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--- |
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library_name: setfit |
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tags: |
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- setfit |
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- sentence-transformers |
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- text-classification |
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- generated_from_setfit_trainer |
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metrics: |
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- accuracy |
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widget: |
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- text: " \n \n\nSLNO EQUIPMENT NAM ‘UNIT | EQPTCODE | ‘&SLNO | LOCATION\n\n \n\ |
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\ \n\n \n\n \n \n \n\n \n\n \n \n \n\n \n\n \n\n \n\n \n \n\n \n\ |
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\ | 2 ad PCH- 2 Net ean? al CRUSHER ens | wecnmuremmne | 17-0020\n\neo MONnOST\ |
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\ crema | 1-HOIST-7.5T-PCH- = Ree nooronenes | 7 UEC/HIL/FHP/22/3 \"17-01-2022\ |
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\ 16-01-2023\n| MONO Cup#182 | 1-HOIST-6T-SCH > ee ‘| Si ecoNDaRy | 6.0 TON |\ |
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\ UEC/HIL/FHP/22/4 | 17-01-2022 | 16-01-2023\n\n| Wowonat aca cHP#1a2 | 1-HOIST10T-SCH\ |
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\ Bes a | TS TON | UEC/HIL/FHP/22/8 17-01-2022 16-01-2023\n~~ | MONORAIL ELECTRIC\ |
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\n|\nUEC/HIL/FHP/22/14 | 15-01-2022 | 14-01-2023\n\n \n\n \n \n\n \n\n \n\f" |
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- text: " \n\nTOTAL\n11\n\n- wl et\n\nSUPERVI\nSOR\n\n7 ce\n\n \n\nnly\nAIN|A\ |
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- text: "Deepak Singh\n\nFrom: Swapnil Dixit <[email protected]>\n\n\ |
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Sent: 18 August 2021 16:48\n\nTo: Deepak Singh\n\nCe: Shree Nath Mishra; Pranjal\ |
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\ Pathak; Prashant Shripad Nagraj; Kirtiraj Jilkar; Pranjal\nPathak; Arun Kumar\ |
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\ Singh; Ravi Kumar; Nishant Shah; Vidyanath Jha\n\nSubject: RE: Agenda for next\ |
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\ AOH review.\n\n \n\n \n \n\nCAUTION: This email originated from outside of\ |
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\ the organization. Do not click links or open attachments unless you recognize\n\ |
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the sender and know the content is safe.\n\n \n\nDear Deepak Ji,\n\n“we thankfully\ |
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\ acknowledge the receipt of your trailing mail and would like to confirm our\ |
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\ acceptance of 4016- &\n322-man days for a period ( Jun to Dec 20 ) and ( Jan\ |
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\ to April 21 ) respectively.\n\nRequest to proceed further in the matter and\ |
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\ arrange to release the order at the earliest.\nRegards\n\nSwapnil Dixit\n\n\ |
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From: Deepak Singh <[email protected]>\nSent: 18 August 2021 12:45\n\ |
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To: Swapnil Dixit <[email protected]>\nCc: shree.mishra <[email protected]>;\ |
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\ pranjal.pathak <[email protected]>; Prashant\nShripad Nagraj <[email protected]>;\ |
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\ Kirtiraj Jilkar <[email protected]>;\npranjal.pathak <[email protected]>;\ |
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\ arun.s <[email protected]>; Ravi Kumar\n\nw= <[email protected]>;\ |
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\ Nishant Shah <[email protected]>; Vidyanath Jha\n<[email protected]>\n\ |
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Subject: RE: Agenda for next AOH review.\n\nCAUTION: This email originated from\ |
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\ outside the organisation. Do not click on any links or attachments\n_ unless\ |
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\ you recognise the sender and know the content is safe. Forward suspicious mails\ |
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\ to Information\n— Security Team.\n\nSwapnil ji;\nKeeping the discussion, we\ |
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\ had in the meeting on 09-08-2021,our Team discussed later and following is the\ |
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\ point-\n\n1. As per our procedure , we don’t count the day of Antigen Test as\ |
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\ a part of Quarantine ,but at the same time\n| agree that Gate Pass processing\ |
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\ was taking time beyond 02 days.\n“ So as a special case , for the period Jun\ |
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\ 20 to Dec 20 ,we are considering your request of counting the\nAntigen Test\ |
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\ day as a part of Quarantine .Hence total Quarantine Days for that period will\ |
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\ be 4016 mandays.\n2. For the period Jan 21 to Apr 21,we have streamlined our\ |
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\ Gate Pass Process and delivered the Gate Pass in\n02 days .So for the same period\ |
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\ ,we are not considering the day of Antigen test as a part of Quarantine .\n\ |
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Verified Man-days along with Mr. Gaurav of M/S Thermax is 322 Mandays.File is\ |
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\ attached.\n\nKindly acknowledge so we proceed further .\n\nRegards\nDeepak\n\ |
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\f" |
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pipeline_tag: text-classification |
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inference: true |
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base_model: BAAI/bge-small-en-v1.5 |
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model-index: |
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- name: SetFit with BAAI/bge-small-en-v1.5 |
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results: |
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- task: |
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type: text-classification |
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name: Text Classification |
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dataset: |
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name: Unknown |
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type: unknown |
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split: test |
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metrics: |
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- type: accuracy |
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value: 0.9976525821596244 |
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name: Accuracy |
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--- |
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# SetFit with BAAI/bge-small-en-v1.5 |
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This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification. |
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The model has been trained using an efficient few-shot learning technique that involves: |
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1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning. |
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2. Training a classification head with features from the fine-tuned Sentence Transformer. |
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## Model Details |
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### Model Description |
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- **Model Type:** SetFit |
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- **Sentence Transformer body:** [BAAI/bge-small-en-v1.5](https://huggingface.co/BAAI/bge-small-en-v1.5) |
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- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance |
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- **Maximum Sequence Length:** 512 tokens |
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- **Number of Classes:** 3 classes |
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<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) --> |
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<!-- - **Language:** Unknown --> |
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<!-- - **License:** Unknown --> |
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### Model Sources |
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- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit) |
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- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055) |
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- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit) |
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### Model Labels |
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| Label | Examples | |
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|:------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------| 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| 0 | <ul><li>'GATE ENTRY PASS\n\nae Hirakud Power - 363 12\noe pame:- (44) al: ‘bx stavelen SI.No. :- / ‘5\n\nMe sane: bey i td Bate O$ 0S) 22\npals ony poe a 7 << Fe Shift :-\n\nApproved Man Power :- feel aes Pass No. :-\n\n \n\n \n\npat\n\npetan & sé dutity\n\x0c'</li><li>' \n\nLEPTH 2L09.49 Ling>@\n\nxP y\nALTAD. Catiima = —P\nDATE SEE COTUNG —RWOD_\n\n§ 26.09.17 ODM: + METAL PAD Cot ny\n\n74..9 4° o2 Wm. ‘+ -d- _ A:\n\naa 09 09. AZ OD. aw "le de. ——\\e-\n\npam 29-99-19 _—Surhoy\n\nBz. 09-19 01 we d~ etre < | <tr}\n\nme 1.x. 47:02 ule. TT par\n\nfuntig ® 02.X- 44 “ i\n\n63.X- 14 oD wm. +- metre pe ( 4d\n\naif oe AY OD wm aay Ae\n\n1 19 eit bc cols "\n\n49 02 Wem mety (4 Ue\n\nEe pdm\n\na | ct \\. 7 02 |NIm. +— (et ou (ony\n; 10° x. 44 ODUMer A _-A- —AAe\n1.X° 14 0% Vim T —A ae\nAp. .44 62MM. f— 4 he\n\n45 ..% 44 oS Une «\n\n14. 44 02 Wem he mete be cH\n15 -X. 44 02 pw Te A\n\n \n\n>. tee Aad el Al fh Saale ARR a * “er a\nEe ak Le\n\n|\n\n3 X tor Kw po fe of\n\nja arama inclined\nf\n\nAG s-44 02 Iam +e mt ro cots 4\nAp 44 0D Mm ro 4\n\n16°Yi44 62 Ww 7] 5\n\n{4 “ye O?_ Yirw * A a?\n\n-2o-x 4 | Sve oy\n\noy 84 oD we fe ot A ct\n\n1\\22.X 41402 Wm ge\n\n23x44 OD Vem, cp ode —.\n\n4.x 4 02 Wm a, -. Ae\n\n \n\n \n\n \n\nyy Uy yy\n\nX “3\n\x0c'</li><li>'Project Overview\n\n> 3 Audit engineers\n> 15+ Audit tools |\n\n|\n\n_» Consumed 50+ days with 750+ man hours |\n\n \n\n \n\n \n\nAt eh ae Project End\n\nee Nu 7 evan | 4 4 Nov 2021\n\nMeasurements\n\n= Compressor Operating Efficiency\n= Dryer Operating Efficiency\n\n= Pressure Drop analysis\n\n=" Compressor running pattern\n\n3/18/2022\nCopyright @ Atlas Copco Compressor Technique 2021\n\nReport\nDiscussion\n\n15" Dec-2021\n\n \n\nHindalco Industries Ltd\n\nMr. Rajiv Ranjan\n\nMr. Suraj Suna\n\nMr. Arvind Modi\n\nMiss Sujata Biswal\n\nMr. Prashant Swain\n\nMr. Sudhanshu Bhushan Mishra\nMiss Anjali Kumari\n\nOOoooooo0oo\n\nMr Mrutyunjaya Panda\n\nAtlas Copco India Ltd\nMr. Anil Pardhi\n\nMr. Bapan Ghosh\nMr. Bachhu Biswas\nMr. Nitesh Kumar Pal\nMr. Koustav Ghosal\nPanchu Saha\n\nOOooooo\n\nPremnath Sau\n\nShanks te afl the invelved team\nmembers fer making this he appen\n\nfitlas Copco\n\x0c'</li></ul> | |
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| 2 | <ul><li>" \n\nSAMALESWARI CONSTRUCTION\n\nAT-BUDAKATA , PO- GADAMUNDA\nHIRAKUD, DIST: SAMBALPUR\ndetails of receipient (billed to )\nHINDALCO INDUSTRIES LTD.\nHIRAKUD POWER ,\n\n \n \n\n \n\nMOBILE NO. : 9178245293\n\n \n \n \n \n\n \n\n \n \n\n \n\nTAX INVOICE\n(ISSUEDUNDER RULE 46 OF GST/OGST RULE,2017)\n\n \n \n \n \n\nSAMBALPUR -768016\n\n \n\nINVOICE NO. SC/AP/772/2020\n\n \n \n \n \n\n \n \n \n\n21\n21AAACH1201R1ZZ\nAAACH1201R\nDETAILS OF COSIGNEE (SHIPPED }\nHINDAL CO INDUSTRIES LTD\nHIRAKUD POWER\n\n|AT/PO HIRAKUD\n\nDIST SAMBALPUR-768016, ODISHA .\n\nINVOICE DATE 17.08.2020\n\n \n \n\nPO. NO. pypo/sav/1920/ ae 4:\n\n \n \n \n\n \n \n \n\n \n\nPO DATE\n\n \n \n\n \n\nDATE OF ISSUE\n\n \n \n \n\n \n \n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\n \n\nPERIOD OF SERVICE 01.07.2020 to 31.07.2020\nSL HSN/SAC |\nNO. SERVICE DESCRIPTION CODE |QuANTITy| uom RATE | TAXABLE VA\n1]SC733760 |\ni\n| | i\nASH TRANSPORTATION FOR\n| UTILISATION IN THE ROAD | i | i\n' CONSTRUCTION DISTANCE-TO & FRO | i i |\n35 KM TO 40 KM\n9967 363 MT 135.32 49,121.16\n.\n| |\n_— eotes\nTOTAL 49,127.16 |\nWHETHER THE TAX IXS PAYABLE ON REVERSE CHARGE BASIS :- ves/**\nADD: CGST I\nADD: SGST\n[ADD:AIGST\nINVOICE TOTAL it 49,121.16\nTOTAL INVOICE VALUE (iN FIGURE ) 49,121.16 |\nTOTAL INVOICE VALUE (IN WORDS ) FOURTYNINE THOUSAND ONE HUNDRED TWENTYONE ONLY\nCERTIFIED THAT THE PARTICULARS GIVEN ABOVE ARE TRUE AND CORRECT AND THE AMOUNT INDICATED:\nJREPRESENTS THE PRICE ACTUALLY CHARGED BY US AND THERE IS NO FLOW OS ADDITIAL CONDITION DIRECTLY OR INDIRECTLY FROM THE BUYER.\nSTATE CODE 21 FOR SAMALESWARI CONSTRUCTION\nOUR GST NO 21AAMFS1669R1ZI\nOUR PAN AAMFSi669R =\n(E&0.E.) AUTHORISED SIGN.\nLO] - pe216° - weed eh WN\n\np770f arn [1029\n\x0c"</li><li>'| St. Mansur Ai Mo, 0971551785\n\n \n \n\n \n \n \n \n\n \n \n \n \n\n \n \n \n\n° ee, 09861521380\nAt- Hirakud, Dist- Sambalpur, Odisha-768016\n(ORIGINAL FOR RECEIPIENT)}\nDETAILS OF RECEIPIENTS (BILLED TO) TAX INVOICE\nHINDALCO INDUSTRIES LIMITED ISSUED UNDER RULE 46 OF CGST / OGST RULES, 2017) |\nHIRAKUD POWER\nAT/PO- HIRAKUD, INVOICE NO: SCM -21F/19\n\nDIST- SAMBALPUR-768016, ODISHA\n\n \n \n\nINVOICE DATE: | - 6-19\nPONO.: P/Po] SRu/1819/e454\n\n \n \n \n \n \n\n \n \n\n \n \n \n \n\nDETAILS OF CONSIGNEE (SHIPPED TO) PODATE: 22-17\\4\nHINDALCO INDUSTRIES LIMITED\nHIRAKUD POWER\n\nAT/PO- HIRAKUD, si\nglen PERIOD OF SERVICE: 1G -S-\\4 40 1S-G-l9\n\nSerene eee Pere fel ee\n\nmoy [243:9t [SFI AG\n12321 °>°\n\nas. [bs qq2 88\n‘ : $296\n\n \n \n\nDATE OF ISSUE :\n\n \n \n\n \n\n \n\nof Ries, As ear be Ghredave ef Clot\n\nS92. Wer ,\n\n \n \n\n \n\n \n \n \n\nTotal Invoice value (In Figures)\nTotal Invoice value (in words) Rupees TW) dy 4OO AKA Paw he\n\n \n\nCY ERYK AIO AGA EAD Ate\nCERTIFIED THAT THE PARTICULARS GIVEN ABOVE ARE TRUE AND CORRECT AND THE AMOUNT INDICATED REPRESENTS THE PRICE ACTUALLY\nCHARGED BY US AND IS NO FLOW OS ADDITIAL CONDITION DIRECTLY OR INDIRECTLY FROM THE BUYER.\n\nFor Sk. Mansur Ali\n\nMf\nAuthorized Signatory\n\n \n\n \n \n\n \n \n\nOur GSTIN : 2IALGPA5G675EIZI\n\n \n \n\nOur PAN: ALGPASG75E\n\n \n\x0c'</li><li>'ORIGINAL FOR RECIPIENT\n\n \n\nGST INVOICE\n\nDETAILS OF RECIPIENT\nM/s: HINDALCO INDUSTRIES LTD\n\n \n \n \n\n \n \n\nSUPPLIER DETAILS\nKRISHNA POWER CONSTRUCTION (P) LTD.\n\nINVOICE DETAILS\nINVOICE NO : KPC/GST-107/19-20\n\n \n \n\n \n\n \n\n \n \n \n\nAT - ANANDANAGAR, PO - HAKIMPADA, HIRAKUD POWER DATE OF ISSUE : 01/03/2020\n= CPLODIST - ANGUL - 759143, ODISHA AY - HIRAKUD, DIST- SAMBALPUR-768016, ODISHA PO NO: P/PO/SRV/1920/0396\nGSTIN- 21AABCK8889M2ZW GSTIN- 21AAACH1201R1ZZ PO DATE : 13/08/2019\n\n \n \n \n\n \n \n\n \n \n\nCIN- U452030R1995PTC003811\n\n \n \n \n\n \n \n\n \n \n\nName of the work: Bill for Off line Maintenance of all 132KV & 220KV Switchyard Equipment, Insulators and Overhead conductors for the month of FEBRUARY-2020.\nTaxable value\n\n. : HSN/ Amount\nDescription of Service Qty.\n\n01 01 |Off line maintenance for 132KV & 220KV\nSwitchyard Equipments, Insulators and 9954 | MON 0.8816 150,000.00 132,240.00 | 9.00% 11,901.60 156,043.20\nOverhead Conductors.\n\na)|For Supervisor (21 days Present) in\nFEBRUARY - 2020 (46,000/25)x21days=\n38,640.00\n\nb)|For Fitter -I (22 days Present) in FEBRUARY -\n2020 (26,000/25)x22days= 22,880.00\n\nc)|For Fitter -I| (21 days Present) in FEBRUARY\n2020 (26,000/25)x21days= 21,840.00\n\nd)}For Electrician - | (22 days Present) in\nFEBRUARY-2020 (26,000/25)x22days=\n22,880.00\n\ne)|For Electrician - 11 ( Full Present) in\nFEBRUARY-2020= 26,000.00\n\nTOTAL 132,240.00 | |\n132,240.00 | - |\n\n \n \n \n \n \n \n \n \n \n \n \n \n \n\nAmount\n(In Rs.)\n\n \n \n\nTotal Amount\n(In Rs.)\n\n \n \n\n \n \n \n\n \n\n11,901.60\n\n \n\n \n \n\n11,901.60 11,901.60 | 156,043.20\n11,902.00 | - | 11,902.00] 156,044.00\n\n(Rupees One Lakh Fifty Six Thousand Forty Four Only)\n\nFor KRISHNA POWER CONSTRUCT]\nE. & O.E.\n\n \n \n\x0c'</li></ul> | |
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| 1 | <ul><li>' \n\n \n\nGSTIN: 21AAACH1201R1ZZ\nDUSTRIES LIMITED\nHINDALCO IN eee .\nHIRAKUD POWER, HIRAKUD-768 016.DIST.SAMBALPUR (ODISHA) GST Rangeldivision: Sambelpur\nPHONE: 0663-2481365, FAX: 0663-2481342 GST Commissionerate -Cuttack\nPURCHASE ORDER\n‘AMENOMENT Z\nVendor Code: J123 P.O/No: P/PO/SRV/1920/1161 Date: 27-MAR-2020\nMis JAIDURGA CONSTRUCTION Rete ee Dater04-MAY-2020\n‘Order Type: PURCHASE ORDER\nBUDHAKATA, Effective From 01/03/2020 To 31/03/2021\nGADMUNDA Price Basis\nHIRAKUD i a ;\nMB, ISSA, 768011 ransportation arrangement\nSEA PUR OR SSN NOR roomie Ship to Location HIRAKUD - POWER\nEmail: [email protected] Carrier\nFax:() Currency 2 INR\nContact: DILIP PRADHAN () 9438452293 Hindalco Contact Person: SIDDHARTH KUNDA,\nGSTIN: 21AACFJ4294P122 —_State:21- Odisha Email of Contact Person: [email protected]\nRef: ASH TRANSPORTATION TO VARIOUS BRICKS MANUFACTURING PLANT\nOrder Unit of Rate/Unit Value\nSl Stock No. & Descfiption ‘Quantity Measurement (Rs) (Rs)\n1 sera’ HSNISAC: 3600.00 MT 126.00" 4536000.00\nASH TRANSPORTATION TO VARIOUS BRICKS MANUFACTURING PLANT CCST [email protected]% 113400.\nDISTANCE TO & FRO 26KM TO 40KM Set Tego ve\nCO case Ss Gaaey SGST [email protected]% 113400.00\n36000.000 Need By: 31-MAR-2021 RCM CGST Tax@25% — -113400.00\n‘Supplier tom. DR RS.67 164. TR 27.03.20 RCM SGST [email protected]% ~113400.00\ner tem Total: —_-4536000.00\n2 _Sc1750_ HSN/SAC: 200.000 MT _7200_¥~ 144000.00\nASH TRANSPORTATION TO VARIOUS BRICKS MANUFACTURING PLANT 1 ~ 3600.\nDISTANCE TO & FRO 11KM TO 15KM cease on\n= ees SGST [email protected]% 3600.00\n200,000 ‘Need By: 31-MAR-2021 RCM CGST [email protected]% -3600.00\nSupplier tem. D.R.RS.67.16/ TR 27 03 20 RCM SGST [email protected]% -3600.00\ntem Tota: 144000.00\n3 sciTsa HSNISAC: 2000.00 MT 96.00 192000.00\nCC Code Quantity SGST [email protected]% 4800.00\n200.000 Need By: 31-MAR-2021 | RCM CGST [email protected]% 4800.00\n‘Supplier tem: D.R RS.67.AG/LTR 27.03.20 RCM SGST [email protected]% ~4800.00\noo lem Totat: |” 192000.00\n4 sci74s < HSNISAC: 10000.000 MT 56.00 “ —560000.00\nTRANSPORTATION TO VARIOUS BRICKS MANUFACTURING PLANT ae\nDISTANCE TO & FRO 6KM TO 10KM CT ISEESS pictase\ncG.0ode ae Caatiy SGST [email protected]% 4000.00\n10000.000 Need By: 31-MAR-2021 RCM CGST [email protected]% -14000.00\nSupplier tem: O.R. RS 67 18/.TR 27.03.20 ROM SGST [email protected]% -14000.00\n‘tem Tota: $6000.00\n5 _scizg eal HSNISAC: 1500.000 MT 100.00 ~~ 150000.00\nASH TRANSPORTATION TO VARIOUS BRICKS MANUFACTURING PLANT <G25%\nDISTANCE TO & FRO 26KM TO 30KM CeStrmee Same\nCC Code ———"" Quantity SGST [email protected]% 3750.00\n+500 000 Need By: 31-MAR-2021 ROM CGST [email protected]% “3750.00\n‘Supplier Hem D.R.RS 87 16/1 TR 27.03.20 RCM SGST [email protected]% 3750.00\ntem Total: +150000.00\nRegd. Office:\nHINDALCO INDUSTRIES LIMITED\nAhura Centre. 1st Floor, B Wing, Mehakali Caves Road Andhon(East), Mumbai 400083, india, Page 10813\n\nTel No: 91 22 6691 7000. Email: [email protected], Website: werw.adityabiria com\nCorporate identity No: L27020MH1958PLC011238\n\n \n\x0c'</li><li>"_HINDALCO INDUSTRIES LIMITEL\n\n \n\nHIRAKUD POWER, HIRAKUD-766 016,.DIST.-SAMBALPUR (ODISHA) aur —\nPHONE: 6563-2481365, FAX: 0863-2481342 GST Commissionerate -Cuttack\nPURCHASE ORDER\nAMENDMENT\nVendor Code: BS75 P.O/No: P/POISRV/21Z2/0085 Date: 05-MAY-2021\nM/s BGM INFRACORE Revise No; 2 eae eae\n\nOrder Type: PURCHASE ORDER\n\nAT- HOUSE NO.2008 Effective From 01/05/2021 To 31/03/2022\n\nOPPO. VARUN PLAZA\n\nPrice Basis\nAINTHAPALI ROAD .\nSAMBALPUR, ODISHA. IN 768004 . Transportation arrangement :\nShip to Location > HIRAKUD - POWER\nEmail: [email protected] Carrier :\nFax: () Currency > INR\nContact: SIDHARTH SANKAR MISHRA (+91) 8439209679 Hindaico Contact Person :SIDDHARTH KUNDA,\nGSTIN: 21CONPM52S4KiZG © State:27 - Odisha Emait of Contact Person: [email protected]\na\nOrder Unit of Rate/Unit Value\nSi. Stock No. & Description Quantity Measurement {Rs.) {Rs.)\n\n \n\n \n\n \n\n \n \n\nSCOG1S HSN/SAC: 2831.00 141550.00\n\n \n\n \n\n \n\nP.C.C{1:3:6)WITH 40 M.M.DOWN MATERIAL INCLUDING ALL MATERIAL , CGST Tax@9% 42739.50\nSCAFFOLDING BUT EXCLUDING ONLY CEMENT\nn6 Gaak Gentile SGST Tax@o% 12739.50\n50.000 Need By: 31-MAR-2022 item Total: 467029.00\n7 scoogo HSNISAC: 50.000 CUM 114.00 5700.00\nEARTHWORK IN BACKFILLING INCLUDING WATERING AND COMPACTION AT CGST Tax@e% 513.00\nALL ELEVATIONS AROUND FOUNDATIONS, PITS, AND IN PLINTH FILLING AND\nAREA FILLING AS PER SPECIFICATIONS AND DRAWINGS AND AS DIRECTED SGST Tax@9% 513.00\nBY THE ENGINEER WITH SELECTED SPOIL OBTAINED FROM THE STACKS :\nWITHIN A LEAD OF 160 METRES (EACH LAYER OF FILLING TO BE ttem Total: 8726.00\nCOMPACTED TO ACHIEVE THE LEVEL OF COMPACTION REQUIREMENTS AS\nSPECIFIED IN THE SPECIFICATION.)\nCC Code Quantity\n50.000 Need By: 31-MAR-2022\n8 scos72 HSN/SAC: 100.000 CUM 726.00 72600.00\nPROVIDING SAND FILLING IN LAYERS iN FOUNDATION / TRENCHES AND CGST Tax@o% 6534.00\nCOMPACTION BY WATER AND RAMMING BE Sean es34.00\nCC Code Quantity me ’\n400.000 Need By: 31-MAR-2022 item Total: 85668.00\n9 $C1198 HSN/SAC: + 25.000 MTR 75.00 1875.00\nSUPPLYING AND FILLING THE EXPANSION JOINTS WITH 12 MM THERMOCGL CGST Tex@9% 468.75\nSHEET, TOP PORTION (12MM X 12MM) WILL BE FILLED WITH BITUMEN/OTHER ne xeuee\nJOINT SEALING COMPOUND INCLUDING THOROUGH CLEANING OF THE SGST Tax@9 .\nJOINTS, AS PER MANUFACTURER'S SPECIFICATION AND AS DIRECTED BY —_—\nTHE ENGINEER. ttem Totak 2212.50\nCC Code Quantity\n25.000 Need By: 34-MAR-2022\n10 $C1195 HSNISAC: 50.000 CUM 610.00 30500.00\nDISMANTLING AND DEMOLISHING EXISTING STRUCTURES AT ALL LEVELS CGST Tax@9% 2745.00\nINCLUDING STACKING THE MATERIALS AS DIRECTED BY ENGINEER WITHIN A -y assis\nLEAD OF 1 KM. A) BRICK WORK SGST Tax@9% 45.\nCC Code Quantity shane renee re nore lien\ni an Necd By DNSs item Total: 35990.00\n\ni i ll\nRegd. Office: e\nHINDALCO INDUSTRIES LIMITED Pane} of 49\n\nAhura Centre, 1st Floor, B Wing, Mahakali Caves Road Andheri(East), Mumbai 400093, India, age\n\nTe! Na: 91 22 6691 7000, Email: [email protected], Website: www.adityabirla.com\n\nCorporate Identity No: L27020MH1958PLC011238\n\x0c"</li><li>"GSTIN: 21AAACH1201R12Z\nHINDALCO INDUSTRIES LIMITED State Code: 21 - Odisha\n\nGST Range/sivision:\n\n \n\n_ HIRAKUD POWER, HIRAKUD-766 016,DISTSAMBALPUR (ODISHA)\n\n \n\n \n\n: Hl Sambalpur 5\nPHONE: 0663-2481365, FAX: 0663-2481342 GST. Commissionorate ¥cuitack\nPURCHASE ORDER\nVendor Code: U138 P.OINo: P/PO/SRV/2122/0782 Date: 31-DEC-2021\nM/s UTKAL CONSTRUCTION Revise No: Date\n(Order Type: PURCHASE ORDER\nAT-MALIPADA Effective From 01/01/2022 To 3112/2022\nPO-HIRAKUD pee oe\nSAMBALPUR, ORISSA, IN 768 016 Fransportation arrangement\n¥ Ship to Location : HIRAKUD - POWER\nEmail: [email protected] Carrier\nFax: () Currency INR\nContact: ANTARYAM! PANDA (+91) 9861236394 Hindalco Contact Person: SIODHARTH KUNDA,\nGSTIN: 21ANPPP5428H1ZU — State:21 - Odisha Email of Contact Person: sidharth [email protected]\nRef, MANPOWER LIS 7 ia\nOrder Unit of Rate/Unit Value\nSl. Stock No. & Description Quantity Measurement (Rs) (Rs.)\n1 U9tt1 16010026 HSNISAC: 365.000 MDY 4252.44” — 1§52140.60\nPROVIDE: HOUSEKEEPING; TASK TYPE: CLEANING, SCOPE: CLEANING OF Tax 39692.6:\nUNIT 4 POWER HOUSE BUILDING FROM TOP TO BOTTOM INCLUDING SWITCH Sees ween es\nYADR, TOOLS PROVIDED BY: HIL, MATERIAL PROVIDE BY. HIL SGST Tax@9% 139692.65 /\nce Code Quantity SSS oe\nae, Need By: 31-DEC-2022 tem Total ——-1831525.90\nSiento $18 27S. / e\n\nPayment Terms: 15 Days Credit 1831525.90\n\n \n\nBilling Address: Hindalco Industries Ltd, Hirakud Power, Hirakud - 768016, Sambalpur (ODIsHA)\n(Hard copy of bills to be forwarded at shipping address)\nShipping address : Hindalco Industries Ltd, Hirakud Power, Hirakud - 768046, Sambalpur (ODISHA)\n\nNotes\n\n1 THE ABOVE PRICE IS BASED ON ATTACHED LTS CALCULATION\n2. AS PER LTS, WAGES WILL BE PAID FOR NATIONAL HOLIDAYS & FESTIVAL HOLIDAYS, HOWEVER INCASE A LABOUR IS REQUIRED TO PERFORM\n\nBON TOTAL BILL VALUE WILL BE RETAINED BY THE COMPANY EVERY MONTH AND Wit BE RELEASED ANNUALLY ONLY AFTER PAYING\nBONUS & OTHER DUES TO THE LABOURERS ENGAGED 8Y YOU\n\n7.IT IS MANDATORY TO PUT GST NUMBER IN THE INVOICE\n\n& MANPOWER SHOULD BE DEPLOYED AS PER REQUIREMENT OF THE MANAGEMENT\n\n9, LABOUR CESS 1% WILL BE PAID EXTRA, IF APPLICABLE\n\nOTHER TERMS.-\n\n1. JOB SHALL BE EXECUTED AS PER THE SCHEDULE ISSUED BY THE DEPARTMENT (TO BE COLLECTED IN ADVANCE).\n\na IOU/ CONTRACTOR'S SUPERVISOR SHALL MEET THE DEPARTMENTAL SUPERVISOR ce REGULAR INTERVAL DECIDED BY THE DEPARTMENT TO\nCONFIRM CHANGE IN SCHEDULE, IF ANY.\n\n3. YOU SHALL SUBMIT THE DAILY REPORT AFTER COMPLETION OF JOB IN THE PRESCRIBED FORMAT AS DIRECTED BY THE DEPARTMENT.\n\n& ROAXTRA CLAIM TO BE MADE FOR CHANGE IN SCHEDULE FOR SIMILAR TYPE OF JOB\n\nS_RGFUSAL OF ANY JOB SIMILAR TO THE JOB ENLISTED IN THE ORDER OR FAILURE TO EXECUTE THE JOB AS PER SCHEDULE WILL BE LIABLE FOR\n\n \n\nRegd. Office:\nHINDALCO INDUSTRIES LIMITED\n\n‘Ahura Centre, ‘st Floor, B Wing, Mahakali Caves Roag Ancheri(East). Mumbai 400093, incia, Page 1 of 13\nTel No: 91 22 8691 7000, Email: [email protected], Websile: www adityabuta cont\n\nCorporate Identity No: L27020MH1958PLC011238\n\n \n\n \n\nKw\n\x0c"</li></ul> | |
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## Evaluation |
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### Metrics |
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| Label | Accuracy | |
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|:--------|:---------| |
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| **all** | 0.9977 | |
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## Uses |
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### Direct Use for Inference |
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First install the SetFit library: |
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```bash |
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pip install setfit |
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``` |
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Then you can load this model and run inference. |
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```python |
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from setfit import SetFitModel |
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# Download from the 🤗 Hub |
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model = SetFitModel.from_pretrained("Gopal2002/SERVICE_LARGE_MODEL_ZEON") |
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# Run inference |
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preds = model(" |
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TOTAL |
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11 |
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: |
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aes 3513 |
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sIB|e |
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alg |
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alg |
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NTN |
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a 2 3 ; 3 |
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gle |
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o |
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ri |
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") |
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``` |
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<!-- |
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### Downstream Use |
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*List how someone could finetune this model on their own dataset.* |
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--> |
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<!-- |
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### Out-of-Scope Use |
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*List how the model may foreseeably be misused and address what users ought not to do with the model.* |
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--> |
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<!-- |
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## Bias, Risks and Limitations |
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*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.* |
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--> |
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<!-- |
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### Recommendations |
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*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.* |
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## Training Details |
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### Training Set Metrics |
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| Training set | Min | Median | Max | |
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|:-------------|:----|:---------|:-----| |
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| Word count | 1 | 225.8451 | 1106 | |
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| Label | Training Sample Count | |
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|:------|:----------------------| |
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| 0 | 267 | |
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| 1 | 74 | |
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| 2 | 85 | |
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### Training Hyperparameters |
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- batch_size: (32, 32) |
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- num_epochs: (2, 2) |
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- max_steps: -1 |
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- sampling_strategy: oversampling |
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- body_learning_rate: (2e-05, 1e-05) |
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- head_learning_rate: 0.01 |
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- loss: CosineSimilarityLoss |
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- distance_metric: cosine_distance |
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- margin: 0.25 |
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- end_to_end: False |
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- use_amp: False |
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- warmup_proportion: 0.1 |
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- seed: 42 |
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- eval_max_steps: -1 |
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- load_best_model_at_end: False |
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### Training Results |
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| Epoch | Step | Training Loss | Validation Loss | |
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|:------:|:----:|:-------------:|:---------------:| |
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| 0.0003 | 1 | 0.3001 | - | |
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| 0.0164 | 50 | 0.2586 | - | |
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| 0.0328 | 100 | 0.1809 | - | |
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| 0.0492 | 150 | 0.0534 | - | |
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| 0.0656 | 200 | 0.0285 | - | |
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| 0.0820 | 250 | 0.0144 | - | |
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| 0.0985 | 300 | 0.0045 | - | |
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| 0.1149 | 350 | 0.0281 | - | |
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| 0.1313 | 400 | 0.0432 | - | |
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| 0.1477 | 450 | 0.0045 | - | |
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| 0.1641 | 500 | 0.0023 | - | |
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| 0.1805 | 550 | 0.0022 | - | |
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| 0.1969 | 600 | 0.0011 | - | |
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| 0.2133 | 650 | 0.0008 | - | |
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| 0.2297 | 700 | 0.0226 | - | |
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| 0.2461 | 750 | 0.0009 | - | |
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| 0.2626 | 800 | 0.0008 | - | |
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| 0.2790 | 850 | 0.001 | - | |
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| 0.2954 | 900 | 0.001 | - | |
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| 0.3118 | 950 | 0.001 | - | |
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| 0.3282 | 1000 | 0.0007 | - | |
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| 0.3446 | 1050 | 0.0012 | - | |
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| 0.3610 | 1100 | 0.0008 | - | |
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| 0.3774 | 1150 | 0.0008 | - | |
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| 0.3938 | 1200 | 0.0008 | - | |
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| 0.4102 | 1250 | 0.0034 | - | |
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| 0.4266 | 1300 | 0.0007 | - | |
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| 0.4431 | 1350 | 0.0007 | - | |
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| 0.4595 | 1400 | 0.0008 | - | |
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| 0.4759 | 1450 | 0.0007 | - | |
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| 0.4923 | 1500 | 0.0004 | - | |
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| 0.5087 | 1550 | 0.0005 | - | |
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| 0.5251 | 1600 | 0.0007 | - | |
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| 0.5415 | 1650 | 0.0005 | - | |
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| 0.5579 | 1700 | 0.0005 | - | |
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| 0.5743 | 1750 | 0.0004 | - | |
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| 0.5907 | 1800 | 0.0009 | - | |
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| 0.6072 | 1850 | 0.0025 | - | |
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| 0.6236 | 1900 | 0.0003 | - | |
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| 0.6400 | 1950 | 0.0023 | - | |
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| 0.6564 | 2000 | 0.0004 | - | |
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| 0.6728 | 2050 | 0.0045 | - | |
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| 0.6892 | 2100 | 0.0005 | - | |
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| 0.7056 | 2150 | 0.0109 | - | |
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| 0.7220 | 2200 | 0.0003 | - | |
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| 0.7384 | 2250 | 0.0021 | - | |
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| 0.7548 | 2300 | 0.0005 | - | |
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| 0.7713 | 2350 | 0.0004 | - | |
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| 0.7877 | 2400 | 0.0118 | - | |
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| 0.8041 | 2450 | 0.0003 | - | |
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| 0.8205 | 2500 | 0.0003 | - | |
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| 0.8369 | 2550 | 0.0126 | - | |
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| 0.8533 | 2600 | 0.0004 | - | |
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| 0.8697 | 2650 | 0.0162 | - | |
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| 0.8861 | 2700 | 0.0003 | - | |
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| 0.9025 | 2750 | 0.0004 | - | |
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| 0.9189 | 2800 | 0.0005 | - | |
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| 0.9353 | 2850 | 0.0004 | - | |
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| 0.9518 | 2900 | 0.0032 | - | |
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| 0.9682 | 2950 | 0.0003 | - | |
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| 0.9846 | 3000 | 0.0004 | - | |
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| 1.0010 | 3050 | 0.0003 | - | |
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| 1.0174 | 3100 | 0.0003 | - | |
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| 1.0338 | 3150 | 0.0019 | - | |
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| 1.0502 | 3200 | 0.0194 | - | |
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| 1.0666 | 3250 | 0.0003 | - | |
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| 1.0830 | 3300 | 0.0004 | - | |
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| 1.0994 | 3350 | 0.01 | - | |
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| 1.1159 | 3400 | 0.0002 | - | |
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| 1.1323 | 3450 | 0.0003 | - | |
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| 1.1487 | 3500 | 0.0004 | - | |
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| 1.1651 | 3550 | 0.0004 | - | |
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| 1.1815 | 3600 | 0.0002 | - | |
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| 1.1979 | 3650 | 0.0005 | - | |
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| 1.2143 | 3700 | 0.0002 | - | |
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| 1.2307 | 3750 | 0.0019 | - | |
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| 1.2471 | 3800 | 0.0003 | - | |
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| 1.2635 | 3850 | 0.0048 | - | |
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| 1.2799 | 3900 | 0.013 | - | |
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| 1.2964 | 3950 | 0.0031 | - | |
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| 1.3128 | 4000 | 0.0002 | - | |
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| 1.3292 | 4050 | 0.0024 | - | |
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| 1.3456 | 4100 | 0.0002 | - | |
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| 1.3620 | 4150 | 0.0003 | - | |
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| 1.3784 | 4200 | 0.0003 | - | |
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| 1.3948 | 4250 | 0.0002 | - | |
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| 1.4112 | 4300 | 0.003 | - | |
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| 1.4276 | 4350 | 0.0002 | - | |
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| 1.4440 | 4400 | 0.0002 | - | |
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| 1.4605 | 4450 | 0.0022 | - | |
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| 1.4769 | 4500 | 0.0002 | - | |
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| 1.4933 | 4550 | 0.0078 | - | |
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| 1.5097 | 4600 | 0.0027 | - | |
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| 1.5261 | 4650 | 0.0002 | - | |
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| 1.5425 | 4700 | 0.0002 | - | |
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| 1.5589 | 4750 | 0.0002 | - | |
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| 1.5753 | 4800 | 0.0002 | - | |
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| 1.5917 | 4850 | 0.0002 | - | |
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| 1.6081 | 4900 | 0.0118 | - | |
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| 1.6245 | 4950 | 0.0002 | - | |
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| 1.6410 | 5000 | 0.0002 | - | |
|
| 1.6574 | 5050 | 0.0003 | - | |
|
| 1.6738 | 5100 | 0.0003 | - | |
|
| 1.6902 | 5150 | 0.0068 | - | |
|
| 1.7066 | 5200 | 0.0003 | - | |
|
| 1.7230 | 5250 | 0.0112 | - | |
|
| 1.7394 | 5300 | 0.0002 | - | |
|
| 1.7558 | 5350 | 0.0002 | - | |
|
| 1.7722 | 5400 | 0.0003 | - | |
|
| 1.7886 | 5450 | 0.0002 | - | |
|
| 1.8051 | 5500 | 0.0002 | - | |
|
| 1.8215 | 5550 | 0.0002 | - | |
|
| 1.8379 | 5600 | 0.0002 | - | |
|
| 1.8543 | 5650 | 0.0003 | - | |
|
| 1.8707 | 5700 | 0.0047 | - | |
|
| 1.8871 | 5750 | 0.0121 | - | |
|
| 1.9035 | 5800 | 0.0003 | - | |
|
| 1.9199 | 5850 | 0.013 | - | |
|
| 1.9363 | 5900 | 0.005 | - | |
|
| 1.9527 | 5950 | 0.0001 | - | |
|
| 1.9691 | 6000 | 0.0002 | - | |
|
| 1.9856 | 6050 | 0.0003 | - | |
|
|
|
### Framework Versions |
|
- Python: 3.10.12 |
|
- SetFit: 1.0.3 |
|
- Sentence Transformers: 2.2.2 |
|
- Transformers: 4.35.2 |
|
- PyTorch: 2.1.0+cu121 |
|
- Datasets: 2.16.1 |
|
- Tokenizers: 0.15.0 |
|
|
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## Citation |
|
|
|
### BibTeX |
|
```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} |
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} |
|
``` |
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