Guide to RSF file format
- 1 Principles
- 2 Header and Data files
- 3 Compatibility with other file formats
- 4 Other documentation
- 5 About this document
- 6 References
The main design principle behind the RSF data format is KISS ("Keep It Short and Simple"). The RSF format is borrowed from the SEPlib data format originally designed at the Stanford Exploration Project (Claerbout, 1991). The format is made as simple as possible for maximum convenience, transparency and flexibility. According to the Unix tradition, common file formats should be in a readable textual form so that they can be easily examined and processed with universal tools. Raymond (2004) writes:
To design a perfect anti-Unix, make all file formats binary and opaque, and require heavyweight tools to read and edit them.
If you feel an urge to design a complex binary file format, or a complex binary application protocol, it is generally wise to lie down until the feeling passes.
Storing large-scale datasets in a text format may not be economical. RSF chooses the next best thing: it allows data values to be stored in a binary format but puts all data attributes in text files that can be read by humans and processed with universal text-processing utilities.
Let us first create some synthetic RSF data.
bash$ sfmath n1=1000 output='sin(0.5*x1)' > sin.rsf
Open and read the file sin.rsf.
bash$ cat sin.rsf sfmath rsf/rsf/rsftour: fomels@egl Sun Jul 31 07:18:48 2005 o1=0 data_format="native_float" esize=4 in="/tmp/sin.rsf@" x1=0 d1=1 n1=1000
The file contains nine lines with simple readable text. The first line shows the name of the program, the working directory, the user and computer that created the file and the time it was created (that information is recorded for accounting purposes). Other lines contain parameter-value pairs separated by the "=" sign. The "in" parameter points to the location of the binary data. Before we discuss the meaning of parameters in more detail, let us plot the data.
bash$ < sin.rsf sfwiggle title='One Trace' | sfpen
On your screen, you should see a plot similar to the figure below.
Suppose you want to reformat the data so that instead of one trace of a thousand samples, it contains twenty traces with fifty samples each. Try running
bash$ < sin.rsf sed 's/n1=1000/n1=50 n2=20/' > sin10.rsf bash$ < sin10.rsf sfwiggle title=Traces | sfpen
or (using pipes)
bash$ < sin.rsf sed 's/n1=1000/n1=50 n2=20/' | sfwiggle title=Traces | sfpen
On your screen, you should see a plot similar to the figure below:
What happened? We used sed, a standard Unix line editing utility to change the parameters describing the data dimensions. Because of the simplicity of this operation, there is no need to create specialized data formatting tools or to make the sfwiggle program accept additional formatting parameters. Other general-purpose Unix tools that can be applied on RSF files include cat, echo, grep, etc. An alternative way to obtain the previous result is to run
bash$ ( cat sin.rsf; echo n1=50 n2=20 ) > sin10.rsf bash$ < sin10.rsf sfwiggle title=Traces | sfpen
In this case, the cat utility simply copies the contents of the previous file, and the echo utility appends new line "n1=50 n2=20". A new value of the n1 parameter overwrites the old value of n1=1000, and we achieve the same result as before. Of course, one could also edit the file by hand with one of the general purpose text editors. For recording the history of data processing, it is usually preferable to be able to process files with non-interactive tools.
Header and Data files
A simple way to check the layout of an RSF file is with the sfin program.
bash$ sfin sin10.rsf sin10.rsf: in="/tmp/sin.rsf@" esize=4 type=float form=native n1=50 d1=1 o1=0 n2=20 d2=? o2=? 1000 elements 4000 bytes
The program reports the following information: the location of the data file (/tmp/sin.rsf\@), the element size (4 bytes), the element type (floating point), the element form (native), the hypercube dimensions (), axis scaling (1 and unspecified), and axis origin (0 and unspecified). It also checks the total number of elements and bytes in the data file. Let us examine this information in detail. First, we can verify that the data file exists and contains the specified number of bytes:
bash$ ls -l /tmp/sin.rsf@ -rw-r--r-- 1 sergey users 4000 2004-10-04 00:35 /tmp/sin.rsf@
4000 bytes in this file are required to store floating-point 4-byte numbers in a binary form. Thus, the data file contains nothing but the raw data in a contiguous binary form.
How did the RSF program (sfmath) decide where to put the data file? In the order of priority, the rules for selecting the data file name and the data file directory are as follows:
- Check --out= parameter on the command line. The parameter specifies the output data file location explicitly.
- Specify the path and the file name separately.
- The rules for the path selection are:
- Check datapath= parameter on the command line. The parameter specifies a string to prepend to the file name. The string may contain the file directory.
- Check DATAPATH environmental variable. It has the same meaning as the parameter specified with datapath=.
- Check for .datapath file in the current directory. The file may contain a line
machine_name datapath=/path/to_file/if you indent to use different paths on different platforms.
- Check for .datapath file in the user home directory.
- Put the data file in the current directory (similar to datapath=./).
- The rules for the filename selection are:
- If the output RSF file is in the current directory, the name of the data file is made by appending \@.
- If the output file is not in the current directory or if it is created temporarily by a program, the name is made by appending random characters to the name of the program and selected to be unique.
- The rules for the path selection are:
bash$ sfspike n1=10 --out=test1 > spike.rsf bash$ grep in spike.rsf in="test1"
bash$ sfspike n1=10 datapath=/tmp/ > spike.rsf bash$ grep in spike.rsf in="/tmp/spike.rsf@"
bash$ DATAPATH=/tmp/ sfspike n1=10 > spike.rsf bash$ grep in spike.rsf in="/tmp/spike.rsf@"
bash$ sfspike n1=10 datapath=/tmp/ > /tmp/spike.rsf bash$ grep in /tmp/spike.rsf in="/tmp/sfspikejcARVf"
Packing header and data together
While the header and data files are separated by default, it is also possible to pack them together into one file. To do that, specify the program's "--out" parameter as --out=stdout. Example:
bash$ sfspike n1=10 --out=stdout > spike.rsf bash$ grep in spike.rsf Binary file spike.rsf matches bash$ sfin spike.rsf spike.rsf: in="stdin" esize=4 type=float form=native n1=10 d1=0.004 o1=0 label1="Time" unit1="s" 10 elements 40 bytes bash$ ls -l spike.rsf -rw-r--r-- 1 sergey users 196 2004-11-10 21:39 spike.rsf
If you examine the contents of spike.rsf, you will find that it starts with the text header information, followed by special symbols, followed by binary data. Packing headers and data together may not be a good idea for data processing but it works well for storing data: it is easier to move the packed file around than to move two different files (header and binary) together while remembering to preserve their connection. Packing header and data together is also the current mechanism used to push RSF files through Unix pipes.
The data stored with RSF can have different types: character, unsigned character, integer, floating point, or complex. By default, single precision is used for numbers (int and float data types in the C programming language) but double precision and other integer types (short and long) are also supported. The number of bytes required for represent these numbers may depend on the platform.
The data stored with RSF can also be in a different form: ASCII, native binary, and XDR binary. Native binary is often used by default. It is the binary format employed by the machine that is running the application. On Linux-running PC, the native binary format will typically correspond to the so-called little-endian byte ordering. On some other platform, it might be big-endian ordering. XDR is a binary format designed by Sun for exchanging files over network. It typically corresponds to big-endian byte ordering. It is more efficient to process RSF files in the native binary format but, if you intend to access data from different platforms, it might be a good idea to store the corresponding file in an XDR format. RSF also allows for an ASCII (plain text) form of data files. Conversion between different types and forms is accomplished with sfdd program. Here are some examples. First, let us create synthetic data.
bash$ sfmath n1=10 output='10*sin(0.5*x1)' > sin.rsf bash$ sfin sin.rsf sin.rsf: in="/tmp/sin.rsf@" esize=4 type=float form=native n1=10 d1=1 o1=0 10 elements 40 bytes bash$ < sin.rsf sfdisfil 0: 0 4.794 8.415 9.975 9.093 5: 5.985 1.411 -3.508 -7.568 -9.775
Converting the data to the integer type:
bash$ < sin.rsf sfdd type=int > isin.rsf bash$ sfin isin.rsf isin.rsf: in="/tmp/isin.rsf@" esize=4 type=int form=native n1=10 d1=1 o1=0 10 elements 40 bytes bash$ < isin.rsf sfdisfil 0: 0 4 8 9 9 5 1 -3 -7 -9
Converting the data to the ASCII form:
bash$ < sin.rsf sfdd form=ascii > asin.rsf bash$ < asin.rsf sfdisfil 0: 0 4.794 8.415 9.975 9.093 5: 5.985 1.411 -3.508 -7.568 -9.775 bash$ sfin asin.rsf asin.rsf: in="/tmp/asin.rsf@" esize=0 type=float form=ascii n1=10 d1=1 o1=0 10 elements bash$ cat /tmp/asin.rsf@ 0 4.79426 8.41471 9.97495 9.09297 5.98472 1.4112 -3.50783 -7.56803 -9.7753
While RSF stores binary data in a contiguous 1-D array, the conceptual data model is a multidimensional hypercube. By convention, the dimensions of the cube are defined with parameters n1, n2, n3, etc. The fastest axis is n1. Additionally, the grid sampling can be given by parameters d1, d2, d3, etc. The axes origins are given by parameters o1, o2, o3, etc. Optionally, you can also supply the axis label strings: label1, label2, label3, etc., and axis units strings: unit1, unit2, unit3, etc.
Compatibility with other file formats
It is possible to exchange RSF-formatted data with several other popular data formats.
Compatibility with SEPlib
RSF is mostly compatible with its predecessor, the SEPlib file format. However, there are several important differences:
- SEPlib programs typically use the element size (esize= parameter) to distinguish between different data types: esize=4 corresponds to floating point data, while esize=8 corresponds to complex data. The RSF type handling mechanism is different: data types are determined from the value of the data_format parameter. Madagascar computational programs typically output files with data_format="native_float" or native_complex.
- The default data form in SEPlib programs is typically XDR and not native as it is in RSF. Thus, to make a dataset created with SEPlib readable by Madagascar programs, you would typically need to add to the history file data_format="xdr_float" or data_format="xdr_complex" . [note 1]
- It is possible to pipe the output of Madagascar programs to SEPlib:
bash$ sfspike n1=1 | Attr want=min(output should be: minimum value = 1 at 1). However, piping the output of SEPlib programs to RSF (or, for that matter, any other non-SEPlib programs) will result in an unterminated process. For example, the command
bash$ Spike n1=1 | sfattr want=minwill hang. This is because SEPlib uses sockets for piping and expects a socket connection from the receiving program, while Madagascar passes data through regular Unix pipes.
- SEP3D is an extension of SEPlib for operating with irregularly sampled data (Biondi et al., 1996). There is no equivalent of it in RSF for the reasons explained in the beginning of this guide. Operations with irregular datasets are supported through the use of auxiliary input files that represent the geometry information.
- For SEPlib 6.5.3 and older: Note that xdr_complex is not a valid SEPlib value, so for datasets of complex numbers encoded as pairs of floats, a dataset cannot be at the same time valid in both SEPlib and Madagascar. A valid SEPlib dataset will have esize=8 and data_format="xdr_float", but sfin will show it as having "200% of expected" data. Adding data_format="xdr_complex" to such a dataset will make sfin work as expected, but SEPlib's In or In3d will give a segmentation fault because of an unknown data type. To patch SEPlib to accept native_complex and xdr_complex data, the following changes must be made:
- In $SEPSRC/seplib_base/lib/corelibs/sep/strformats.c:
- Add "xdr_complex" and "native_complex" to the str_fmt_names structure
- Set FMT_LENGTH to 15
- In $SEPSRC/seplib_base/lib/corelibs/include/strformats.h:
- Add preprocessor directives to define FMT_XDR_COMPLEX as 8 and FMT_NATIVE_COMPLEX as 9
- Set NUM_FMT to 10
- In $SEPSRC/seplib_base/lib/corelibs/sep/strformats.c:
Reading and writing SEG-Y and SU files
The SEG-Y format is based on the proposal of Barry et al. (1975). It was revised in 2002. The SU format is a modification of SEG-Y used in Seismic Unix (Stockwell, 1997). To convert files from SEG-Y or SU format to RSF, use the sfsegyread program. Let us first manufacture an example file using SU utilities (Stockwell, 1999):
bash$ suplane > plane.su bash$ segyhdrs < plane.su | segywrite tape=plane.segy
To convert it to RSF, use either
bash$ sfsuread < plane.su tfile=tfile.rsf endian=0 > plane.rsf
bash$ sfsegyread < plane.segy tfile=tfile.rsf \ hfile=file.asc bfile=file.bin > plane.rsf
The endian flag is needed if the SU file originated from a little-endian machine such as Linux PC. Several files are generated. The standard output contains an RSF file with the data (32 traces with 64 samples each):
bash$ sfin plane.rsf plane.rsf: in="/tmp/plane.rsf@" esize=4 type=float form=native n1=64 d1=0.004 o1=0 n2=32 d2=? o2=? 2048 elements 8192 bytes
The contents of this file are displayed in the figure.
The tfile is an RSF integer-type file with the trace headers (32 headers with 71 traces each):
bash$ sfin tfile.rsf tfile.rsf: in="/tmp/tfile.rsf@" esize=4 type=int form=native n1=71 d1=? o1=? n2=32 d2=? o2=? 2272 elements 9088 bytes
The contents of trace headers can be quickly examined with the sfheaderattr program. The file.asc is the ASCII header file for the whole record.
bash$ head -c 242 file.asc C This tape was made at the C C Center for Wave Phenomena
The file.bin is the binary header file.
To convert files back from RSF to SEG-Y or SU, use the sfsegywrite program and reverse the input and output:
bash$ sfsuwrite > plane.su tfile=tfile.rsf endian=0 < plane.rsf
bash$ sfsegywrite > plane.segy tfile=tfile.rsf \ hfile=file.asc bfile=file.bin < plane.rsf
If hfile= and bfile= are not supplied to sfsegywrite, the corresponding headers will be generated on the fly. The trace header file can be generated with sfsegyheader. Here is an example:
bash$ sfheadermath < plane.rsf output=N+1 | sfdd type=int > tracl.rsf bash$ sfsegyheader < plane.rsf tracl=tracl.rsf > tfile.rsf bash$ sfsegywrite < plane.rsf tfile=tfile.rsf > plane.segy
Unusual trace header keys
Sometimes, SEG-Y files deviate from the standard by creating additional trace header keys. If, for example, you find out that the SEG-Y file contains an additional trace header key stored in bytes 225-226, you can either remap one of the standard two-byte keys
bash$ sfsegyread < file.segy tfile=tfile.rsf gut=224 > file.rsf
or create a new key
bash$ sfsegyread < file.segy tfile=tfile.rsf \ key1=mykey key1_len=2 mykey=224 > file.rsf
Any number of additional keys can be created this way.
Reading and writing ASCII files
Reading and writing ASCII files can be accomplished with the sfdd program. For example, let us take an ASCII file with numbers
bash$ cat file.asc 1.0 1.5 3.0 4.8 9.1 7.3
Converting it to RSF is as simple as
bash$ echo in=file.asc n1=3 n2=2 data_format=ascii_float > file.rsf bash$ sfin file.rsf file.rsf: in="file.asc" esize=0 type=float form=ascii n1=3 d1=? o1=? n2=2 d2=? o2=? 6 elements
For more efficient input/output operations, it might be advantageous to convert the data type to native binary, as follows:
bash$ echo in=file.asc n1=3 n2=2 data_format=ascii_float | \ sfdd form=native > file.rsf bash$ sfin file.rsf file.rsf: in="/tmp/file.rsf@" esize=4 type=float form=native n1=3 d1=? o1=? n2=2 d2=? o2=? 6 elements 24 bytes
Converting from RSF to ASCII is equally simple:
bash$ sfdd form=ascii --out=file.asc < file.rsf > /dev/null bash$ cat file.asc 1 1.5 3 4.8 9.1 7.3
You can use the line= and format= parameters in sfdd to control the ASCII formatting:
bash$ sfdd form=ascii --out=file.asc \ line=3 format="%3.1f " < file.rsf > /dev/null bash$ cat file.asc 1.0 1.5 3.0 4.8 9.1 7.3
An alternative is to use sfdisfil.
bash$ sfdisfil > file.asc col=3 format="%3.1f " number=n < file.rsf bash$ cat file.asc 1.0 1.5 3.0 4.8 9.1 7.3
Reading and writing CSV files
CSV (Comma-separated values) is a particular example of an ASCII format, where values on different rows are separated by commas or other symbols. To convert from CSV to RSF, you can use the sfcsv2rsf utility. For example, let us take an ASCII file with numbers separated by commas
bash$ cat file.csv 1.0,1.5,3.0 4.8,9.1,7.3
Converting it to RSF:
bash$ sfcsv2rsf < file.csv > file.rsf bash$ sfin file.rsf file.rsf: in="/tmp/file.rsf@" esize=4 type=float form=native n1=3 d1=1 o1=0 label1="unknown" unit1="unknown" n2=2 d2=1 o2=0 label2="unknown" unit2="unknown" 6 elements 24 bytes
To convert from RSF to CSV, we can use formatting parameters in sfdd:
bash$ sfdd form=ascii --out=file.csv \ line=3 strip=1 format="%3.1f," < file.rsf >/dev/null bash$ cat file.csv 1.0,1.5,3.0 4.8,9.1,7.3
Some CSV files contain headers with definitions for different columns.
bash$ cat file.csv height,width,weight 1.0,1.5,3.0 4.8,9.1,7.3
To read a file like that, use header= parameter in sfcsv2rsf, as follows:
bash$ sfcsv2rsf < file.csv header=y > file.rsf
After that, different columns can be accessed by keywords.
bash$ < file.rsf sfheaderattr segy=n 3 headers, 2 traces ******************************************************************************* key min max mean ------------------------------------------------------------------------------- height 0 1 @ 0 4.8 @ 1 2.9 width 1 1.5 @ 0 9.1 @ 1 5.3 weight 2 3 @ 0 7.3 @ 1 5.15 *******************************************************************************
Reading LAS files
LAS (Log ASCII Standard) is a text format used for storing well-logging data (Heslop et al., 1999). LAS files can be converted to the RSF format using sflas2rsf utility. Let us try an example file from one of the SEG tutorials:
bash$ tutorials=https://raw.githubusercontent.com/seg/tutorials-2014/master bash$ wget $tutorials/1406_Make_a_synthetic/L-30.las
Converting to RSF, we can detect 15 different logs:
bash$ sflas2rsf L-30.las L-30.rsf (base) sergey@DESKTOP-80QRDA0:~/all/fomels/nnint$ sfin L-30.rsf L-30.rsf: in="/home/sergey/RSFROOT/data/L-30.rsf@" esize=4 type=float form=native n1=15 d1=? o1=? n2=25621 d2=0.5 o2=1140 384315 elements 1537260 bytes
Individual logs are accessible by their keys and can be used in programs such as sfheadermath.
bash$ < L-30.rsf sfheaderattr segy=n desc=y 15 headers, 25621 traces ******************************************************************************* key min max mean ------------------------------------------------------------------------------- DEPTH 0 1140 @ 0 13950 @ 25620 7545 [Depth] CALD 1 -999 @ 0 19.811 @ 3909 -140.356 [Caliper Caliper - Density] CALS 2 -999 @ 0 14.84 @ 23096 7.43849 [Caliper Caliper - Sonic] DEPT 3 1140 @ 0 13950 @ 25620 7545 [Depth] DRHO 4 -999 @ 0 0.254 @ 23667 -149.67 [Drho Delta Rho] DT 5 -999 @ 0 199.263 @ 1462 90.0167 [Sonic Delta-T] GRD 6 -999 @ 0 178.416 @ 21788 -100.952 [GammaRay Gamma Ray - Density] GRS 7 -999 @ 0 140.148 @ 23376 53.8002 [GammaRay Gamma Ray - Sonic] ILD 8 -999 @ 0 2022.95 @ 20 34.5917 [DeepRes Deep Induction Standard Processed Resistivity] ILM 9 -999 @ 0 2196.26 @ 20661 40.5595 [MedRes Medium Induction Standard Processed Resistivity] LL8 10 -999 @ 0 2097.76 @ 20213 35.6343 [ShalRes Latero-Log 8] NPHILS 11 -999 @ 0 0.45 @ 23039 -776.522 [Neutron Neutron Porosity - Ls Mtx] NPHISS 12 -999 @ 0 0.615 @ 5215 -373.244 [Neutron Neutron Porosity - Ss Mtx] RHOB 13 -999 @ 0 2.811 @ 23941 -147.773 [Density Bulk Density] SP 14 -999 @ 0 -19.065 @ 20570 -105.029 [SP Spontaneous Potential] ******************************************************************************* bash$ < L-30.rsf sfheadermath output=RHOB segy=n > RHOB.rsf bash$ < RHOB.rsf sfwindow min2=4000 max2=13000 | sfgraph title=Density
This note should give you a general understanding of the RSF file format. See the RSF Comprehensive Description if you are interested in minutia. Other relevant documentation is:
- Why Madagascar
- Installation instructions
- Madagascar self-documentation
- Guide to madagascar programs
- Guide to the Madagascar programming interface
- Guide to programming with madagascar
- Revisiting SEP tour with Madagascar and SCons
- Reproducible computational experiments using SCons
About this document
- Claerbout, J. F., 1991, Introduction to Seplib and SEP utility software, in SEP-70, 413--436. Stanford Exploration Project.
- Raymond, E. S., 2004, The art of UNIX programming: Addison-Wesley.
- Biondi, B., R. Clapp, and S. Crawley, 1996, SEPlib90: SEPlib for 3-D prestack data, in SEP-92, 343--364. Stanford Exploration Project.
- Barry, K. M., D. A. Cavers, and C. W. Kneale, 1975, Report on recommended standards for digital tape formats: Geophysics, 40, 344--352
- See http://www.seg.org/SEGportalWEBproject/prod/SEG-Publications/Pub-Technical-Standards/Documents/seg_y_rev1.pdf
- Stockwell, J. W., 1997, Free software in education: A case study of CWP/SU: Seismic Unix: The Leading Edge, 16, 1045--1049.
- -------- 1999, The CWP/SU: Seismic Un*x package: Computers and Geosciences, 25, 415--419.
- Heslop, K., J. Karst, S. Prensky, D. Schmitt, et al., 1999, Log ASCII standard LAS version 3.0: The Log Analyst, 40.