SentenceTransformer based on Snowflake/snowflake-arctic-embed-s

Model Details

Model Description

• Model Type: Sentence Transformer
• Base model: Snowflake/snowflake-arctic-embed-s
• Maximum Sequence Length: 512 tokens
• Output Dimensionality: 384 dimensions
• Similarity Function: Cosine Similarity

Model Sources

• Documentation: Sentence Transformers Documentation
• Repository: Sentence Transformers on GitHub
• Hugging Face: Sentence Transformers on Hugging Face

Full Model Architecture

SentenceTransformer(
  (0): Transformer({'max_seq_length': 512, 'do_lower_case': False}) with Transformer model: BertModel 
  (1): Pooling({'word_embedding_dimension': 384, 'pooling_mode_cls_token': True, 'pooling_mode_mean_tokens': False, 'pooling_mode_max_tokens': False, 'pooling_mode_mean_sqrt_len_tokens': False, 'pooling_mode_weightedmean_tokens': False, 'pooling_mode_lasttoken': False, 'include_prompt': True})
  (2): Normalize()
)

Usage

Direct Usage (Sentence Transformers)

Evaluation

Metrics

Information Retrieval

• Evaluated with InformationRetrievalEvaluator

Training Details

Training Dataset

Unnamed Dataset

• Size: 90 training samples
• Columns: sentence_0, sentence_1, and label
• Approximate statistics based on the first 90 samples:

  	sentence_0	sentence_1	label
  type	string	string	float
  details	min: 5 tokens mean: 34.76 tokens max: 56 tokens	min: 49 tokens mean: 374.26 tokens max: 512 tokens	min: 0.5 mean: 0.83 max: 1.0

• Samples:

  sentence_0	sentence_1	label
  How can a beginner Photoshop user utilize the Lasso Tool to remove distracting elements from an image?	>> Removing distracting elements is easier than ever with the 2014 release of Photoshop CC. Not only has the Content Aware technology improved in terms of quality, but the speed has also been improved significantly. Let's go ahead take a look at a few examples. Now in this image of the cactus, I'm going to select the Lasso Tool and I simply want to get rid of this cactus here in the background. The easiest way to do this would be to select Edit and then Fill. I'll use Content Aware, but when I click OK, you'll notice there's a little bit of a seam here where the colors aren't blended very well. And that's because, in the past, the Content Aware technology really focused on the texture in the image. So let's undo that Command + Z or Ctrl + Z. And this time when I select Edit, Fill, I'm going to use the new Color Adaptation option. This time when I click OK, you can see that Photoshop does a much better job in blending those colors. Now let's go ahead and try to remove the other two cact...	1.0
  How can a beginner use the Perspective Warp feature in Adobe Photoshop to manipulate perspective, such as straightening buildings and changing the viewpoint, and what steps and controls are involved in this process according to the provided guide?	<1-hop>[object Object][object Object]>> What I want to show you in this video is something that is absolutely amazing. It's a brand new feature in Adobe Photoshop Creative Cloud called Perspective Warp. Now I have a photograph open. I didn't take this photo. It was taken by a company called PhotoSpin. And don't forget if you want to follow along, you can download the assets for this video. What I want to do first though is make a copy of it. I'm going to drag it down- this is one way to do it-make a copy. That is not necessary, but this way we get to see kind of a before and an after. Now it will work with just about any image, but your first test is to go up to the word Edit on the pull-down menu and go down, and you better see Perspective Warp. If you don't, no big deal. Just go out to the cloud, and download the latest version of Photoshop. Now what does it do? What does Perspective Warp do? It literally allows me to re-enter a three-dimensional world to change the perspective of the image as if, as the photog...	1.0
  Wht is the funtion of Ctrl + Z in Photoshp when you make a mistake while using Content Aware or Patch Tool, and how can beginners use it to undo their last action step by step?	>> Removing distracting elements is easier than ever with the 2014 release of Photoshop CC. Not only has the Content Aware technology improved in terms of quality, but the speed has also been improved significantly. Let's go ahead take a look at a few examples. Now in this image of the cactus, I'm going to select the Lasso Tool and I simply want to get rid of this cactus here in the background. The easiest way to do this would be to select Edit and then Fill. I'll use Content Aware, but when I click OK, you'll notice there's a little bit of a seam here where the colors aren't blended very well. And that's because, in the past, the Content Aware technology really focused on the texture in the image. So let's undo that Command + Z or Ctrl + Z. And this time when I select Edit, Fill, I'm going to use the new Color Adaptation option. This time when I click OK, you can see that Photoshop does a much better job in blending those colors. Now let's go ahead and try to remove the other two cact...	1.0

• Loss: MatryoshkaLoss with these parameters:
  json

  1{ 2 "loss": "MultipleNegativesRankingLoss", 3 "matryoshka_dims": [ 4 384, 5 256, 6 128, 7 64 8 ], 9 "matryoshka_weights": [ 10 1, 11 1, 12 1, 13 1 14 ], 15 "n_dims_per_step": -1 16}

Training Hyperparameters

Non-Default Hyperparameters

• eval_strategy: steps
• num_train_epochs: 50
• multi_dataset_batch_sampler: round_robin

All Hyperparameters

Training Logs

Framework Versions

• Python: 3.11.11
• Sentence Transformers: 4.1.0
• Transformers: 4.51.3
• PyTorch: 2.7.0+cu126
• Accelerate: 1.7.0
• Datasets: 3.6.0
• Tokenizers: 0.21.1

Citation

BibTeX

Sentence Transformers

MatryoshkaLoss

MultipleNegativesRankingLoss