- Lisp machine
Lisp machines were general-purpose
computers designed (usually through hardware support) to efficiently run Lisp as their main software language. In a sense, they were the first commercial single-user workstations. Despite being modest in number (perhaps 7,000 units total as of 1988 [Newquist, HP. "The Brain Makers", Sams Publishing, 1994. ISBN 0-672-30412-0] ), many now-commonplace technologies — including effective garbage collection, laser printing, windowing systems, computer mice, high-resolution bit-mapped graphics, computer graphic rendering, networking innovations and protocols like CHAOSNet— were commercially pioneered on Lisp machines .
Artificial intelligence(AI) computer programs of the 1960s and 1970s intrinsically required what was then considered a huge amount of computer power, as measured in processor time and memory space. The power requirements of AI research were exacerbated by the Lisp symbolic programming language, when commercial hardware was designed and optimized for assembly- and Fortran-like programming languages. At first, the cost of such computer hardware meant that it had to be shared among many users. But as integrated circuittechnology shrank the size and cost of computers in the 1960s and early 1970s, and the memory requirements of AI programs started to exceed the address spaceof the most common research computer, the DEC PDP-10, researchers considered a new approach: a computer designed specifically to develop and run large artificial intelligenceprograms, and tailored to the semantics of the Lisp programming language. To keep the operating system(relatively) simple, these machines would not be shared, but would be dedicated to a single user.
1973, Richard Greenblatt and Thomas Knight, programmers at MIT's AI Lab, started what would become the MIT Lisp Machine Project when they first began building a computer hardwired to run certain basic Lisp operations, rather than run them in software, in a 24-bit tagged architecture. The machine also did incremental (or "Arena") garbage collecting. More specifically, since Lisp variables are typed at runtime rather than compile time, a simple addition of two variables could take 5 times as long on conventional hardware, due to test and branch instructions. Lisp Machines ran the tests in parallel with the more conventional single instruction additions. If the simultaneous tests failed, then the result was discarded and recomputed; this meant in many cases a speed increase by several factors. This simultaneous checking approach was used as well in testing the bounds of arrays when referenced, and other memory management necessities (not merely garbage collection or arrays).
Type checking was further improved and automated when the conventional byte word of 32-bits was lengthened to 36-bits for Symbolics 3600-model Lisp machines ["Architecture of the Symbolics 3600", David A. Moon [http://portal.acm.org/citation.cfm?id=327133] ] and eventually to 40-bits or more (usually, the excess bits not accounted for by the following were used for error-correcting codes). The first group of extra bits were used to hold type data, making the machine a
tagged architecture, and the remaining bits were used to implement CDR coding(wherein the usual linked list elements are compressed to occupy roughly half the space), aiding garbage collection by reportedly an order of magnitude. A further improvement was two microcode instructions which specifically supported Lisp functions, reducing the cost of calling a function to (in some Symbolics implementations) as little as 20 clock cycles.
The first machine was called the CONS machine (named after the list construction operator
in Lisp). Often it was affectionately referred to as the "Knight machine", perhaps since Knight wrote his master's thesis on the subject); it was extremely well-received.Fact|date=March 2007 It was subsequently improved into a version called CADR (a pun; in Lisp, the
function, which returns the second pointer of a cons cell, is pronounced "kay'-der" or "kah'-der", as some pronounce the word "cadre") which was based on essentially the same architecture. About 25 of what were essentially prototype CADRs were sold within and without MIT for ~$50,000; it quickly became the favorite machine for hacking- many of the most favored software tools were quickly ported to it (e.g.
cadr Emacswas ported from ITS in 1975). It was so well received at an AI conference held at MIT in 1978 that DARPA began funding its development.
Russell Noftsker, convinced that Lisp machines had a bright future commercially due to the strength of the Lisp language and the enabling factor of hardware acceleration, made Greenblatt a proposal: they would take the technology commercial. In a counter-intuitive move for an AI Lab hacker, Greenblatt acquiesced, hoping perhaps that he could recreate the informal and productive atmosphere of the Lab in a real business, a bit like Apple Computer. These ideas and hopes were considerably different from the ones Noftsker held. The two negotiated at length, but neither would compromise. As the proposed company could only be a success with the full and undivided assistance of the AI Lab hackers as a group, Noftsker and Greenblatt decided that the fate of the enterprise was up to them, and so the choice should be left to the hackers.
The ensuing discussions of the choice rent the lab into two factions. In February, 1979, matters came to a head. The hackers sided with Noftsker, believing that a commercial venture fund-backed company had a better chance of surviving and commercializing Lisp Machines than Greenblatt's proposed self-sustaining start-up. Greenblatt had lost the battle.
It was at this juncture that
Symbolics, Noftsker's enterprise, slowly came together. While Noftsker was paying his staff a salary, he didn't actually have a building or any equipment for the hackers to work on. He bargained with Patrick Winstonthat, in exchange for allowing Symbolics' staff to keep working out of MIT, Symbolics would let MIT use internally and freely all the software Symbolics developed. A consultant from CDC, who was trying to put together a natural language computer application with a group of West-coast programmers, came to Greenblatt, seeking a Lisp machine for his group to work with, about eight months after the disastrous conference with Noftsker. Greenblatt had decided to start his own rival Lisp machine company, but he had done nothing. The consultant, Alexander Jacobson, decided that the only way Greenblatt was going to actually start his company and build the Lisp machines that Jacobson desperately needed was if Jacobson pushed and otherwise helped Greenblatt launch his company. Jacobson pulled together business plans, a board, a partner for Greenblatt (one F. Stephen Wyle). The newfound company was named "LISP Machine, Inc." (LMI), and was funded by CDC orders, via Jacobson.
Around this time Symbolics (Noftsker's company) began operations — it had been hindered by Noftsker's promise to give Greenblatt a year's head start, and by severe delays in procuring venture capital. Symbolics still had the major advantage that while 3 or 4 of the AI Lab hackers had gone to work for Greenblatt, a solid 14 other hackers had signed onto Symbolics. There were two AI Lab people who did not get hired by either:
Richard Stallmanand Marvin Minsky.
Regardless, after a series of internal battles, Symbolics did get off the ground in 1980/1981, selling the CADR as the LM-2, while
Lisp Machines, Inc.sold it as the LMI-CADR. Symbolics did not intend to produce many LM-2s, since the 3600 family of Lisp machines was supposed to ship quickly, but the 3600s were repeatedly delayed, and Symbolics ended up producing ~100 LM-2s, each of which sold for $70,000. Both companies developed second-generation products based on the CADR: the Symbolics 3600 and the LMI-LAMBDA (of which LMI managed to sell ~200). The 3600, which shipped a year late, expanded on the CADR by widening the machine word to 36-bits, expanding the address space to 28-bits [Moon 1985] , and adding hardware to accelerate certain common functions that were implemented in microcode on the CADR. The LMI-LAMBDA, which came out a year after the 3600, in 1983, was compatible with the CADR (it could run CADR microcode), but there were hardware differences. Texas Instruments(TI) joined the fray when it licensed the LMI-LAMBDA design and produced its own variant, the TI Explorer. Some of the LMI-LAMBDAs and the TI Explorer were dual systems with both a Lisp and a UNIXprocessor.
Symbolics continued to develop the 3600 family and its operating system, Genera, and produced the Ivory, a VLSI implementation of the Symbolics architecture. Starting in 1987, several machines based on the Ivory processor were developed: boards for Suns and Macs, stand-alone workstations and even embedded systems (I-Machine Custom LSI, 32 bit address, Symbolics XL-400, UX-400, MacIvory II; in 1989 available platforms were Symbolics XL-1200, MacIvory III, UX-1200, Zora, NXP1000 "pizza box"). Texas Instruments shrunk the Explorer into silicon as the MicroExplorer which was offered as a card for the Apple
Mac II. LMI abandoned the CADR architecture and developed its own K-Machine [http://home.comcast.net/%7Eprunesquallor/kmachine.htm] , but LMI went bankrupt before the machine could be brought to market. Prior to its demise, LMI was working on a distributed system for the LAMBDA using [http://resources.bandwidthmarket.com/patents/info/4779191.html moby space] .
These machines had hardware support for various primitive Lisp operations (data type testing,
CDR coding) and also hardware support for incremental garbage collection. They ran large Lisp programs very efficiently. The Symbolics machine was actually competitive against many commercial super mini computers, but it was never adapted for conventional purposes. The Symbolics Lisp Machines were also sold to some non-AI markets like computer graphics, modeling and animation.
The MIT-derived Lisp machines ran a Lisp dialect called
ZetaLisp, descended from MIT's Maclisp. The operating systems were written from the ground up in Lisp, often using object-oriented extensions. Later these Lisp machines also supported various versions of Common Lisp(with Flavors, New Flavorsand CLOS).
BBN developed its own Lisp Machine, called Jericho, which ran a version of
Interlisp. It was never marketed; frustrated, the entire AI group resigned, and were hired primarily by Xerox. So, XeroxPARC had, simultaneous with Greenblatt's own development over at MIT, developed their own Lisp machines which were designed to run InterLisp(and later Common Lisp) as well as other languages such as Smalltalk, but they failed to enter the market, and found themselves a distant third behind LMI and Symbolics. These included the Xerox 1100, aka "Dolphin" (1979); the Xerox 1132, aka "Dorado"; the Xerox 1108, aka "Dandelion" (1981); and the Xerox 1109, aka "Dandetiger"; and the Xerox 1186/6085, aka "Daybreak". The Xerox machines were a commercial failure, but they did influence the creation of Apple Computer's Macintosh. The operating system of the Xerox Lisp Machines has also been ported to a virtual machine and is available for several platforms as a product called "Medley". The Xerox Lisp Machine was well known for its advanced development environment, for its early graphical user interface and for novel applications like NoteCards(one of the first Hypertextapplications).
A UK company, Racal-Norsk, attempted to repurpose
Norsk Data superminis as microcoded Lisp Machines, running Symbolics' ZetaLispsoftware.
There were several attempts by Japanese manufacturers to enter the Lisp Machine market, including the
Fujitsu Facom-alphamainframe co-processor (which was actually marketed as early as 1978), and several university research efforts that produced working prototypes as part of the Fifth Generation.
With the onset of the "
AI Winter" and the early beginnings of the "PC revolution" (which would gather steam and sweep away the minicomputer and workstation manufacturers), cheaper desktop PCs soon were able to run Lisp programs even faster than Lisp machines, without the use of special purpose hardware. Their high profit margin hardware business eliminated, most Lisp Machine manufacturers went out of business by the early 90s, leaving only software based companies like Lucid Inc.or hardware manufacturers who switched to software and services to avoid the crash. Besides Xerox, Symbolics is the only Lisp Machine company still operating today, selling the Open GeneraLisp Machine software environment as well as the Macsymacomputer algebra system.
In the late 90s, there were plans by
Sun Microsystemsand other companies to build language-specific computers for Java, similar in concept and execution to the Lisp machines.
ICAD– Example of "Knowledge based engineering" software originally developed on a Lisp machine that was useful enough to be then ported via Common Lispto Unix.
# " [https://dspace.mit.edu/handle/1721.1/5751 LISP Machine Progress Report] ",
Alan Bawden, Richard Greenblatt, Jack Holloway, Thomas Knight, David Moon, Daniel Weinreb, AI Lab memos, AI-444, 1977.
# " [http://hdl.handle.net/1721.1/5718 CADR] ", Thomas Knight, David A. Moon, Jack Holloway, Guy L. Steele. AI Lab memos, AIM-528, 1979.
# " [http://hdl.handle.net/1721.1/5731 Design of LISP-based Processors, or SCHEME: A Dielectric LISP, or Finite Memories Considered Harmful, or LAMBDA: The Ultimate Opcode] ",
Guy Lewis Steele, Gerald Jay Sussman, AI Lab memo, AIM-514, 1979
# David A. Moon. [https://dspace.mit.edu/handle/1721.1/6353 "Chaosnet"] . A.I. Memo 628, Massachusetts Institute of Technology Artificial Intelligence Laboratory, June 1981.
# "Implementation of a List Processing Machine". Tom Knight, Master's thesis.
# [http://bitsavers.org/pdf/mit/cadr/chinual_6thEd_Jan84/ Lisp Machine manual] , 6th ed.
Richard Stallman, Daniel Weinreb, David Moon. 1984.
# "Anatomy of a LISP Machine",
Paul Graham, " AI Expert", December 1988
* [http://www.symbolics.com/ Symbolics]
* [http://top2bottom.net/medley.html Medley]
* Bitsavers, PDF documents
** [http://www.bitsavers.org/pdf/lmi LMI documentation]
** [http://www.bitsavers.org/pdf/mit/cons MIT CONS documentation]
** [http://www.bitsavers.org/pdf/mit/cadr MIT CADR documentation]
** [http://www.bitsavers.org/pdf/symbolics/ Symbolics documentation]
** [http://www.bitsavers.org/pdf/ti/microexplorer/ TI MicroExplorer documentation]
** [http://www.bitsavers.org/pdf/ti/explorer/ TI Explorer documentation]
** [http://www.bitsavers.org/pdf/xerox/interlisp Xerox Interlisp documentation]
* Lisp Machine Manual, Chinual
** [http://www.bitsavers.org/pdf/mit/cadr/chinual_4thEd_Jul81.pdf "The Lisp Machine manual, 4th Edition, July 1981"]
** [http://common-lisp.net/project/bknr/static/lmman/frontpage.html "The Lisp Machine manual, 6th Edition, HTML/XSL version"]
** [http://doi.acm.org/10.1145/1056737.1056738 "The Lisp Machine manual"]
* [http://eval.apply.googlepages.com/ Information and code for LMI Lambda and LMI K-Machine]
* [http://fare.tunes.org/tmp/emergent/kmachine.htm "Lisp Machine Inc. K-machine: The Deffenbaugh, Marshall, Powell, Willison architecture as remembered by Joe Marshall"]
* [http://www.unlambda.com/cadr/index.html CADR simulation]
* [http://www.unlambda.com/l-machine/index.html L-machine simulation]
* [http://www.heeltoe.com/retro/mit/mit_cadr_lmss.html CADR LISP Machine source code released by MIT (Oct 3 2005)]
* [http://www.unlambda.com/lispm/ The Explorer III Project] - (A project to "develop a portable software emulator of the TI Explorer II Lisp machine.")
* [http://www.ugcs.caltech.edu/~weel/cgi/lispm.php Jaap Weel's Lisp Machine Webpage] - (A collection of links and locally stored documents appertaining to all manner of Lisp machines)
* [http://fare.tunes.org/LispM.html "A Few Things I Know About LISP Machines"] - (Another collection of links, but mostly a discussion of purchasing Lisp machines)
* [http://www.sts.tu-harburg.de/~r.f.moeller/symbolics-info/symbolics.html Ralf Möller's Symbolics Lisp Machine Museum]
** [http://www.sts.tu-harburg.de/~r.f.moeller/symbolics-info/development-environment/index.html A page of screenshots of Genera]
* [http://lispm.dyndns.org/ Rainer Joswig's web page with Lisp Machine videos and screen shots]
** [http://lispm.dyndns.org/genera-concepts/genera.html "Genera Concepts"] - (Web copy of Symbolic's introduction to Genera)
* [http://starfish.rcsri.org/rcs/VCF-East-2001/Images.html Vintage Computer Festival pictures of some Lisp Machines, one running Genera]
* [http://www.wired.com/techbiz/media/multimedia/2001/07/45699 Picture of a partially disassembled Symbolics 3640]
* [http://www.lispmachine.net/ LISPMACHINE.NET - Lisp Books and Information]
* [http://www.andromeda.com/people/ddyer/lisp/ Lisp machines timeline] -(a timeline of Symbolics' and others' Lisp machines)
* [http://www.limsi.fr/~jps/actions/m3l/doc/m3l.presentation.htm "Présentation Générale du projet M3L"] -(An account of French efforts in the same vein)
** [http://www.sts.tu-harburg.de/~r.f.moeller/symbolics-info/ai-business.pdf "If It Works, It's Not AI: A Commercial Look at Artificial Intelligence startups"]
** [http://www.sts.tu-harburg.de/~r.f.moeller/symbolics-info/Symbolics.pdf "Symbolics, Inc.: A failure of Heterogenous engineering"] - (PDF)
*** [http://www.gnu.org/gnu/rms-lisp.html "My Lisp Experiences and the Development of GNU Emacs"] - (a transcript of a speech
Richard Stallmangave about Emacs, Lisp, and Lisp machines)
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