garima77622/simaese2.0
Browse files- README.md +119 -143
- config.json +1 -1
- model.safetensors +1 -1
- runs/Feb20_07-46-02_0d37366320af/events.out.tfevents.1740037564.0d37366320af.2267.0 +3 -0
- training_args.bin +1 -1
README.md
CHANGED
|
@@ -4,80 +4,80 @@ tags:
|
|
| 4 |
- sentence-similarity
|
| 5 |
- feature-extraction
|
| 6 |
- generated_from_trainer
|
| 7 |
-
- dataset_size:
|
| 8 |
- loss:ContrastiveLoss
|
| 9 |
-
base_model:
|
| 10 |
widget:
|
| 11 |
-
- source_sentence:
|
| 12 |
-
|
| 13 |
-
de la comunidad política. De hecho, el sistema autónomico funciona como una cascada
|
| 14 |
-
competencial desde esa base.
|
| 15 |
sentences:
|
| 16 |
-
-
|
| 17 |
-
|
| 18 |
-
|
| 19 |
-
|
| 20 |
-
|
| 21 |
-
|
| 22 |
-
- source_sentence:
|
| 23 |
-
de estados soberanos, no la de disminuirlo. A pesar de ello la globalización \(economía,
|
| 24 |
-
comunicaciones, transportes, migraciones, cultura, etc.\) nos ha traído más desarrollo.
|
| 25 |
sentences:
|
| 26 |
-
-
|
| 27 |
-
|
| 28 |
-
|
| 29 |
-
-
|
| 30 |
-
|
| 31 |
-
|
| 32 |
-
|
| 33 |
-
|
| 34 |
-
|
| 35 |
-
- source_sentence:
|
| 36 |
-
|
| 37 |
-
|
| 38 |
-
|
|
|
|
| 39 |
sentences:
|
| 40 |
-
-
|
| 41 |
-
|
| 42 |
-
|
| 43 |
-
|
| 44 |
-
-
|
| 45 |
-
|
| 46 |
-
|
| 47 |
-
|
| 48 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 49 |
sentences:
|
| 50 |
-
-
|
| 51 |
-
|
| 52 |
-
|
| 53 |
-
|
| 54 |
-
-
|
| 55 |
-
|
| 56 |
-
|
| 57 |
-
|
| 58 |
-
|
| 59 |
-
|
| 60 |
-
más futuro, ya que al final los territorios se van a necesitar.
|
| 61 |
sentences:
|
| 62 |
-
-
|
| 63 |
-
|
| 64 |
-
|
| 65 |
-
|
| 66 |
-
|
| 67 |
-
- La Constitución española se fundamenta en la indisoluble unidad de la Nación española.
|
| 68 |
pipeline_tag: sentence-similarity
|
| 69 |
library_name: sentence-transformers
|
| 70 |
---
|
| 71 |
|
| 72 |
-
# SentenceTransformer based on
|
| 73 |
|
| 74 |
-
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [
|
| 75 |
|
| 76 |
## Model Details
|
| 77 |
|
| 78 |
### Model Description
|
| 79 |
- **Model Type:** Sentence Transformer
|
| 80 |
-
- **Base model:** [
|
| 81 |
- **Maximum Sequence Length:** 384 tokens
|
| 82 |
- **Output Dimensionality:** 768 dimensions
|
| 83 |
- **Similarity Function:** Cosine Similarity
|
|
@@ -119,9 +119,9 @@ from sentence_transformers import SentenceTransformer
|
|
| 119 |
model = SentenceTransformer("sentence_transformers_model_id")
|
| 120 |
# Run inference
|
| 121 |
sentences = [
|
| 122 |
-
'
|
| 123 |
-
'
|
| 124 |
-
'
|
| 125 |
]
|
| 126 |
embeddings = model.encode(sentences)
|
| 127 |
print(embeddings.shape)
|
|
@@ -175,19 +175,19 @@ You can finetune this model on your own dataset.
|
|
| 175 |
|
| 176 |
#### Unnamed Dataset
|
| 177 |
|
| 178 |
-
* Size:
|
| 179 |
* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>label</code>
|
| 180 |
* Approximate statistics based on the first 1000 samples:
|
| 181 |
-
| | sentence1
|
| 182 |
-
|:--------|:----------------------------------------------------------------------------------
|
| 183 |
-
| type | string
|
| 184 |
-
| details | <ul><li>min:
|
| 185 |
* Samples:
|
| 186 |
-
| sentence1
|
| 187 |
-
|:----------------------------------------------------------------------------------------------
|
| 188 |
-
| <code>
|
| 189 |
-
| <code>
|
| 190 |
-
| <code>
|
| 191 |
* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
|
| 192 |
```json
|
| 193 |
{
|
|
@@ -323,79 +323,55 @@ You can finetune this model on your own dataset.
|
|
| 323 |
### Training Logs
|
| 324 |
| Epoch | Step | Training Loss |
|
| 325 |
|:------:|:-----:|:-------------:|
|
| 326 |
-
| 0.
|
| 327 |
-
| 0.
|
| 328 |
-
| 0.
|
| 329 |
-
| 0.
|
| 330 |
-
| 0.
|
| 331 |
-
| 0.
|
| 332 |
-
| 0.
|
| 333 |
-
| 0.
|
| 334 |
-
| 0.
|
| 335 |
-
| 0.
|
| 336 |
-
| 0.
|
| 337 |
-
| 0.
|
| 338 |
-
| 0.
|
| 339 |
-
| 0.
|
| 340 |
-
| 0.
|
| 341 |
-
| 0.
|
| 342 |
-
|
|
| 343 |
-
|
|
| 344 |
-
|
|
| 345 |
-
|
|
| 346 |
-
|
|
| 347 |
-
|
|
| 348 |
-
|
|
| 349 |
-
|
|
| 350 |
-
| 1.
|
| 351 |
-
| 1.
|
| 352 |
-
| 1.
|
| 353 |
-
| 1.
|
| 354 |
-
| 1.
|
| 355 |
-
| 1.
|
| 356 |
-
| 1.
|
| 357 |
-
| 1.
|
| 358 |
-
|
|
| 359 |
-
|
|
| 360 |
-
|
|
| 361 |
-
|
|
| 362 |
-
|
|
| 363 |
-
|
|
| 364 |
-
|
|
| 365 |
-
|
|
| 366 |
-
|
|
| 367 |
-
|
|
| 368 |
-
|
|
| 369 |
-
|
|
| 370 |
-
|
|
| 371 |
-
|
|
| 372 |
-
|
|
| 373 |
-
|
|
| 374 |
-
|
|
| 375 |
-
| 2.0294 | 25000 | 0.019 |
|
| 376 |
-
| 2.0700 | 25500 | 0.0196 |
|
| 377 |
-
| 2.1106 | 26000 | 0.0187 |
|
| 378 |
-
| 2.1511 | 26500 | 0.0191 |
|
| 379 |
-
| 2.1917 | 27000 | 0.0186 |
|
| 380 |
-
| 2.2323 | 27500 | 0.0183 |
|
| 381 |
-
| 2.2729 | 28000 | 0.0184 |
|
| 382 |
-
| 2.3135 | 28500 | 0.0181 |
|
| 383 |
-
| 2.3541 | 29000 | 0.0191 |
|
| 384 |
-
| 2.3947 | 29500 | 0.0177 |
|
| 385 |
-
| 2.4353 | 30000 | 0.0181 |
|
| 386 |
-
| 2.4759 | 30500 | 0.0181 |
|
| 387 |
-
| 2.5164 | 31000 | 0.0173 |
|
| 388 |
-
| 2.5570 | 31500 | 0.0181 |
|
| 389 |
-
| 2.5976 | 32000 | 0.0177 |
|
| 390 |
-
| 2.6382 | 32500 | 0.0179 |
|
| 391 |
-
| 2.6788 | 33000 | 0.0172 |
|
| 392 |
-
| 2.7194 | 33500 | 0.0182 |
|
| 393 |
-
| 2.7600 | 34000 | 0.0176 |
|
| 394 |
-
| 2.8006 | 34500 | 0.0167 |
|
| 395 |
-
| 2.8411 | 35000 | 0.0173 |
|
| 396 |
-
| 2.8817 | 35500 | 0.0175 |
|
| 397 |
-
| 2.9223 | 36000 | 0.0171 |
|
| 398 |
-
| 2.9629 | 36500 | 0.017 |
|
| 399 |
|
| 400 |
|
| 401 |
### Framework Versions
|
|
|
|
| 4 |
- sentence-similarity
|
| 5 |
- feature-extraction
|
| 6 |
- generated_from_trainer
|
| 7 |
+
- dataset_size:65698
|
| 8 |
- loss:ContrastiveLoss
|
| 9 |
+
base_model: B0ketto/tmp_trainer
|
| 10 |
widget:
|
| 11 |
+
- source_sentence: Enforcement of minor traffic offenses leads to the discovery of
|
| 12 |
+
more serious crimes.
|
|
|
|
|
|
|
| 13 |
sentences:
|
| 14 |
+
- Western culture has created independent women who are strong on their own and
|
| 15 |
+
do not need the protection or support of their husband. This reduces the subjugation
|
| 16 |
+
of women.
|
| 17 |
+
- Philando Castile, stopped for a broken tailight, was shot seven times and killed
|
| 18 |
+
trying to comply with the officer's request for identification.
|
| 19 |
+
- The children will have several older / more mature stepmothers.
|
| 20 |
+
- source_sentence: Women and men can always file for divorce.
|
|
|
|
|
|
|
| 21 |
sentences:
|
| 22 |
+
- A partner having multiple partners is taken care of enough. There is probably
|
| 23 |
+
less need to find even more partners. This is also a matter of free time, when
|
| 24 |
+
having multiple partners free time is probably rare.
|
| 25 |
+
- The power relations in polygamous marriages should be even more favorable to female
|
| 26 |
+
sponsored divorce as it is more likely that women can keep their children while
|
| 27 |
+
at the same time the man becomes less dependent on one woman emotionally.
|
| 28 |
+
- People close to the individual who commits suicide may feel that they could and
|
| 29 |
+
should have done more to prevent it, thus leaving them with intense feelings of
|
| 30 |
+
guilt.
|
| 31 |
+
- source_sentence: 'It''s okay that specific groups of people are not allowed to vote.
|
| 32 |
+
For example: children aren''t usually allowed to vote, because they are considered
|
| 33 |
+
too young - too inexperienced. The same kind of logic could be used to "filter
|
| 34 |
+
out" people who have very little knowledge of the world or terrible analytical
|
| 35 |
+
capabilities.'
|
| 36 |
sentences:
|
| 37 |
+
- Those who have a medically diagnosed incapacity for voting should not be allowed
|
| 38 |
+
to vote, because they may be far more easily swayed to vote one way or another.
|
| 39 |
+
However, this must be regulated to medically diagnosed conditions on a mental
|
| 40 |
+
level.
|
| 41 |
+
- Representation is foundational to the American DNA. "No taxation without representation"
|
| 42 |
+
is one of our oldest grievance slogans. Removing the ability of any group to vote
|
| 43 |
+
reinstates this 400-year old injustice.
|
| 44 |
+
- Retailers would supposedly be able to sell the discarded bottles on, thereby making
|
| 45 |
+
a profit after the initial investment into the necessary infrastructure.
|
| 46 |
+
- source_sentence: 'It''s okay that specific groups of people are not allowed to vote.
|
| 47 |
+
For example: children aren''t usually allowed to vote, because they are considered
|
| 48 |
+
too young - too inexperienced. The same kind of logic could be used to "filter
|
| 49 |
+
out" people who have very little knowledge of the world or terrible analytical
|
| 50 |
+
capabilities.'
|
| 51 |
sentences:
|
| 52 |
+
- Planned Parenthood is not only offering abortions but a host of other services,
|
| 53 |
+
such as clinical breast examination.
|
| 54 |
+
- Some budgetary problems for local law enforcement would be alleviated by removing
|
| 55 |
+
proactive policing duties from the officer's mission.
|
| 56 |
+
- The benefit is to keep those who you do not wish to vote, unable to pass the test.
|
| 57 |
+
This can lead to education suppression, as an example. There are vast amounts
|
| 58 |
+
of education imbalance which can be furthered to suppress votes from those who
|
| 59 |
+
wish to change the system-- ergo, suppressing those who would wrest power from
|
| 60 |
+
those who wish to maintain it through unfair means.
|
| 61 |
+
- source_sentence: For children, it is bad to grow up in a polygamous family.
|
|
|
|
| 62 |
sentences:
|
| 63 |
+
- Polygamous families tend to have more children.
|
| 64 |
+
- The right of adults to marry should not be precluded by a person's distaste for
|
| 65 |
+
their marital structure. The same argument is used against same-sex marriage,
|
| 66 |
+
and it is invariably irrelevant.
|
| 67 |
+
- This threatens the idea of true democracy.
|
|
|
|
| 68 |
pipeline_tag: sentence-similarity
|
| 69 |
library_name: sentence-transformers
|
| 70 |
---
|
| 71 |
|
| 72 |
+
# SentenceTransformer based on B0ketto/tmp_trainer
|
| 73 |
|
| 74 |
+
This is a [sentence-transformers](https://www.SBERT.net) model finetuned from [B0ketto/tmp_trainer](https://huggingface.co/B0ketto/tmp_trainer). It maps sentences & paragraphs to a 768-dimensional dense vector space and can be used for semantic textual similarity, semantic search, paraphrase mining, text classification, clustering, and more.
|
| 75 |
|
| 76 |
## Model Details
|
| 77 |
|
| 78 |
### Model Description
|
| 79 |
- **Model Type:** Sentence Transformer
|
| 80 |
+
- **Base model:** [B0ketto/tmp_trainer](https://huggingface.co/B0ketto/tmp_trainer) <!-- at revision 3ac152b5b7c2227049ce77084d6de8c3b57acc4a -->
|
| 81 |
- **Maximum Sequence Length:** 384 tokens
|
| 82 |
- **Output Dimensionality:** 768 dimensions
|
| 83 |
- **Similarity Function:** Cosine Similarity
|
|
|
|
| 119 |
model = SentenceTransformer("sentence_transformers_model_id")
|
| 120 |
# Run inference
|
| 121 |
sentences = [
|
| 122 |
+
'For children, it is bad to grow up in a polygamous family.',
|
| 123 |
+
'Polygamous families tend to have more children.',
|
| 124 |
+
'This threatens the idea of true democracy.',
|
| 125 |
]
|
| 126 |
embeddings = model.encode(sentences)
|
| 127 |
print(embeddings.shape)
|
|
|
|
| 175 |
|
| 176 |
#### Unnamed Dataset
|
| 177 |
|
| 178 |
+
* Size: 65,698 training samples
|
| 179 |
* Columns: <code>sentence1</code>, <code>sentence2</code>, and <code>label</code>
|
| 180 |
* Approximate statistics based on the first 1000 samples:
|
| 181 |
+
| | sentence1 | sentence2 | label |
|
| 182 |
+
|:--------|:----------------------------------------------------------------------------------|:-----------------------------------------------------------------------------------|:------------------------------------------------|
|
| 183 |
+
| type | string | string | int |
|
| 184 |
+
| details | <ul><li>min: 7 tokens</li><li>mean: 25.0 tokens</li><li>max: 130 tokens</li></ul> | <ul><li>min: 6 tokens</li><li>mean: 31.05 tokens</li><li>max: 130 tokens</li></ul> | <ul><li>0: ~55.50%</li><li>1: ~44.50%</li></ul> |
|
| 185 |
* Samples:
|
| 186 |
+
| sentence1 | sentence2 | label |
|
| 187 |
+
|:----------------------------------------------------------------------------------------------|:-------------------------------------------------------------------------------------------------------------------------------------------------------------------|:---------------|
|
| 188 |
+
| <code>Public opinion favors euthanasia which suggests some support for a right to die.</code> | <code>Europeans generally support euthanasia. For example, more than 70% of citizens of Spain, Germany, France and Britain are in favor.</code> | <code>1</code> |
|
| 189 |
+
| <code>Public opinion favors euthanasia which suggests some support for a right to die.</code> | <code>In the US, support for assisted suicide has risen to 69% acceptance rate in the last few decades.</code> | <code>1</code> |
|
| 190 |
+
| <code>Public opinion favors euthanasia which suggests some support for a right to die.</code> | <code>The young and healthy that are asked in polls cannot imagine a situation of disability. This, so the criticism goes, blurs their image of euthanasia.</code> | <code>0</code> |
|
| 191 |
* Loss: [<code>ContrastiveLoss</code>](https://sbert.net/docs/package_reference/sentence_transformer/losses.html#contrastiveloss) with these parameters:
|
| 192 |
```json
|
| 193 |
{
|
|
|
|
| 323 |
### Training Logs
|
| 324 |
| Epoch | Step | Training Loss |
|
| 325 |
|:------:|:-----:|:-------------:|
|
| 326 |
+
| 0.0609 | 500 | 0.0256 |
|
| 327 |
+
| 0.1218 | 1000 | 0.0257 |
|
| 328 |
+
| 0.1826 | 1500 | 0.0263 |
|
| 329 |
+
| 0.2435 | 2000 | 0.0291 |
|
| 330 |
+
| 0.3044 | 2500 | 0.0276 |
|
| 331 |
+
| 0.3653 | 3000 | 0.0304 |
|
| 332 |
+
| 0.4262 | 3500 | 0.0297 |
|
| 333 |
+
| 0.4870 | 4000 | 0.0332 |
|
| 334 |
+
| 0.5479 | 4500 | 0.033 |
|
| 335 |
+
| 0.6088 | 5000 | 0.0328 |
|
| 336 |
+
| 0.6697 | 5500 | 0.0328 |
|
| 337 |
+
| 0.7305 | 6000 | 0.0331 |
|
| 338 |
+
| 0.7914 | 6500 | 0.0321 |
|
| 339 |
+
| 0.8523 | 7000 | 0.0326 |
|
| 340 |
+
| 0.9132 | 7500 | 0.0329 |
|
| 341 |
+
| 0.9741 | 8000 | 0.0318 |
|
| 342 |
+
| 1.0349 | 8500 | 0.0323 |
|
| 343 |
+
| 1.0958 | 9000 | 0.0321 |
|
| 344 |
+
| 1.1567 | 9500 | 0.0321 |
|
| 345 |
+
| 1.2176 | 10000 | 0.0322 |
|
| 346 |
+
| 1.2785 | 10500 | 0.0321 |
|
| 347 |
+
| 1.3393 | 11000 | 0.0317 |
|
| 348 |
+
| 1.4002 | 11500 | 0.0317 |
|
| 349 |
+
| 1.4611 | 12000 | 0.0315 |
|
| 350 |
+
| 1.5220 | 12500 | 0.0318 |
|
| 351 |
+
| 1.5829 | 13000 | 0.0319 |
|
| 352 |
+
| 1.6437 | 13500 | 0.0315 |
|
| 353 |
+
| 1.7046 | 14000 | 0.0313 |
|
| 354 |
+
| 1.7655 | 14500 | 0.0294 |
|
| 355 |
+
| 1.8264 | 15000 | 0.0292 |
|
| 356 |
+
| 1.8873 | 15500 | 0.0278 |
|
| 357 |
+
| 1.9481 | 16000 | 0.0286 |
|
| 358 |
+
| 2.0090 | 16500 | 0.0274 |
|
| 359 |
+
| 2.0699 | 17000 | 0.0273 |
|
| 360 |
+
| 2.1308 | 17500 | 0.027 |
|
| 361 |
+
| 2.1916 | 18000 | 0.0271 |
|
| 362 |
+
| 2.2525 | 18500 | 0.0265 |
|
| 363 |
+
| 2.3134 | 19000 | 0.0262 |
|
| 364 |
+
| 2.3743 | 19500 | 0.0254 |
|
| 365 |
+
| 2.4352 | 20000 | 0.0255 |
|
| 366 |
+
| 2.4960 | 20500 | 0.0256 |
|
| 367 |
+
| 2.5569 | 21000 | 0.0252 |
|
| 368 |
+
| 2.6178 | 21500 | 0.0246 |
|
| 369 |
+
| 2.6787 | 22000 | 0.0251 |
|
| 370 |
+
| 2.7396 | 22500 | 0.0238 |
|
| 371 |
+
| 2.8004 | 23000 | 0.025 |
|
| 372 |
+
| 2.8613 | 23500 | 0.0247 |
|
| 373 |
+
| 2.9222 | 24000 | 0.0252 |
|
| 374 |
+
| 2.9831 | 24500 | 0.0237 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 375 |
|
| 376 |
|
| 377 |
### Framework Versions
|
config.json
CHANGED
|
@@ -1,5 +1,5 @@
|
|
| 1 |
{
|
| 2 |
-
"_name_or_path": "
|
| 3 |
"architectures": [
|
| 4 |
"MPNetModel"
|
| 5 |
],
|
|
|
|
| 1 |
{
|
| 2 |
+
"_name_or_path": "B0ketto/tmp_trainer",
|
| 3 |
"architectures": [
|
| 4 |
"MPNetModel"
|
| 5 |
],
|
model.safetensors
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 437967672
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a5f790f2dff8725951c8abc5046b6e8aa2483bd154d0572d75dcce97dc72028d
|
| 3 |
size 437967672
|
runs/Feb20_07-46-02_0d37366320af/events.out.tfevents.1740037564.0d37366320af.2267.0
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:15aff979b7352056db423f686145fdb71ef4b77aaa8b8a9b4f131e86b3d65928
|
| 3 |
+
size 15142
|
training_args.bin
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 5560
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:5edd33958de292b0848e6d5bd07f04696391e3f89b4a367d175021c4bf137afd
|
| 3 |
size 5560
|