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yosefw
/
colbert-ettin-17m

Sentence Similarity
TensorBoard
Safetensors
sentence-transformers
PyLate
modernbert
ColBERT
feature-extraction
Generated from Trainer
dataset_size:972246
loss:Contrastive
Eval Results
text-embeddings-inference
Model card Files
xet
Metrics Community
yosefw commited on
Commit
eaaa079
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1 Parent(s): b211289

Add new SentenceTransformer model

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Files changed (3) hide show
  1. 1_Dense/model.safetensors +1 -1
  2. README.md +46 -44
  3. model.safetensors +1 -1
1_Dense/model.safetensors CHANGED
@@ -1,3 +1,3 @@
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  version https://git-lfs.github.com/spec/v1
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  size 131160
README.md CHANGED
@@ -6,7 +6,7 @@ tags:
6
  - sentence-similarity
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  - feature-extraction
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  - generated_from_trainer
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- - dataset_size:850000
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  - loss:Contrastive
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  base_model: jhu-clsp/ettin-encoder-17m
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  pipeline_tag: sentence-similarity
@@ -24,7 +24,7 @@ model-index:
24
  type: unknown
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  metrics:
26
  - type: accuracy
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- value: 0.7892000079154968
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  name: Accuracy
29
  ---
30
 
@@ -216,9 +216,9 @@ You can finetune this model on your own dataset.
216
 
217
  * Evaluated with <code>pylate.evaluation.colbert_triplet.ColBERTTripletEvaluator</code>
218
 
219
- | Metric | Value |
220
- |:-------------|:-----------|
221
- | **accuracy** | **0.7892** |
222
 
223
  <!--
224
  ## Bias, Risks and Limitations
@@ -239,19 +239,19 @@ You can finetune this model on your own dataset.
239
  #### Unnamed Dataset
240
 
241
 
242
- * Size: 850,000 training samples
243
  * Columns: <code>query</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, and <code>negative_3</code>
244
  * Approximate statistics based on the first 1000 samples:
245
  | | query | positive | negative_1 | negative_2 | negative_3 |
246
  |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
247
  | type | string | string | string | string | string |
248
- | details | <ul><li>min: 6 tokens</li><li>mean: 10.39 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 18 tokens</li><li>mean: 31.91 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 24 tokens</li><li>mean: 31.95 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 21 tokens</li><li>mean: 31.95 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 14 tokens</li><li>mean: 31.96 tokens</li><li>max: 32 tokens</li></ul> |
249
  * Samples:
250
- | query | positive | negative_1 | negative_2 | negative_3 |
251
- |:----------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
252
- | <code>are freight charges taxable in arizona</code> | <code>Shipping is Not Taxable if Separately Stated These states say shipping charges are not taxable if you show the charge separately from the selling price of the item. They are taxable if you include the charge as part of the price of the item. 1 Alabama. 2 Arizona.</code> | <code>They have nexus in Arizona, and the merchandise ships from California via a 3rd party shipper. The invoice states a merchandise cost and a freight/handling cost in two separate boxes. But they are charging sales tax on the sum of the merchandise plus the freight/handling cost.</code> | <code>Tax on freight generally follows the transaction the freight relates to. If the goods you sell are exempt and you charge your customer for freight or delivery charges or handling charges, then these charges are exempt.</code> | <code>1 Freight is by common carrier-you should not use your own truck. 2 To do so indicates shipping is a necessary part of the sales transaction and this makes the freight taxable in many states; 3 Show charges for freight separate from everything else-Do not mark it up and do not combine handling charges with freight charges.</code> |
253
- | <code>are freight charges taxable in arizona</code> | <code>Shipping is Not Taxable if Separately Stated These states say shipping charges are not taxable if you show the charge separately from the selling price of the item. They are taxable if you include the charge as part of the price of the item. 1 Alabama. 2 Arizona.</code> | <code>From the Arizona Department of Revenue website: When included in the retail sales price, a shipping charge from the manufacturer or wholesaler to the retailer is considered a cost of doing business and is included in the taxable proceeds from the sale.</code> | <code>1 Show charges for freight separate from everything else-Do not mark it up and do not combine handling charges with freight charges. 2 Most states charge tax on handling charges, so combining them with freight charges (e.g. S&H) will make both taxable.</code> | <code>Summary of Sales Tax on Shipping in Arizona. Many states are confusing on shipping or even simply don’t take into account, making you play guessing games. Arizona, though, is nice and straightforward. If the shipping costs are separately stated on the invoice, you shouldn’t have to collect.</code> |
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- | <code>average gas price oahu</code> | <code>HONOLULU (HawaiiNewsNow) -. Even though gas prices have sunk below $3 at some locations on Oahu for the first time in seven years, the average gas price in Hawaii is still the highest in the country. Hawaii News Now found the lowest-priced gas at Costco in Iwilei Friday, at $2.99 a gallon.ven though gas prices have sunk below $3 at some locations on Oahu for the first time in seven years, the average gas price in Hawaii is still the highest in the country.</code> | <code>Even though gas prices have sunk below $3 at some locations on Oahu for the first time in seven years, the average gas price in Hawaii is still the highest in the country.Hawaii News Now found the lowest-priced gas at Costco in Iwilei Friday, at $2.99 a gallon.ven though gas prices have sunk below $3 at some locations on Oahu for the first time in seven years, the average gas price in Hawaii is still the highest in the country.</code> | <code>yesterday. $2.73update. There are 48 Regular gas price reports in the past 5 days in Honolulu, HI. The average Regular gas price in Honolulu, HI is $2.72, which is $0.07 lower than U.S. national average Regular gas price $2.79.The lowest Regular gas price is $2.43 of CGES located at 400 Sand Island Pkwy, Honolulu, HI 96819.2.73update. There are 48 Regular gas price reports in the past 5 days in Honolulu, HI. The average Regular gas price in Honolulu, HI is $2.72, which is $0.07 lower than U.S. national average Regular gas price $2.79. The lowest Regular gas price is $2.43 of CGES located at 400 Sand Island Pkwy, Honolulu, HI 96819.</code> | <code>Diesel Fuel Prices: The national average price for diesel in September 2015 was $2.521 per gallon which was a decrease of $1.250 (33.1%) from the same month a year ago, and a decrease of 12.4 cents (4.7%) from August 2015.asoline Consumption: Hawaii’s statewide consumption for gasoline in July 2015, as measured by the gasoline tax base, was 39.6 million gallons, which increased 1.0 million gallons (2.5%) from the same month a year ago.</code> |
255
  * Loss: <code>pylate.losses.contrastive.Contrastive</code>
256
 
257
  ### Evaluation Dataset
@@ -262,29 +262,30 @@ You can finetune this model on your own dataset.
262
  * Size: 20,000 evaluation samples
263
  * Columns: <code>query</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, and <code>negative_3</code>
264
  * Approximate statistics based on the first 1000 samples:
265
- | | query | positive | negative_1 | negative_2 | negative_3 |
266
- |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
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- | type | string | string | string | string | string |
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- | details | <ul><li>min: 6 tokens</li><li>mean: 10.12 tokens</li><li>max: 24 tokens</li></ul> | <ul><li>min: 25 tokens</li><li>mean: 31.98 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 24 tokens</li><li>mean: 31.94 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 20 tokens</li><li>mean: 31.93 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 18 tokens</li><li>mean: 31.95 tokens</li><li>max: 32 tokens</li></ul> |
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  * Samples:
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- | query | positive | negative_1 | negative_2 | negative_3 |
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- |:------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
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- | <code>heart specialists in ridgeland ms</code> | <code>Dr. George Reynolds Jr, MD is a cardiology specialist in Ridgeland, MS and has been practicing for 35 years. He graduated from Vanderbilt University School Of Medicine in 1977 and specializes in cardiology and internal medicine.</code> | <code>Dr. James Kramer is a Internist in Ridgeland, MS. Find Dr. Kramer's phone number, address and more.</code> | <code>General internal medicine physicians, or internists, are primary-care doctors who perform physical exams and treat a wide spectrum of common illnesses in adult men and women. One of every four physicians in the U.S. is an internist, many of whom are certified in one of 19 subspecialties, including cardiology, infectious disease and medical oncology.</code> | <code>Chronic Pulmonary Heart Diseases (incl. Pulmonary Hypertension) Coarctation of the Aorta; Congenital Aortic Valve Disorders; Congenital Heart Defects; Congenital Heart Disease; Congestive Heart Failure; Coronary Artery Disease (CAD) Endocarditis; Heart Attack (Acute Myocardial Infarction) Heart Disease; Heart Murmur; Heart Palpitations; Hyperlipidemia; Hypertension</code> |
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- | <code>heart specialists in ridgeland ms</code> | <code>Dr. George Reynolds Jr, MD is a cardiology specialist in Ridgeland, MS and has been practicing for 35 years. He graduated from Vanderbilt University School Of Medicine in 1977 and specializes in cardiology and internal medicine.</code> | <code>Dr. James Kramer is an internist in Ridgeland, Mississippi. He received his medical degree from Loma Linda University School of Medicine and has been in practice for more than 20 years. Dr. James Kramer's Details</code> | <code>Congenital Heart Defects; Congenital Heart Disease; Congestive Heart Failure; Coronary Artery Disease (CAD) Endocarditis; Heart Attack (Acute Myocardial Infarction) Heart Disease; Heart Murmur; Heart Palpitations; Hyperlipidemia; Hypertension; Hypertensive Chronic Kidney Disease; Hypertensive Heart and Chronic Kidney Disease; Hypertensive Heart Disease; Hypotension</code> | <code>Aneurysm and Dissection of Heart; Aneurysm of Heart; Angina and Acute Coronary Syndrome; Aortic Aneurysm; Aortic Dissection; Aortic Ectasia; Aortic Stenosis; Aortic Valve Disease; Aortic Valve Regurgitation; Arrhythmias; Atrial Fibrillation; Atrial Flutter; Autonomic Disorders; Benign Tumor; Cardiomegaly; Cardiomyopathy; Carotid Artery Disease; Chest Pain</code> |
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- | <code>does baytril otic require a prescription</code> | <code>Baytril Otic Ear Drops-Enrofloxacin/Silver Sulfadiazine-Prices & Information. A prescription is required for this item. A prescription is required for this item. Brand medication is not available at this time.</code> | <code>RX required for this item. Click here for our full Prescription Policy and Form. Baytril Otic (enrofloxacin/silver sulfadiazine) Emulsion from Bayer is the first fluoroquinolone approved by the Food and Drug Administration for the topical treatment of canine otitis externa.</code> | <code>Baytril Otic is indicated as a treatment for canine otitis externa (ear infection) complicated by certain bacterial and fungal organisms. Baytril Otic is an emulsion containing 5 mg enrofloxacin and 10 mg silver sulfadiazine per ml. Baytril Otic Drops are administered into the outer ear. As a general guide, dogs weighing 35 lbs. or less are given 5-10 drops per treatment; dogs over 35 lbs. are given 10-15 drops per treatment. Following treatment, gently massage the ear to ensure distribution. May be applied twice daily for up to 14 days, or as indicated. Enrofloxacin and silver sulfadiazine.</code> | <code>Baytril for dogs is an antibiotic often prescribed for bacterial infections, particularly those involving the ears. Ear infections are rare in many animals, but quite common in dogs. This is particularly true for dogs with long droopy ears, where it will stay very warm and moist.</code> |
275
  * Loss: <code>pylate.losses.contrastive.Contrastive</code>
276
 
277
  ### Training Hyperparameters
278
  #### Non-Default Hyperparameters
279
 
280
  - `eval_strategy`: epoch
281
- - `per_device_train_batch_size`: 32
282
- - `per_device_eval_batch_size`: 32
283
- - `learning_rate`: 2e-05
284
  - `num_train_epochs`: 4
285
  - `lr_scheduler_type`: cosine
286
  - `warmup_ratio`: 0.05
287
  - `fp16`: True
 
288
  - `push_to_hub`: True
289
 
290
  #### All Hyperparameters
@@ -294,14 +295,14 @@ You can finetune this model on your own dataset.
294
  - `do_predict`: False
295
  - `eval_strategy`: epoch
296
  - `prediction_loss_only`: True
297
- - `per_device_train_batch_size`: 32
298
- - `per_device_eval_batch_size`: 32
299
  - `per_gpu_train_batch_size`: None
300
  - `per_gpu_eval_batch_size`: None
301
  - `gradient_accumulation_steps`: 1
302
  - `eval_accumulation_steps`: None
303
  - `torch_empty_cache_steps`: None
304
- - `learning_rate`: 2e-05
305
  - `weight_decay`: 0.0
306
  - `adam_beta1`: 0.9
307
  - `adam_beta2`: 0.999
@@ -347,7 +348,7 @@ You can finetune this model on your own dataset.
347
  - `disable_tqdm`: False
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  - `remove_unused_columns`: True
349
  - `label_names`: None
350
- - `load_best_model_at_end`: False
351
  - `ignore_data_skip`: False
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  - `fsdp`: []
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  - `fsdp_min_num_params`: 0
@@ -409,22 +410,23 @@ You can finetune this model on your own dataset.
409
  </details>
410
 
411
  ### Training Logs
412
- | Epoch | Step | Training Loss | Validation Loss | accuracy |
413
- |:-----:|:------:|:-------------:|:---------------:|:--------:|
414
- | 1.0 | 26563 | 1.1462 | - | - |
415
- | 0 | 0 | - | - | 0.8005 |
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- | 1.0 | 26563 | - | 0.9766 | - |
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- | 2.0 | 53126 | 0.7825 | - | - |
418
- | 0 | 0 | - | - | 0.8016 |
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- | 2.0 | 53126 | - | 1.0002 | - |
420
- | 3.0 | 79689 | 0.5814 | - | - |
421
- | 0 | 0 | - | - | 0.7923 |
422
- | 3.0 | 79689 | - | 1.0741 | - |
423
- | 4.0 | 106252 | 0.4569 | - | - |
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- | 0 | 0 | - | - | 0.7892 |
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- | 4.0 | 106252 | - | 1.1220 | - |
426
- | 0 | 0 | - | - | 0.7892 |
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-
 
428
 
429
  ### Framework Versions
430
  - Python: 3.11.11
 
6
  - sentence-similarity
7
  - feature-extraction
8
  - generated_from_trainer
9
+ - dataset_size:972246
10
  - loss:Contrastive
11
  base_model: jhu-clsp/ettin-encoder-17m
12
  pipeline_tag: sentence-similarity
 
24
  type: unknown
25
  metrics:
26
  - type: accuracy
27
+ value: 0.7980000376701355
28
  name: Accuracy
29
  ---
30
 
 
216
 
217
  * Evaluated with <code>pylate.evaluation.colbert_triplet.ColBERTTripletEvaluator</code>
218
 
219
+ | Metric | Value |
220
+ |:-------------|:----------|
221
+ | **accuracy** | **0.798** |
222
 
223
  <!--
224
  ## Bias, Risks and Limitations
 
239
  #### Unnamed Dataset
240
 
241
 
242
+ * Size: 972,246 training samples
243
  * Columns: <code>query</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, and <code>negative_3</code>
244
  * Approximate statistics based on the first 1000 samples:
245
  | | query | positive | negative_1 | negative_2 | negative_3 |
246
  |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
247
  | type | string | string | string | string | string |
248
+ | details | <ul><li>min: 5 tokens</li><li>mean: 10.04 tokens</li><li>max: 22 tokens</li></ul> | <ul><li>min: 21 tokens</li><li>mean: 31.92 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 31.92 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 31.92 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 22 tokens</li><li>mean: 31.94 tokens</li><li>max: 32 tokens</li></ul> |
249
  * Samples:
250
+ | query | positive | negative_1 | negative_2 | negative_3 |
251
+ |:-----------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
252
+ | <code>what diseases does sugar cause</code> | <code>Eating too much sugar raises your risk for gaining weight and the health problems that are associated with being overweight. You are more likely to suffer diabetes, heart disease, high blood pressure, cancer and many other health conditions when you indulge your sweet tooth too often.Table sugar isn’t the only culprit when it comes to sugar.ou are more likely to suffer diabetes, heart disease, high blood pressure, cancer and many other health conditions when you indulge your sweet tooth too often. Table sugar isn’t the only culprit when it comes to sugar.</code> | <code>Sugar and Heart Disease. Lately, we’ve seen epidemiological data suggesting that increased intake of sugar-sweetened beverages increases the risk for metabolic syndrome, type 2 diabetes, coronary heart disease, and stroke (5).ugar and Heart Disease. Lately, we’ve seen epidemiological data suggesting that increased intake of sugar-sweetened beverages increases the risk for metabolic syndrome, type 2 diabetes, coronary heart disease, and stroke (5).</code> | <code>High intake of sugar and refined carbohydrates is associated with increased risk of diabetes, metabolic syndrome, non-alcoholic fatty liver disease, lipid disorders and high blood pressure.ugar and Heart Disease. Lately, we’ve seen epidemiological data suggesting that increased intake of sugar-sweetened beverages increases the risk for metabolic syndrome, type 2 diabetes, coronary heart disease, and stroke (5).</code> | <code>Sugar Disease is a problem that manifests in different ways in different individuals, of different ages and of different genetic susceptibility-but its three cardinal forms are:he glycemic index: key to diet for Sugar Disease. Some have proposed that persons with variants of Sugar Disease follow a diet that rigidly excludes carbohydrates, concentrating instead on meat and vegetables. In my opinion this is rarely necessary and results in dietary imbalances.</code> |
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+ | <code>what diseases does sugar cause</code> | <code>Eating too much sugar raises your risk for gaining weight and the health problems that are associated with being overweight. You are more likely to suffer diabetes, heart disease, high blood pressure, cancer and many other health conditions when you indulge your sweet tooth too often.Table sugar isn’t the only culprit when it comes to sugar.ou are more likely to suffer diabetes, heart disease, high blood pressure, cancer and many other health conditions when you indulge your sweet tooth too often. Table sugar isn’t the only culprit when it comes to sugar.</code> | <code>Another mechanism whereby sugar consumption may increase the risk of cardiovascular disease is through its effects on blood pressure. It is well known that high blood pressure increases the risk for cardiovascular disease.ugar and Heart Disease. Lately, we’ve seen epidemiological data suggesting that increased intake of sugar-sweetened beverages increases the risk for metabolic syndrome, type 2 diabetes, coronary heart disease, and stroke (5).</code> | <code>The term Sugar Disease is a convenient catch-all for a host of modern conditions that result from an unbridled intake of sugar or refined carbohydrates coupled with a sedentary lifestyle.he glycemic index: key to diet for Sugar Disease. Some have proposed that persons with variants of Sugar Disease follow a diet that rigidly excludes carbohydrates, concentrating instead on meat and vegetables. In my opinion this is rarely necessary and results in dietary imbalances.</code> | <code>Brown sugar is just sucrose with molasses – same basic composition. Glucose, or blood sugar, is the sugar that circulates in your blood. Fructose, or fruit sugar, is found in plants and honey. It’s the fructose in sugar that causes the problem, as you will see.That doesn’t mean you shouldn’t eat whole fruit; whole fruit contains fiber that slows digestion.It does mean that fruit juice poses a danger.t’s not a fact that sugar causes cancer, and Lustig does not become an absolute authority by virtue of his lecture going viral. It’s not the way medical science works, or should work: web virality implies popularity, not truth.</code> |
254
+ | <code>average cost per square foot to build a house</code> | <code>Generally, turnkey costs will start at around $70 a square foot for a starter home in ideal conditions. An average level of finish will be more like $90-100. At $110-120 we are building a custom finish.</code> | <code>Home prices of $55, $66, $72, $80, $84, $92, $110, $118, and $328 per square foot combine to produce an average of $112 per square foot, which is probably a reasonable figure for many areas of the country. However, the difference between the lowest figure and the highest is very substantial.</code> | <code>An average commercial steel building costs between $16 and $20 per square foot, including building package (I-Beams, purlins, girts etc.) , delivery, foundation and the cost of construction.</code> | <code>At first glance, the average home building cost per square foot seems extremely high. People who do a lot of home improvement jobs are usually the first ones to question, because they know the cost of materials. The fact is that the materials are about 25-33 percent of the cost of a house.</code> |
255
  * Loss: <code>pylate.losses.contrastive.Contrastive</code>
256
 
257
  ### Evaluation Dataset
 
262
  * Size: 20,000 evaluation samples
263
  * Columns: <code>query</code>, <code>positive</code>, <code>negative_1</code>, <code>negative_2</code>, and <code>negative_3</code>
264
  * Approximate statistics based on the first 1000 samples:
265
+ | | query | positive | negative_1 | negative_2 | negative_3 |
266
+ |:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|
267
+ | type | string | string | string | string | string |
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+ | details | <ul><li>min: 5 tokens</li><li>mean: 10.12 tokens</li><li>max: 20 tokens</li></ul> | <ul><li>min: 28 tokens</li><li>mean: 31.99 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 31.9 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 31.95 tokens</li><li>max: 32 tokens</li></ul> | <ul><li>min: 19 tokens</li><li>mean: 31.92 tokens</li><li>max: 32 tokens</li></ul> |
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  * Samples:
270
+ | query | positive | negative_1 | negative_2 | negative_3 |
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+ |:--------------------------------------------------------------------|:-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
272
+ | <code>what are the dimensions of a regulation nba backboard?</code> | <code>What is the size of a basketball backboard? Per NBA regulations, the dimensions of a basketball backboard are 6 feet wide by 3 ½ feet high. The backboard is marked with a 2-inch white rectangle that is centered behind the ring; the rectangle's outer dimensions are 24 inches wide by 18 inches high. The basket itself consists of a metal ring with an 18-inch inner diameter and a white cord net that is 15 to 18 inches long.</code> | <code>The Backboard and Rim: The regulation distance from the ground to the top of the rim is 10 feet for all levels of play. Regulation backboards are 6 feet wide (72 inches) by 42 inches tall. All basketball rims (hoops) are 18 inches in diameter. The inner square on the backboard is 24 inches wide by 18 inches tall. All line markings on the floor are 2 inches wide and can vary in color.</code> | <code>72 Backboard (Regulation) 72 x 42 backboard systems are the best choice if you're a serious basketball enthusiast or a former high school or college competitor. 1 The official, regulation size used in high school, college, and NBA competition. Ideal system for a dedicated backyard court or a large 3 car garage driveway.</code> | <code>Each basket ring shall be securely attached to the backboard with its upper edge 10' above and parallel to the floor and equidistant from the vertical edges of the board. The nearest point of the inside edge of the ring shall be 6 from the plane of the face of the board.</code> |
273
+ | <code>what are the dimensions of a regulation nba backboard?</code> | <code>What is the size of a basketball backboard? Per NBA regulations, the dimensions of a basketball backboard are 6 feet wide by 3 ½ feet high. The backboard is marked with a 2-inch white rectangle that is centered behind the ring; the rectangle's outer dimensions are 24 inches wide by 18 inches high. The basket itself consists of a metal ring with an 18-inch inner diameter and a white cord net that is 15 to 18 inches long.</code> | <code>72 Backboard (Regulation) 72 x 42 backboard systems are the best choice if you're a serious basketball enthusiast or a former high school or college competitor. The official, regulation size used in high school, college, and NBA competition.</code> | <code>What are the standard measurements for a basketball backboard? The standard size for a basketball backboard is 6 feet wide and 3 1/2 feet high. The surface should be flat and usually there is a 2-inch thick rectangle above the rim that is 24 inches wide and 18 inches high.</code> | <code>The areas identified by the lane space markings are 2 by 8 inches and the neutral zone marks are 12 by 8. c. A free throw line shall be drawn (2 wide) across each of the circles indicated in the court diagram. It shall be parallel to the end line and shall be 15' from the plane of the face of the backboard.</code> |
274
+ | <code>what is a usb receiver</code> | <code>The Logitech Unifying receiver is a miniaturised dedicated USB wireless receiver which permits up to 6 devices such as mice and keyboards (headphones are not compatible), which must be made by Logitech and of compatible design, to be linked to the same computer using 2.4 GHz band radio communication in a way very similar to, but incompatible with ...</code> | <code>Wireless USB. Wireless USB is a short-range, high-bandwidth wireless radio communication protocol created by the Wireless USB Promoter Group which intends to further increase the availability of general USB-based technologies. It is maintained by the WiMedia Alliance and (as of 2009) the current revision is 1.0, which was approved in 2005.</code> | <code>Replacement USB RF receiver for current Air Mouse Elite and Air Mouse... Replacement USB RF receiver for current Air Mouse Elite and Air Mouse GO Plus products. Enables a 100-foot (30-meter) wireless range. Before ordering for GO Plus, confirm that your mouse unit is labeled AS04130. Consider purchasing two to ensure uninterrupted Air Mouse operation.</code> | <code>VicTsing MM057 2.4G Wireless Portable Mobile Mouse Optical Mice with USB Receiver, 5 Adjustable DPI Levels, 6... by VicTsing. $ 9 99 $19.99Prime. Get it by Tomorrow, Apr 21. 50% off item with purchase of 1 items. 15% off item with purchase of 1 items. See Details.</code> |
275
  * Loss: <code>pylate.losses.contrastive.Contrastive</code>
276
 
277
  ### Training Hyperparameters
278
  #### Non-Default Hyperparameters
279
 
280
  - `eval_strategy`: epoch
281
+ - `per_device_train_batch_size`: 64
282
+ - `per_device_eval_batch_size`: 64
283
+ - `learning_rate`: 8e-06
284
  - `num_train_epochs`: 4
285
  - `lr_scheduler_type`: cosine
286
  - `warmup_ratio`: 0.05
287
  - `fp16`: True
288
+ - `load_best_model_at_end`: True
289
  - `push_to_hub`: True
290
 
291
  #### All Hyperparameters
 
295
  - `do_predict`: False
296
  - `eval_strategy`: epoch
297
  - `prediction_loss_only`: True
298
+ - `per_device_train_batch_size`: 64
299
+ - `per_device_eval_batch_size`: 64
300
  - `per_gpu_train_batch_size`: None
301
  - `per_gpu_eval_batch_size`: None
302
  - `gradient_accumulation_steps`: 1
303
  - `eval_accumulation_steps`: None
304
  - `torch_empty_cache_steps`: None
305
+ - `learning_rate`: 8e-06
306
  - `weight_decay`: 0.0
307
  - `adam_beta1`: 0.9
308
  - `adam_beta2`: 0.999
 
348
  - `disable_tqdm`: False
349
  - `remove_unused_columns`: True
350
  - `label_names`: None
351
+ - `load_best_model_at_end`: True
352
  - `ignore_data_skip`: False
353
  - `fsdp`: []
354
  - `fsdp_min_num_params`: 0
 
410
  </details>
411
 
412
  ### Training Logs
413
+ | Epoch | Step | Training Loss | Validation Loss | accuracy |
414
+ |:-------:|:---------:|:-------------:|:---------------:|:--------:|
415
+ | 1.0 | 15192 | 1.3895 | - | - |
416
+ | 0 | 0 | - | - | 0.7882 |
417
+ | 1.0 | 15192 | - | 1.0425 | - |
418
+ | 2.0 | 30384 | 0.9597 | - | - |
419
+ | 0 | 0 | - | - | 0.7972 |
420
+ | 2.0 | 30384 | - | 1.0071 | - |
421
+ | **3.0** | **45576** | **0.8756** | **-** | **-** |
422
+ | 0 | 0 | - | - | 0.7979 |
423
+ | **3.0** | **45576** | **-** | **1.0083** | **-** |
424
+ | 4.0 | 60768 | 0.8355 | - | - |
425
+ | 0 | 0 | - | - | 0.7978 |
426
+ | 4.0 | 60768 | - | 1.0145 | - |
427
+ | 0 | 0 | - | - | 0.7980 |
428
+
429
+ * The bold row denotes the saved checkpoint.
430
 
431
  ### Framework Versions
432
  - Python: 3.11.11
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