- Allowing for multiple types of Catalogs

- Introduction of retrievers
- Ensuring processing information is collected from Catalog iso Tenant
- Introduction of a generic Form class to enable dynamic fields based on a configuration
- Realisation of Retriever functionality to support dynamic fields
This commit is contained in:
Josako
2024-10-25 14:11:47 +02:00
parent 30fec27488
commit aa358df28e
19 changed files with 753 additions and 145 deletions

View File

@@ -1,4 +1,4 @@
from flask import session, current_app
from flask import session, current_app, request
from flask_wtf import FlaskForm
from wtforms import (StringField, BooleanField, SubmitField, DateField, IntegerField, FloatField, SelectMultipleField,
SelectField, FieldList, FormField, TextAreaField, URLField)
@@ -6,6 +6,14 @@ from wtforms.validators import DataRequired, Length, Optional, URL, ValidationEr
from flask_wtf.file import FileField, FileAllowed, FileRequired
import json
from wtforms_sqlalchemy.fields import QuerySelectField
from common.models.document import Catalog
from config.catalog_types import CATALOG_TYPES
from config.retriever_types import RETRIEVER_TYPES
from .dynamic_form_base import DynamicFormBase
def allowed_file(form, field):
if field.data:
@@ -26,6 +34,23 @@ def validate_json(form, field):
class CatalogForm(FlaskForm):
name = StringField('Name', validators=[DataRequired(), Length(max=50)])
description = TextAreaField('Description', validators=[Optional()])
# Parent ID (Optional for root-level catalogs)
parent = QuerySelectField(
'Parent Catalog',
query_factory=lambda: Catalog.query.all(),
allow_blank=True,
get_label='name',
validators=[Optional()],
)
# Select Field for Catalog Type (Uses the CATALOG_TYPES defined in config)
type = SelectField('Catalog Type', validators=[DataRequired()])
# Metadata fields
user_metadata = TextAreaField('User Metadata', validators=[Optional(), validate_json])
system_metadata = TextAreaField('System Metadata', validators=[Optional(), validate_json])
configuration = TextAreaField('Configuration', validators=[Optional(), validate_json])
# HTML Embedding Variables
html_tags = StringField('HTML Tags', validators=[DataRequired()],
default='p, h1, h2, h3, h4, h5, h6, li, , tbody, tr, td')
@@ -38,19 +63,65 @@ class CatalogForm(FlaskForm):
default=2000)
max_chunk_size = IntegerField('Maximum Chunk Size (3000)', validators=[NumberRange(min=0), Optional()],
default=3000)
# Embedding Search variables
es_k = IntegerField('Limit for Searching Embeddings (5)',
default=5,
validators=[NumberRange(min=0)])
es_similarity_threshold = FloatField('Similarity Threshold for Searching Embeddings (0.5)',
default=0.5,
validators=[NumberRange(min=0, max=1)])
# Chat Variables
chat_RAG_temperature = FloatField('RAG Temperature', default=0.3, validators=[NumberRange(min=0, max=1)])
chat_no_RAG_temperature = FloatField('No RAG Temperature', default=0.5, validators=[NumberRange(min=0, max=1)])
# Tuning variables
embed_tuning = BooleanField('Enable Embedding Tuning', default=False)
rag_tuning = BooleanField('Enable RAG Tuning', default=False)
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
# Dynamically populate the 'type' field using the constructor
self.type.choices = [(key, value['name']) for key, value in CATALOG_TYPES.items()]
class RetrieverForm(FlaskForm):
name = StringField('Name', validators=[DataRequired(), Length(max=50)])
description = TextAreaField('Description', validators=[Optional()])
# Catalog for the Retriever
catalog = QuerySelectField(
'Catalog ID',
query_factory=lambda: Catalog.query.all(),
allow_blank=True,
get_label='name',
validators=[Optional()],
)
# Select Field for Retriever Type (Uses the RETRIEVER_TYPES defined in config)
type = SelectField('Retriever Type', validators=[DataRequired()])
# Metadata fields
user_metadata = TextAreaField('User Metadata', validators=[Optional(), validate_json])
system_metadata = TextAreaField('System Metadata', validators=[Optional(), validate_json])
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
# Dynamically populate the 'type' field using the constructor
self.type.choices = [(key, value['name']) for key, value in RETRIEVER_TYPES.items()]
class EditRetrieverForm(DynamicFormBase):
name = StringField('Name', validators=[DataRequired(), Length(max=50)])
description = TextAreaField('Description', validators=[Optional()])
# Catalog for the Retriever
catalog = QuerySelectField(
'Catalog ID',
query_factory=lambda: Catalog.query.all(),
allow_blank=True,
get_label='name',
validators=[Optional()],
)
# Select Field for Retriever Type (Uses the RETRIEVER_TYPES defined in config)
type = SelectField('Retriever Type', validators=[DataRequired()], render_kw={'readonly': True})
# Metadata fields
user_metadata = TextAreaField('User Metadata', validators=[Optional(), validate_json])
system_metadata = TextAreaField('System Metadata', validators=[Optional(), validate_json])
def __init__(self, *args, **kwargs):
super().__init__(*args, **kwargs)
# Set the retriever type choices (loaded from config)
self.type.choices = [(key, value['name']) for key, value in RETRIEVER_TYPES.items()]
class AddDocumentForm(FlaskForm):