CHANGES IN ff VERSION 2.2.13 USER VISIBLE CHANGES o clone.default no longer switches to clone.ff if dot-arguments are used. MAINTENANCE o clone(), clone.default() and clone.list() were moved to package bit o clone(), clone.default() and clone.list() are also exported from ff (wish of CRAN maintainers) o several compiler warnings have been removed BUG FIXES o On opening an ff vector the C-code now properly assignes the 'readonly' value to fresh memory. Changing the readonly status of an ff *could* have unwanted side effects in R <= 3.0.2 and definitely *would* have for R >= 3.1.0. Big thanks to Luke Tierney for spotting this! o the C-code of the shellsorts at loop termination no longer reads at incs[SHELLARRAYSIZE] (UBSAN) CHANGES IN ff VERSION 2.2.12 USER VISIBLE CHANGES o new function file.move used instead of file.rename in order to allow moving files across filesystem boundaries o filename<-.ff now copies and deletes if file.rename cannot move across filesystem boundaries (suggested by Milan Bouchet-Valat) CHANGES IN ff VERSION 2.2.11 USER VISIBLE CHANGES o Methods 'open.ff' and 'open.ffdf' gain a new parameter 'assert' by which 'open' can be used to assert openness. BUG FIXES o ff no longer segfaults when using closed ff objects, e.g. if an integer ff index was used and index or object was closed (reported by Jan Wijffels) o ffdf[DuplicatedRows,] works now (reported by Debabrata Midya) CHANGES IN ff VERSION 2.2.10 BUG FIXES o .Call("R_bit_as_hi") now again addresses package="bit" as it should be (reported by Martijn Tennekes) CHANGES IN ff VERSION 2.2.9 USER VISIBLE CHANGES o Functions 'ramsort', 'ramorder', 'is.sorted' and 'na.count' are now generic in package 'bit'. BUG FIXES o in ffdf argument 'ff_join' now also allows naming columns by name as documented (reported by Suharto Anggono) CHANGES IN ff VERSION 2.2.8 BUG FIXES o read.table.ffdf no longer overwrites the comment.char explicitely given and finally sets comment.char="" if it was not given (now as documented, reported by Julin Maloof) o ffsort no longer stops when sorting an fffactor with keysort o fforder no longer creates NA when ordering an fffactor (reported by Jan Wijffels) o .Call("R_bit_as_hi") now correctly addresses package="ff" CHANGES IN ff VERSION 2.2.7 BUG FIXES o Fixed memory allocation error in keysort CHANGES IN ff VERSION 2.2.6 MAINTENANCE o Removed .Internal calls to as.vector BUG FIXES o fixed a bug in insertion sort for integers that could have affected function ramsort CHANGES IN ff VERSION 2.2.5 MAINTENANCE o Removed assignInNamespace("[.AsIs" ... since no longer neccessary and just causing CHECK warnings CHANGES IN ff VERSION 2.2.4 BUG FIXES o ff again compiles on NEtBSD (reported by Thomas Vaughan) o as.integer.hi() now correctly returns integer() for an empty subscript (reported by Ivan Zhang) o ffsave now respects argument 'envir' o ffsave now generates as default for rootpath the root of the drive on which the ff data is (not the current drive) o ffload no longer tries to create the archive directory if not existing o ffload no longer tries to create the directory of the stored rootpath if different from the new rootpath (wish of Ivan Zhang) (let us know if this creates problems with case spelling of the old rootpath) CHANGES IN ff VERSION 2.2.2 USER VISIBLE CHANGES o In read.table.ffdf arguments 'colClasses' and 'col.names' are now enforced also during 'next.rows' chunks. If they are not provided by the user, they are derived now BEFORE argument 'transFUN' is applied. This allows dropping columns in transFUN - and still having all columns info ready for next chunk's call. o all calls to 'seq.int' have been replaced by 'seq_along' or 'seq_len' o most calls to 'cat' have been replaced by 'message' or 'packageStartupMessage' BUG FIXES o fforder no longer creates an integer overflow (thanks to Edwin de Jonge) CHANGES IN ff VERSION 2.2.0 NEW FEATURES o ff now supports the 64 bit Windows and Sun versions of R (thanks to Brian Ripley) o ff now supports sorting and ordering of ff vectors and dataframes (see ramsort, ffsort, ffdfsort, ramorder, fforder, ffdforder) o ff now supports ff vectors as subscripts of ff objects (currently positive integers only, booleans are planned) o New option 'ffmaxbytes' which allows certain ff procedures like sorting using larger limit of RAM than 'ffbatchbytes' in chunked processing. Such higher limit is useful for (single-R-process) sorting compared to some multi-R-process chunked processing. It is a good idea to reduce 'ffmaxbytes' on slaves or avoid ff sorting there completely. o New generic 'pagesize' with method 'pagesize.ff' which returns the current pagesize as defined on opening the ff object. USER VISIBLE CHANGES o [.ff now returns with the same vmode as the ff-object o Certain operations are faster now because we worked around unnecessary copying triggered by many of R's assignment functions. For example reading a factor from a (well-cached) file is now 20% faster and thus as fast as just creating this factor in-RAM using levels()<- and class()<- assignments. (consider this tuning temporary, hoping for a generic fix in base R) o ff() can now open files larger than .Machine$integer.max elements (but gives access only to the first .Machine$integer.max elements) o ff now has default pattern NULL translating to the pattern in 'filename' (and only to the previous default 'ff' if no filename is given) o ff now sets the pattern in synch with a requested 'filename' o clone.ff now always creates a file consistent with the previous pattern o clone.ff now always creates a finalizer consistent with the file location o clone.ffdf has a new argument 'nrow' which allows to create an empty copy with a different number of rows (currently requires 'initdata=NULL') o clone.default now deep-copies lists and atomic vectors DEPRECATED o virtual window support is deprecated. Let us know if you urgently need this and why. BUG FIXES o read.table.ffdf now also works if transFUN filters and returns less rows BUG FIXES at 2.1.4 o [<-.ffdf no longer does calculate the number of elements in an ffdf which could led to an integer overflow BUG FIXES at 2.1.3 o ffsafe now always closes ffdf objects - also partially closed ones o ffsafe no longer passes arguments 'add' and 'move' to 'save' o ffsafe and friends now work around the fact that under windows getwd() can report the same path in upper and lower case versions. CHANGES IN ff VERSION 2.1.2 NEW FEATURES o New functions ffsave, ffsave.image, ffinfo and ffload allow to save and load ff and ffdf objects together with all associated ff files in a ff archive. Incremental save and selective load are supported. o read.table.ffdf now supports reading fixed-width format by specifying FUN="read.fwf". But beware, read.fwf reads fwf, writes csv, then calls read.table to read csv (Anyone feels challenged to provide faster csv and fwf reader?) o read.table.ffdf will now treat an argument 'x' with 1 row special: instead of appending it will overwrite the first row. This is working around the fact that it is currently not possible to create ff vectors having length zero and ffdf data.frames with zero rows. o read.table.ffdf and write.table.ffdf have a new argument 'transFUN' which allows filtering and other modifications on-the-fly of the data.frames processed in each chunk. o argument 'ff_args' in read.table.ffdf has been renamed to 'asffdf_args' o New 'chunk' methods for classes 'bit' and 'ff_vector' USER VISIBLE CHANGES o The filename of each ff object is now always stored with absolute path and assignments to pattern<- "./foo" will now expand "." to getwd() o as.ffdf.data.frame now passes '...' to ffdf like the other as.ffdf methods do. From now on use 'col_args' for passing arguments to ff (first ff columns are created, then ffdf is called to bind them). o New argument 'RECORDBYTES' for chunk methods. Position of dots argument moved to last position. o The low-level access-functions 'get.ff', 'set.ff' and 'getset.ff' now accept vectors (not only scalars) of positive subscript positions. This allows to evaluate the benefit of the hybrid index preprocessing done in '[.ff', '[<-.ff' and 'swap.ff'. BUG FIXES o Fixed problems with negative subscripts (discovered by Trishank Kuppusamy): [.ff_array and [<-.ff_array no longer skip over -1 in a non-packed negative index, and hybrid indexing no longer reverts the order of assigned or returned values (for negative subscripts we now always set hi$ix=NULL and hi$re=FALSE). o as.hi.ri no longer blows RAM by expanding the sequence ri[[1]]:ri[[2]] o [.ffdf now requires less RAM because it avoids as.data.frame o as.hi.which now call as.hi.integer and works o chunk.default no longer uses seq.int or seq because these were buggy o now also compiles under latest max os snow leopard o default for options("ffbatchbytes") is now 1% of RAM under windows and 16MB on other OSes (was much too small on other) CHANGES IN ff VERSION 2.1.0 NEW LICENCING o Dual licencing has been removed, all ff functionality is now available under GPL-2 (and some under the ISC license version of free BSD) NEW FEATURES o New packed vmodes 'boolean', 'quad', 'nibble', 'byte', 'ubyte', 'short', 'ushort' and 'single' allow efficient storage of integer or factor data. o New class 'ffdf' supports data.frame structure with several options for physical storage of virtual columns. o New functions 'read.table.ffdf' and 'write.table.ffdf' for reading/ writing csv files into/from ffdf objects. o Improved handling of files and finalizers (see user visible changes). o New generic function 'chunk' from package 'bit' with a first method 'chunk.ffdf' that supports automated chunking suitable for parallel processing. o New subscript types from package 'bit' are supported: 'bit', 'bitwhich' and 'ri' for chunked processing. o New coercing functions between 'ff' and 'bit': as.ff.bit, as.bit.ff as.hi.bit, as.bit.hi, as.hi.bitwhich, as.bitwhich.hi, as.hi.ri. o The generics 'maxindex' and 'poslength' now also have methods for classes 'bit', 'bitwhich' and 'ri' from package 'bit', implemented via bit's corresponding generics 'length' and 'sum' o Function 'ff' has a new parameter 'update'=TRUE that can be used to create ff objects like 'initdata' without actually filling it with initdata (used by ffdf) o In function 'update' parameter 'delete' now accepts a tri-bool: update(delete=NA) will do fast update by file exchange without deleting the source file. USER VISIBLE CHANGES o Package 'ff' now depends on package 'bit' (1.1.1 or higher), which offers many functions useful for subsetting 'ff' (see there). o Functions 'bbatch', 'repfromto' and 'repfromto<-' have been moved to file 'chunkutil.R' in package 'bit' where they support the new generic function 'chunk'. See also utility function 'vecseq' which allows to generate concatenated multiple sequences and return them as a call. o ff files created via "pattern" (without giving an explicit filename) now have by default extension 'ff' which can be changed via options("ffextension"). The old behaviour without extension can be restored by setting options(ffextension=NULL) AFTER loading package ff. o If an option("fffinalizer") is defined, ff(finalizer=NULL) now takes it from there. If not defined, ff() behaves as before: if the file location equals option("fftempdir") it chooses 'delete', otherwise it chooses 'close'. o ff args 'pattern' and 'filename' allow more detailed control where to create ff files. 'pattern' now also accepts a rootname with a path. 'filename' now can be given in three forms: with an explicit path to create there, with a preceding "./" to create in getwd() and without path to create in getOption("fftempdir"). o New assignment generic 'filename<-' renames/moves the underlying file AND changes the finalizer if the location is changed in or out of fftempdir. New assignment generic 'pattern<-' does similar renaming by giving a pattern and also has a method that renames/moves all files of a ffdf dataframe. o The finalizer logic has been changed. The finalizer function (which name is stored in the ff object) is now attached at finalize-time (not at create-time) by attaching a single 'finalize' function at create-time (for details see ?finalize). As a benefit we can access and change the finalizer through new functions 'finalizer' and 'finalizer<-'. Finalizers are now expected to set the finalizer name to NULL and the 'open' method makes use of this information: 'open' will activate a 'close' finalizer, but only if there was no finalizer activated. Finalized ff objects will have no memory about which finalizer they had, and 'clone' of a finalized ff will no longer copy the finalizer. o 'length<-.ff' will now change the length of the existing ff file. For increased ff size it no longer needs to copy contents and will no longer guarantee to fill the new elements with NA, see the help page. For decreased ff size it will physically reduce the filesize. These operations carried out by file.resize are extremely fast and save disk space. o 'dim<-.ff' will now allow changing the fastest rotating dimension and automatically adjust the length (dimorder retained, dimnames removed). o The default in all ff access functions has been changed from pack=TRUE to pack=FALSE. Packing an evaluated index is only efficient if the index is re-used. ('hi' and 'as.hi' still have default pack=TRUE) o '[.ff_array' used with one subscript like in ff[i] will now return the elements of the array taken from their virtual positions (more compatible with R standard behaviour. If you want to access elements in their physical order, you can remove the 'dim' attribute by 'dim(ff) <- NULL' and then use ff[i]. o 'as.hi' and 'hiparse' now take an argument 'envir' rather than 'parents' to specify in which frame to evaluate o Assigning NA of length 1 to a signed ff factor no longer gives a warning (ram2ffcode no longer warns here) o "levels<-.ff" now warns if the number of levels was reduced, but no longer if it was increased BUG FIXES o 'bbatch' now balances better o 'vw<-.ff_array' no longer complains about a wrong value when vw had been set before o 'maxffmode' now also returns only one .ffmode if a single vmode was passed in o '[.ff' and friends now also find their (unevaluated) index arguments if the call was inherited via 'NextMethod' o '[.AsIs' now returns a class based on the class AFTER subscripting not the the class of the un-subscripted object (BUG in R Base) o 'update.ff' now handles factors correctly o Closing and re-opening ff files will no longer trigger attempts to delete ff files with a 'delete' finalizer multiple times KNOWN PROBLEMS / TODOs o bootstrapping rows from matrix with dimorder=c(2,1) is (under Win32) not faster than bootstrapping rows from a ffdf build physically on top of vectors: the fs-cache has problems handling larger matrix compared to smaller vectors. Therefore we consider partitioning of ff objects in a future release. o ff objects can be nicely used in multi-core processing, however be aware that there is yet no locking mechanism against concurrent writes (often locking is not needed). o NAs are mapped to TRUE in 'bit' and to FALSE in 'ff' booleans. Might be aligned in a future release. Don't use bit or ff booleans if you have NAs - or map NAs explicitely.