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ORM-like API MongoDB for Python language.

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ramifice

ORM-like API MongoDB for Python language.

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Ramifice is built around PyMongo.
For simulate relationship Many-to-One and Many-to-Many,
a simplified alternative (Types of selective fields with dynamic addition of elements) is used.
The project is more concentrated for web development or for applications with a graphic interface.

MongoDB
Supports MongoDB 3.6, 4.0, 4.2, 4.4, 5.0, 6.0, 7.0, and 8.0.
For more information see PyMongo.

Project Status

Documentation

Online browsable documentation is available at https://kebasyaty.github.io/ramifice/.

Requirements

View the list of requirements.

Installation

  1. Install MongoDB (if not installed):
    Fedora Ubuntu Windows

  2. Run:

# Fedora:
sudo dnf install gettext
gettext --version
# Ubuntu:
sudo apt install gettext
gettext --version
# Windows:
https://mlocati.github.io/articles/gettext-iconv-windows.html
gettext --version

cd project_name
uv add ramifice
  1. Add config and public directories in root of your project:
    Download config directory
    Download public directory

Usage

It is recommended to look at examples here.

import asyncio
import pprint
from datetime import datetime

from pymongo import AsyncMongoClient
from ramifice import model, translations, migration
from ramifice.fields import (
    BooleanField,
    DateField,
    EmailField,
    FileField,
    ImageField,
    PasswordField,
    TextField,
)


@model(service_name="Accounts")
class User:
    """Model of User."""

    def fields(self):
        """For adding fields."""
        # For custom translations.
        gettext = translations.gettext
        ngettext = translations.ngettext
        self.avatar = ImageField(
            label=gettext("Avatar"),
            default="public/media/default/no-photo.png",
            # Available 4 sizes from lg to xs or None.
            # Hint: By default = None
            thumbnails={"lg": 512, "md": 256, "sm": 128, "xs": 64},
            # True - high quality and low performance for thumbnails.
            # Hint: By default = False
            high_quality=True,
            # The maximum size of the original image in bytes.
            # Hint: By default = 2 MB
            max_size=524288 # 0.5 MB = 524288 Bytes (in binary)
        )
        self.resume = FileField(
          label=gettext("Resume"),
          default="public/media/default/no_doc.odt",
        )
        self.username = TextField(
            label=gettext("Username"),
            required=True,
            unique=True,
        )
        self.first_name = TextField(label=gettext("First name"), required=True)
        self.last_name = TextField(
            label=gettext("Last name"),
            required=True,
        )
        self.email = EmailField(
            label=gettext("Email"),
            required=True,
            unique=True,
        )
        self.birthday = DateField(label=gettext("Birthday"))
        self.password = PasswordField(label=gettext("Password"))
        self.сonfirm_password = PasswordField(
            label=gettext("Confirm password"),
            # If true, the value of this field is not saved in the database.
            ignored=True,
        )
         self.is_admin = BooleanField(
            label=gettext("Is Administrator?"),
        )

    # Optional method.
    async def add_validation(self) -> dict[str, str]:
        """Additional validation of fields."""
        gettext = translations.gettext
        error_map: dict[str, str] = {}
        if self.password.value != self.сonfirm_password.value:
            error_map["password"] = gettext("Passwords do not match!")
        return error_map


async def main():
    client = AsyncMongoClient()

    await migration.Monitor(
        database_name="test_db",
        mongo_client=client,
    ).migrat()

    # If you need to change the language of translation.
    # Hint: For Ramifice by default = "en"
    translations.change_locale("en")

    user = User()
    user.username.value = "pythondev"
    user.avatar.from_path("public/media/default/no-photo.png")
    user.resume.from_path("public/media/default/no_doc.odt")
    user.first_name.value = "John"
    user.last_name.value = "Smith"
    user.email.value = "John_Smith@gmail.com"
    user.birthday.value = datetime(2000, 1, 25)
    user.password.value = "12345678"
    user.сonfirm_password.value = "12345678"
    user.is_admin.value = True

    # Create User.
    if not await user.save():
        # Convenient to use during development.
        user.print_err()

    # Update User.
    user.username.value = "pythondev-123"
    if not await user.save():
        user.print_err()

    print("User details:")
    user_details = await User.find_one_to_raw_doc({"_id": user.id.value})
    pprint.pprint(user_details)

    # Remove User.
    await user.delete(remove_files=False)

    await client.close()


if __name__ == "__main__":
    asyncio.run(main())

How to create custom translations ?

from ramifice import translations

translations.DEFAULT_LOCALE = "en"  # For Ramifice by default = "en"
translations.LANGUAGES = ["en", "ru"]  # For Ramifice by default = ["en", "ru"]
cd project_name
# Add your custom translations:
uv run pybabel extract -o config/translations/custom.pot src
uv run pybabel init -i config/translations/custom.pot -d config/translations/custom -l en
uv run pybabel init -i config/translations/custom.pot -d config/translations/custom -l ru
...

# Hint: Do not forget to add translations for new languages.
uv run pybabel compile -d config/translations/custom

# Update your custom translations:
uv run pybabel extract -o config/translations/custom.pot src
uv run pybabel update -i config/translations/custom.pot -d config/translations/custom
# Hint: Do not forget to check the translations for existing languages.
uv run pybabel compile -d config/translations/custom

How to add new languages ​​to Ramifice ?

from ramifice import translations

translations.DEFAULT_LOCALE = "en"  # For Ramifice by default = "en"
translations.LANGUAGES = ["en", "ru", "de", "de_ch"]  # For Ramifice by default = ["en", "ru"]
cd project_name
# Example:
uv run pybabel init -i config/translations/ramifice.pot -d config/translations/ramifice -l de
uv run pybabel init -i config/translations/ramifice.pot -d config/translations/ramifice -l de_ch
...

# Hint: Do not forget to add translations for new languages.
uv run pybabel compile -d config/translations/ramifice

# Update translations to Ramifice:
uv run pybabel extract -o config/translations/ramifice.pot ramifice
uv run pybabel update -i config/translations/ramifice.pot -d config/translations/ramifice
# Hint: Do not forget to check the translations for existing languages.
uv run pybabel compile -d config/translations/ramifice

See more examples here.

Model Parameters

See the documentation here.

( only service_name is a required parameter )
Parameter Default Description
service_name no Examples: Accounts | Smartphones | Washing machines | etc ...
fixture_name None The name of the fixture in the config/fixtures directory (without extension).
Examples: SiteSettings | AppSettings | etc ...
db_query_docs_limit 1000 limiting query results.
is_migrate_model True Set to False if you do not need to migrate the Model to the database.
This can be use to validate a web forms - Search form, Contact form, etc.
is_create_doc True Can a Model create new documents in a collection?
Set to False if you only need one document in the collection and the Model is using a fixture.
is_update_doc True Can a Model update documents in a collection?
is_delete_doc True Can a Model remove documents from a collection?

Example:

@model(
    service_name="ServiceName",
    fixture_name="FixtureName",
    db_query_docs_limit=1000,
    is_migrate_model=True,
    is_create_doc = True,
    is_update_doc = True,
    is_delete_doc = True,
)
class User:
    def fields(self):
        self.username = TextField(
            label=gettext("Username"),
            required=True,
            unique=True,
        )

Class methods

List of frequently used methods:

# Gets an estimate of the count of documents in a collection using collection metadata.
count: int = await User.estimated_document_count()

# Gets an estimate of the count of documents in a collection using collection metadata.
q_filter = {"first_name": "John"}
count: int = await User.count_documents(q_filter)

# Runs an aggregation framework pipeline.
from bson.bson import BSON
pipeline = [
    {"$unwind": "$tags"},
    {"$group": {"_id": "$tags", "count": {"$sum": 1}}},
    {"$sort": BSON([("count", -1), ("_id", -1)])},
]
docs = await User.aggregate(pipeline)

# Finds the distinct values for a specified field across a single collection.
q_filter = "key_name"
values = await User.distinct(q_filter)

# Get collection name.
name = await User.collection_name()

# The full name is of the form database_name.collection_name.
name = await User.collection_full_name()

# Get AsyncBatabase for the current Model.
database = await User.database()

# Get AsyncCollection for the current Model.
collection = await User.collection()

# Find a single document.
q_filter = {"email": "John_Smith@gmail.com"}
mongo_doc = await User.find_one(q_filter)

# Find a single document and converting to raw document.
q_filter = {"email": "John_Smith@gmail.com"}
raw_doc = await User.find_one_to_raw_doc(q_filter)

# Find a single document and convert it to a Model instance.
q_filter = {"email": "John_Smith@gmail.com"}
user = await User.find_one_to_instance(q_filter)

# Find a single document and convert it to a JSON string.
q_filter = {"email": "John_Smith@gmail.com"}
json = await User.find_one_to_json(q_filter)

# Find a single document and delete it.
q_filter = {"email": "John_Smith@gmail.com"}
delete_result = await User.delete_one(q_filter)

# Find a single document and delete it, return original.
q_filter = {"email": "John_Smith@gmail.com"}
mongo_doc = await User.find_one_and_delete(q_filter)

# Find documents.
q_filter = {"first_name": "John"}
mongo_docs = await User.find_many(q_filter)

# Find documents and convert to a raw documents.
q_filter = {"first_name": "John"}
raw_docs = await User.find_many_to_raw_docs(q_filter)

# Find documents and convert to a json string.
q_filter = {"email": "John_Smith@gmail.com"}
json = await User.find_many_to_json(q_filter)

# Find documents matching with Model.
q_filter = {"email": "John_Smith@gmail.com"}
delete_result = await User.delete_many(q_filter)

# Creates an index on this collection.
from pymongo import ASCENDING
keys = [("email", ASCENDING)]
result: str = await User.create_index(keys, name="idx_email")

# Drops the specified index on this collection.
User.drop_index("idx_email")

# Create one or more indexes on this collection.
from pymongo import ASCENDING, DESCENDING
index_1 = IndexModel([("username", DESCENDING), ("email", ASCENDING)], name="idx_username_email")
index_2 = IndexModel([("first_name", DESCENDING)], name="idx_first_name")
result: list[str] = await User.create_indexes([index_1, index_2])

# Drops all indexes on this collection.
User.drop_index()

# Get information on this collection’s indexes.
result = await User.index_information()

# Get a cursor over the index documents for this collection.
async for index in await User.list_indexes():
    print(index)

# Units Management.
# Management for `choices` parameter in dynamic field types.
# Units are stored in a separate collection.
from ramifice.utils.unit import Unit
unit = Unit(
  field="field_name",  # The name of the dynamic field.
  title="Title",  # The name of the choice item.
  value="Some text ...",  # The value of the choice item.
                          # Hint: float | int | str
  is_delete=False, # True - if you need to remove the item of choice.
                   # by default = False (add item to choice)
)
await User.unit_manager(unit)

Instance methods

List of frequently used methods:

# Check data validity.
# The main use is to check data from web forms.
# It is also used to verify Models that do not migrate to the database.
user = User()
if not await user.is_valid():
    user.print_err()  # Convenient to use during development.

# Create or update document in database.
# This method pre-uses the `check` method.
user = User()
if not await user.save():
    user.print_err()  # Convenient to use during development.

# Delete document from database.
user = User()
await user.delete()
# or
await user.delete(remove_files=False)

# Verification, replacement and recoverang of password.
user = User()
await user.verify_password(password="12345678")
await user.update_password(  # + verify_password
  old_password="12345678",
  new_password="O2eA4GIr38KGGlS",
)

General auxiliary methods

from ramifice.utils.tools import (
    get_file_size,
    hash_to_obj_id,
    is_color,
    is_email,
    is_ip,
    is_mongo_id,
    is_password,
    is_phone,
    is_url,
    normal_email,
    to_human_size,
)

# Validate Password.
if is_password("12345678"):
    ...

# Validate Email address.
if is_email("kebasyaty@gmail.com"):
    ...

# Normalizing email address.
# Use this before requeste to a database.
# For example, on the login page.
email: str | None = normal_email("kebasyaty@gmail.com")  # None, if not valid

# Validate URL address.
if is_url("https://www.google.com"):
    ...

# Validate IP address.
if is_ip("127.0.0.1"):
    ...

# Validate Color code.
if is_color("#000"):
    ...

# Validate Phone number.
if is_phone("+447986123456"):
    ...

# Validation of the Mongodb identifier.
if is_mongo_id("666f6f2d6261722d71757578"):
    ...

# Get ObjectId from hash string.
from bson.objectid import ObjectId
_id: ObjectId | None = hash_to_obj_id("666f6f2d6261722d71757578")

# Convert number of bytes to readable format.
size: str = to_human_size(2097152)  # => 2.0 MB

# Get file size in bytes.
path = "public/media/default/no_doc.odt"
size: int = get_file_size(path)  # => 9843

Contributing

  1. Fork it (https://github.com/kebasyaty/ramifice/fork)
  2. Create your feature branch (git checkout -b my-new-feature)
  3. Commit your changes (git commit -am 'Add some feature')
  4. Push to the branch (git push origin my-new-feature)
  5. Create a new Pull Request

Install for development of Ramifice

# Fedora:
sudo dnf install gettext
gettext --version
# Ubuntu:
sudo apt install gettext
gettext --version
# Windows:
https://mlocati.github.io/articles/gettext-iconv-windows.html
gettext --version

cd project_name
uv sync

Contributors

  • kebasyaty Gennady Kostyunin - creator and maintainer

Changelog

View the change history.

License

This project is licensed under the MIT.

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