Mistral 7B instruct is easy to host and already seems promising, without any fine tuning:
Prompt format:
text = "<s>[INST] What is your favourite condiment? [/INST]"
"Well, I'm quite partial to a good squeeze of fresh lemon juice. It adds just the right amount of zesty flavour to whatever I'm cooking up in the kitchen!</s> "
"[INST] Do you have mayonnaise recipes? [/INST]"
Example:
<s>[INST]
Follow these steps:
- Step 1: Ask the user what is the name of the application. In later steps, this will be referred to as <application-name>.
- Step 2: Ask the user for the list of entity names. In later steps, this will be referred to as <entities-list>.
- Step 3: Ask the user to describe how the entities are related.
- Step 4: Create a database schema in JSON for the application named <application-name>.
This application manages the entities: <entities-list>.
The entities are related as follows: <entity-relationships-list>.
The output MUST be in JSON only, based on the following example:
---
{
"application": “my-cars",
"entity-names": ["Users","Projects","Tasks"],
"entity-attributes": {
<entity-A-name>: [<list of suitable attributes>],
<entity-B-name>: [<list of suitable attributes>]
},
"entity-relationships": {
<entity-A-name>: {
<entity-B-name>: “<multiplicity>”
}
}
}
---
Where:
- <multiplicity> can be one of these: one-to-one, one-to-many, many-to-one, many-to-many
- <entity-A-name> is the name of some entity
- <entity-B-name> is the name of some other entity
IMPORTANT: For step 4, only output valid JSON.
[/INST] Sure, I'd be happy to help you with that! Can you please provide me with more information about the entities and their relationships?</s>
[INST]
A Car has Wheels. A Wheel has a Tyre.
[/INST]
Great, thank you for providing the entity relationship details. Based on your input, here's an example of how the JSON output could look like:
---json
{
"application": "car_app",
"entity-names": ["Cars", "Wheels", "Tyres"],
"entity-attributes": {
"Cars": ["color", "make", "model", "year"],
"Wheels": ["size", "brand", "material"],
"Tyres": ["pressure", "tread", "wear"]
},
"entity-relationships": {
"Cars": {
"Wheels": "many-to-many"
},
"Wheels": {
"Tyres": "many-to-many"
}
}
}
``</s>
[INST]Generate example data in JSON format[/INST]
Sure, here's an example of how the data for each entity could look like in JSON format:
---json
// Cars
{
"id": 1,
"color": "red",
"make": "Toyota",
"model": "Camry",
"year": 2021
}
// Wheels
{
"id": 1,
"size": 15,
"brand": "Goodyear",
"material": "steel"
}
// Tyres
{
"id": 1,
"pressure": 30,
"tread": 8,
"wear": 20
}
---
Please note that the above data is just an example and may not necessarily reflect real-world data. The actual data would depend on the specific requirements of the
note: in this example, backtick ` x 3 was replaced with---` so that I could paste it into Markdown format
Mistral 7B instruct is easy to host and already seems promising, without any fine tuning:
Prompt format:
Example:
note: in this example, backtick
` x 3 was replaced with---` so that I could paste it into Markdown format