Model: plaguss/bge-base-argilla-sdk-matryoshka
Author: plaguss
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:882, loss:MatryoshkaLoss, loss:TripletLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1703.07737, base_model:BAAI/bge-base-en-v1.5, base_model:finetune:BAAI/bge-base-en-v1.5, license:apache-2.0, model-index, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: BAAI/bge-base-en-v1.5
Card metadata: language: en
license: apache-2.0
library_name: sentence-transformers
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:882, loss:MatryoshkaLoss, loss:TripletLoss
base_model: BAAI/bge-base-en-v1.5
metrics: cosine_accuracy@1, cosine_accuracy@3, cosine_accuracy@5, cosine_accuracy@10, cosine_precision@1, cosine_precision@3, cosine_precision@5, cosine_precision@10, cosine_recall@1, cosine_recall@3, cosine_recall@5, cosine_recall@10, cosine_ndcg@10, cosine_mrr@10, cosine_map@100
widget: source_sentence: hide: footer

Fields

Fields in Argilla are define the content of a record that will be reviewed by a user.
sentences: The tourists tried to hide their footprints in the sand as they walked along the deserted beach., Can the rg.Suggestion class be used to handle model predictions in Argilla?, Can users customize the fields in Argilla to fit their specific annotation needs?, source_sentence: === "Single condition"

=== "Multiple conditions"

Filter by status

You can filter records based on their status. The status can be pending, draft, submitted, or discarded.

```python
import argilla_sdk as rg

client = rg.Argilla(api_url="", api_key="")

workspace = client.workspaces("my_workspace")

dataset = client.datasets(name="my_dataset", workspace=workspace)

status_filter = rg.Query(
    filter = rg.Filter(("status", "==", "submitted"))
)
sentences: The submitted application was rejected due to incomplete documentation., How can I apply filters to records by their status in Argilla?, Can Argilla's IntegerMetadataProperty support a range of integer values as metadata?, source_sentence: description: In this section, we will provide a step-by-step guide to show how to filter and query a dataset.

Query, filter, and export records

This guide provides an overview of how to query and filter a dataset in Argilla and export records.
sentences: The new restaurant in town offers a unique filter coffee that is a must-try for coffee enthusiasts., Is it possible to design a user role with tailored access permissions within Argilla?, Can Argilla be employed to search and filter datasets based on particular requirements or keywords?, source_sentence: hide: footer

Fields

Fields in Argilla are define the content of a record that will be reviewed by a user.
sentences: Is it possible for annotators to tailor Argilla's fields to their unique annotation requirements?, The tourists tried to hide their footprints in the sand as they walked along the deserted beach., Can this partnership with Prolific provide researchers with a broader range of annotators to draw from, enhancing the quality of their studies?, source_sentence: hide: footer

rg.Argilla

To interact with the Argilla server from python you can use the Argilla class. The Argilla client is used to create, get, update, and delete all Argilla resources, such as workspaces, users, datasets, and records.

Usage Examples

Connecting to an Argilla server

To connect to an Argilla server, instantiate the Argilla class and pass the api_url of the server and the api_key to authenticate.

```python
import argilla_sdk as rg
sentences: Can the Argilla class be employed to streamline dataset administration tasks in my Argilla server setup?, Is it possible to create new data entries in my dataset via Argilla's annotation tools?, The Argilla flowers were blooming beautifully in the garden.
pipeline_tag: sentence-similarity
model-index: name: BGE base ArgillaSDK Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.1326530612244898
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.2857142857142857
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3877551020408163
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5204081632653061
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.1326530612244898
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.09523809523809525
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07755102040816327
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05204081632653061
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.1326530612244898
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.2857142857142857
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3877551020408163
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5204081632653061
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.3086125494748455
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.24321752510528016
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.26038538311827203
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 512
type: dim_512
metrics: type: cosine_accuracy@1
value: 0.10204081632653061
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.2755102040816326
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3877551020408163
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5102040816326531
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.10204081632653061
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.09183673469387756
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07755102040816327
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.05102040816326531
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.10204081632653061
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.2755102040816326
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3877551020408163
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5102040816326531
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.29420081448590024
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.22640913508260446
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.24259809105769914
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 256
type: dim_256
metrics: type: cosine_accuracy@1
value: 0.12244897959183673
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.2755102040816326
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3877551020408163
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.5
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.12244897959183673
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.09183673469387753
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.07755102040816327
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.049999999999999996
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.12244897959183673
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.2755102040816326
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3877551020408163
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.5
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2931450934182018
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.2290937803692905
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.24454883014070852
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 128
type: dim_128
metrics: type: cosine_accuracy@1
value: 0.09183673469387756
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.25510204081632654
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3163265306122449
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.46938775510204084
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.09183673469387756
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.08503401360544219
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.06326530612244897
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.046938775510204075
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.09183673469387756
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.25510204081632654
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3163265306122449
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.46938775510204084
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2629197762336244
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.1992265954000647
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.2164845577697655
name: Cosine Map@100
verified: no, task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 64
type: dim_64
metrics: type: cosine_accuracy@1
value: 0.08163265306122448
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.25510204081632654
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.3163265306122449
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 0.47959183673469385
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.08163265306122448
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.08503401360544219
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.06326530612244897
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.04795918367346938
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.08163265306122448
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.25510204081632654
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.3163265306122449
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 0.47959183673469385
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.2610977190273289
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.19399497894395853
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.20591442395637935
name: Cosine Map@100
verified: no
Likes: 5 | All-time downloads: 200
Created: 2024-06-19 09:36:21