST Nzkachi2 JER JER JER JER JINJAKU DIST.SAMBALPUR 768016 Oisho GST Neiros JER JER JER JERYAPU POWER HIRAKU DIST.SAMBALPUR 768016 Oisho GST Neiros JER JER JERKE JER JERKE JER JERKE JER JERKE JER JER JERKE JER JER JERKE JER JER JERKE JER JER JERKE JER JER JER JER JERKE JER JER JER JER JER JERKE JER JER JER JER JER JERKE JER JER JER JER JER JERKE JER JER JER JER JER JERKE JER JER JER JERGE JERKE JER JERGE JERKE JERGE JERKE JERGET JERKE JERKE JERKE JERGET JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JERKE JER '
4
' MATERIAL BRECEIPT REPORT 16/15-16 3 516/0857 challan Nc Cheliant Nc Offe HER/ANGEcitot Date 24-JUN-IS 1 24-405 Consiminent Date: 3 90.00 PO Nc. S/PO/MEN/1516/0029 PO DATE: 06-APR-11 1 06-482 Wador Name : UNITED ENTERPATSES ITEM / @quantity Value 1 S. DESCriction/ Received Retiect Delivered Retur 1 (R).) Ducci138 900.00 SUPPLY OE POLY BAG (GAUGE-150) KG @0.000 1 BOTOM HOLE. NATURAL WHITE. SIZE: JERITE JERITE JUN-FN- 4500.00 DIST. QTY/CC 50.000 1 94500.00 B13644CL 81364 94500.00 94500.00 94500.00 1 94500.00 94500.00 1'
' MATERIAL REGENT x 14,000 14,000 MARI/Requip Nc x 14,000 14,000 MARI/Requip CHOCOPICY MURRICapplaus &HACTA MURRICapplaus &HACTA Cosignment Nc 150,000 Rp. 0 PO Dlace 23.Jun-16 Rp. 0 Pollow 23.902 Pollow Late x 1 Vadomine & CENTRAL COALIFELDS LIMITED x WGWGWG SUNDA: Dlace 31-AUG-16 Rate. 20 ItemCodei Destroy - Value (Ks.) SLI. Destroycine Destroyce MOMO 0.00 x 1396.00 55.00 COAL FROM WHURRY @020.00 1 1376.00 15706.00 EAVACUTON FACTULITY 333.50 1.00 2319.00 1397.00 1 0 13.90 7.00 0 137813.00 336.00 336.002.018 9776 -Philage )'
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' SHINKASHI Enterprises 76005 1 76005 (Odisho) Ccl: 04370 5884.04870 Call:09370 1 381 TN: 2184301455 9401455 1 381 CERTIFICATE OF UTILIZA ION OF ASH 950. SHIVKASHI ENTERPRISE - 1 - Sambalpur - 1 38.08 manufacturer of fly ash bricks have received 488.08 1 Ton fly ash from M/s Hindualco Industries Ltd Hirahud 950.00 1 M/s JAIDURGA CONSTRUCTION Hirahud have utilizes itin 0 1 Hirakud NOVEMBER-2020 and have utilizes 52.028 1 it manufacturing of fly ash Bricks or Blocks. 940 1 0c/m/20 529.= FOR SHKASHI ENTERPRISES DESIgnation - 9c/m/no 0c/m/no 0c/m/no 0c/m/no'
' HANDALCO INDUSTRIES LITD., HIRA KD POWER SUSHI WICK BRIOGE ASH PREMING DATE BAGE NUMGER SING TAKING LDATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE DATE D'
' ADITYA BIRLA UNDALCO IN DUSTRIES LIMITED BIRLA BIRLA UNDALCO 이미지S LIMITED HIRAKUD POWER / SWELETER -Payment Order - SUNDAYE @yme Intangelor SHITH @S.Code No. DgBS @Rymonym by Cash/Cheque/D. D./Transfere summer of R.e. 17,8,000L @.P.V.N.N.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.E.'
' ADITYA BIRLA AINDALCO INDUSTRIES LIMITED HITAKUD POWER PAYMENT ORDER JINDAICE HP-2001-A966 SUSHILITY HP-2001- 20,000 (Adores) Coch Vi.Ho. (Bunk Dostelle) 4966 Embro.N.S.Code No. A966 1 A.P.Y.N. 9/8917 by Cachicheque D.D/Iren&Ghoetie summer of Rupeess ELEVEN THOUSAND FIFTY FOUR ONLY Dsto - Dotto - Amount DENIENGY CHARGE of Pavment 193 Amount 193 2633.00 ENERGY CHARGE of ASH MOUND FOR THE MONTH OF DEC 2019. BILL NO-1632 19 8415.00 Ra. 11054.00 Allowed by 19 19 1012 UCCH 19:1020 1012 Dept. Head JHed - Sambalbur Custer 193 Head - Sambalbur Custer 193 Rs. P. 197 2858 0 CHOCO Bunk Sambeque CHOCOCHEE 196.00 0 19 1106.21 Rs. 196 0 19:10 0 19:10 0 193 0 19MYG.91 0 19MYGho Cheche 19x Account ChecHoed by 19x 0事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所事務所'
' HNDALCO INDUSTRIES LIMITED HIRAKUD PAYMENT ORDER D.SUBATA CHARTERJEE Emp.Nov.Code No. (B) CachCheque/D.VTransfertie sum of Rs. 1,154.00 1.00 A.P.V.N.GolYA Rupees ONE THOUSAND ONE HUNDRED FIFTY FOUR ONLY 9 1.00.00.00.00.00.00 Rp.154.00 R.S. A.M.M.M.M 90.00 1.00 Rp. 0.154.00 R.M.M.M.M 90.00 0.00 Cheque Nue 90.00 2.00.00 1,154.00 1,154.00 SATE Bunk of HUNDA 90.00 2.00.00 Rp. 0.154.00 NONAG SAMBURURURURURURURURURURURURURURURURURURURURURG-11 98.00 2.00.00.00.00 Bunk Sambalbur ICEBI.00ml 90.00 2.00 Rp. 1,154.00 IOBI.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.00 Signature 9gnature 9mont'
from setfit import SetFitModel
# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("Gopal2002/setfit_finetune_6class")
# Run inference
preds = model("<s_cord-v2><s_menu><s_nm> SERVICE BILL</s_nm><s_num> Vendur JAIDURGA CONSTRUCTION (J123)</s_nm><s_num> Receip/GSTING</s_num><s_price> Receipt Date PO No. Incentre & Penalty</s_nm><s_num> WG Value</s_nm><s_num> P/MR/S/V2021</s_num><s_unitprice> 24397.36</s_unitprice><s_cnt> 10.00</s_cnt><s_price> 41032.0</s_price><sep/><s_nm> 18H-RVET-I/20</s_nm><s_num> 28 DEC-2020</s_nm><s_num> 18H</s_num><s_price> 41932.00</s_price><sep/><s_nm> Forwarded By BKBAL</s_nm><s_num> 10/012002.0021.0021.0021.0021.0021.0021.0021.0021.0021.0021<sep/><s_nm> S.K D.E.00</s_nm><s_num> 11/01.21</s_num><s_price> 13/01.00</s_price><sep/><s_nm> AKOWEEDI A&M.0014.0014</s_subtotal_price><s_discount_price> 13/01).00</s_discount_price><s_service_price> 13/01).00</s_service_price><s_tax_price> 16/612.0)</s_tax_price></s_sub_total><s_total><s_total_price> 41932.00</s_total_price><s_cashprice> 41932.00</s_cashprice><s_changeprice> 40</s_changeprice><s_creditcardprice> 41932.00</s_creditcardprice></s_total>")
Training Details
Training Set Metrics
Training set
Min
Median
Max
Word count
5
136.4444
763
Label
Training Sample Count
0
30
1
24
2
28
3
16
4
24
5
22
Training Hyperparameters
batch_size: (32, 32)
num_epochs: (2, 2)
max_steps: -1
sampling_strategy: oversampling
body_learning_rate: (2e-05, 1e-05)
head_learning_rate: 0.01
loss: CosineSimilarityLoss
distance_metric: cosine_distance
margin: 0.25
end_to_end: False
use_amp: False
warmup_proportion: 0.1
seed: 42
eval_max_steps: -1
load_best_model_at_end: False
Training Results
Epoch
Step
Training Loss
Validation Loss
0.0019
1
0.3143
-
0.0931
50
0.2117
-
0.1862
100
0.1418
-
0.2793
150
0.0511
-
0.3724
200
0.016
-
0.4655
250
0.0087
-
0.5587
300
0.0052
-
0.6518
350
0.0029
-
0.7449
400
0.0031
-
0.8380
450
0.0021
-
0.9311
500
0.0023
-
1.0242
550
0.0016
-
1.1173
600
0.0018
-
1.2104
650
0.0021
-
1.3035
700
0.0018
-
1.3966
750
0.0017
-
1.4898
800
0.0015
-
1.5829
850
0.002
-
1.6760
900
0.0013
-
1.7691
950
0.0015
-
1.8622
1000
0.0018
-
1.9553
1050
0.0013
-
Framework Versions
Python: 3.10.12
SetFit: 1.0.1
Sentence Transformers: 2.2.2
Transformers: 4.35.2
PyTorch: 2.1.0+cu121
Datasets: 2.16.1
Tokenizers: 0.15.0
Citation
BibTeX
@article{https://doi.org/10.48550/arxiv.2209.11055,
doi = {10.48550/ARXIV.2209.11055},
url = {https://arxiv.org/abs/2209.11055},
author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
title = {Efficient Few-Shot Learning Without Prompts},
publisher = {arXiv},
year = {2022},
copyright = {Creative Commons Attribution 4.0 International}
}
