Get Schema using collection name mongoose - mongodb

Lets say I have a collection "employees" in mongodb.now i want to get the
Schema of that collection using "mongoose".Can I do that? I want to have the
schema object from the collection name.
import mongoose from 'mongoose';
public getMappers(collectionName): Schema {
let schema = mongoose.model(collectionName).schema;
return schema ;
}
is there any way to do this?

Short answer: No.
Let me explain why? NoSQL DBs are known for the flexibility of the unknown data fields. One document can have a different set of fields from another sibling document. Due to this, a tool can not determine all the fields in your schema (and ponder that fields can be added later as well). However, You can get a superset of fields by looking at all the documents in your collections and creating a schema out of it.
Mongo compass has a schema tab where you can analyze and use the collection menu to export schema JSON. See below:
You will still need to do a lot of manipulation to create schema out of this JSON, and this JSON isn't meant for creating schema but to understand the kind of data your collection has. e.g. How many docs have this particular field? How many unique values are there for a particular field(cardinality) etc?
Edit 1: I found that the analyzer runs on a subset of docs only not the full collection. We might miss some fields due to that. Read more here

Related

MongoDB lookup ObjectID when the collection it belongs to is unknown?

The software I am currently working with can only run aggregate queries or simple find_one's. I am new to mongodb ,so I am having difficulty figuring out if I can do what I would like to do.
The Question:
Is it possible to run a lookup query on an object id when that object id may be in one of many collections?
The setup:
I have a main collection, this main collection is essentially an array of other ObjectID's that apply to this object. This collection (call it Main_Config) consists of three ObjectID's.
Client
General_Config
Role_Config
The Client, General_Config, and Main_Config can all have an enforced schema I would like the Role_Config to also have an enforced schema. This is where the issue comes into play, the Role_Config, may take 3 or more possible schemas. My idea was to create a collection for every possible schema, however if I do this I will not know to what collection the Role_Config ObjectID belongs to. Is there a way to lookup an ObjectID that may exist in one of many collections?
There is no findInAnyCollection() type of function. In your model you will have to manually code a loop and look it up.
One approach: In your main config collection, we have docs with this field:
otherIds = [ {coll: "ROLE", key: "5fb8057f08c09fb8dfe8d310"}, {coll: "GENERAL", key: "GENERAL_72f2b2922ed98800bd0e"}, ...]
Putting it all together:
db.AA.drop();
db.BB.drop();
db.CC.drop();
db.AA.insert({_id:0, otherIds: [ {coll:"BB", key:0}, {coll:"BB", key:1}, {coll:"CC", key:2}]});
db.BB.insert({_id:0, foo:"bar", baz:"bin"});
db.BB.insert({_id:1, foo:"ion", baz:"kjlkj"});
db.BB.insert({_id:2, foo:"POPPO", baz:"UHUH"});
db.CC.insert({_id:0, data: "wfwefw"});
db.CC.insert({_id:1, data: "jj"});
db.CC.insert({_id:2, data: "mm"});
doc = db.AA.findOne();
doc['otherIds'].forEach(function(item) {
var other = db[item['coll']].findOne({_id:item['key']});
printjson(other);
});

Mongoose schema definition [duplicate]

This question already has an answer here:
Why does mongoose use schema when mongodb's benefit is supposed to be that it's schema-less?
(1 answer)
Closed 5 years ago.
I am a beginner with MongoDB and trying to learn MEAN Stack. So I am using Mongoose as the ORM
I read that MongoDB is a NoSQL database, but while using Mongoose as ORM, I am asked to create a schema first. Why is it so? There shouldn't be a schema ideally as MongoDB is a NoSQL database.
Thanks in advance.
Mongoose is an orm on top of mongodb , if you are using core mongodb you need not create any schema , you can just dump any data you want , but in mongoose you have a schema so that you can i have some basic key value pair for advanced searching and filtering and you can anytime update the schema. Or If you want to go schemaless and dump whatever the response is you can use a schema type like this var someSchema = {data:Object} and drop all your data in this data key and then you can easily extract whatever JSON data is inside your id field.
var mongoose = require('mongoose');
module.exports = mongoose.model('twitter', {
created_at:{
type:Date
},
dump:{
type:Object
}
});
In the above example dump is used to save whatever JSON I get as a response from twitter api and created_at contains only the creating date of tweet , so I have the entire data , but if i want to search tweets of a particular date I can search it using a find query on created_at and this query will be lot faster and here I have a fixed structure and a knowledge about what to expect of a find query each time a run one, So this is one of the benefit of using the mongoose orm i.e I don't lose data but I can maximise my searching ability by creating appropriate keys.
So basically mongoose is an ORM db , it offers you relational db features like creating foreign keys , not strictly foreign keys but you can create something like an id reference to another schema and later populate the field by the id associated parameters when you fetch data using your find query , also a relational schema is easy to manage , what mongoose does is it gives a JSON/BSON based db the power of relational db and you get best of both the world i.e you can easily maintain new keys or you don't need to worry about extracting each and every data from your operation and placing it properly/inserting it , you just need to see that your keys and values match , as well as you have flexibility in update operations while having a schema or table structure.

Field's datatype of collection in mongodb

How to get field information of a collection in mongodb.
information I am looking for are
field name
data type
You will need to loop over all the documents and figure out what the used names are, and which types each specific field uses. MongoDB does not have a schema, so there is no short cut to fetch this. Be also aware that each field's value can have totally different data types as well—another one of MongoDB's strenghts.
To figure out some statistics, such as field names, the following script can help:
mr = db.runCommand({
"mapreduce" : "things",
"map" : function() {
for (var key in this) { emit(key, null); }
},
"reduce" : function(key, stuff) { return null; },
"out": "things" + "_keys"
})
Then run distinct on the resulting collection so as to find all the keys:
db[mr.result].distinct("_id");
But there is no way to also include the field types with a Map/Reduce job like this.
You can't determine the schema of a collection. Each of the objects of an collection might have a different schema, you should be aware of this.
I made a similar question a few months ago , in the post you can find how to retrieve the schema of an object using the java programing language; However, to the best of my knowledge, the is no way to retrieve the data types other than try to cast the objects (this is the way the BasicBsonObjects do it).
MongoDB supports dynamic schema, and there is no inbuilt feature for schema introspection or analysis as at MongoDB 2.4.
However .. it is possible to infer the schema by inspecting using a Map/Reduce across either a sample of documents or the entire collection.
There are a few open source tools which package this approach up in a helpful interface, for example:
Schema.js - extends the mongo shell with collection.schema() prototypes
Variety - runs as a standalone script
I like the approach of schema.js, and include it in my ~/mongorc.js startup file so it is available in my mongo shell sessions.
By default schema.js analyzes up to 50 documents in a collection and returns the results inline. There is a limit option to inspect more (or even all) documents in a collection, and it supports the Map/Reduce out options so results can optionally be saved or merged with an output collection.

Mongo DB best practice for a query WHERE IN with tags and childs

Well i'm planning a collection schema and i have dubt to how embed data inside tag field.
i have a colletion named products:
products
->_id
->product_name
->tags
i have then a tags collection:
tags
->_id
->tag_name
and i have a tags_child collection:
tags_childs
->_id
-> id_tag
->tag_child_name
now i need to save tags and tags_childs into products collection, so i tought it was good to save in products collection a field:
tags: [[_id_tag]:[_id_tag_child,_id_tag_child, ... etc],[_id_tag]:[_id_tag_child,_id_tag_child, ... etc]]
but i think is not the right way, cause i need to be able to query on products collection, filtering by tags and child_tags.
So for example i need to filter products by:
+product_name: 'roastbeef'
+ tag:'hot'
+ child tag : 'sauce'
or filter by:
+product_name: 'roastbeef'
+ tag: 'hot'
+ child tag:'sauce'
+ child tag:'knife'
+ tag:'dinner'
Parent tags are always required when filtering, while child tags are optional.
How do you implement a right collection to do this type of query at the end?
Reading over this; I described your schema a bit in detail here:
Schema Advice
There really isn't a reason to be holding this pivotal table, as in the end they are all just tags. You can still search for multiple tags within your database by going with the above suggested schema; along with showing all your available tags to and their relationship from the above schema; this way it cleans up your entire DB rather than muddying it with an extra table which MongoDB just doesn't need.
I'd highly recommend re-going through this e-book to just strengthen the understanding around the NoSQL format Mongo empowers you with.
Mongo Free eBook PDF

How do I describe a collection in Mongo?

So this is Day 3 of learning Mongo Db. I'm coming from the MySql universe...
A lot of times when I need to write a query for a MySql table I'm unfamiliar with, I would use the "desc" command - basically telling me what fields I should include in my query.
How would I do that for a Mongo db? I know, I know...I'm searching for a schema in a schema-less database. =) But how else would users know what fields to use in their queries?
Am I going at this the wrong way? Obviously I'm trying to use a MySql way of doing things in a Mongo db. What's the Mongo way?
Type the below query in editor / mongoshell
var col_list= db.emp.findOne();
for (var col in col_list) { print (col) ; }
output will give you name of columns in collection :
_id
name
salary
There is no good answer here. Because there is no schema, you can't 'describe' the collection. In many (most?) MongoDb applications, however, the schema is defined by the structure of the object hierarchy used in the writing application (java or c# or whatever), so you may be able to reflect over the object library to get that information. Otherwise there is a bit of trial and error.
This is my day 30 or something like that of playing around with MongoDB. Unfortunately, we have switched back to MySQL after working with MongoDB because of my company's current infrastructure issues. But having implemented the same model on both MongoDB and MySQL, I can clearly see the difference now.
Of course, there is a schema involved when dealing with schema-less databases like MongoDB, but the schema is dictated by the application, not the database. The database will shove in whatever it is given. As long as you know that admins are not secretly logging into Mongo and making changes, and all access to the database is controller through some wrapper, the only place you should look at for the schema is your model classes. For instance, in our Rails application, these are two of the models we have in Mongo,
class Consumer
include MongoMapper::Document
key :name, String
key :phone_number, String
one :address
end
class Address
include MongoMapper::EmbeddedDocument
key :street, String
key :city, String
key :state, String
key :zip, String
key :state, String
key :country, String
end
Now after switching to MySQL, our classes look like this,
class Consumer < ActiveRecord::Base
has_one :address
end
class Address < ActiveRecord::Base
belongs_to :consumer
end
Don't get fooled by the brevity of the classes. In the latter version with MySQL, the fields are being pulled from the database directly. In the former example, the fields are right there in front of our eyes.
With MongoDB, if we had to change a particular model, we simply add, remove, or modify the fields in the class itself and it works right off the bat. We don't have to worry about keeping the database tables/columns in-sync with the class structure. So if you're looking for the schema in MongoDB, look towards your application for answers and not the database.
Essentially I am saying the exactly same thing as #Chris Shain :)
While factually correct, you're all making this too complex. I think the OP just wants to know what his/her data looks like. If that's the case, you can just
db.collectionName.findOne()
This will show one document (aka. record) in the database in a pretty format.
I had this need too, Cavachon. So I created an open source tool called Variety which does exactly this: link
Hopefully you'll find it to be useful. Let me know if you have questions, or any issues using it.
Good luck!
AFAIK, there isn't a way and it is logical for it to be so.
MongoDB being schema-less allows a single collection to have a documents with different fields. So there can't really be a description of a collection, like the description of a table in the relational databases.
Though this is the case, most applications do maintain a schema for their collections and as said by Chris this is enforced by your application.
As such you wouldn't have to worry about first fetching the available keys to make a query. You can just ask MongoDB for any set of keys (i.e the projection part of the query) or query on any set of keys. In both cases if the keys specified exist on a document they are used, otherwise they aren't. You will not get any error.
For instance (On the mongo shell) :
If this is a sample document in your people collection and all documents follow the same schema:
{
name : "My Name"
place : "My Place"
city : "My City"
}
The following are perfectly valid queries :
These two will return the above document :
db.people.find({name : "My Name"})
db.people.find({name : "My Name"}, {name : 1, place :1})
This will not return anything, but will not raise an error either :
db.people.find({first_name : "My Name"})
This will match the above document, but you will have only the default "_id" property on the returned document.
db.people.find({name : "My Name"}, {first_name : 1, location :1})
print('\n--->', Object.getOwnPropertyNames(db.users.findOne())
.toString()
.replace(/,/g, '\n---> ') + '\n');
---> _id
---> firstName
---> lastName
---> email
---> password
---> terms
---> confirmed
---> userAgent
---> createdAt
This is an incomplete solution because it doesn't give you the exact types, but useful for a quick view.
const doc = db.collectionName.findOne();
for (x in doc) {
print(`${x}: ${typeof doc[x]}`)
};
If you're OK with running a Map / Reduce, you can gather all of the possible document fields.
Start with this post.
The only problem here is that you're running a Map / Reduce on which can be resource intensive. Instead, as others have suggested, you'll want to look at the code that writes the actual data.
Just because the database doesn't have a schema doesn't mean that there is no schema. Generally speaking the schema information will be in the code.
I wrote a small mongo shell script that may help you.
https://gist.github.com/hkasera/9386709
Let me know if it helps.
You can use a UI tool mongo compass for mongoDb. This shows all the fields in that collection and also shows the variation of data in it.
If you are using NodeJS and want to get the all the field names using the API request, this code works for me-
let arrayResult = [];
db.findOne().exec(function (err, docs)){
if(err)
//show error
const JSONobj = JSON.parse(JSON.stringify(docs));
for(let key in JSONobj) {
arrayResult.push(key);
}
return callback(null, arrayResult);
}
The arrayResult will give you entire field/ column names
Output-
[
"_id",
"emp_id",
"emp_type",
"emp_status",
"emp_payment"
]
Hope this works for you!
Consider you have collection called people and you want to find the fields and it's data-types. you can use below query
function printSchema(obj) {
for (var key in obj) {
print( key, typeof obj[key]) ;
}
};
var obj = db.people.findOne();
printSchema(obj)
The result of this query will be like below,
you can use Object.keys like in JavaScript
Object.keys(db.movies.findOne())