Model: Lauther/measuring-embeddings-v1
Author: Lauther
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5220, loss:CosineSimilarityLoss, dataset:Lauther/embeddings-train-semantic, arxiv:1908.10084, base_model:intfloat/multilingual-e5-large-instruct, base_model:finetune:intfloat/multilingual-e5-large-instruct, text-embeddings-inference, endpoints_compatible, region:us
Base models (finetune): id: intfloat/multilingual-e5-large-instruct
Card metadata: tags: sentence-transformers, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:5220, loss:CosineSimilarityLoss
base_model: intfloat/multilingual-e5-large-instruct
widget: source_sentence: Identify the column that stores the uncertainty value.
sentences: What is measuring equipment?
Measuring equipment refers to the devices that make up a measurement system. Each piece of equipment has:
- A unique serial number for identification.
- A technical name, such as transmitter, plate, thermometer, etc.

How is equipment assigned to a measurement system?
When equipment is assigned to a measurement system, it is given a unique identifier called an ""Equipment Tag.""
- If a piece of equipment has a tag, it is considered in use in a measurement system.
- If it does not have a tag, it is considered spare or unused

Equipment assignment based on technology:
The type of equipment assigned to a measurement system depends on the technology used, for example:
1. Differential technology (for gas measurement):
    - Static pressure transmitters
    - Differential pressure transmitters
    - Temperature transmitters
    - RTDs (thermometers)
    - Orifice plates
    - Straight stretch

2. Linear technology (for gas measurement):
    - Temperature transmitters
    - RTDs
    - Static pressure transmitters
    - Ultrasonic meters

Relationship between equipment and measurement systems:
- A measurement system can have multiple pieces of equipment.
- However, a piece of equipment can only be assigned to one measurement system.

Database management:
- The database includes a special table to manage the list of equipment assigned to measurement systems.
- When a user refers to an ""Equipment Tag"", they are searching for operational equipment assigned to a measurement system.
- If a user is looking for spare or unused equipment, they are searching for equipment not listed in the tagged equipment table.
- Commonly used when user refers directly to an ""Equipment Tag", What is equipment calibration?
Calibration is a metrological verification process used to ensure the accuracy of measurement equipment. It is performed periodically, based on intervals set by the company or a regulatory body.

Purpose of calibration:
The calibration process corrects any deviations in how the equipment measures physical magnitudes (variables). This ensures the equipment provides accurate and reliable data.

Calibration cycles:
There are two main calibration cycles:
1. As-found: Represents the equipment's measurement accuracy before any adjustments are made. This cycle is almost always implemented.
2. As-left: Represents the equipment's measurement accuracy after adjustments are made. This cycle is used depending on regulatory requirements.

Calibration uncertainty:
- Uncertainty is included in the results of a calibration.
- Calibration uncertainty refers to the margin of error in the device's measurements, which also affects the uncertainty of the measured variable or magnitude., What kind of data store an equipment?
Equipments can capture meteorological data, such as pressure, temperature, and volume (magnitudes). This data is essential for users to perform various calculations.

Data storage:
- The measured values are stored in a special table in the database for magnitudes. This table contains the values of the variables captured by the equipments.
- These values are **direct measurements** from the fluid (e.g., raw pressure, temperature, or volume readings). **They are not calculated values**, such as uncertainty.
- The values stored in the variable values table are **different** from variable uncertainty values, which are calculated separately and represent the margin of error.

Accessing the data:
- Users typically access the data by referring to the readings from the measurement system, not directly from the individual equipments.
- The readings are stored in a "variable values" table within the database.

Linking variable names:
If the user needs to know the name of a variable, they must link the data to another table that stores information about the types of variables., source_sentence: SELECT * FROM EquipmentType LIMIT 1
sentences: What kind of data store an equipment?
Equipments can capture meteorological data, such as pressure, temperature, and volume (magnitudes). This data is essential for users to perform various calculations.

Data storage:
- The measured values are stored in a special table in the database for magnitudes. This table contains the values of the variables captured by the equipments.
- These values are **direct measurements** from the fluid (e.g., raw pressure, temperature, or volume readings). **They are not calculated values**, such as uncertainty.
- The values stored in the variable values table are **different** from variable uncertainty values, which are calculated separately and represent the margin of error.

Accessing the data:
- Users typically access the data by referring to the readings from the measurement system, not directly from the individual equipments.
- The readings are stored in a "variable values" table within the database.

Linking variable names:
If the user needs to know the name of a variable, they must link the data to another table that stores information about the types of variables., How does a flow computer generate and store reports?
A flow computer generates daily or hourly reports to provide users with operational data. These reports are stored in the flow computer's memory in an organized format.

Report structure:
- Each report includes:
- Date and time of the data recording.
- Data recorded from flow computers.

Data storage in tables:
The reports are saved in two tables:
1. Main table (Index):
    - Stores the date, time, and flow computer identifier.
2. Detail table:
    - Stores the measured values associated with the report.

Connection to the Modbus table:
The flow computer's reports are linked to a Modbus table. This table contains the names corresponding to each value in the reports, making it easier to interpret the data., 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).

Main function:
The flow computer sends the collected data to a measurement system. This allows measurement engineers to analyze the data and perform their tasks effectively., source_sentence: What tables store measurement system data?
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.

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.

How to retrieve uncertainty data:
- To find the uncertainty of the measurement system, join the measurement systems table with the uncertainty of the measurement system table.
- To find the uncertainty of a specific variable (magnitude), join the measurement systems table with the uncertainty of magnitudes (variables) table.

Important note:
Do not confuse the two types of uncertainty:
- If the user requests the uncertainty of the measurement system, use the first join (measurement systems table + uncertainty of the measurement system table).
- If the user requests the uncertainty of a specific variable (magnitude) in a report, use the second join (measurement systems table + uncertainty of magnitudes table)., What is a measurement system?
A measurement system, also referred to as a delivery point, measurement point, or reception point, is used to measure and monitor fluids in industrial processes.

Key characteristics of a measurement system:
1. Measurement technology:
    - Differential: Used for precise measurements.
    - Linear: Used for straightforward measurements.

2. System identifier (TAG):
    - A unique identifier for the system.

3. Fluid type:
    - The system can measure gases, oils, condensates, water, steam, or other fluids.
4. System type:
    - Specifies the category or purpose of the system.

Measurement technology by fluid type:
- Gas measurement systems: Use both linear and differential measurement technologies.
- Oil measurement systems: Do not use linear or differential technologies; they are programmed differently."


Classification of measurement systems:
Measurement systems are classified based on the stage of the process in which they are used. Common classifications include:
- Fiscal
- Operational
- Appropriation
- Custody
- Production Poços, What do measurement equipment measure?
Each equipment measures a physical magnitude, also known as a variable. Based on the type of variable they measure, devices are classified into different categories.

Equipment classification:
- Primary meter: Assigned by default to equipments like orifice plates.
- Secondary meter: Assigned by default to equipments like transmitters.
- Tertiary meter: Used for other types of equipments.

Equipment types in the database:
The database includes a table listing all equipment types. Examples of equipment types are:
- Differential pressure transmitters
- RTDs (Resistance Temperature Detectors)
- Orifice plates
- Multivariable transmitters
- Ultrasonic meters

Meteorological checks for equipments:
Each equipment type is assigned a meteorological check, which can be either:
- Calibration: To ensure measurement accuracy.
- Inspection: To verify proper functioning.

Data storage in tables:
The database also includes a separate table for equipment classifications, which are:
- Primary meter
- Secondary meter
- Tertiary meter
So, an equipment has equipment types and this types has classifications., source_sentence: What is the table structure for equipment types?
sentences: How does a flow computer generate and store reports?
A flow computer generates daily or hourly reports to provide users with operational data. These reports are stored in the flow computer's memory in an organized format.

Report structure:
- Each report includes:
- Date and time of the data recording.
- Data recorded from flow computers.

Data storage in tables:
The reports are saved in two tables:
1. Main table (Index):
    - Stores the date, time, and flow computer identifier.
2. Detail table:
    - Stores the measured values associated with the report.

Connection to the Modbus table:
The flow computer's reports are linked to a Modbus table. This table contains the names corresponding to each value in the reports, making it easier to interpret the data., What is measuring equipment?
Measuring equipment refers to the devices that make up a measurement system. Each piece of equipment has:
- A unique serial number for identification.
- A technical name, such as transmitter, plate, thermometer, etc.

How is equipment assigned to a measurement system?
When equipment is assigned to a measurement system, it is given a unique identifier called an ""Equipment Tag.""
- If a piece of equipment has a tag, it is considered in use in a measurement system.
- If it does not have a tag, it is considered spare or unused

Equipment assignment based on technology:
The type of equipment assigned to a measurement system depends on the technology used, for example:
1. Differential technology (for gas measurement):
    - Static pressure transmitters
    - Differential pressure transmitters
    - Temperature transmitters
    - RTDs (thermometers)
    - Orifice plates
    - Straight stretch

2. Linear technology (for gas measurement):
    - Temperature transmitters
    - RTDs
    - Static pressure transmitters
    - Ultrasonic meters

Relationship between equipment and measurement systems:
- A measurement system can have multiple pieces of equipment.
- However, a piece of equipment can only be assigned to one measurement system.

Database management:
- The database includes a special table to manage the list of equipment assigned to measurement systems.
- When a user refers to an ""Equipment Tag"", they are searching for operational equipment assigned to a measurement system.
- If a user is looking for spare or unused equipment, they are searching for equipment not listed in the tagged equipment table.
- Commonly used when user refers directly to an ""Equipment Tag", 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.

How to retrieve uncertainty data:
- To find the uncertainty of the measurement system, join the measurement systems table with the uncertainty of the measurement system table.
- To find the uncertainty of a specific variable (magnitude), join the measurement systems table with the uncertainty of magnitudes (variables) table.

Important note:
Do not confuse the two types of uncertainty:
- If the user requests the uncertainty of the measurement system, use the first join (measurement systems table + uncertainty of the measurement system table).
- If the user requests the uncertainty of a specific variable (magnitude) in a report, use the second join (measurement systems table + uncertainty of magnitudes table)., source_sentence: What columns store the uncertainty values?
sentences: What is a measurement system?
A measurement system, also referred to as a delivery point, measurement point, or reception point, is used to measure and monitor fluids in industrial processes.

Key characteristics of a measurement system:
1. Measurement technology:
    - Differential: Used for precise measurements.
    - Linear: Used for straightforward measurements.

2. System identifier (TAG):
    - A unique identifier for the system.

3. Fluid type:
    - The system can measure gases, oils, condensates, water, steam, or other fluids.
4. System type:
    - Specifies the category or purpose of the system.

Measurement technology by fluid type:
- Gas measurement systems: Use both linear and differential measurement technologies.
- Oil measurement systems: Do not use linear or differential technologies; they are programmed differently."


Classification of measurement systems:
Measurement systems are classified based on the stage of the process in which they are used. Common classifications include:
- Fiscal
- Operational
- Appropriation
- Custody
- Production Poços, How are flow computers and measurement systems related?
Flow computers can have multiple systems assigned to them. However, a measurement system can only be assigned to one flow computer.

Database terminology:
In the database, this relationship is referred to as:
- Meter streams
- Meter runs
- Sections

Storage of the relationship:
The relationship between a flow computer and its assigned measurement system is stored in a special table.

User context:
When a user refers to a "meter stream," they are indicating that they are searching for a measurement system assigned to a specific flow computer., 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.

How to retrieve uncertainty data:
- To find the uncertainty of the measurement system, join the measurement systems table with the uncertainty of the measurement system table.
- To find the uncertainty of a specific variable (magnitude), join the measurement systems table with the uncertainty of magnitudes (variables) table.

Important note:
Do not confuse the two types of uncertainty:
- If the user requests the uncertainty of the measurement system, use the first join (measurement systems table + uncertainty of the measurement system table).
- If the user requests the uncertainty of a specific variable (magnitude) in a report, use the second join (measurement systems table + uncertainty of magnitudes table).
datasets: Lauther/embeddings-train-semantic
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-01-30 03:43:45