* [MAQAO] Info: Detected 6 Lprof instances in sdp772511.
If this is incorrect, rerun with number-processes-per-node=X
what is awhat is LLM a L?LM?what is a LLM?what is a LLM?what is a LLM?what is a LLM? and and and and and and why why why why why why should should should should should should I I I I I I care care care care care care?
?
?
?
?
?
AAAAAA Large Large Large Large Large Large Language Language Language Language Language Language Model Model Model Model Model Model ( ( ( ( ( (LLLLLLLLLLLLMMMMMM)))))) is is is is is is a a a a a a type type type type type type of of of of of of artificial artificial artificial artificial artificial artificial intelligence intelligence intelligence intelligence intelligence intelligence ( ( ( ( ( (AIAIAIAIAIAI)))))) that that that that that that uses uses uses uses uses uses natural natural natural natural natural natural language language language language language language processing processing processing processing processing ( processing ( ( ( (N (NNNNLPNLPLPLPLP)LP)))) to) to to to to analyze to analyze analyze analyze analyze and analyze and and and and generate and generate generate generate generate human generate human human human human-like human-like-like-like-like text-like text text text text. text.... It. It It It It's It's's's's like's like like like like a like a a a a super a super super super super-sm super-sm-sm-sm-smart-smartartartart languageart language language language language translator language translator translator translator translator, translator,,,, but, but but but but instead but instead instead instead instead of instead of of of of translating of translating translating translating translating words translating words words words from words words from from from one from from one one one language one one language language language to language language to to to another to to another another another, another another,,, it,, it it it can it it can can can understand can can understand understand understand and understand understand and and and respond respond and and respond respond to to respond respond to to complex complex to to complex complex questions questions complex complex questions questions and and questions questions and and prompts prompts and and prompts prompts in in prompts prompts in in a a in in a a way way a a way way that that way way that that sim sim that that sim simulatesulates sim simulatesulates human humanulates humanulates human conversation conversation human conversation human conversation.
.
conversation.
conversation.
ThinkThink.
Think.
Think of ofThink ofThink of it it of it of it like like it like it like a a like a like a super super a super a super-int-int super-int super-intelligentelligent-intelligentelligent-int AI AIelligent AI AIelligent that that AI that that AI can can that can can that understand understand can understand understand can and and understand and and understand respond respond and respond respond and to to respond to to respond questions questions to questions questions to like like questions like like questions a a like a a like human human a human human a expert expert human expert expert human in in expert in in expert a a in a a in particular particular a particular particular a field field particular field field particular,, field,, field but but, but but, faster faster but faster faster but and and faster and and faster more more and more more and accurately accurately more accurately accurately more.. accurately.. accurately It It. It It. can can It can can It help help can help help can with with help with with tasks help tasks with tasks tasks such with such tasks such such as tasks as such as as:
such:
as:
:
1 as1:
11..:
1.. Answer Answer1. Answer Answeringing. Answeringing complex complex Answering complex complex questions questionsing complex questions questions
complex questions
22 questions
22..
2.. Generating Generating2. Generating Generating text text. Generating text text on on Generating text on on a a text on a a specific specific on a specific specific topic topic a specific topic topic
topic specific
33
topic33..3
.. Sum Sum. Sum3 Summarmar Summarmar.izingizingmarizingizing Sum long longizing long longmar pieces pieces long pieces piecesizing of of pieces of of long text text of text text pieces
text
of44
44 text..4..
Trans Trans. Trans Trans4lll Transl.atingatingatinglating Trans text text textating textl from from from from textating one one one one from text language language language language one from to to to to language one another another another another to language
another
to5555
another....5
Even Even Even Even.5 creating creating creating creating Even. original original original original creating Even content content content content original creating like like like like content original stories stories stories stories like content,,,, stories like poems poems poems poems, stories,,,, poems, or or or or, poems dialog dialog dialog dialog or,uesuesuesues dialog or
ues dialogSoSoSoSo
ues,,,,So
why why why why,So should should should should why you, you you you should care why care care care you? should??? care Well Well you Well Well?,, care,, Well here here? here here, are are Well are are here a a, a a are few few here few few a reasons reasons are reasons reasons few:
:
a:
:
reasons11 few11:
.. reasons..1 ** **:
** **.ImprovedImproved1ImprovedImproved ** communication communication communication. communicationImproved**:**:**: ****: communication L L LImproved L**:LMLMLM communicationLM Lsss**:sLM can can can can Ls help help help helpLM can break break break breaks help language language language language can break barriers barriers barriers barriers help language and and and and break barriers make make make make language and it it it it barriers make easier easier easier easier and it for for for for make easier people people people people for it to to to to people easier communicate communicate communicate communicate to for across across across across communicate people different different different different across to cultures cultures cultures cultures different communicate and and and and cultures across languages languages languages languages and different.
.
.
.
languages cultures2222.
and....2 languages ** ** ** **..
IncreasedIncreasedIncreasedIncreased **2 productivity productivity productivity productivityIncreased.**:**:**:**: productivity ** L L L L**:IncreasedLMLMLMLM L productivityssssLM**: can can can cans L automate automate automate automate canLM tasks tasks tasks tasks automates like like like like tasks can writing writing writing writing like automate,,,, writing tasks research research research research, like,,,, research writing and and and and,, data data data data and research analysis analysis analysis analysis data,,,,, analysis and freeing freeing freeing freeing, up up data up up freeing time time analysis time time up for for, for for time humans humans freeing humans humans for to to up to to humans focus focus time focus focus to on on for on on focus more more more humans more on creative creative creative to creative more and and and focus and creative strategic strategic strategic on strategic and work work work more work strategic.
.
.
creative.
work333 and3.
... strategic.3 ** ** ** work **.EnhEnhEnh.
Enh **ancedancedanced3ancedEnh customer customer customer. customeranced service service service ** service customer**:**:**:Enh**: service L L L Lanced**:LMLMLMLM customer Lssss serviceLM can can can can**:s be be be be L can used used used usedLM be to to to tos used create create create create can to chat chat chat chat be createbotsbotsbotsbots used chat and and and and tobots virtual virtual virtual virtual create and assistants assistants assistants assistants chat virtual that that that thatbots assistants can can can can and that help help help help virtual can customers customers customers customers assistants help with with with with that customers their their their their can with queries queries queries queries help their,,,, customers queries providing providing providing providing with, their providing24242424 queries ////24,7777/ providing support support support support7 and and and and support24 improving improving improving improving and/ the the the the improving7 overall overall overall overall the support customer customer customer customer overall and experience experience experience experience customer improving.
.
.
.
experience the4444.
overall....4 customer ** ** ** **.New experienceNewNewNew ** opportunities opportunities.
opportunities opportunitiesNew for for for4 for opportunities content content content. content for creation creation creation ** creation content**:**:**:New**: creation L L L opportunities L**:LMLMLM forLM Lsss contentsLM can can can creation cans help help help**: help can generate generate generate L generate help new new newLM new generate ideas ideas ideass ideas new and and and can and ideas content content content help content and,,, generate, content such such such new such, as as as ideas as such articles articles articles and articles as,,, content, articles social social social, social, media media media media such social posts posts posts posts as media,,,, articles posts and and and and,, even even even even social and entire entire entire entire media even books books books books posts entire or or or or, books movies movies movies movies and or.
.
.
.
even movies5555 entire..
... books **5 ** ** ** orImproved.ImprovedImprovedImproved movies education ** education education education.
**:Improved**:**:**:5 L education L L L.LM**:LMLMLM **s LsssImproved canLM can can can education helps help help help**: teachers can teachers teachers teachers L create help create create createLM personalized teachers personalized personalized personalizeds learning create learning learning learning can materials personalized materials materials materials help and learning and and and teachers provide materials provide provide provide create real and real real real personalized-time provide-time-time-time learning feedback real feedback feedback feedback materials to-time to to to and students feedback students students students, provide to,,, making real making students making making education-time education, education education more feedback more making more more accessible to accessible education accessible accessible and students and more and and effective, effective accessible effective effective.
.
making and.
.
OverallOverall effective educationOverallOverall,,.
more,, L LOverall L accessible LLMLM,LM andLMss Ls effectives have haveLM have.
have the thes theOverall the potential potential potential have, potential to to the to L to transform transform potential transformLM transform many many many tos many aspects aspects transform aspects have aspects of of of many the of our our our aspects potential our lives lives lives of to lives,,, our transform, from from from lives many from communication communication communication, aspects communication and and and from of and productivity productivity productivity communication our productivity to to to and lives to content content content productivity content, creation creation creation to creation from and and and content and communication education education education creation education and... and. productivity As As As education As to AI AI AI. AI content technology technology technology As technology creation continues continues continues AI continues and to to to technology to education evolve evolve evolve continues evolve.,,, to, As we we we evolve we AI can can can, can technology expect expect expect we expect continues to to to can to to see see see expect see evolve even even even to even, more more more see more we exciting exciting exciting even exciting can applications applications applications more applications expect of of of exciting of to L L L applications L seeLMLMLM ofLM evensss Ls in more in inLM in the exciting the thes the future applications future future in future!
of!
!
the!
What LWhatWhat futureWhat doLM do do!
do yous you youWhat you think in think think do think about the about about you about L future L L think LLM!
LMLM aboutLMsWhatss Ls? do??LM? Are Are you Ares Are there there think there? there any any about any Are any specific specific specific L there specific areas areas areasLM any areas where where wheres specific where you you you? areas you'd'd'd Are where'd like like like there you like to to to any'd to see see see like specific see them them them to areas them applied applied applied see where applied??? them you? Let Let Let applied'd Let me me me? like me know know know Let to know in in in me see in the the the know them the comments comments comments in applied comments!!! the?!
comments
Let---
---
---
!---
me######
## know Step Step Step---
Step in ## the111 Step1 comments::: :! Understand Understand Understand1 Understand
what what what: what---
a a a Understand a## Large Large Large what Large Step Language Language Language a Language Model Model Model Large Model1 ( ( ( Language (:LLLLLL ModelLL UnderstandMMM (M what)))LL) a is is isM is.
Large.
.
).
A LanguageAA isA Model Large Large Large.
Large Language ( Language LanguageA Language ModelLL Model Model Large Model (M ( ( Language (LL)LLLL ModelLLM isMM (M).
))LL) isA is isM is a Large a a) a type Language type type is type of Model of of a of artificial ( artificial artificial type artificial intelligenceLL intelligence intelligence of intelligence (M ( ( artificial (AI)AIAI intelligenceAI) is)) () that a that thatAI that uses type uses uses) uses natural of natural natural that natural language language artificial language uses language processing processing intelligence processing natural processing ( ( ( ( language (NNAIN processingNLPLPLP) (LP))) thatN) to to to uses toLP analyze analyze analyze natural analyze) and and and language and to generate generate generate processing generate analyze human human human ( human and-like-like-likeN-like generate text text textLP text human.
.
.
).
-like###### to## text Step Step Step analyze Step.
and ##222 generate2 Step:::: human Identify Identify Identify Identify2-like the the the the: text capabilities capabilities capabilities capabilities Identify.
of of of of the## L L L L capabilities StepLMLMLMLM of ssss L.
2.
.
.
LMLL:LLLLLLsMs IdentifyMsMsMs.
can the can can canLL perform capabilities perform perform performMs tasks of tasks tasks tasks can such L such such such perform asLM as as as tasks answering
s answering
answering
answering
such.
asLL answering
Ms can perform tasks such as answering
[MAQAO] Info: 5/6 lprof instances finished
Your experiment path is /scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0
To display your profiling results:
#############################################################################################################################################################################################################################
# LEVEL | REPORT | COMMAND #
#############################################################################################################################################################################################################################
# Functions | Cluster-wide | maqao lprof -df xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Functions | Per-node | maqao lprof -df -dn xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Functions | Per-process | maqao lprof -df -dp xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Functions | Per-thread | maqao lprof -df -dt xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Loops | Cluster-wide | maqao lprof -dl xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Loops | Per-node | maqao lprof -dl -dn xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Loops | Per-process | maqao lprof -dl -dp xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
# Loops | Per-thread | maqao lprof -dl -dt xp=/scratch/users/amazouz/QAAS/service/Llama.cpp/sdp772511/175-793-6543/llama.cpp/run/oneview_runs/compilers/gcc_4/oneview_results_1757941614/tools/lprof_npsu_run_0 #
#############################################################################################################################################################################################################################