Model: cristiano-sartori/bge-base-financial-matryoshka
Author: cristiano-sartori
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, bert, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1017, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss, en, arxiv:1908.10084, arxiv:2205.13147, arxiv:1705.00652, 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
tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:1017, loss:MatryoshkaLoss, loss:MultipleNegativesRankingLoss
base_model: BAAI/bge-base-en-v1.5
widget: source_sentence: How to change track width for different nets in KiCad?
sentences: Add teardrops to vias and pads in KiCad by using a plugin that introduces teardrop shapes at the connection points, which helps in strengthening the mechanical and electrical connection of vias and pads., In a wireless communication system, an antenna transmits and receives electromagnetic waves. It converts electrical signals into radio waves for transmission, and radio waves back into electrical signals for reception, enabling wireless communication., In KiCad, change the track width for different nets by using the 'Design Rules' editor in Pcbnew. You can specify different track widths and via sizes for each net class, allowing for customized design rules based on specific requirements of different signal nets., source_sentence: How can I create a flex-rigid PCB design in KiCad?
sentences: Create a flex-rigid PCB design in KiCad by defining multiple layer stacks in the 'Board Setup'. Designate specific layers as flexible and arrange your design to accommodate both rigid and flexible areas appropriately., The schematic symbol for an inductor with a magnetic core consists of the standard inductor symbol – a series of coils – with two parallel lines beside it, representing the magnetic core. This differentiates it from an air-core inductor, which lacks these lines., To make a basic countdown timer circuit, use a 555 timer IC or a microcontroller. For a 555 timer setup, configure it in monostable mode with a potentiometer and capacitors to set the countdown time. The output can trigger a buzzer or light at the end of the countdown. With a microcontroller, programming determines the timing and output actions., source_sentence: Describe the concept of an electrical ground and its importance.
sentences: To build a basic motion detection circuit using a PIR sensor, connect the sensor to a power source (typically 5V or 3.3V), and connect its output to an indicator like an LED or a buzzer through a current-limiting resistor. When the PIR sensor detects motion, it triggers the output signal, activating the indicator., An electrical ground is a reference point in an electrical circuit from which voltages are measured, a common return path for electric current, or a direct physical connection to the Earth. It's important for safety, preventing electric shock, and ensuring proper functioning of electrical systems., In schematic diagrams, solar cells are often represented by a pair of larger and smaller lines, symbolizing a diode, along with an arrow pointing towards the diode, indicating the absorption of light and conversion to electrical energy., source_sentence: How to script for precise via and track placement in a PCB layout using Python in KiCad?
sentences: Scripting for precise via and track placement in a PCB layout can be achieved using Python in KiCad. The script provided shows how to place a via and a track at precise locations relative to a specific pad:

```python
import pcbnew
from pcbnew import wxPoint, wxPointMM

board = pcbnew.GetBoard()
pad = board.FindFootprintByReference('R2').FindPadByNumber('2').GetCenter()
via_location = wxPoint(pad.x + 1 * pcbnew.IU_PER_MM, pad.y)
add_track(pad, via_location)
via = pcbnew.PCB_VIA(board)
via.SetPosition(via_location)
via.SetDrill(int(0.4 * 1e6))
via.SetWidth(int(0.8 * 1e6))
board.Add(via)

pcbnew.Refresh()
```

This script is ideal for creating structured, precise PCB layouts, where the exact positioning of vias and tracks is crucial for the design's functionality and integrity., A power supply unit typically includes a transformer for voltage regulation, a rectifier to convert AC to DC, a filter to smooth the output from the rectifier, and a regulator to provide a stable voltage output regardless of variations in load or input voltage., To reduce electromagnetic interference in PCB layouts, methods such as proper grounding techniques, shielding sensitive components, maintaining adequate spacing between high-speed and sensitive traces, using filtering components, and designing balanced differential traces are used. Careful placement of components and routing of power and signal traces are also key., source_sentence: How does a phased array antenna system work?
sentences: A thermocouple works on the Seebeck effect, where a voltage is generated at the junction of two different metals when exposed to temperature differences. This voltage change is proportional to the temperature change, allowing the thermocouple to measure temperature accurately., A phased array antenna system consists of multiple antennas whose signals are phase-shifted and combined to steer the beam direction electronically. This allows the antenna system to change its beam direction quickly without physical movement, widely used in radar systems, satellite communications, and wireless communications., Generate a pick-and-place file in KiCad by using the 'Fabrication Outputs' feature in Pcbnew, which provides the necessary component placement information for automated assembly machines.
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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
model-index: name: BGE base Financial Matryoshka
results: task: type: information-retrieval
name: Information Retrieval
dataset: name: dim 768
type: dim_768
metrics: type: cosine_accuracy@1
value: 0.9298245614035088
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9298245614035088
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3333333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9298245614035088
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.974100333583962
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9649122807017544
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9649122807017544
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: 0.9385964912280702
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 1
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9385964912280702
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.3333333333333333
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9385964912280702
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 1
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9773377918859668
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.9692982456140351
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9692982456140351
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: 0.9298245614035088
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9912280701754386
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9298245614035088
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33040935672514626
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9298245614035088
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9912280701754386
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9719593077389013
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.962280701754386
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.962280701754386
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: 0.9210526315789473
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9912280701754386
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 1
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9210526315789473
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.33040935672514626
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.2
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9210526315789473
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9912280701754386
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 1
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.9664248362163447
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.954970760233918
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.9549707602339182
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: 0.9122807017543859
name: Cosine Accuracy@1
verified: no, type: cosine_accuracy@3
value: 0.9736842105263158
name: Cosine Accuracy@3
verified: no, type: cosine_accuracy@5
value: 0.9824561403508771
name: Cosine Accuracy@5
verified: no, type: cosine_accuracy@10
value: 1
name: Cosine Accuracy@10
verified: no, type: cosine_precision@1
value: 0.9122807017543859
name: Cosine Precision@1
verified: no, type: cosine_precision@3
value: 0.32456140350877194
name: Cosine Precision@3
verified: no, type: cosine_precision@5
value: 0.19649122807017544
name: Cosine Precision@5
verified: no, type: cosine_precision@10
value: 0.1
name: Cosine Precision@10
verified: no, type: cosine_recall@1
value: 0.9122807017543859
name: Cosine Recall@1
verified: no, type: cosine_recall@3
value: 0.9736842105263158
name: Cosine Recall@3
verified: no, type: cosine_recall@5
value: 0.9824561403508771
name: Cosine Recall@5
verified: no, type: cosine_recall@10
value: 1
name: Cosine Recall@10
verified: no, type: cosine_ndcg@10
value: 0.960848468013289
name: Cosine Ndcg@10
verified: no, type: cosine_mrr@10
value: 0.947890559732665
name: Cosine Mrr@10
verified: no, type: cosine_map@100
value: 0.947890559732665
name: Cosine Map@100
verified: no
Likes: 0 | All-time downloads: 34
Created: 2025-05-31 14:42:34