| SolrList-class | R Documentation |
The SolrList object makes Solr data accessible through a
list-like interface. This interface is appropriate when the data are
highly ragged.
A SolrList should more or less behave analogously to a list. It
provides the same basic accessors (length,
names, [, [<-,
[[, [[<-, $,
$<-, head, tail, etc) and
can be coerced to a list via as.list. Supported types of
data manipulations include subset,
transform, sort, xtabs,
aggregate, unique, summary,
etc.
An obvious difference between a SolrList and an ordinary list
is that we know the SolrList contains only documents, which are
themselves represented as named lists of fields, usually vectors of
length one. This constraint enables us to provide the convenience of
accessing fields by slicing across every document. We can pass a field
selection to the second argument of [. Like data frame,
selecting a single column with e.g. x[,"foo"] will return the
field as a vector, filling NAs whereever a document lacks a
value for the field.
The names are taken from the field declared in the schema to
represent the unique document key. Schemas are not strictly required
to declare such a field, so if there is no unique key, the names
are NULL.
Field restrictions passed to e.g. [ or subset(fields=)
may be specified by name, or wildcard pattern (glob). Similarly, a row
index passed to [ must be either a character vector of
identifiers (of length <= 1024, NAs are not supported, and this
requires a unique key in the schema) or a
SolrPromise/SolrExpression,
but note that if it evaluates to NAs, the corresponding rows are
excluded from the result, as with subset. Using a
SolrPromise or SolrExpression is recommended, as
filtering happens at the database.
A SolrList can be made lazy by calling defer on a
SolrList, so that all column retrieval, e.g., via [,
returns a SolrPromise object. Many operations on
promises are deferred, until they are finally fulfilled by
being shown or through explicit coercion to an R vector.
A note for developers: SolrFrame and SolrList share
common functionality through the base Solr class. Much of the
functionality mentioned here is actually implemented as methods on the
Solr class.
These are some accessors that SolrList adds on top of the
basic data frame accessors. Most of these are for advanced use only.
ndoc(x): Gets the number of documents (rows); serves as an
abstraction over SolrFrame and SolrList
nfield(x): Gets the number of fields (columns); serves as an
abstraction over SolrFrame and SolrList
ids(x): Gets the document unique identifiers (may
be NULL, treated as rownames); serves as an abstraction
over SolrFrame and SolrList
fieldNames(x, ...): Gets the name of each field represented by
any document in the Solr core, with ... being passed down to
fieldNames on SolrCore.
core(x): Gets the SolrCore wrapped by x
query(x): Gets the query that is being constructed by
x
Most of the typical data frame accessors and data manipulation
functions will work analogously on SolrList (see
Details). Below, we list some of the non-standard methods that might
be seen as an extension of the data frame API.
rename(x, ...): Renames the columns of x,
where the names and character values of ... indicates the
mapping (newname = oldname).
defer(x): Returns a SolrList that yields
SolrPromise objects instead of vectors
whenever a field is retrieved
searchDocs(x, q): Performs a conventional document
search using the query string q. The main difference to
filtering is that (by default) Solr will order the result by
score, i.e., how well each document matches the query.
SolrList(uri, ...):
Constructs a new SolrList instance, representing a Solr
core located at uri, which should be a string or a
RestUri object. The
... are passed to the SolrQuery constructor.
eval(expr, envir, enclos): Evaluates R language expr
in the SolrList envir, using enclos as the
enclosing environment.
as.data.frame(x, row.names=NULL, optional=FALSE, fill=FALSE):
Downloads the data into an actual data.frame, specifically an
instance of DocDataFrame. If fill is
FALSE, only the fields represented in at least one document are
added as columns.
as.list(x), as(x, "DocCollection"): Coerces x into
the corresponding list, specifically an instance of
DocList.
Michael Lawrence
SolrFrame for representing a Solr collection as a
table instead of a list
solr <- TestSolr()
sr <- SolrList(solr$uri)
length(sr)
head(sr)
sr[["GB18030TEST"]]
# Solr tends to crash for some reason running this inside R CMD check
## Not run:
as.list(subset(sr, price > 100))[,"price"]
## End(Not run)
solr$kill()
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