Model: Lauther/d4-embeddings-v1.0
Author: Lauther
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, onnx, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:3632, loss:MultipleNegativesRankingLoss, dataset:Lauther/d4-embeddings-MultipleNegative, arxiv:1908.10084, arxiv:1705.00652, 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:3632, loss:MultipleNegativesRankingLoss
base_model: intfloat/multilingual-e5-large-instruct
widget: source_sentence: PTE JAPERI A
sentences: What is a Flow Computer Firmware?
A flow computer firmware is a software component that defines the functionality and behavior of a flow computer.

🔹 Key Characteristics:

Each firmware version (e.g., F407, FB107, EMED-010) is linked to a specific flow computer model.
Firmware versions can have a status indicating whether they are active or inactive.
They determine how the flow computer processes measurements, calculations, and system operations.
📌 Database Tip: When querying firmware information, ensure the firmware version is matched with the correct flow computer type for accurate results., What is a Magnitude?
A magnitude/variable represents a physical magnitude measured by the system, such as temperature, pressure, or volume. It plays a crucial role in monitoring and analyzing system performance. Each variable has a status that indicates whether it is active (ACT) or inactive (INA), ensuring proper identification and usage within measurement processes., 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: ECOMP TAUBATE B
sentences: What is an Uncertainty Composition?
An Uncertainty Composition represents a specific factor that contributes to the overall uncertainty of a measurement system. These components are essential for evaluating the accuracy and reliability of measurements by identifying and quantifying the sources of uncertainty.

Key Aspects of an Uncertainty Component:
- Component Name: Defines the uncertainty factor (e.g., diameter, density, variance, covariance) influencing the measurement system.
- Value of Composition: Quantifies the component’s contribution to the total uncertainty, helping to analyze which factors have the greatest impact.
- Uncertainty File ID: Links the component to a specific uncertainty dataset for traceability and validation.
Understanding these components is critical for uncertainty analysis, ensuring compliance with industry standards and improving measurement precision., What is a measurement system?
**Measurement systems** are essential components in industrial measurement and processing. They are identified by a unique **Tag** and are associated with a specific **installation** and **fluid type**. These systems utilize different **measurement technologies**, including **differential (DIF)** and **linear (LIN)**, depending on the application. Measurement systems can be classified based on their **application type**, such as **fiscal** or **custody transfer**.  , What is a report index or historic index?
Indexes represent the recorded reports generated by flow computers, classified into two types: 
- **Hourly reports Index**: Store data for hourly events.
- **Daily reports Index**: Strore data for daily events.

These reports, also referred to as historical data or flow computer historical records, contain raw, first-hand measurements directly collected from the flow computer. The data has not been processed or used in any calculations, preserving its original state for analysis or validation.

The index is essential for locating specific values within the report., source_sentence: Initial Flow Rate
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 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 an Uncertainty Composition?
An Uncertainty Composition represents a specific factor that contributes to the overall uncertainty of a measurement system. These components are essential for evaluating the accuracy and reliability of measurements by identifying and quantifying the sources of uncertainty.

Key Aspects of an Uncertainty Component:
- Component Name: Defines the uncertainty factor (e.g., diameter, density, variance, covariance) influencing the measurement system.
- Value of Composition: Quantifies the component’s contribution to the total uncertainty, helping to analyze which factors have the greatest impact.
- Uncertainty File ID: Links the component to a specific uncertainty dataset for traceability and validation.
Understanding these components is critical for uncertainty analysis, ensuring compliance with industry standards and improving measurement precision., source_sentence: EMED-010
sentences: 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., What is a Flow Computer Firmware?
A flow computer firmware is a software component that defines the functionality and behavior of a flow computer.

🔹 Key Characteristics:

Each firmware version (e.g., F407, FB107, EMED-010) is linked to a specific flow computer model.
Firmware versions can have a status indicating whether they are active or inactive.
They determine how the flow computer processes measurements, calculations, and system operations.
📌 Database Tip: When querying firmware information, ensure the firmware version is matched with the correct flow computer type for accurate results., 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.

Database storage for uncertainties:
In the database, uncertainty calculations are stored in two separate tables:
1. Uncertainty of magnitudes (variables):
    - Stores the uncertainty values for specific variables (e.g., temperature, pressure).

2. Uncertainty of the measurement system:
    - Stores the uncertainty values for the overall flow measurement system., source_sentence: ECOMP-GUARAREMA - BY-PASS
sentences: What is a Fluid?
A Fluid is the substance measured within a measurement system. It can be a gas or liquid, such as hydrocarbons, water, or other industrial fluids. Proper classification of fluids is essential for ensuring measurement accuracy, regulatory compliance, and operational efficiency. By identifying fluids correctly, the system applies the appropriate measurement techniques, processing methods, and reporting standards., What is a measurement system?
**Measurement systems** are essential components in industrial measurement and processing. They are identified by a unique **Tag** and are associated with a specific **installation** and **fluid type**. These systems utilize different **measurement technologies**, including **differential (DIF)** and **linear (LIN)**, depending on the application. Measurement systems can be classified based on their **application type**, such as **fiscal** or **custody transfer**.  , 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).
datasets: Lauther/d4-embeddings-MultipleNegative
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-07-15 01:30:14