Model: Lauther/measuring-embeddings-v3
Author: Lauther
Pipeline: sentence-similarity
Library: sentence-transformers
Tags: sentence-transformers, safetensors, xlm-roberta, sentence-similarity, feature-extraction, generated_from_trainer, dataset_size:7552, loss:CoSENTLoss, dataset:Lauther/measuring-embeddings-v3, 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:7552, loss:CoSENTLoss
base_model: intfloat/multilingual-e5-large-instruct
widget: source_sentence: How are calibration points linked to equipment?
sentences: 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., 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 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 is the primary key of the flow computer table?
sentences: 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 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., 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., source_sentence: Can you provide a sample query to test the retrieval of the uncertainty result for the specified tag and date?
sentences: 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., 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: How are the secondary equipment and measurement system related?
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., 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., 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: What is the table structure for secondary equipment?
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 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., 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.
datasets: Lauther/measuring-embeddings-v3
pipeline_tag: sentence-similarity
library_name: sentence-transformers
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Created: 2025-02-14 17:01:39