setfit_finetune_6class

Gopal2002/setfit_finetune_6class

setfit_finetune_6class is a text classification model from Gopal2002. Use it when you need a label for a piece of text. It is set up for setfit.

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.

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At a glance

Task: Text Classification
Library: setfit
Model type: bert
Access: Public
Created: Jan 11, 2024
Updated: Jan 11, 2024
SHA: 30cbad23

Try a prompt

Base models

BAAI/bge-small-en-v1.5

Model card

From the Hugging Face model README

SetFit with BAAI/bge-small-en-v1.5

The model has been trained using an efficient few-shot learning technique that involves:

Fine-tuning a Sentence Transformer with contrastive learning.
Training a classification head with features from the fine-tuned Sentence Transformer.

Model Details

Model Description

Model Type: SetFit
Sentence Transformer body: BAAI/bge-small-en-v1.5
Classification head: a LogisticRegression instance
Maximum Sequence Length: 512 tokens
Number of Classes: 6 classes

Model Sources

Repository: SetFit on GitHub
Paper: Efficient Few-Shot Learning Without Prompts
Blogpost: SetFit: Efficient Few-Shot Learning Without Prompts

Model Labels

Label	Examples
2	<ul><li>'<s_cord-v2><s_menu><s_nm> DUDHALA ROAD LINES</s_nm><s_num> P.O. HILLArud. Dstc Sambalum</s_nm><s_num> JCHOCOLOGY</s_num><s_price> SUSHI<s_etc> 3834</s_etc></s_sub_total><s_total><s_total_price> 19,942</s_total_price><s_total_etc> 19,94</s_total_etc><s_emoneyprice> 19,942</s_total_etc><s_emoneyprice> 19,942</s_total_etc><s_emoneyprice> 19,942</s_total_etc><s_emoneyprice> 19,942</s_total_etc></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> SAMALESWARI CONSTRUCTION</s_nm><s_num> ATB-BUDAKATA PO GADAMUNDA</s_nm><s_num> ATB-</s_num><s_price> NO.9182452</s_price><sep/><s_nm> HIRAKUDA DONG SAMBALPUR</s_nm><s_num> AYAX INVOLICE</s_nm><s_num> details of recebid (Gliquid)</s_nm><s_num> DATAX ENVOLICE</s_nm><s_num> HANDACOLOGUSTRIC THO (SSUGUNDAER RULA LAXG</s_nm><s_num> GAT-QGUTQGUTQGUTQGUTQULAR<sep/><s_nm> WIRAKU POWER</s_nm><s_num> APT/PO HIRAKJUD</s_nm><s_num> DIST SAMBALPUR -GRO16</s_nm><s_num> SC/APP/2020</s_num><s_price> SATE CADE</s_nm><s_num> 21</s_num><s_price> 17.0.2.020</s_price><sep/><s_nm> STNI : NAYOCH201AZZ</s_nm><s_num> P/PO/SPU/GPU/GJP/QUA/GGY2<sep/><s_nm> DETAILS O COSINGE (HIPPED)</s_nm><s_num> P. DATE</s_nm><s_num> P. DATE</s_nm><s_num> P.O. DATE</s_nm><s_num> JANCE ISI SAMBABUUR -76816 ORISHA.</s_nm><s_num> 01.07.202</s_num><s_price> 31.07.202</s_price><sep/><s_nm> SLI</s_nm><s_num> N.O. SEVRICE DESCRIPTON</s_nm><s_num> JUM MATE TAXABLE VALUE</s_nm><s_num> 196</s_num><s_price> 49,12.16</s_price></s_menu><s_sub_total><s_subtotal_price> 49,12216</s_subtotal_price><s_discount_price> 49,12.16</s_discount_price><s_tax_price> 49,12.16</s_tax_price></s_sub_total><s_total><s_total_price> 49,12.16</s_total_price><s_total_etc> 49,12.16</s_total_etc><s_changeprice> 49,12.16</s_changeprice><s_creditcardprice> 49,12.16</s_creditcardprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> Aklacs Coocor</s_nm><s_num> Recipient</s_nm><s_num> Custusmer N. Innovaice Date</s_nm><s_num> P/PO/S/LIVALIG<sep/><s_nm> FL21713614</s_num><s_price> Order No. 1/2</s_price><sep/><s_nm> FK21713614</s_num><s_price> 1/2</s_price><sep/><s_nm> SKIPT To</s_nm><s_num> SPICY/LIG201A</s_nm><s_num> BIHTO</s_nm><s_num> HUNDALCO INJUSTRIES LIMITED</s_nm><s_num> HIRAKU POWER HIRAKU DIST. SAMBALPUR POWER</s_nm><s_num> HIRAKU DIST.SAMBALPUR 768016 Oishoe GST N. 21AACH120R122</s_nm><s_num> JINJAK DIST.SAMBALPUR 768016 Oishoe</s_nm><s_num> JIRAKU DIST.SAMBALPUR GST Nzkachi2<s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER<s_num> JINJAKU DIST.SAMBALPUR 768016 Oisho GST Neiros</s_nm><s_num> JER<s_num> JER</s_nm><s_num> JER<s_num> JERYAPU POWER HIRAKU DIST.SAMBALPUR 768016 Oisho GST Neiros</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JERKE JER</s_nm><s_num> JERKE JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERKE JER</s_nm><s_num> JER</s_nm><s_num> JER</s_nm><s_num> JERGE JERKE JER</s_nm><s_num> JERGE JERKE JERGE JERKE JERGET</s_nm><s_num> JERKE JERKE JERKE JERGET</s_nm><s_num> 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 '</li></ul>
4	<ul><li>'<s_cord-v2><s_menu><s_nm> MATERIAL BRECEIPT REPORT</s_nm><s_unitprice> 16/15-16</s_unitprice><s_cnt> 3</s_cnt><s_price> 516/0857</s_price><sep/><s_nm> challan Nc</s_nm><sep/><s_nm> Cheliant Nc Offe HER/ANGEcitot Date 24-JUN-IS</s_nm><s_cnt> 1</s_cnt><s_price> 24-405</s_price><sep/><s_nm> Consiminent Date:</s_nm><s_cnt> 3</s_cnt><s_price> 90.00</s_price><sep/><s_nm> PO Nc. S/PO/MEN/1516/0029</s_nm><s_unitprice> PO DATE: 06-APR-11</s_unitprice><s_cnt> 1</s_cnt><s_price> 06-482</s_price><sep/><s_nm> Wador Name : UNITED ENTERPATSES</s_nm></s_sub><sep/><s_nm> ITEM /</s_nm><s_unitprice> @quantity Value</s_nm><s_cnt> 1</s_cnt><sep/><s_nm> S. DESCriction/ Received Retiect Delivered Retur</s_nm><s_cnt> 1</s_cnt><s_price> (R).)</s_price><sep/><s_nm> Ducci138</s_cnt><s_price> 900.00</s_price><sep/><s_nm> SUPPLY OE POLY BAG (GAUGE-150)</s_nm><s_unitprice> KG</s_nm><s_unitprice> @0.000</s_unitprice><s_cnt> 1</s_cnt><s_price> BOTOM HOLE. NATURAL WHITE. SIZE:</s_nm><s_num> JERITE</s_nm><s_num> JERITE</s_nm><s_num> JUN-FN-</s_num><s_price> 4500.00</s_price><sep/><s_nm> DIST. QTY/CC</s_nm><s_num> 50.000</s_unitprice><s_cnt> 1</s_cnt><s_price> 94500.00</s_price><sep/><s_nm> B13644CL</s_nm><s_num> 81364</s_num><s_price> 94500.00</s_price></s_menu><s_sub_total><s_subtotal_price> 94500.00</s_subtotal_price><s_discount_price> 94500.00</s_discount_price><s_service_price> 1</s_etc></s_sub_total><s_total><s_total_price> 94500.00</s_total_price><s_cashprice> 94500.00</s_cashprice><s_menuqty_cnt> 1</s_menuqty_cnt></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> MATERIAL REGENT</s_nm><s_cnt> x</s_cnt><s_discountprice> 14,000</s_discountprice><s_price> 14,000</s_price><sep/><s_nm> MARI/Requip Nc</s_nm><s_cnt> x</s_cnt><s_discountprice> 14,000</s_discountprice><s_price> 14,000</s_price><sep/><s_nm> MARI/Requip CHOCOPICY MURRICapplaus &HACTA MURRICapplaus &HACTA Cosignment Nc</s_nm><s_discountprice> 150,000</s_discountprice><s_price> Rp. 0</s_price><sep/><s_nm> PO Dlace 23.Jun-16</s_nm><s_price> Rp. 0</s_price><sep/><s_nm> Pollow 23.902</s_price><sep/><s_nm> Pollow Late</s_nm><s_cnt> x</s_cnt><s_discountprice> 1<sep/><s_nm> Vadomine & CENTRAL COALIFELDS LIMITED</s_nm><s_cnt> x</s_cnt><sep/><s_nm> WGWGWG SUNDA:</s_nm></s_sub><sep/><s_nm> Dlace 31-AUG-16</s_nm><s_price> Rate. 20</s_price><sep/><s_nm> ItemCodei Destroy</s_nm><s_discountprice> -</s_discountprice><s_price> Value (Ks.)</s_price><sep/><s_nm> SLI. Destroycine Destroyce</s_nm><s_discountprice> MOMO</s_nm><s_unitprice> 0.00</s_unitprice><s_cnt> x</s_cnt><s_discountprice> 1396.00</s_discountprice><s_price> 55.00</s_price><sep/><s_nm> COAL FROM WHURRY</s_nm><s_unitprice> @020.00</s_unitprice><s_cnt> 1</s_cnt><s_discountprice> 1376.00</s_discountprice><s_price> 15706.00</s_price><sep/><s_nm> EAVACUTON FACTULITY</s_nm><s_unitprice> 333.50</s_unitprice><s_cnt> 1.00</s_cnt><s_price> 2319.00</s_price></s_menu><s_sub_total><s_subtotal_price> 1397.00</s_subtotal_price><s_discount_price> 1</s_discount_price><s_service_price> 0</s_discount_price><s_service_price> 13.90</s_service_price><s_tax_price> 7.00<sep/> 0<sep/> 137813.00</s_tax_price><s_etc> 336.00<sep/> 336.002.018</s_etc></s_sub_total><s_total><s_total_price> 9776</s_total_price><s_cashprice> -Philage )</s_cashprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> WAYSTAL BRECEIPP REPWARI</s_nm><s_unitprice> @8212</s_unitprice><s_cnt> 3</s_cnt><s_price> 516,0312</s_price><sep/><s_nm> Challan Water MRR.Receiot Nc MRR./Beceiot Date 18 MAY 15</s_nm><s_cnt> 3</s_cnt><s_price> 18-16</s_price><sep/><s_nm> Consiment Nc</s_nm><s_unitprice> @0 Mgc. SPO.NETH.15</s_nm><s_unitprice> @MMY 2C MAY 201S</s_nm><s_unitprice> PO DATE: H-MAT - 1516,012</s_cnt><s_price> :516,012</s_price><sep/><s_nm> Vendone WB. ENTERPISED</s_nm><s_unitprice> @MEN /</s_cnt><s_price> 15000</s_price><sep/><s_nm> SILI Discription Roceived Befect Delivered Betun</s_nm><s_unitprice> @Mini @Ms)</s_unitprice><s_cnt> 1</s_cnt><s_price> (G)</s_price><sep/><s_nm> DOCHU334</s_num><s_unitprice> @M3144.000</s_unitprice><s_cnt> 1</s_cnt><s_discountprice> 5.00</s_discountprice><s_price> 14720.00</s_price><sep/><s_nm> SUPPOY OM NSP-BOOKED SALIK</s_nm><s_unitprice> @Mc<s_sub_total><s_subtotal_price> 1473.00</s_subtotal_price><s_discount_price> ISIIR</s_nm><s_unitprice> 13.50</s_unitprice><s_cnt> 1</s_cnt><s_price> 188.20</s_price><sep/><s_nm> STEAMENUTTY ISIRM AQUAY 1575</s_nm><s_unitprice> @MINEKOE</s_nm><s_unitprice> @MITE</s_nm><s_unitprice> @MITEGUTJCC</s_unitprice><s_cnt> 1</s_cnt><s_price> 997.20</s_price></s_menu><s_sub_total><s_subtotal_price> 16707.20</s_subtotal_price><s_discount_price> 16707.20</s_discount_price><s_service_price> 2484</s_subtotal_price><s_discount_price> 16707.20</s_discount_price><s_service_price> 34260NC</s_nm><s_unitprice> @Mc</s_etc></s_sub_total><s_total><s_total_price> 16707.20</s_total_price><s_creditcardprice> 16707.20</s_creditcardprice><s_menuqty_cnt> 1</s_menuqty_cnt></s_total>'</li></ul>
0	<ul><li>'<s_cord-v2><s_menu><s_nm> TEAPTIA LAWIST TEMPTIC</s_nm><s_price> TWINST</s_nm><s_num> LAWING ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND ISLAND IS'</li><li>'<s_cord-v2><s_menu><s_nm> SHINKASHI Enterprises</s_nm><s_unitprice> 76005</s_unitprice><s_cnt> 1</s_cnt><s_price> 76005 (Odisho)</s_nm></s_sub><sep/><s_nm> Ccl: 04370 5884.04870</s_num><s_unitprice> Call:09370</s_unitprice><s_cnt> 1</s_cnt><s_price> 381</s_price><sep/><s_nm> TN: 2184301455</s_nm><s_unitprice> 9401455</s_unitprice><s_cnt> 1</s_cnt><s_price> 381</s_price><sep/><s_nm> CERTIFICATE OF UTILIZA ION OF ASH</s_nm><s_unitprice> 950. SHIVKASHI ENTERPRISE</s_nm><s_unitprice> -</s_unitprice><s_cnt> 1</s_cnt><s_discountprice> - Sambalpur</s_nm><s_unitprice> -</s_unitprice><s_cnt> 1</s_cnt><s_price> 38.08</s_price><sep/><s_nm> manufacturer of fly ash bricks have received</s_nm><s_unitprice> 488.08</s_unitprice><s_cnt> 1</s_cnt><s_price> Ton</s_price><sep/><s_nm> fly ash from M/s</s_nm><s_unitprice> Hindualco Industries Ltd Hirahud</s_nm><s_unitprice> 950.00</s_unitprice><s_cnt> 1</s_cnt><sep/><s_nm> M/s JAIDURGA CONSTRUCTION Hirahud</s_nm><s_unitprice> have utilizes itin</s_nm><s_unitprice> 0</s_unitprice><s_cnt> 1</s_cnt><s_price> Hirakud</s_price><sep/><s_nm> NOVEMBER-2020</s_nm><s_unitprice> and have utilizes</s_nm><s_unitprice> 52.028</s_unitprice><s_cnt> 1</s_cnt><s_price> it</s_price><sep/><s_nm> manufacturing of fly ash Bricks or</s_nm><s_unitprice> Blocks.</s_nm><s_unitprice> 940</s_unitprice><s_cnt> 1</s_cnt><s_price> 0c/m/20</s_cnt><s_price> 529.=</s_price><sep/><s_nm> FOR SHKASHI ENTERPRISES DESIgnation -</s_nm><s_unitprice> 9c/m/no</s_cnt><s_price> 0c/m/no</s_cnt><s_price> 0c/m/no</s_cnt><s_price> 0c/m/no</s_creditcardprice></s_total>'</li><li>'<s_cord-v2><s_menu><s_nm> HANDALCO INDUSTRIES LITD., HIRA KD POWER</s_nm><sep/> SUSHI WICK BRIOGE</s_nm><s_num> ASH</s_nm><s_num> PREMING DATE BAGE NUMGER</s_nm><s_num> 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'</li></ul>
5	<ul><li>'<s_cord-v2><s_menu><s_nm> MCL</s_nm><s_unitprice> 150,000</s_unitprice><s_cnt> 1</s_cnt><s_price> AMONG</s_nm><s_unitprice> 15,000</s_unitprice><s_cnt> 1</s_cnt><s_price> 3,000</s_price><sep/><s_nm> AQUALIZE VASCE CHOCO SPICK VASCE CHOCO SPICK CHOCO SPICK CHOCO SPICK CHOCO SPICK CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SMOKE CHOCO SPICK CHOCO SPICK CHOCOCO SPICK CHOCOCO CHOCOCOCO CHOCOCOCO CHOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCOCO'</li><li>'<s_cord-v2><s_menu><s_nm> (CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCOCO CHOCO CHOCOCO CHOCO CHOCOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO CHOCO C'</li><li>'<s_cord-v2><s_menu><s_nm> MCLIPLE Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie Cookie 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3	<ul><li>'<s_cord-v2><s_menu><s_nm> ADITYA BIRLA UNDALCO IN DUSTRIES LIMITED</s_nm><s_unitprice> BIRLA</s_unitprice><s_cnt> BIRLA</s_cnt><s_price> UNDALCO 이미지S LIMITED</s_price><sep/><s_nm> HIRAKUD POWER / SWELETER</s_nm><s_unitprice> -Payment Order</s_nm><s_unitprice> -</s_cnt><sep/><s_nm> SUNDAYE</s_nm><s_unitprice> @yme<sep/><s_nm> Intangelor SHITH</s_nm><s_unitprice> @S.Code No. DgBS</s_nm><s_unitprice> @Rymonym<sep/><s_nm> by Cash/Cheque/D. D./Transfere summer of R.e. 17,8,000L</s_nm><s_unitprice> @.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.'</li><li>'<s_cord-v2><s_menu><s_nm> ADITYA BIRLA</s_nm><s_unitprice> AINDALCO INDUSTRIES LIMITED</s_nm><s_unitprice> HITAKUD POWER</s_nm></s_sub><sep/><s_nm> PAYMENT ORDER</s_nm><s_num> JINDAICE</s_nm><s_num> HP-2001-A966</s_num><s_unitprice> SUSHILITY</s_nm><s_num> HP-2001-</s_num><s_unitprice> 20,000</s_unitprice><s_cnt> (Adores)</s_nm><s_num> Coch Vi.Ho. (Bunk Dostelle)</s_nm><s_num> 4966</s_num><s_unitprice> Embro.N.S.Code No. A966</s_unitprice><s_cnt> 1</s_cnt><s_price> A.P.Y.N. 9/8917</s_price><sep/><s_nm> by Cachicheque D.D/Iren&Ghoetie summer of</s_nm><s_num> Rupeess ELEVEN THOUSAND FIFTY FOUR ONLY</s_nm><s_num> Dsto -</s_nm><s_num> Dotto -</s_num><s_unitprice> Amount</s_nm><s_num> DENIENGY CHARGE of Pavment</s_nm><s_num> 193</s_num><s_price> Amount</s_nm><s_num> 193</s_num><s_price> 2633.00</s_price><sep/><s_nm> ENERGY CHARGE of ASH MOUND FOR THE MONTH OF DEC 2019. BILL NO-1632</s_nm><s_num> 19</s_num><s_price> 8415.00</s_price></s_menu><s_sub_total><s_subtotal_price> Ra. 11054.00</s_subtotal_price><s_discount_price> Allowed by</s_nm><s_num> 19<s_num> 19</s_num><s_price> 1012<sep/><s_nm> UCCH</s_nm><s_num> 19:1020</s_num><s_price> 1012<sep/><s_nm> Dept. Head</s_nm><s_num> JHed - Sambalbur Custer</s_nm><s_num> 193</s_num><s_price> Head - Sambalbur Custer</s_nm><s_num> 193</s_num><s_price> Rs. P.</s_nm><s_num> 197</s_num><s_unitprice> 2858</s_unitprice><s_cnt> 0<s_num> CHOCO Bunk Sambeque</s_nm><s_num> CHOCOCHEE</s_nm><s_num> 196.00</s_num><s_price> 0<s_num> 19</s_num><s_price> 1106.21</s_num><s_price> Rs.</s_nm><s_num> 196</s_num><s_price> 0<s_num> 19:10</s_num><s_price> 0<s_num> 19:10</s_num><s_price> 0<s_num> 193</s_num><s_price> 0<s_num> 19MYG.91</s_num><s_price> 0<s_num> 19MYGho Cheche</s_nm><s_num> 19x Account ChecHoed by</s_nm><s_num> 19x</s_num><s_price> 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'</li><li>'<s_cord-v2><s_menu><s_nm> HNDALCO INDUSTRIES LIMITED</s_nm><s_unitprice> HIRAKUD</s_nm></s_sub><sep/><s_nm> PAYMENT ORDER</s_nm><s_unitprice> D.SUBATA CHARTERJEE</s_nm></s_sub><sep/><s_nm> Emp.Nov.Code No. (B) CachCheque/D.VTransfertie sum of Rs. 1,154.00</s_unitprice><s_cnt> 1.00</s_cnt><s_price> A.P.V.N.GolYA</s_nm><sep/><s_nm> Rupees ONE THOUSAND ONE HUNDRED FIFTY FOUR ONLY</s_nm><s_unitprice> 9</s_unitprice><s_cnt> 1.00.00.00.00</s_cnt><s_discountprice>.00.00</s_discountprice><s_price> Rp.154.00</s_price></s_menu><s_sub_total><s_subtotal_price> R.S. A.M.M.M.M</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 1.00</s_cnt><s_price> Rp. 0.154.00</s_price></s_menu><s_sub_total><s_subtotal_price> R.M.M.M.M</s_nm><s_unitprice> 90.00</s_subtotal_price><s_discount_price> 0.00<sep/><s_nm> Cheque Nue</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_discountprice> 1,154.00</s_discountprice><s_price> 1,154.00</s_price><sep/><s_nm> SATE Bunk of HUNDA</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_price> Rp. 0.154.00</s_price><sep/><s_nm> NONAG SAMBURURURURURURURURURURURURURURURURURURURURURG-11</s_nm><s_unitprice> 98.00</s_unitprice><s_cnt> 2.00.00</s_cnt><s_discountprice>.00.00<sep/><s_nm> Bunk Sambalbur</s_nm><s_unitprice> ICEBI.00ml</s_nm><s_unitprice> 90.00</s_unitprice><s_cnt> 2.00</s_cnt><s_price> Rp. 1,154.00</s_price><sep/><s_nm> IOBI.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.0091.00</s_subtotal_price></s_sub_total><s_total><s_total_price> Signature</s_nm><s_unitprice> 9gnature</s_total_price><s_cashprice> 9mont</s_cashprice></s_total>'</li></ul>
1	<ul><li>'<s_cord-v2><s_menu><s_nm> UNDALCO INDUSTRIES LIMITED</s_nm><s_price> SUBCE Cock &LQUEN HENDARD POREH HWGUSTAG BUST SAMPURA (ONG)</s_nm><sep/><s_nm> SHRONE CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGACOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA CHOCOLOGA C'</li><li>'<s_cord-v2><s_menu><s_nm> HUNDALCO 이미지S LINITED</s_nm><s_price> GSTING 214,000</s_price><sep/><s_nm> HANDALED POWER HAKE DIGIST SUNDAPUR ORIGHO</s_nm><s_price> SUSHIGUR PURCHASE ORDER</s_nm><sep/><s_nm> WHINE JAYARAM SAMU</s_nm><s_price> 31.000</s_price><sep/><s_nm> MANUPURA</s_nm><s_unitprice> Oxce Tw PUNCHONGE SUSHIGANGKANUMAGPURA</s_nm><s_unitprice> @MAMAGUR ORIGNA NONA TEAG CHOCOCO JAVANAG</s_nm><s_price> SUSHIGNAQUALINGGA HANGKAG.POWER</s_nm><s_discountprice> SUSHIG SUNDAYE</s_nm><s_discountprice> SUSHIGNAQUALIZE</s_nm><s_discountprice> SUSHIG</s_nm><s_price> SUSHIGNAQUALIZE<sep/><s_nm> RENG MANGORE</s_nm><s_unitprice> @Mc)</s_unitprice><s_cnt> 1</s_cnt><s_price> 1636</s_price><sep/><s_nm> SUNDAY</s_nm><s_discountprice> SUSHIGHOUSHINGGA SPICY</s_nm><s_discountprice> SUSHIGNA</s_nm><s_price> 12/04.8</s_price><sep/><s_nm> SUSHIGHOUSHINGGA SPICY</s_nm><s_price> 12/04.8</s_price><sep/><s_nm> SUSHIGUTHOUSHINGGA SPICY</s_nm><s_unitprice> @Minia<s_discountprice> SUSHIGUTHOUSHI</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @MINAGUTHOUSHIKOMOMON</s_nm><s_unitprice> @Mcxgm<s_discountprice> SUSHINGGANGU</s_nm><s_unitprice> @Mcxgm301<sep/><s_nm> SUSHINGGANGHOUSHIKONG SUSHINGGANGHOUSHIKONG</s_nm><s_unitprice> @Mcxgm301</s_cnt><s_price> 16/36</s_price><sep/><s_nm> 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SUSHINGGAMANGKAM</s_nm><s_unitprice> @M</s_nm><s_unitprice> @Mc<s_unitprice> @Mc<s_unitprice> @Mc<s_unitprice>'</li><li>'<s_cord-v2><s_menu><s_nm> UNDALCO INDUSTRIES LIMITED</s_nm><s_price> SUSHIG Cock 21.000</s_price><sep/><s_nm> MONG POWER CHOCOCOLOGIC SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSHIPPING SUSPIPPING SUSHIPPING SUSHIPPING SUSPIPPING SUSHIPPING SUSPIPPING SUSHIPPING SUSPIPPING SUSHIPPING SUSPIPPING SUSPIPPING SUSHIPPING SUSPIPPING SUSPIPPING SUSHIPPING SUSPIPPING SUSPIPPING SUSHIPPING SUSPIPPING SUSHIPPING 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Evaluation

Metrics

Label	Accuracy
all	1.0

Uses

Direct Use for Inference

First install the SetFit library:

pip install setfit

Then you can load this model and run inference.

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}
}

Task: Text Classification
Library: setfit
Type: bert
Created: Jan 11, 2024
Updated: Jan 11, 2024