Model: Lauther/d4-embeddings-v2.0
Author: Lauther
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, onnx, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11165, loss:ContrastiveLoss, dataset:Lauther/d4-embeddings, arxiv:1908.10084, base_model:intfloat/multilingual-e5-large-instruct, base_model:quantized:intfloat/multilingual-e5-large-instruct, text-embeddings-inference, endpoints_compatible, region:us
Base models (quantized): id: intfloat/multilingual-e5-large-instruct
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:11165, loss:ContrastiveLoss
base_model: intfloat/multilingual-e5-large-instruct
widget: source_sentence: PTE CRUZEIRO B
sentences: What is an Installation?
An Installation is a physical or operational site where measurement systems and equipment are deployed. These locations can include processing plants, industrial facilities, or other operational sites. Installations serve as key points for monitoring and managing measurement processes. Examples include "Cexis" or "Processing Plant XYZ.", What is a Measurement Unit?
A Measurement Unit defines the standard for quantifying a physical magnitude (e.g., temperature, pressure, volume). It establishes a consistent reference for interpreting values recorded in a measurement system.

Each measurement unit is associated with a specific magnitude, ensuring that values are correctly interpreted within their context. For example:

- °C (Celsius) → Used for temperature
- psi (pounds per square inch) → Used for pressure
- m³ (cubic meters) → Used for volume
Measurement units are essential for maintaining consistency across recorded data, ensuring comparability, and enabling accurate calculations within measurement systems., What is uncertainty?
Uncertainty is a measure of confidence in the precision and reliability of results obtained from equipment or measurement systems. It quantifies the potential error or margin of error in measurements.

Types of uncertainty:
There are two main types of uncertainty:
1. Uncertainty of magnitudes (variables):
    - Refers to the uncertainty of specific variables, such as temperature or pressure.
    - It is calculated after calibrating a device or obtained from the **equipment** manufacturer's manual.
    - This uncertainty serves as a starting point for further calculations related to the equipment.

2. Uncertainty of the measurement system:
    - Refers to the uncertainty calculated for the overall flow measurement.
    - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.

Key points:
- The uncertainties of magnitudes (variables) are the foundation for calculating the uncertainty of the measurement system. Think of them as the "building blocks."
- Do not confuse the two types of uncertainty:
    - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
    - **Uncertainty of the measurement system**: Specific to the overall flow measurement., source_sentence: ECOMP-VP-03116
sentences: What is uncertainty?
Uncertainty is a measure of confidence in the precision and reliability of results obtained from equipment or measurement systems. It quantifies the potential error or margin of error in measurements.

Types of uncertainty:
There are two main types of uncertainty:
1. Uncertainty of magnitudes (variables):
    - Refers to the uncertainty of specific variables, such as temperature or pressure.
    - It is calculated after calibrating a device or obtained from the **equipment** manufacturer's manual.
    - This uncertainty serves as a starting point for further calculations related to the equipment.

2. Uncertainty of the measurement system:
    - Refers to the uncertainty calculated for the overall flow measurement.
    - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.

Key points:
- The uncertainties of magnitudes (variables) are the foundation for calculating the uncertainty of the measurement system. Think of them as the "building blocks."
- Do not confuse the two types of uncertainty:
    - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
    - **Uncertainty of the measurement system**: Specific to the overall flow measurement., What is a Calibration Record?
A Calibration Record documents the calibration process of a specific equipment tag, ensuring that its measurements remain accurate and reliable. Calibration is a critical process in maintaining measurement precision and compliance with standards.

Key Aspects of a Calibration Record:
- Calibration Date: The exact date when the calibration was performed, crucial for tracking maintenance schedules.
- Certification Number: A unique identifier for the calibration certificate, providing traceability and verification of compliance.
- Range Values: The minimum and maximum measurement values covered during the calibration process.
- Calibration Status: Indicates whether the calibration was approved or saved for further review.
- Associated Units: Specifies the measurement units used in calibration (e.g., °C, psi).
- Associated Equipment Tag ID: Links the calibration record to a specific equipment tag, ensuring traceability of measurement instruments.
Calibration records play a fundamental role in quality assurance, helping maintain measurement integrity and regulatory compliance., What are Flow Computer Types?
Flow computer types categorize different models of flow computers used in measurement systems, such as OMNI, KROHNE, ROC, FC302, S600, FLOWBOSS, F407, F107, and ThermoFisher. Each type is defined by its capabilities, functionalities, and applications, determining how it processes measurement data, performs calculations, and enables real-time monitoring. Understanding these types is essential for selecting the right equipment to ensure precise flow measurement, system integration, and operational efficiency., source_sentence: Resistencia
sentences: What is an Uncertainty Curve Point?
An Uncertainty Curve Point represents a data point used to construct the uncertainty curve of a measurement system. These curves help analyze how measurement uncertainty behaves under different flow rate conditions, ensuring accuracy and reliability in uncertainty assessments.

Key Aspects of an Uncertainty Curve Point:
- Uncertainty File ID: Links the point to the specific uncertainty dataset, ensuring traceability.
Equipment Tag ID: Identifies the equipment associated with the uncertainty measurement, crucial for system validation.
- Uncertainty Points: Represent a list uncertainty values recorded at specific conditions, forming part of the overall uncertainty curve. Do not confuse this uncertainty points with the calculated uncertainty. 
- Flow Rate Points: Corresponding flow rate values at which the uncertainty was measured, essential for evaluating performance under varying operational conditions.
These points are fundamental for generating uncertainty curves, which are used in calibration, validation, and compliance assessments to ensure measurement reliability in industrial processes."

**IMPORTANT**: Do not confuse the two types of **Points**:
    - **Uncertainty Curve Point**: Specific to a measurement system uncertainty or uncertainty simulation or uncertainty curve.
    - **Calibration Point**: Specific to the calibration.
    - **Uncertainty values**: Do not confuse these uncertainty points with the single calculated uncertainty., What is uncertainty?
Uncertainty is a measure of confidence in the precision and reliability of results obtained from equipment or measurement systems. It quantifies the potential error or margin of error in measurements.

Types of uncertainty:
There are two main types of uncertainty:
1. Uncertainty of magnitudes (variables):
    - Refers to the uncertainty of specific variables, such as temperature or pressure.
    - It is calculated after calibrating a device or obtained from the **equipment** manufacturer's manual.
    - This uncertainty serves as a starting point for further calculations related to the equipment.

2. Uncertainty of the measurement system:
    - Refers to the uncertainty calculated for the overall flow measurement.
    - It depends on the uncertainties of the individual variables (magnitudes) and represents the combined margin of error for the entire system.

Key points:
- The uncertainties of magnitudes (variables) are the foundation for calculating the uncertainty of the measurement system. Think of them as the "building blocks."
- Do not confuse the two types of uncertainty:
    - **Uncertainty of magnitudes/variables**: Specific to individual variables (e.g., temperature, pressure).
    - **Uncertainty of the measurement system**: Specific to the overall flow measurement., What is an Equipment Tag?
An Equipment Tag is a unique label string identifier assigned to equipment that is actively installed and in use within a measurement system. It differentiates between equipment in general (which may be in storage or inactive) and equipment that is currently operational in a system.

Key Aspects of Equipment Tags:
- Equipment-Tag: A distinct label or identifier that uniquely marks the equipment in operation.
- Equipment ID: Links the tag to the corresponding equipment unit.
- Belonging Measurement System: Specifies which measurement system the tagged equipment is part of.
- Equipment Type Name: Classifies the equipment (e.g., transmitter, thermometer), aiding in organization and system integration.
The Equipment Tag is essential for tracking and managing operational equipment within a measurement system, ensuring proper identification, monitoring, and maintenance., source_sentence: nitrogen composition
sentences: What is a Meter Stream?
A Meter Stream represents a measurement system configured within a flow computer. It serves as the interface between the physical measurement system and the computational processes that record and analyze flow data.

Key Aspects of a Meter Stream:
- Status: Indicates whether the meter stream is active or inactive.
- Measurement System Association: Links the meter stream to a specific measurement system, ensuring that the data collected corresponds to a defined physical setup.
- Flow Computer Association: Identifies the flow computer responsible for managing and recording the measurement system's data.
Why is a Meter Stream Important?
A **meter stream** is a critical component in flow measurement, as it ensures that the measurement system is correctly integrated into the flow computer for accurate monitoring and reporting. Since each flow computer can handle multiple meter streams, proper configuration is essential for maintaining data integrity and traceability., What is a Measurement Type?
Measurement types define the classification of measurements used within a system based on their purpose and regulatory requirements. These types include **fiscal**, **appropriation**, **operational**, and **custody** measurements.  

- **Fiscal measurements** are used for tax and regulatory reporting, ensuring accurate financial transactions based on measured quantities.  
- **Appropriation measurements** track resource allocation and ownership distribution among stakeholders.  
- **Operational measurements** support real-time monitoring and process optimization within industrial operations.  
- **Custody measurements** are essential for legal and contractual transactions, ensuring precise handover of fluids between parties.  

These classifications play a crucial role in compliance, financial accuracy, and operational efficiency across industries such as oil and gas, water management, and energy distribution.  , What is a Meter Stream?
A Meter Stream represents a measurement system configured within a flow computer. It serves as the interface between the physical measurement system and the computational processes that record and analyze flow data.

Key Aspects of a Meter Stream:
- Status: Indicates whether the meter stream is active or inactive.
- Measurement System Association: Links the meter stream to a specific measurement system, ensuring that the data collected corresponds to a defined physical setup.
- Flow Computer Association: Identifies the flow computer responsible for managing and recording the measurement system's data.
Why is a Meter Stream Important?
A **meter stream** is a critical component in flow measurement, as it ensures that the measurement system is correctly integrated into the flow computer for accurate monitoring and reporting. Since each flow computer can handle multiple meter streams, proper configuration is essential for maintaining data integrity and traceability., source_sentence: PTE SUZANO
sentences: What are Flow Computer Types?
Flow computer types categorize different models of flow computers used in measurement systems, such as OMNI, KROHNE, ROC, FC302, S600, FLOWBOSS, F407, F107, and ThermoFisher. Each type is defined by its capabilities, functionalities, and applications, determining how it processes measurement data, performs calculations, and enables real-time monitoring. Understanding these types is essential for selecting the right equipment to ensure precise flow measurement, system integration, and operational efficiency., What is a flow computer?
A flow computer is a device used in measurement engineering. It collects analog and digital data from flow meters and other sensors.

Key features of a flow computer:
- It has a unique name, firmware version, and manufacturer information.
- It is designed to record and process data such as temperature, pressure, and fluid volume (for gases or oils)., What is a Calibration Record?
A Calibration Record documents the calibration process of a specific equipment tag, ensuring that its measurements remain accurate and reliable. Calibration is a critical process in maintaining measurement precision and compliance with standards.

Key Aspects of a Calibration Record:
- Calibration Date: The exact date when the calibration was performed, crucial for tracking maintenance schedules.
- Certification Number: A unique identifier for the calibration certificate, providing traceability and verification of compliance.
- Range Values: The minimum and maximum measurement values covered during the calibration process.
- Calibration Status: Indicates whether the calibration was approved or saved for further review.
- Associated Units: Specifies the measurement units used in calibration (e.g., °C, psi).
- Associated Equipment Tag ID: Links the calibration record to a specific equipment tag, ensuring traceability of measurement instruments.
Calibration records play a fundamental role in quality assurance, helping maintain measurement integrity and regulatory compliance.
datasets: Lauther/d4-embeddings
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-07-15 01:31:50