[elephant-devel] Querying Advice
Ian Eslick
eslick at csail.mit.edu
Wed Feb 28 22:30:43 UTC 2007
Daniel,
Not sure if you're still interested, but I got motivated to start
thinking about a query strategy for Elephant. I have a much more
sophisticated version I'll check into contrib/eslick/queries in a day
or two, but my first experimental hack can be found in the main
elephant directory in query.lisp and query-example.lisp.
They're not loaded by default in the .asd file so if you want to play
with them load them manually and check out the queries in query-
example.lisp. I'm changing the constraint syntax in the new version,
but I'd be interested in any feedback that query.lisp might generate.
This version does not support join constraints (the returned
instances being filtered based on a constrained subset of instances
of another class).
The plan is to provide a little syntax language and a map interface
that calls a function on each instance of the instances that satisfy
the query. The goal of this approach is to avoid having to load all
objects into memory by default. I'm not sure yet if this map will
allow for side effects (remove all objects satisfying the query)
unless we have a special header that says 'delete these' so we can
use the underlying cursor-del function.
The constraint language should be extensible, ultimately, but I've
been fighting with syntax and semantics for awhile so am going to put
that off. So the query process is:
- Parse syntax into a constraint graph
- Transform constraint graph into a query planning graph
- Find an efficient (optimal?) query plan
- Execute plan (interpreted)
Once the syntax, graphs and planner is cleanly fleshed out, it should
be easy to perform the first three steps inside a macro and generate
compiled code from the query plan instead of interpreting it at run
time.
If anyone is interested in having a deeper discussion on this, we can
put it up on the new Trac Wiki (see link from new web page).
Cheers,
Ian
PS - This is a distraction from chasing the platform bugs related to
getting 0.6.1 wrapped up. If anyone wants to move the 0.6.1 release
along, you could work on OpenMCL integration, adding a few features
to migration or adding a couple of simple tests (see TODO file in
elephant root directory).
On Nov 15, 2006, at 12:16 PM, Daniel Salama wrote:
> Ian,
>
> Thank you for the detailed explanation.
>
> I think, at least, I was under the impression that Elephant was an
> ODB. At least, that's how the first sentence of the web site
> presents it: "Elephant is an object database for Common Lisp" :)
> Maybe this could confuse other newcomers so you may want to revisit
> the web site.
>
> Now, under the understanding that it is a framework to
> "transparently" persist data, it makes it more apparent that any
> object model needs to be done in Lisp and in memory and Elephant
> will simply aid in persist the data in Lisp's memory (at least that
> which you want to persist).
>
> Going back to all this email thread, makes me wonder, which
> direction do you/we all want Elephant to go to. In your email you
> mention that it would be nice to incorporation some ODB-like
> features into Elephant. Well, I think the approach to query data
> may be affected as to the direction we want to take. If we just
> have a framework to query data, it will serve one purpose. If we
> incorporate a "layer or two" to make it more ODB-like, that could
> change the panorama of where Elephant goes, potentially involving
> changes to DCM and also whatever querying framework is "developed".
> After all, it could end up looking something like CL-SQL with the
> ability to _also_ use BDB as the backend :)
>
> As for the indexing and deletion, it makes more sense. I still need
> to understand better how class and slot indices work. From your
> explanation, it seems as if the Elephant machinery is automatically
> creating these BTree indices on the class/slots. I will look into
> the code for the get-instance* methods to learn more how it works
> behind the scenes (I suppose that's more like the Lispy mentality
> of learning by looking at the library's source code - something
> which I still need to get used to)
>
> Will probably bother more later as questions/concerns come up.
> However, as I mentioned before, I'd like to contribute to the
> project, specially in the querying layer/framework and possibly, if
> that's where we go, the ODB layer(s). I just need to know what will
> be the direction we want to go.
>
> Thanks again,
> Daniel
>
> On Nov 15, 2006, at 6:58 AM, Ian Eslick wrote:
>
>> Daniel,
>>
>> There are a couple of things about the Elephant model that should be
>> made clear. Elephant is not a very high level DB system. It's
>> focus is
>> persistence of data. In effect, it is a collection of indexing
>> mechanisms and a metaobject protocol that helps us to store/retrieve
>> data. There are three ways to persist data.
>>
>> 1) Put it in the root, or another BTree that you have manually
>> created
>> and put in the rot
>> 2) Create a persistent object. A persistent object has two
>> manifestations:
>> a) A stub containing an OID and a reference to the controller
>> the
>> object is stored in
>> b) A set of slot values stored in a master slot-value BTree
>>
>> When you do a slot access, the OID and slot name are used to go into
>> this (hidden) master slot-value BTree to find the actual slot value.
>> This is done as a tradeoff so if you are writing an integer slot
>> in an
>> object with a large string, you don't have to load that string into
>> memory to get ACID properties on that integer slot.
>>
>> When you load a persistent object from the root or another index, all
>> that is loaded into memory is the stub. All slot accesses go
>> independently back to the on-disk store to get their values. This
>> means
>> that the on-disk value and locking together guarantee that any
>> number of
>> processes or threads within a process can use the same Elephant store
>> and guarantee ACID semantics (BDB & SQL handle locking for us). For
>> most lisp applications with a single image, bookkeeping like Robert's
>> system make more sense, but you have to worry about locking yourself.
>> DCM pre-loads all the slot values but updates the on-disk version on
>> writes for CID properties - atomicity has to be explicitly managed.
>> We're hoping to make slot caching a natural feature of elephant
>> eventually.
>>
>> 3) Use slot and class indices. Underneath, this is just #1 with
>> functions to make the BTrees simple to use. When you created an
>> indexed
>> object, the object is added to a BTree and a secondary index is
>> created
>> for slot values on top of the master slot-value index. It's the
>> class
>> index that guarantees you can reach the object.
>>
>> Now if you are hacking on elephant, this is the mental model you
>> need.
>> Eventually we're hoping that it becomes sophisticated enough you
>> rarely
>> need this level of detail (query language, flexible persistence
>> semantics, etc). However the persistence of lisp values and the
>> persistent vs. normal class objects means it will never be perfect.
>>
>> Manual deletions are actually quite hard to do in such a system,
>> because
>> if you delete an object and forget to delete the references then
>> you end
>> up with a corrupted data representation that will fail silently
>> (return
>> garbage or null slot values) if you reload a reference. Also
>> deleting
>> an object means removing it from all referring data structures and
>> also
>> deleting (separately) each slot value. Thus the only safe method of
>> deletion is GC which is not yet implemented except by manually
>> migrating
>> your DB which copies everything reachable from root & class-root.
>> I'm a
>> little worried for large DBs that GC can't happen when the DB
>> itself is
>> some factor larger than the available working memory. I know how
>> to fix
>> that, but it's a little involved.
>>
>> Some more comments below.
>>
>> PS - All BDB log files start out at 10MB. They store bookkeeping
>> information so take up more room than you might expect from the
>> stored
>> data itself.
>>
>> Daniel Salama wrote:
>>> Ian et al,
>>>
>>> Based on my comment to Robert and that of Pierre, could you, or
>>> anyone, please clarify this for me (and maybe others):
>>>
>>> If making a class persistent means that there is no need to add
>>> it to
>>> root or to any persistent collection, when I look at Robert's sample
>>> code, I see (excerpts):
>>>
>>> (defclass User ()
>>> ((username :type 'string :initform "" :initarg :uname :accessor
>>> username-of)
>>> (password :type 'string :initform "" :initarg :pword :accessor
>>> password-of)
>>> (email :type 'string :initform "" :initarg :email :accessor
>>> email-of)
>>> (fullname :type 'string :initform "" :initarg :fullname :accessor
>>> fullname-of)
>>> (balance :type 'integer :initform 0 :initarg :balance :accessor
>>> balance-of)))
>>>
>>> (defun random-users (n)
>>> (dotimes (x n)
>>> (let ((u (make-instance
>>> 'User
>>> :uname (format nil "user~A" x)
>>> :pword (random-password)
>>> :email (format nil "user~A at .nowheresville.org" x)
>>> :fullname (format nil "~A~A ~A~A" (random-password) x
>>> (random-password) x)
>>> :balance (random 100))))
>>> (add-to-root x u))))
>>>
>>> There is an explicit add-to-root in random-users. I suppose the
>>> reason
>>> for this is because User class does not inherit from
>>> persistent-metaclass and in order to be able to "search for" or
>>> retrieve that object (could this also be the reason for the
>>> additional
>>> storage overhead, as you pointed out yesterday?). Right? So, if my
>>> understanding is correct, defining User with defpclass instead would
>>> mean that you don't have to add-to-root because it will be
>>> automatically persisted. However, after the function exits, there
>>> will
>>> be no reference to that persistent object and will therefore be
>>> eventually garbage collected (whether or not the persistent space
>>> will
>>> be reclaimed is a different story, as you mentioned in your
>>> email). Is
>>> that right? If so, how could I avoid for the User objects to be
>>> garbage collected in this case, since there really is no other
>>> reference to these objects after creating them? Or, if the
>>> objects are
>>> NOT garbage collected, how could I manually "delete" any of them?
>>>
>>> Now, if I (or Robert) had defined the User class as:
>>>
>>> (defpclass User ()
>>> ((username :type 'string :initform "" :initarg :uname :accessor
>>> username-of :index t)
>>> (password :type 'string :initform "" :initarg :pword :accessor
>>> password-of)
>>> (email :type 'string :initform "" :initarg :email :accessor
>>> email-of)
>>> (fullname :type 'string :initform "" :initarg :fullname :accessor
>>> fullname-of)
>>> (balance :type 'integer :initform 0 :initarg :balance :accessor
>>> balance-of)))
>>>
>>> where (notice how it's defined with defpclass) the username slot is
>>> indexed, the system would automatically store a reference to the
>>> object in the slot index, and there would be no need to use the
>>> add-to-root in random-users. Correct? If that's the case, how
>>> would I
>>> then go about removing this user object from persistence? Would
>>> it be
>>> by setting the indexed slot value to NIL?
>> See above.
>>> On another note, if I want to create a collection of users, I don't
>>> have to store these users in a collection. Simply making them
>>> inherit
>>> from persistent-metaclass and indexing them would do so
>>> automatically
>>> (just like the example above). Right? How about this, then:
>>>
>>> (asdf:operate 'asdf:load-op :elephant-tests)
>>>
>>> (in-package :elephant-tests)
>>>
>>> (setf *default-spec* *testbdb-spec*)
>>>
>>> (open-store *default-spec*)
>>>
>>> (defpclass state ()
>>> ((abbr :type 'string :initform "" :initarg :abbr :accessor abbr-of
>>> :index t)
>>> (name :type 'string :initform "" :initarg :name :accessor name-
>>> of)))
>>>
>>> (defpclass zip-code ()
>>> ((zip :type 'string :initform "" :initarg :zip :accessor zip-of
>>> :index t)
>>> (city :type 'string :initform "" :initarg :city :accessor city-
>>> of)
>>> (county :type 'string :initform "" :initarg :county :accessor
>>> county-of)
>>> (state :initform nil :initarg :state :accessor state-of)))
>>>
>>> (defmethod print-object ((obj state) stream)
>>> (format stream "State (abbr, name) = (~A, ~A)" (abbr-of obj)
>>> (name-of obj)))
>>>
>>> (defmethod print-object ((obj zip-code) stream)
>>> (format stream "Zip (zip, city, county, state) = (~A, ~A, ~A, ~A)"
>>> (zip-of obj) (city-of obj) (county-of obj) (state-of
>>> obj)))
>>>
>>> (let* ((s1 (make-instance 'state :abbr "FL" :name "Florida"))
>>> (s2 (make-instance 'state :abbr "NY" :name "New York"))
>>> (z1 (make-instance 'zip-code :zip "33015" :city
>>> "Miami" :county
>>> "Dade" :state s1))
>>> (z2 (make-instance 'zip-code :zip "13605" :city
>>> "Adams" :county
>>> "Jefferson" :state s2))
>>> (z2 (make-instance 'zip-code :zip "33160" :city "Sunny Isles
>>> Beach" :county "Dade" :state s1)))
>>> (print s1)
>>> (print s2)
>>> (print z1)
>>> (print z2)
>>> (print z3))
>>>
>>> Here, I'm creating a couple of state objects and a couple of zip-
>>> code
>>> objects. Since a zip-code can only belong to one state, they have a
>>> reference back to the state in order to "quickly" determine the
>>> state
>>> they belong to.
>>>
>>> A couple of questions/comments here:
>>>
>>> 1) If I wanted to ask a state to give me all the zip-code(s) within
>>> it, would I create a slot in the state class to hold a collection of
>>> zip-code references? Or would I simply create a state-class
>>> method like:
>>>
>>> (defmethod get-zip-codes ((obj state))
>>> (get-instances-by-value 'zip-code 'state obj))
>>>
>>> This does not work because the state slot in zip-code is not
>>> indexed.
>>> Also, from the code above, I don't know how to get a reference to
>>> the
>>> btree in order to create a cursor so that I can linearly traverse
>>> the
>>> zip-code(s) to return only those zip-code(s) which belong to that
>>> state.
>> Yes, you have to decide what queries you want to do and make trade-
>> offs
>> between space and time. Of course it's easy to make the decision
>> "lots
>> of zip codes, small ranges in queries, large number of zip codes per
>> state = index OR moderate # zip codes, large ranges per state, small
>> number of states = add a slot and use a list or array" Then you
>> add the
>> :index marker to the zip code or add a new slot to state to keep
>> track
>> of the association. There is no general notion of association as
>> you'll
>> see below. However that might be a nice thing to add - you start
>> to get
>> relational notion into the simple object persistence model.
>>
>> I guess that's the confusion. Elephant is NOT an object database
>> - it
>> is a persistent object and collection facility. The DB functionality
>> you (today) have to write yourself. It might be nice to add a
>> layer or
>> two that makes it more ODB like. But as Robert has done with DCM
>> - you
>> can craft an object/storage model that works for your application.
>> Keeping references to objects in slots is an implicit DB but it does
>> require that you think in a way that RDB's do not.
>>> Of course, I would probably want to index the state slot of zip-code
>>> because there are tens of thousands of zip codes and I wouldn't want
>>> to linearly traverse them, but I just wanted to illustrate the
>>> problem
>>> to get some additional feedback (the overhead of maintaining a
>>> secondary index on state wouldn't matter too much to me because
>>> changes to this class/objects are very rare but access is much more
>>> frequent)
>>>
>>> 2) Maybe this is a totally different issue and mainly caused by my
>>> lisp ignorance:
>>>
>>> If I have:
>>>
>>> (defparameter *s1* (get-instances-by-value 'state 'abbr "FL"))
>>> (defparameter *s2* (get-instances-by-value 'state 'abbr "NY"))
>>> (defparameter *z1* (get-instances-by-value 'zip-code 'zip "33015"))
>>> (defparameter *z2* (get-instances-by-value 'zip-code 'zip "13605"))
>>> (defparameter *z3* (get-instances-by-value 'zip-code 'zip "33160"))
>>>
>>> and I want to remove the association of zip code 33160 from the "FL"
>>> state object, I would think all I have to do is:
>>>
>>> (setf (state-of *z3*) nil)
>> First problem here is that get-instances (note the plural) returns a
>> list. However that will work. You orphan the zip code by removing
>> it's reference to a state. However there is a singular function that
>> returns the first instance or nil.
>>
>> (defparameter *z3* (get-instance-by-value 'zip-code 'zip "13605)))
>>
>> (setf (state-of *z3*) nil)
>
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