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Varun1010
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all-MiniLM-L6-v2-polaris-new-distilled

Text Classification
setfit
Safetensors
sentence-transformers
bert
generated_from_setfit_trainer
Eval Results
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SetFit with sentence-transformers/paraphrase-MiniLM-L3-v2

This is a SetFit model that can be used for Text Classification. This SetFit model uses sentence-transformers/paraphrase-MiniLM-L3-v2 as the Sentence Transformer embedding model. A LogisticRegression instance is used for classification.

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

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

Model Details

Model Description

Model Sources

Model Labels

Label Examples
13
  • 'Tiong Bahru Plaza, DDC L14-1, AHU 14-1 TRIP ALARM'
  • 'Tiong Bahru Plaza, DDC-L1-1, AHU-L1-01 trip alarm'
  • 'Tiong Bahru Plaza, DDC-B1-5, AHU-B1-2-Trip'
4
  • 'Tiong Bahru Plaza, DDC L12, AHU 10-1 FLOW'
  • 'Tiong Bahru Plaza, DDC-L6, AHU 4-1 Flow'
  • 'Tiong Bahru Plaza, DDC L14-1, AHU 12-1 Flow (Units: Pa)'
8
  • 'Tiong Bahru Plaza, DDC-L6, AHU 5-3 OCT (Units: °C)'
  • 'Tiong Bahru Plaza, DDC-L2-8, PAU-L2-03 supply air temperature (Units: °C)'
  • 'Tiong Bahru Plaza, DDC-L20, AHU 20-1 OCT (Units: °C)'
16
  • 'Tiong Bahru Plaza, VAV 19-14, Discharge Air Temperature (Units: °C)'
  • 'Tiong Bahru Plaza, VAV 19-2, Discharge Air Temperature (Units: °C)'
  • 'Tiong Bahru Plaza, VAV 19-17, Discharge Air Temperature (Units: °C)'
2
  • 'Tiong Bahru Plaza, DDC-9-1, AHU 7-1 FAD Feedback'
  • 'Tiong Bahru Plaza, DDC-L1-1, AHU-L1-01 FAD feedback'
  • 'Tiong Bahru Plaza, DDC L12, AHU 10-1 FAD Feedback'
9
  • 'Tiong Bahru Plaza, DDC-L3-2, AHU-6-2A VSD feedback'
  • 'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A VSD feedback'
  • 'Tiong Bahru Plaza, DDC-L1-5, PAU-L1-06 VSD feedback'
6
  • 'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-04 modulating valve feedback'
  • 'Tiong Bahru Plaza, DDC-L1-3, AHU-L2-02 modulating valve feedback'
  • 'Tiong Bahru Plaza, DDC-L2-2, AHU-L2-05 modulating valve feedback'
21
  • 'Tiong Bahru Plaza, VAV 19-6, Active Setpoint (Units: °C).1'
  • 'Tiong Bahru Plaza, VAV 19-12, Active Setpoint (Units: °C)'
  • 'Tiong Bahru Plaza, VAV 18-17, Active Setpoint (Units: °C)'
10
  • 'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 Start/Stop Control'
  • 'Tiong Bahru Plaza, DDC L14-1, AHU12-1 Start/Stop'
  • 'Tiong Bahru Plaza, DDC-9-1, AHU 8-1 Start/Stop Control'
35
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CWS Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CHWS Temperature'
7
  • 'Tiong Bahru Plaza, DDC-L3-3, AHU-L3-1 returm air temperature (Units: °C)'
  • 'Tiong Bahru Plaza, DDC-B1-6, AHU-B1-1 Return Temperature (Units: °C)'
  • 'Tiong Bahru Plaza, DDC-L2-5, AHU-L2-03 returm air temperature (Units: °C)'
1
  • 'Tiong Bahru Plaza, DDC B1-4, PAU-B1-1 Static pressure'
  • 'Tiong Bahru Plaza, DDC-L3-2, PAU-L3-01 static pressure (Units: Pa)'
  • 'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 Static pressure (Units: Pa)'
26
  • 'Tiong Bahru Plaza, MB-T2-1, Active Power kW'
  • 'Tiong Bahru Plaza, MB-1-S2, Active Power kW'
  • 'Tiong Bahru Plaza, MB-4-S1, Active Power kW'
34
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CWR Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 3 CHWR Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CHWR Temperature'
18
  • 'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %)'
  • 'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %).1'
  • 'Tiong Bahru Plaza, DDC_L4-3, Outdoor humidity (Units: %).2'
0
  • 'Tiong Bahru Plaza, DDC-L20, Co2 Level 18'
  • 'Tiong Bahru Plaza, DDC L14-1, AHU 13-1 CO2 Reading (Units: ppm).1'
  • 'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A CO2 sensor reading (Units: ppm)'
17
  • 'Tiong Bahru Plaza, DDC-L1-1, PAU-L1-01 switch mode'
  • 'Tiong Bahru Plaza, DDC B1-3, Pau-B1-02-Switch Mode'
  • 'Tiong Bahru Plaza, DDC-L2-5, PAU-L2-04 switch mode'
14
  • 'Tiong Bahru Plaza, VAV 19-7, Space Temperature (Units: °C)'
  • 'Tiong Bahru Plaza, VAV 19-12, Space Temperature (Units: °C)'
  • 'Tiong Bahru Plaza, VAV 19-5, Space Temperature (Units: °C)'
11
  • 'Tiong Bahru Plaza, DDC-L1-1, AHU-L1-01 on/off status'
  • 'Tiong Bahru Plaza, DDC L14-1, AHU 15-1 ON/OFF STATUS'
  • 'Tiong Bahru Plaza, DDC-9-1, AHU 8-1 On/Off Status'
41
  • 'Tiong Bahru Plaza, VAV 19-14, Air Valve Position (Units: %)'
  • 'Tiong Bahru Plaza, VAV 19-6, Air Valve Position (Units: %).1'
  • 'Tiong Bahru Plaza, VAV 19-21, Air Valve Position (Units: %)'
5
  • 'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-05 valve control (Units: %)'
  • 'Tiong Bahru Plaza, DDC L12, AHU 10-1 VALVE CONTROL (Units: %)'
  • 'Tiong Bahru Plaza, DDC-L1-3, AHU-L2-02 valve control (Units: %)'
20
  • 'Tiong Bahru Plaza, VAV 19-19, Air Flow Setpoint Active (Units: m3/h)'
  • 'Tiong Bahru Plaza, VAV-19-A, Air Flow Setpoint Active (Units: m3/h)'
  • 'Tiong Bahru Plaza, VAV 19-4, Air Flow Setpoint Active (Units: m3/h)'
37
  • 'Tiong Bahru Plaza, UC800_101001_Chiller_1, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'
  • 'Tiong Bahru Plaza, UC800_3, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'
  • 'Tiong Bahru Plaza, UC800_102002_Chiller_2, Evaporator Refrigerant Pressure - Circuit 1 (Units: Pa)'
31
  • 'Tiong Bahru Plaza, UC800_102004, Cond Water Flow'
  • 'Tiong Bahru Plaza, UC800_102004, Condenser Water Flow'
  • 'Tiong Bahru Plaza, UC800_102005, Condenser Water Flow'
3
  • 'Tiong Bahru Plaza, DDC-L1-5, AHU-L3-04A FAD control'
  • 'Tiong Bahru Plaza, DDC-L6, AHU 4-1 FAD Control'
  • 'Tiong Bahru Plaza, DDC-L17, AHU 16-1 FAD Control (Units: %)'
15
  • 'Tiong Bahru Plaza, VAV 19-2, Discharge Air Flow (Units: m3/h)'
  • 'Tiong Bahru Plaza, VAV 19-16, Discharge Air Flow (Units: m3/h)'
  • 'Tiong Bahru Plaza, VAV 19-12, Discharge Air Flow (Units: m3/h)'
36
  • 'Tiong Bahru Plaza, UC800_102002_Chiller_2, Entering Condenser Water (Units: °C)'
  • 'Tiong Bahru Plaza, UC800_101001_Chiller_1, Entering Condenser Water (Units: °C)'
  • 'Tiong Bahru Plaza, UC800_3, Entering Condenser Water (Units: °C)'
12
  • 'Tiong Bahru Plaza, DDC-L20, PAHU TR-1(R-1) SMOKE ALARM'
  • 'Tiong Bahru Plaza, DDC-L1-4, PAU-L1-03 smoke alarm'
  • 'Tiong Bahru Plaza, DDC-L1-3, AHU-L1-02 smoke alarm'
30
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Head CWR Temp'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWR Temp'
19
  • 'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C).2'
  • 'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C)'
  • 'Tiong Bahru Plaza, DDC_L4-3, Outdoor temperature (Units: °C).1'
24
  • 'Tiong Bahru Plaza, DDC-L3-3, AHU-L3-1 VSD Const'
  • 'Tiong Bahru Plaza, DDC L2-4, AHU L2-04 VSD control'
  • 'Tiong Bahru Plaza, DDC-L6, AHU 4-1 VSD Control (Units: %)'
28
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWR Temp'
27
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Chiller 4 CHW Flowrate'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHW Flowrate'
  • 'Tiong Bahru Plaza, UC800_102002_Chiller_2, Chilled Water Flow'
33
  • 'Tiong Bahru Plaza, UC800_3, Condenser Saturated Refrigerant Temperature Circuit 1 (Units: °C)'
  • 'Tiong Bahru Plaza, UC800_102002_Chiller_2, Condenser Saturated Refrigerant Temperature Circuit 1 (Units: °C)'
  • 'Tiong Bahru Plaza, UC800_101001_Chiller_1, Evaporator Saturated Refrigerant Temperature - Circuit 1 (Units: °C)'
25
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temp'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temperature'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CHWS Temperature'
39
  • ' Chiller SC:Header Differential Pressure'
23
  • 'Tiong Bahru Plaza, DDC-L20, PAHU TR-1 TEMPERATURE (Units: °C)'
38
  • 'Wet Bulb Temperature'
32
  • 'Tiong Bahru Plaza, UC800_3, Operating Mode'
  • 'Tiong Bahru Plaza, UC800_101001_Chiller_1, Operating Mode'
  • 'Tiong Bahru Plaza, UC800_102002_Chiller_2, Operating Mode'
29
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Head CWS Temp'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temp'
  • 'Tiong Bahru Plaza, SC-10, Chiller SC, Header CWS Temperature'
22
  • 'Tiong Bahru Plaza, DDC B1-3, Pau-B1-02-DP Sensor'
40
  • 'Tiong Bahru Plaza, UC800_102005, Cond Entering Water Temp (Units: °C)'
  • 'Tiong Bahru Plaza, UC800_102004, Cond Leaving Water Temp (Units: °C)'
  • 'Tiong Bahru Plaza, UC800_102004, Cond Leaving Water Temp (Units: °C)'

Evaluation

Metrics

Label Accuracy
all 0.8020

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("Varun1010/all-MiniLM-L6-v2-polaris-new-distilled")
# Run inference
preds = model("Tiong Bahru Plaza, DDC-L20, AHU 20-1 VSD CONTROL")

Training Details

Training Set Metrics

Training set Min Median Max
Word count 6 8.8589 14
Label Training Sample Count
0 10
1 10
2 10
3 10
4 10
5 10
6 10
7 10
8 10
9 10
10 10
11 10
12 10
13 10
14 10
15 10
16 10
17 10
18 3
19 3
20 10
21 10
22 1
23 1
24 10
25 4
26 10
27 8
28 4
29 3
30 3
31 4
32 4
33 6
34 6
35 5
36 3
37 3
38 1
39 1
40 3
41 10

Training Hyperparameters

  • batch_size: (16, 16)
  • num_epochs: (1, 16)
  • max_steps: 500
  • 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
0.0008 1 0.1765 -
0.0376 50 0.1212 -
0.0752 100 0.0674 -
0.1129 150 0.0589 -
0.1505 200 0.039 -
0.1881 250 0.0326 -
0.2257 300 0.0365 -
0.2634 350 0.0192 -
0.3010 400 0.0254 -
0.3386 450 0.0166 -
0.3762 500 0.0139 -
0.4138 550 0.0161 -
0.4515 600 0.0116 -
0.4891 650 0.0179 -
0.5267 700 0.0184 -
0.5643 750 0.0141 -
0.6020 800 0.0159 -
0.6396 850 0.0253 -
0.6772 900 0.0064 -
0.7148 950 0.0173 -
0.7524 1000 0.0172 -
0.7901 1050 0.0108 -
0.8277 1100 0.0055 -
0.8653 1150 0.0211 -
0.9029 1200 0.0053 -
0.9406 1250 0.0175 -
0.9782 1300 0.0112 -
1.0158 1350 0.005 -
1.0534 1400 0.0046 -
1.0910 1450 0.0072 -
1.1287 1500 0.0144 -
1.1663 1550 0.0284 -
1.2039 1600 0.0039 -
1.2415 1650 0.0157 -
1.2792 1700 0.014 -
1.3168 1750 0.0082 -
1.3544 1800 0.0029 -
1.3920 1850 0.0099 -
1.4296 1900 0.0037 -
1.4673 1950 0.0097 -
1.5049 2000 0.0064 -
1.5425 2050 0.0037 -
1.5801 2100 0.0042 -
1.6178 2150 0.0167 -
1.6554 2200 0.0062 -
1.6930 2250 0.0057 -
1.7306 2300 0.0072 -
1.7682 2350 0.017 -
1.8059 2400 0.0175 -
1.8435 2450 0.0067 -
1.8811 2500 0.0162 -
1.9187 2550 0.0058 -
1.9564 2600 0.0019 -
1.9940 2650 0.0171 -
2.0316 2700 0.0072 -
2.0692 2750 0.0034 -
2.1068 2800 0.0032 -
2.1445 2850 0.0054 -
2.1821 2900 0.0025 -
2.2197 2950 0.0047 -
2.2573 3000 0.0026 -
2.2950 3050 0.002 -
2.3326 3100 0.0043 -
2.3702 3150 0.0022 -
2.4078 3200 0.0036 -
2.4454 3250 0.0023 -
2.4831 3300 0.0018 -
2.5207 3350 0.0021 -
2.5583 3400 0.0026 -
2.5959 3450 0.003 -
2.6336 3500 0.0028 -
2.6712 3550 0.0025 -
2.7088 3600 0.0026 -
2.7464 3650 0.0018 -
2.7840 3700 0.0021 -
2.8217 3750 0.0107 -
2.8593 3800 0.0024 -
2.8969 3850 0.0022 -
2.9345 3900 0.0027 -
2.9722 3950 0.0023 -
3.0098 4000 0.0015 -
3.0474 4050 0.0035 -
3.0850 4100 0.0013 -
3.1226 4150 0.0014 -
3.1603 4200 0.0013 -
3.1979 4250 0.0015 -
3.2355 4300 0.0014 -
3.2731 4350 0.0022 -
3.3108 4400 0.0012 -
3.3484 4450 0.0018 -
3.3860 4500 0.0027 -
3.4236 4550 0.0014 -
3.4612 4600 0.001 -
3.4989 4650 0.0013 -
3.5365 4700 0.0013 -
3.5741 4750 0.0014 -
3.6117 4800 0.001 -
3.6494 4850 0.0012 -
3.6870 4900 0.0053 -
3.7246 4950 0.0025 -
3.7622 5000 0.0011 -
3.7998 5050 0.0013 -
3.8375 5100 0.0019 -
3.8751 5150 0.0012 -
3.9127 5200 0.0011 -
3.9503 5250 0.0013 -
3.9880 5300 0.0017 -
4.0256 5350 0.0013 -
4.0632 5400 0.0069 -
4.1008 5450 0.0009 -
4.1384 5500 0.0022 -
4.1761 5550 0.0013 -
4.2137 5600 0.0009 -
4.2513 5650 0.0011 -
4.2889 5700 0.0013 -
4.3266 5750 0.0014 -
4.3642 5800 0.0012 -
4.4018 5850 0.0014 -
4.4394 5900 0.0039 -
4.4771 5950 0.0011 -
4.5147 6000 0.0011 -
4.5523 6050 0.0012 -
4.5899 6100 0.0011 -
4.6275 6150 0.0024 -
4.6652 6200 0.0024 -
4.7028 6250 0.0039 -
4.7404 6300 0.0029 -
4.7780 6350 0.0015 -
4.8157 6400 0.0013 -
4.8533 6450 0.0007 -
4.8909 6500 0.0008 -
4.9285 6550 0.001 -
4.9661 6600 0.0012 -
0.0020 1 0.8538 -
0.0998 50 0.429 -
0.1996 100 0.0025 -
0.2994 150 0.0015 -
0.3992 200 0.0007 -
0.4990 250 0.0005 -
0.5988 300 0.0004 -
0.6986 350 0.0003 -
0.7984 400 0.0003 -
0.8982 450 0.0004 -
0.9980 500 0.0003 -

Framework Versions

  • Python: 3.10.12
  • SetFit: 1.0.3
  • Sentence Transformers: 2.6.1
  • Transformers: 4.38.2
  • PyTorch: 2.2.1+cu121
  • Datasets: 2.18.0
  • Tokenizers: 0.15.2

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}
}
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Evaluation results

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