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

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.

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

1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. 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](https://huggingface.co/BAAI/bge-small-en-v1.5)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 2 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
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### Model Sources

- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)

### Model Labels
| Label | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
|:------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| 0     | <ul><li>'GHt Sa [OI uco Bank\n\nvis Free Number: 180¢-193-9125 _\n\nDICGC INSURANCE UPTO 5 LAC\n\nBRANCH\n\nUCO Bank\nP NT\n(1) Consuitants are requested to note that all moneys\n\nremitted to the Bank should either be sent by Registered\nPost or handed over to the Cash Department, as no\n\n \n\nUco BANK\n\naq\n\nName\n\n"IFSC: uceaocotms\n\' dress\n\nKICK Code: 7428029504\n\nHIRAKUD\n-HIRAKED BRARCH HIRAKUS\nProae:\n\nindividual (s) outside. the Cash Department has/have JHARY EIST\nauthority to receive cash. KADAMPOLA\n(2) The account-holder should insist on delivery of Pass Book HERAKUD\n‘ made uptodate as far as possible on the same date; a 6.8%\n- otherwise he should obtain a receipt indicating when the HIRAKYD PIN .#oBlss\nPass Book will be delivered.\n(3) Deposit Rules in vogue can be obtained by account-holder TET. WaT / Asst.\nfrom the Branch on request Q28501 19027145\nPB.NG. }\n\n \n\n \n\n  \n\nfe er ee me\n\n \n\x0c'</li><li>'  \n\n= 2, ip\nO ~\nN 2\na\n: Y ve re ty\n) 3 x.\nNai] (F) my\n\n \n\ny Viayal chat aloala\nSH PPP ea [sys sys *\nas NB\n2\n=\n\ni x X we\na. = Xt +\n— W\nx 2| > x xv)\n— ~ wa al on\nmh a\n\nx\n@\n\n \n\nSy\n>3\nS\nak\n\n \n\n \n\n= coemeirata nani\nyy“\nxX -~|<\n. q - r " 2 e eee\n| S TTT !\n“ sa S ~\ngaysey Maye oe | toe\n\ni\'s . <4 " = : nics\n: 5 oy Sy . : aR N =\nS Sy = yy > =P OW\n, oe Q\n3 4 WK SS j 2 .\n-~ rs, , 4 i AS ~ si 6 .\nA Se S = Ce 4G ‘ tb. ee bene |\n\na\n\n \n\nes |\nTo a 3,\n-} ™ i] nest -— a Dome: eo . Sp a > Ee eh ao Ty ache oe ewe cede oe oe tee ~\n5 . “i a ( . - i -\n\n \n\n \n\x0c'</li><li>'Interest will be payable @ 24 % p.a. if the invoice is not paid within 30 days of the date of invoice.\n\nABBREVIATION: TB — Tower & Basin\nTO — Tower Only\n\n1. All taxes and duties invoiced herein are subject to revision depending upon the final assessment\n\nby the Statutory Authorities. Any such revision will be to buyer’s account.\n\n2. Payments should be made by A/C Payee cheque/Pay oder/bank draft/Online fund transfer\n\nthrough NEFT/RTGS platform in favour of “Paharpur Cooling Towers Ltd.”. Payment towards this\n\nbill made in any other form will be done entirely at your own risk.\n\n3. ALL DISPUTES SUBJECT TO CALCUTTA JURISDICTION ONLY.\n\x0c'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  |
| 1     | <ul><li>'. Ae - PR CSeathetn & 3)\n" J She ase 9 Pao\n\n‘s lad Bank Afr o Steppe\nIN | fave 4 fi foe & ats bent\n\nHINDALCO INDUSTRIES LIMITED\nHIRAKUD\n\nPAYMENT ORDER\n\nPayto Payment to Mr.Dilip Das\n\n|\nTravel expenses for Interview w candidate (A (Admin) J] jo. _| Cash Vr.No. Q pis | l\n\npk check he inkwes IFSC. code Emp.No/s.codeNo. _ OT Pago |\n\nby Cash/Cheque/D.D./Transfer the sum of —_Rs.13,695.00 _ _| AP.Vr.No.\nRupees Thirteen Thousand Six Hundred Ninety Five Only ———__ ; 3 ua 202 |\nDate\n\n \n\n \n\n \n\nX\n\n5\n\nee |\nain & Flight Tickets is. _ 13,195.00\nConvenience expenses Rs. — 500. 00°\n\n \n\n \n\nDetail Travel plan and tickets enclosed\n\nBank Account details also enclosed\n\n \n\n   \n   \n \n\nPrepared by Recommended by Endorsed by\nDate q Head- HR\n: Hirakud Complex\n\n \n   \n   \n\n   \n  \n\n \n\né y Cash 2. DAD ey ‘ZO\n(i \'y Cheque No DVPOVe Bee\n\n \n\n  \n \n\nState Bank of India, Burla\nState Bank of India, Hirakud\n\nPunjab National Bank, Sambalpur [PNB-1]\nUCO Bank, Hirakud\n\nUCO Bank, Sambalpur\nIDB! , Sambaipur (IDB! -1)\nIDBI , Sambalpur (IDBI -2)\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\nCashier\n\n    \n\n \n\nReceived Payment Charge Account Checked by\n\n      \n\nSignature Signature\n\x0c'</li><li>'HINDALCO INDUSTRIES LIMITED\nHIRAKUD\n\nPAYMENT ORDER\nPay to FRakesh Gupta ; . . | 3898 BA (Q-1 2-15\n\nCash Vr.No.\n\n \n\n \n\n \n\n— - _ Emp.No./S.Code No. $-392 _\nby Cash/Cheque/D.D./Transfer the sum of a | AP vr.No. 91 355%\nRupees Four Thousand Six Hundred Only\n\n \n\n \n\n \n\n22\nDate 48-02-16\nDetails of Payment Amount\nTowards change of Battery of Vehicle No. OR-02-AM-8904\n\nas detailed below: (Bill Attached)\n(i) Bill No. 3898 Dt.19-12-2015\n\n \n\nTotal Rs. . 4,600.00\n\nPrepared by Recommended by Endorsed by Authorised by Approved by\nLanier bnwnnWenuw \\ \\ .\n\\4 = Ww \\ le\n\n\\ov Jv JI 4.) ee Zan”\n\nDate Dept Head Plant Head Hed - Location Head\n\n \n\n \n\nPayment made on\n(a) By Cash\n\n(b) By Cheque No.\n\n \n\n \n\nState Bank of India, Burla\n\nState Bank of india, Hirakud\n\nPunjab National Bank, Sambalpur [PNB-1]\nUCO Bank, Hirakud\n\nUCO Bank, Sambaipur\n\n{DBI , Sambalpur (IDB! -1)\n\nIDBI , Sambalpur (IDBI -2)\n\n \n\n \n\n \n\n \n\n \n\nCashier\n\nReceived Payment Charge Account Checked by\n\nSignature Signature\n\x0c'</li><li>'tT) Ce cfd\n\n  \n  \n \n   \n  \n  \n  \n\nADITYA BIRLA HINDALCO INDUSTRIES LIMITED\n874 HIRAKUD POWER\n\naN’ PAYMENT ORDER\n\nPP -200| - AI66\n\nCash Vr.No.\n\n   \n   \n   \n\nAP.Vr.No._G/8Ol tT\n\nby Cash/Cheque/D.D./Transfer the sum of\nELEVEN THOUSAND FIFTY FOUR ONLY\n\n     \n\nRupees\n\n   \n       \n     \n     \n\nDate:- 8.01.20\n\nENERGY CHARGES OF INTAKE CHAMBER FOR THE MONTH OF DEC 2019,BILL NO- L\n1533 2639.00\n8415.00 ~\n\n“\nTotal Total Rs. 41054.00\n\nPrepared by Recammeded by Endorsed by Authorised By Approved by\n\npu ( Nx\nHead-F&A Head - Sambalpur Cluster\nCharge Account an ou\n\n \n\n \n \n \n   \n\n  \n\nENERGY CHARGES OF ASH MOUND FOR THE MONTH OF DEC 2019, BILL NO-1532\n\n \n\n \n\n \n\n  \n \n    \n\n  \n\n \n\n \n   \n   \n \n    \n \n  \n\nState Bank of india,\nState Bank of India, Buria\n\nPunjab National Bank, Sambalpur [PNB-1]\nPunjab National Bank, Kolkata {[PNB-2]\nUCO Bank, Hirakud\nUCO Bank, Sambalpur\n\n—\n\n  \n \n   \n   \n  \n\nes\neee\n\nReceived Payment Charge Account Checked by\n\n  \n\nSignature Signature\n\x0c'</li></ul> |

## Evaluation

### Metrics
| Label   | Accuracy |
|:--------|:---------|
| **all** | 1.0      |

## Uses

### Direct Use for Inference

First install the SetFit library:

```bash
pip install setfit
```

Then you can load this model and run inference.

```python
from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("Gopal2002/CASH_AND_BANK_INVOICE")
# Run inference
preds = model(" 
")
```

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## Training Details

### Training Set Metrics
| Training set | Min | Median   | Max  |
|:-------------|:----|:---------|:-----|
| Word count   | 1   | 201.2534 | 4241 |

| Label | Training Sample Count |
|:------|:----------------------|
| 0     | 113                   |
| 1     | 33                    |

### 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 |
|:------:|:----:|:-------------:|:---------------:|
| 0.0023 | 1    | 0.3054        | -               |
| 0.1142 | 50   | 0.1162        | -               |
| 0.2283 | 100  | 0.0043        | -               |
| 0.3425 | 150  | 0.0015        | -               |
| 0.4566 | 200  | 0.0014        | -               |
| 0.5708 | 250  | 0.0008        | -               |
| 0.6849 | 300  | 0.0013        | -               |
| 0.7991 | 350  | 0.001         | -               |
| 0.9132 | 400  | 0.0004        | -               |
| 1.0274 | 450  | 0.0008        | -               |
| 1.1416 | 500  | 0.0008        | -               |
| 1.2557 | 550  | 0.0011        | -               |
| 1.3699 | 600  | 0.0008        | -               |
| 1.4840 | 650  | 0.0007        | -               |
| 1.5982 | 700  | 0.0005        | -               |
| 1.7123 | 750  | 0.0005        | -               |
| 1.8265 | 800  | 0.0007        | -               |
| 1.9406 | 850  | 0.0005        | -               |

### 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

## 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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{"library_name": "setfit", "tags": ["setfit", "sentence-transformers", "text-classification", "generated_from_setfit_trainer"], "metrics": ["accuracy"], "widget": [{"text": "   \n  \n    \n\nHIRAKUD POWER / SMELTER\n\n@ - Payment Order\n\n( Address )\n\nEmp.No./S.Code No. Qhle\nby Cash/Cheque/D.D./Transfer the sumof ~ 35, +S0/\u2014\nRupees Thi ei ve therane Seven hun\nFi \\\nMail Id of Initiator: : OF)\n\n \n\n| Details of Payment\n\n;\n| AtMenclance, Cleritage ancl Otner\naa T\n\n|mise: Conveyances for ip eome No. |\n2x to 2-9, 3\\ 32 ano 34 of Qo| 2\n\nURL of payment:\n\nin . TotalRs.| 35, too /]- .\n\nPrepared by Recommended by Endorsed by Authorised By Approved by\n\u2018 A =\nPort Sara ee\nA ee EU (NY\u2014\nDate 20/ 19 Plant Head Head-F &A Head - Sambalpur Cluster\n\n          \n  \n\nCharge\nAccount\n\n    \n   \n\nLeqa2\n\n~ Odisha cluoy\n\nOI) 202 Sefer (90\n\nONLINE PAYMENT\n\n \n\n \n\nCashier\nReceived Payment | Charge Account Checked by\n\nae eee _\n\n  \n\nSignature\n\f"}, {"text": " \n\f"}, {"text": "Expenses during visit of morning for coal logistic.\n\nSl.no. _ Date Of Visit Particulars Amount Remarks\n1 21-Feb-16 Tea,Snax ager mis. - 105.00 Along with Mr N K Kar\n\n      \n  \n\n   \n\n \n\n  \n\nft eee \u2018\n~# \u201cLunch. \u00b0 of AVS |\nee ou SATS i\n2 22-Feb-16); | \u201cFea soe mis, dee aot]\n; 3 . cng! a oa hoy \u2018 \u201ce i hs ye eo 1\n3 23-Feb-1600). T\u00e9a,Snax Andithis. 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EN at Rbiew: Caen sere 4\ntA eS : f i :\ni \u2014 Eyl 3. 4\nes, j Lax > * awe 4\nwe be oy . \u201c tyne eel\ni ad\n: oe\nSeog) ayM. 44\nwr\na, obo ye eect ee \u2014\n-\n\n \n\f"}, {"text": "HINDALCO INDUSTRIES LIMITED EMPLOYEES\u2019 PROVIDENT FUND II\n\n| | B)REASON OF LEAVING SERVICE: RESIGNATION\n_ SERVICE TERMINATED ON\n\n    \n \n  \n   \n   \n \n    \n \n\n     \n\n|\n\n| | ACCOUNT OF (A) ILL\nHEALTH OF MEMBER (8)\nCONTRACTION /\n\nDISCONTINUATION \u2014 OF\nEMPLOYER'S BUSINESS OR\n\n(C) OTHER CAUSE BEYOND\n\nTHE CONTROL OF THE\n\n| EMBER\n|i PERSONAL REASON _\n\n__\n\nPAYMENT UCO BANK ,HIRAKUD SAMBALPUR ,ODISHA.\n(PLEASE ATTACH A COPY OF cmmntnnmeanisnnennenesennmaneeneisene nese\nCANCELLED  CHEQUE/ATTESTED\n| COPY OF FIRST PAGE OF BANK PASS | IFS CODE ... UCBA0000285\n| BOOK _\nTa) FULL POSTAL ADDRESS WITH E- AT. GUNDRUPADA, PO-HIRAKUD, DIST- SAMBALPUR, ODISHA-.\n\n| 12 I BANK ACCOUNT DETAILS \u201cFOR SAVING BANK ACCOUNT NO \u2014 02850110044179\n!\n\nMAIL ID (IF ANY)\n\n \n\nPIN ...768016\n| E-MAIL ID :-\n\n- INCASE THE AMOUNT IS USED FOR ANY PURPOSE OTHER THAN STATED IN COLUMN (9) ABOVE, | AM\nLIABLE TO RETURN THE ENTIRE AMOUNT WITH PENAL INTEREST.\nTHE MEMBER HEREBY DECLARES THAT HE HAD NOT BEEN EMPLOYED FOR 2 MONTH (YES/NO)\n\n(APPLICABLE FOR PF SETTLEMENT ONLY)\nve SIG N41\n\nMEMBER SIGNATURE AND DATE\n\nCERTIFIED THAT THE APPLICATION HAS BEEN SIGNED BY THE MEMBER IN MY PRESENCE AFTER HE/SHE HAD\nREAD THE CONTENT / THE CONTENT HAD BEEN EXPLAINED TO HIM / HER BY ME AND THAT THE\nINFORMATION GIVEN IN THE APPLICATION FORM |S CORRECT\n\nDATE:- : yA\nye\"\nEMPLOYER'S SIGNATURE\n\nDESIGNATION & SEAL OF EMPLOYER\n(OPTIANAL FOR FINAL PF SETTLEMENT)\n\nENCLOSURES: WV SELF ATTESTED AADHAR CARD & PANCARD\n2 cory OF CANCELLED CHEQUE / SELF ATTESTED COPY OF 15\u00b0 PAGE OF PASS BOOK.\n\f"}, {"text": " \n\nHINDALCO INDUSTRIES LIMITED\nHIRAKUD\n\nPAYMENT ORDER\n\nPayto Simanchal Khatai\nCash Vr.No.\n\n \n\nEmp.No/S.Code No. _ ~\nby Cash/Cheque/D.D./Transfer the sum of Rs.2,00,000.00 apvrno,lOlY% 3s\nRupees Two Lakh only\n\n \n\nDetails of Payment Amount (Rs)\n\n \n\nns . 2,00,000\n\n \n\n \n\n \n\n \n\n \n\n \n\n2,00,000.\nPrepared by Recommeded by Endorsed by Authorised By Approved by\n\n9 \u2019\nner (wy\nDate Dept. Head Plant Head -F&A Head - Sambalpur Cluster\nPayment made on Charge\noem ra\n\n(b) By Cheque ner 2] 2G ~ 2> 7 + DA SHO-KLB (321)\n\nState Bank of india, Burla\nState Bank of India, Hirakud\nPunjab National Bank, Sambalpur [PNB-1]\n\n \n\n \n\n \n\n \n\n \n\nUuCcO Hirakud\n\n \n\nUCO\u2019Bank, Sambalpur\n{DBI , Sambalpur (IDBI -1)\nIDB! , Sambalpur (IDBI -2)\n\nReceived Payment Charge Account Checked by\nSignature\n\n \n\n \n\n \n\n \n\n \n\n \n\f"}], "pipeline_tag": "text-classification", "inference": true, "base_model": "BAAI/bge-small-en-v1.5", "model-index": [{"name": "SetFit with BAAI/bge-small-en-v1.5", "results": [{"task": {"type": "text-classification", "name": "Text Classification"}, "dataset": {"name": "Unknown", "type": "unknown", "split": "test"}, "metrics": [{"type": "accuracy", "value": 1.0, "name": "Accuracy"}]}]}]}
setfit safetensors bert sentence-transformers text-classification generated_from_setfit_trainer arxiv:2209.11055 base_model:BAAI/bge-small-en-v1.5 model-index region:us