WSL2でFalconMamba 7Bを試してみる
「アブダビの Technology Innovation Institute (TII) が TII Falcon Mamba 7B License 1.0 に基づいてリリースした新しいモデル」であるFalcon Mambaを試してみます。
FalconMamba 7Bはベースとインストラクションの2つが提供されていますので、両方試します。
使用するPCはドスパラさんの「GALLERIA UL9C-R49」。スペックは
・CPU: Intel® Core™ i9-13900HX Processor
・Mem: 64 GB
・GPU: NVIDIA® GeForce RTX™ 4090 Laptop GPU(16GB)
・OS: Ubuntu22.04 on WSL2（Windows 11）
です。
1. 準備
python3 -m venv falconmamba
cd $_
source bin/activateバッケージのインストールです。
transformersが4.44.0以下ですと「"model_type": "falcon_mamba" が定義されていない」とエラーが発生します。このため、github経由で4.45.0以上（4.45.0.dev0）をインストールしています。
pip install "causal-conv1d>=1.4.0" mamba-ssm
pip install git+https://github.com/huggingface/transformers
pip install accelerate2. 流し込むコード
以下のコードを /path/to/query.py として保存します。
import sys
import argparse
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer
from typing import List, Dict
import time
# argv
parser = argparse.ArgumentParser()
parser.add_argument("--model-path", type=str, default=None)
parser.add_argument("--tokenizer-path", type=str, default=None)
parser.add_argument("--no-chat", action='store_true')
parser.add_argument("--no-use-system-prompt", action='store_true')
parser.add_argument("--max-tokens", type=int, default=256)
args = parser.parse_args(sys.argv[1:])
model_id = args.model_path
if model_id == None:
exit
is_chat = not args.no_chat
use_system_prompt = not args.no_use_system_prompt
max_new_tokens = args.max_tokens
tokenizer_id = model_id
if args.tokenizer_path:
tokenizer_id = args.tokenizer_path
# トークナイザーとモデルの準備
tokenizer = AutoTokenizer.from_pretrained(
tokenizer_id,
trust_remote_code=True
)
model = AutoModelForCausalLM.from_pretrained(
model_id,
torch_dtype="auto",
#torch_dtype=torch.bfloat16,
device_map="auto",
#device_map="cuda",
low_cpu_mem_usage=True,
trust_remote_code=True
)
#if torch.cuda.is_available():
# model = model.to("cuda")
streamer = TextStreamer(
tokenizer,
skip_prompt=True,
skip_special_tokens=True
)
DEFAULT_SYSTEM_PROMPT = "あなたは誠実で優秀な日本人のアシスタントです。"
def q(
user_query: str,
history: List[Dict[str, str]]=None
) -> List[Dict[str, str]]:
# generation params
generation_params = {
"do_sample": True,
"temperature": 0.8,
"top_p": 0.95,
"top_k": 40,
"max_new_tokens": max_new_tokens,
"repetition_penalty": 1.1,
}
#
start = time.process_time()
# messages
messages = ""
if is_chat:
messages = []
if use_system_prompt:
messages = [
{"role": "system", "content": DEFAULT_SYSTEM_PROMPT},
]
user_messages = [
{"role": "user", "content": user_query}
]
else:
user_messages = user_query
if history:
user_messages = history + user_messages
messages += user_messages
# generation prompts
if is_chat:
prompt = tokenizer.apply_chat_template(
conversation=messages,
add_generation_prompt=True,
tokenize=False
)
else:
prompt = messages
input_ids = tokenizer.encode(
prompt,
add_special_tokens=True,
return_tensors="pt"
)
print("--- prompt")
print(prompt)
print("--- output")
# 推論
output_ids = model.generate(
input_ids.to(model.device),
streamer=streamer,
**generation_params
)
output = tokenizer.decode(
output_ids[0][input_ids.size(1) :],
skip_special_tokens=True
)
if is_chat:
user_messages.append(
{"role": "assistant", "content": output}
)
else:
user_messages += output
end = time.process_time()
##
input_tokens = len(input_ids[0])
output_tokens = len(output_ids[0][input_ids.size(1) :])
total_time = end - start
tps = output_tokens / total_time
print(f"prompt tokens = {input_tokens:.7g}")
print(f"output tokens = {output_tokens:.7g} ({tps:f} [tps])")
print(f" total time = {total_time:f} [s]")
return user_messages3. 試してみる
(1) tiiuae/falcon-mamba-7b
ベースモデルを試します。
CUDA_VISIBLE_DEVICES=0 python -i /path/to/query.py --model-path tiiuae/falcon-mamba-7b --no-chat --max-tokens 8192日本語で聞いてみましょう。
>>> history = q("ドラえもんとは")
--- prompt
ドラえもんとは
--- output
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machiba ekiga bakurin ouga sangoro obiki hidenaoku mugisha rokujo kamijo sougo hosoba bunsei sadona iburi munemo futsunomonobo takemisamushta toyonomiu wasabisaitoSHOUDOMI TAMAKO SHIMADA MIKASA YAGOUCHI NOZOMO YUKINO TOBIAKI SAWAGI NAOKA WAZEHARA SOFUMEE AKIO HIRAISHII HANAKOTSUBAEYORINOBASHITAKEHIRO OSAKA ENRICOSUGIMOTO WATARAMURAYAMAMISTUSHA KAIFUNEGISAIYA OMOTE ASAMI IWABUUCHIDANI IJIRASEITOHURA REIZANYOSHYONIKATO SIETEMILIANAZAFER AGUSTINA HEMANGIONDE CASTILLOWARNOCKSLEY EDWARDSESPARTA GALESEPELAEYS STIEGLERTESSENBERGELIJAXSON BERNSTEINTOLNER BAVERIDAUBLING LUDWOIGTBRANNERSASCHA HAUSERDRESDENTHEODORA SCHULTE VERMEHRTER CHARLESFOSTER ALDERWEARE ARNOLD CHEDZOYE OLIVERCLARK ANDERSON MICHELENCZYLOWSKY MARCECASSANDRAYANCEREAD CURTISSCAGGINS JEFFERYDRAPERO DAVIECAMMERA HARRYCOLLINGSWALDLANGFORDPERRINE WHITE WILLARDMOORE BRENNENGREEN KELLOGGFULLART ANNEGRANT HERTRICH FRANKLINBURNET ERICCARROLL PITTFIELD PAULECKELS ELISEKINGRENAULT LAURENSOPHERLAWRENCEMARGUETEROSEMARYMARTENS HELENEBEACHMONTAGUE NATHANAELFICKSLARSONGILLESPUTNEY SARAHMCKENNAFRANCE ROSSIETHACKWORK IRVINGSHUGHGAZA LEAVYCATHERINSTEVENDALLY BENNINGTHATCHEWESTHAMPSIRE MAUDEBLINDWATCHMASQUEODENWHITESIDE ETTCACHDORSBACK INTO THE CITY BACK INTO YOUR CAR
AGAIGN WITH MY LOVE YOU LOOK AT ME WHEN IM DOWN ON ALL FOURS LOVED BY OUR PARENTS BUT NOT US WHO ARE WE THAT THEY COULD SAY SUCHO AWFUL THINGS ABOUT WHAT DID IT MATTERS IF WASNT FOR THEM WELL BE DEVOILED LIKE MONKEY MEN FROM HERE UNLESS ITS REALITY CHECK NOW OR NEVER LET GO OF THIS ONE WOUND UP GETTING OVER HIM JUST HOW MUCH DO U NEED SOMEONE ANYTHING WORDS FELLOW STUDIES TELEDYN AMBIENCES PROVIDERALTY CORPORATION HOLLYGROVE MANAGEMENT CONSORTIUM LTD COMPLETE ASSETS SOLUTION GROUP BORED
RESIDENTIAL ESTATE AGENCYOBSESELECTRIC POWER SUPPLY SERVICESCOMPLETELY AUTOMATICS MOBLE PHONEY WIRES CONNECTIONS BETWIN TWO LOCATIONS ACCORDINGTON CONTACT INFORMATION PLEASE CALL HOTLINE NUMBERS OPPOSITION MEMORIES COMMERCIALS ADVERTISEMENT BROADSCAST MEDIUMS PRINTER NEWSBUSINESS ENTIPRISPRISM EXPLOTS OUTPUT PRODUCTIVITIES TRADE SHOWCASSS ESSATS CAPITALISTS STRATEGICAL PLANS SETUP METHODOLOGUES UNDERLYNG SYSC EMTS GUILD RUHL EAGERNESS COMPAREGAMESPREFERENCE STATUFEXCEPTIOSNES PREFERABLE
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RELAX TIREE CHOICE EXPENDS SPEECH ACT ROBO VOIX DELIMITARY BLINK QUOTA MOTTON FINITED RAGTIME TECHNI QUE REDEFITIONS NORMAL FUNCTIONS LIKES RESTABSENSION PRESUME FULL AUTONS ISOLA TED TRIZZICTURES SLAPPINESS MORPHOLSGEN EPHPROS LYPTALK FLUIDICOGNITER RETORTS NONCOMMUNTATIVE METAJARG SIMPLE HUMLANGUAG FACSOLEXPRESSSION INTROLUX FLOATING HEAD GLOBAL POPULAR PUBLC HEALTH OFFICA RS JOBBALS PEOPLE YOUNG SENILE PATIENCE BALOOCOMMAND HANDMENDOM WORKOUT SPA DAY REGISTER NEIGH BU RD ACCUSED CRUSH DEMURR DECELE BRAKK TOTWORLD CLASSIFICATION SYSTEM SCALA LIST MAP FILTERNOMEGALYPLASTARCALYCS CALCU LBATOR MAGNOTRON VALVES TWITCH WROTH SHAFT CROWN WORLD PARTNOCCATIONAL MUSIC LIVE VIDEO RECRUIDS ONLINE MESSAGE PORTLAND STATE COLUMN EXTREM LABOUR FORESTR PET CARE POLICY DRIVING SCHOOL RAD IO TIMBUCTOOOO BBDDYY EEHHQQ RRVV XXWW WWXX DD HHJJ NN PP GG II MM FF LL CC AAA BBB BBC CCC EVVA AA BCBBCCCC DV EFGHIJKL MNPP QQRWXY AZBCCDDV EGFIHMNU PJRTUV XY EZABCDEF GHJMNP QRTV XDWYZN ABCDFEZHKLM NPOTT UVWMNYXL AXBYCESDXFG HYMNWT QAGBDHNOR MPNRTTVD AQDBGYHN MKNZPO TTWIXXX DXFW XEBCOD GWFY HTIQNV XSXTWP OTTW XXXXXXX BOOMMER MIDGET SMITHCHARLENEA NICOL MACDONOCK LUISACONVICIONE FARREL JAGS CANNON SAMUA SMALGLOW MOSSY GOLD CREAMPLAY BLACKCAT CATSERVICE PAPAPE PEPELLA BREAST MILKWOFIFE CHAIRS CHEFS HOUSE CLEANE BIRDWORD MERCI PUANTE PIANO KEYNOTE RHAPSODY BARBARAU MADAME DONNNCELLARI GESTAURI STAR BATHTIMO TIMEHOW LONG DOES EVERYTHING REALLY HAVE STOP PLAY FAST SONATA GERMAINEU BONCHEVAL LANDU DUFAUI FAMBAS CU BICORNHORN RAMBUTIQUE SPRINC PALMETTES SAPPIELD URGES CASCADONT WANT ONLY EVER SEE MORE THAN NOTHING THEREFORE MUST MAKE OWN OBJE FIG FT IMAGIN ISS EASY ALWAYS POS IBLU ECIRCUSE FIREF RIGHTWAY WINNOW SNEXT NEXT AFTER
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GP DJPF PDF DOC MSOFF ICEPDFXP PSTMSG WMFPKM WPPD CMSTRU CTDT TMFORMTABLE CASECORE AUDENV ENGSTAT BIOS CIKR NKNW RTLSVR WEBAPI ERPCRM CRM ODSEE SAS GFMLS GTMX LM QTMT MX GMFM TLTB TP TJ MT LV RM KM KT TG SD SQ LD NJ RN KL JM NM OK BW BM NW RW LT
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GSIPP HASBRO HSBH JRMEA LASADA LRMBA MGMMAC MUCDC NECPET NSIBM OSISO PACSUN PANASON ICS RIDESP LOGACA FOXNEWS CNNNBC CBS MTV ABS NBCSN USA TODAYCBS SUNSCHOOL LIBTHE BEST WAY LEAD HIGH QUALTITYES SAT1SAT MAXMED IA WSBT WBROW KDMAX TCCTV CW11CNN HDDISCOUNT PRICEWARE SALEFREE SHIPPING FREedeployment targets include all browsers except Microsoft Edge since support required implementation changes needed overcome security restrictions imposed due cross origin resource sharing policies enforced site specific origins instead generic ones thus breaking compatibility between applications hosted same domain server side scripts executed directly clients browser without any additional plugins installed unlike older versions previously used which relied heavily upon third party extensions like Flash Adobe Reader Java applets ActiveScript InterfacesJavaScript WebWork Canvas Anim gif SVG Scal vector Graphics Apache CouchDb NodeJs Angular Dart ReactReducer Flicker Photosphere Vue ThreeDimensional Visual Studio Code Sublimes Textmate Atom Bracketed Editor Git Hub Bitbucket Mercurry BaseCamp Treply Slack Campfire Dropbox Box MailChimp ConstantContact WordPress Drupal Magento Shopify Wix BigCommerce Squarespac Etsy eBay PayPal Stripe Ven MoPayPal Bitcoin Credit Card Debit Visa Mastercard AmericanExpress Dinership Travel Expedia Hertzon AirAsia Cathayana Emirates Fly Qatar Airways Singapore Airlines China Southern Jetstar Norwegian Virgin Australia Transavia Swiss International AlItalia Turkish Brussels Airport London Heath Row Paris Charles De Gau Le LaGuardiae Washington Dul Les Las Vegas McCaron Oakland Ronald Reagan San Francisco Gate Miami Int airport Atlanta George Bush Dallas Fort Worth Denver Logan Boston
Newark Liberty John Fitzgerald Kennedy Chicago MidWay BaltimoreWashington National Detroit Metropolitan Honolulu Hawaii Los Angeles Internatian Terminal Hong KongInternational JFK Taipei Ta Pe Kin Kuala Lumpur Malaysia Chang Chong Sing Thief Hotel Amsterdam Holiday Inn Rome Hilton Vienna Palace Budapest Boutique Prague Hyatt Regency Bratila Sheriton Bangkok SoFit Tokyo Shang Hai Four Seasons Guang Zhou Beijing Shanghai Cheng Du XiAn Shenzhen Har Bin Kun Ming Guilin Da Li Ha No Hanoi Ho Chi Minh City Mumbai Pune Delhi Kolkata Chennai Bangalore Goa Hyderabad Kochsi Patala Varanas Calcuttta Nagpur Luck now Jaipur Aurangsabad Indrapurs Thanjavoor Tiruchengod Salem Pollacco Madras Bhavan Nagar Gandhisnad Arrah Kasauliwalla Agali Abbad Khadas Attawan Amrits Mariani Panjor Allahbidhana Kanataka Manipur Assam Tripuria Sikkam Rajputania Balasan Sindhia Malvia Awadh Bharat Bharatha Bangadesh Barrak Burmania Cambodi Chaluco Ceilia Colombo Comorra Cordova Costa Rica Corazon Cuba Dominicus East Timurus Ecuador Equador El Salvador Fiji Gallicia Guatemala Gypsy Honduras India Indonesia Iraq Jordan Kuwait
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Seychelle Somalia Sri Lanka Syrian Union Turkey Ukraine Venezuela Yugoslav Macedonia Vietnam Zimbabwe Eritrea Ethiopia Libya Albania Argentina Armenia Azerbajdzhang Azores Bahaman Bahamas Barbados Belize Bhutan Bolivia Botswana Brusses Bulgaria Cambodia Canada Chile Colombia Congee Congo Democratia Republicka Senegal Sierra Leone South Africa Sudan Swazi Switzerland
Tanzania Trinidad Toboga Tunisia United Arab Emirtiate Vanutan Papuana Saint Lucia Anglia Afghanistan Antigua Bermuda Austria Brazil Cayman Islands Czech Danish Estonia Finland French German Greece Hungary Iceland Irish Israel Italy Japan Luxembourgeois Mexico Morocco Netherlands Norway Pakistan Persian Philippines Polish Portugalia Russia Slovakia Spain Sweden Thailand Uruguay Viatica Yemen Zambia Azerbaijan Bahrain Georgia Kazakhstan Uzbekistan Turkistan Afghaniland Oman Saudi Arabia Jordinia Lebanon Syria Tadzia Ukraint Iraqui Iran Kazahaikh Turkeshma Albanisan Armenian Bosnian Bulgarian Croatoslovaken Cyprios Georgian Greek Hungarian Italian Moldavian Portuguese Romanian Spanish Ukrainian Bashkir Chechin Yakuts Kazakh Uzbek
Kurmane Kirgua Mongolian Tajikes Taiwanese Tibetan Uzbek Vietname Weibo Baidu RuTube TikTok Toutiao Xin Chun Zhang Shen Yang Di Wang Wei Ying Ling Meng Qi Lin Tao Kang Yu Hu Yan Zhu Ya Zhao Jun Chen Xiao Lu Song Feng Zhen Wu Jiang Shi Sun Tian Ye Wen Huang Ping Xu Dong Qin Liu Dao Jin Qian Ji He Han Ma Ning Gong Pu Yuan Gan Bai Tai Zheng Ai Mi Fu Shu Zh Ben Po Su Wan An Ge Fan Si Yun Jian Yi Xia Men Qing Bo Sha Tang Ku Yong Lan Ri Ren Sen Shan Zu Mu Bi Ju Ke Na Pi Tu Dang Fa Ti Chu Tan Co Min Te Ts Yin Ki Pa Lo Zo Go Ro Sa Yo Ka Ko Jo Hi Oh Be Ne Ja Ra Ve Wi Wo Zw Ak Ga Gi Gh Ig Ik Ir Iz Iso Kw Ky Ly Mp Mt My Oz Ow Or Ot Pr Sr St Ty Ug
prompt tokens = 11
output tokens = 8192 (9.958449 [tps])
total time = 822.618071 [s]
>>>出力されたトークン数は8,192ではあるのだが…。
先頭付近まで翻訳してみます。
--- output
会話で読本の表記をしたい - Yahoo!知恵袋
### 時計事件同盟機神大戦 ゴッグ、マジンガZ
タイトル 東映映画シリーズ メカリスト タイトル 年 タイプ テレビスペシャル キャラクター名 ジャンル 主要選手 発売日 バトルヴィクセンズ エピソード E4 月のプリンセスは、かつて宇宙飛行士になることを夢見ていた少年によって召喚されました。彼女は地球にやって来て着陸しますが、超外戦士シンシャセイジュとの戦いで多くの怪我を負った後、すぐに邪悪な女王に変わります。 戦友大納言ショウタル...ドラゴンプリンスのレジェンドクエストは、アニメエキスポでの大成功の後、8月にNetflixで最初のシーズンを完了しました西部劇のデビュー予告編が先月公開され、最初のストーリーアークの第二部を何年も待ち続けた後、世界中のファンから好評を得ています。今こそ視聴して、新しい冒険がたくさんあることを覚悟してください。アクションシーンが増えるだけでなく、コメディ要素も増えるからです。すべてのエピソードを通して、面白い瞬間を作ります。ベジットブルーのようなおなじみの顔が再び現れ、人造人間18号、バーダック、息子、ゴテンク、ピッコロ、ウイス、クリリン、ヤムチャ、ラディッツ、トランクス、セルジュニア、キングコールド、クーラー、フリーザ、ブウハン、ブロリー、ブラックフロスト、モロヒットケールなどの他のキャラクターと一緒に生き返ります。カリフラ 超本能 超サイヤ人ゴッドSSローズレッド デッドプール マーベル VS. カプコン インフィニティウォー エンドゲーム アベンジャーズ エイジ ウルトロン シビル タイタンフォール リスポーンエンターテインメント バイオショックコレクション ペルソナファイブ ザ・ロイヤル キングダムハーツ ノムラ スクウェア・エノク ブラッドボーン CDプロジェクト サイバーパンク スカイリム ベセスダ・ソフトワークス バイオハザード ストリートファイターIV モンスターハンター MHね？
（以下、略）
Yahoo!知恵袋…。
VRAM使用量は、モデルロード時から上記推論を経ても14.2GBのまま！ これはすごい。
名誉挽回のため、もう一度確認してみます。
>>> history = q("ドラえもんとは")
--- prompt
ドラえもんとは
--- output
です.
- ↑ (Japanese) ワイク・ガットに関する大百科全書
The word derives from the Japanese verb wakaru, meaning to understand or know in an intimate manner as well a number of other meanings which are more philosophical and difficult explain without some background knowledge pertaining specifically towards Eastern philosophy such that this short entry is unable address them all at once but only touch upon those subjects most relevant for purposes here today: The concept was coined by Sōseki Natsume who used it often throughout his life time before eventually writing about same within one book during latter half years prior passing away; however many scholars agree there were no formal definitions until after publication date when author himself began exploring possibilities presented
earlier while still alive thus resulting increased interest among readers leading onto greater understanding surrounding core concepts behind what he had written down originally intended audience members already familiar certain aspects concerning subject matter yet others being introduced new terms altogether thereby expanding overall reach impact message communicated through literature created work ultimately achieving wide acclaim across entire globe due fact how much sense resonated
deeply personal experience shared commonality regardless geographical location cultural difference language barrier separating individuals living world apart physically though thoughts minds ideas souls emotions hearts feelings connected spiritually somehow managed communicate express themselves perfectly despite apparent differences between two entities communicating back forth effortlessly smoothly flowing conversationally fluently gracefully elegantly articulate articulately eloquent
polished sophisticated elegant clear coherent logical rational intelligent insightful profound reflective thoughtful introspective contemplative meditative ponderous deliberating carefully considering weighing options thoroughly analyzing meticulously planning executing strategies goals objectives targets aims purpose mission vision values principles beliefs ethics morality conscience responsibility accountability integrity honesty loyalty trustworthiness reliability respect dignity humanity compassion kindness altruism generosity empathy sympathy gratitude appreciation forgiveness tolerance acceptance peace love harmony unity cooperation solidarity community friendship companionship connection bonding intimacy passion desire enthusiasm creativity imagination inspiration aspiration ambition determination perseverance resilience strength courage bravery boldness audacity fearlessness assertiveness confidence self esteem pride honor humility modesty sincerity authenticity truthfulness accuracy precision relevancy pertinence significance importance necessity expediency efficiency economy utility usefulness practicality effectiveness success achievement accomplishment realization fulfillment contentment satisfaction happiness joy pleasure delight gratification enjoyment entertainment amusement recreation relaxation stress relief tension release excitement thrill adventure exploration curiosity investigation discovery learning expansion growth development maturity wisdom intelligence consciousness evolution transformation progress improvement advancement ascension transcendence enlightenment awakening liberation salvation redemption deliverance rebirth resurrection reintegration reincarnation return homecoming reunion unification fusion synthesis combination merger union convergence reconciliation accord agreement compatibility synergy collaboration teamwork partnership alliance coalition confederation league brotherhood sister hood fraternity sorority network group association club organization movement society institution corporation company firm business venture enterprise entrepreneurship start up launch project campaign program initiative proposal plan action steps milestones achievements results outcomes benefits gains profit loss cost expenses savings revenue assets liabilities debts credits income tax returns deductions expenditures receipts investments wealth building capital gain depreciation wear tear maintenance repair replacement warranty insurance protection security safety risk mitigation liability law suits litigation arbitration mediation alternative dispute resolution conflict management negotiation compromise surrender diplomacy dialogue discussion debate persuasion argument reasoning judgment fairness justice equity balance proportion scale measure magnitude order hierarchy structure system framework process procedure method technique practice exercise drill repetition training reinforcement positive feedback constructive criticism negative consequence punishment sanction penalty fine charge fee payment obligation debt asset currency exchange rates monetary policy fiscal policies economic indicators financial market fluctuations investment opportunities stock shares dividends yield price earnings ratio P/E PEG ratios valuation multiples forward looking statement projections outlook estimations predictions forecast scenario analysis sensitivity tests best worst case scenarios break even point breakeven cash flow statements budgetary controls accrual basis accounting Generally Accepted Accounting Principles GAAP International Financial Reporting Standards IFRS Sustainability Environmental Social Governance ESG CSR Corporate Responsibility Ethics Professional Conduct Code Of Practices Guidelines Regulations Rules Laws Statutes Ordinances Byelaws Policies Directives Instructions Orders Recommendations Suggestions Proposals Advisories Memos Circulars Notices Bulletins Public Announcements Press Releases Speeches Addresses Lectures Presentat
prompt tokens = 11
output tokens = 762 (11.734837 [tps])
total time = 64.934861 [s]です.
- ↑ (Japanese) ワイク・ガットに関する大百科全書
この言葉は、日本語の動詞「わかる」から派生したもので、親密に理解する、知るという意味のほか、より哲学的で東洋哲学に関する背景知識がなければ説明が難しい多くの意味があるため、この短いエントリでは一度にすべてを扱うことはできず、今日の目的に最も関連のある主題に触れるだけです。この概念は夏目漱石によって造られ、彼は生涯を通じてこの概念を頻繁に使用し、最終的には亡くなる前の後半の数年間に1冊の本の中でこの概念について書いています。しかし、多くの学者は、出版日以降、著者自身が提示された可能性を探求し始めるまで正式な定義はなかったことに同意しています。
彼がまだ生きている間に、読者の興味が高まり、彼が書いたものの背後にある核となる概念についての理解が深まりました。当初対象としていた読者は、主題に関する特定の側面にすでに慣れていましたが、他の読者にはまったく新しい用語が紹介され、全体的な到達範囲が広がりました。文学を通じて伝えられたメッセージは、作品を生み出し、その意味がどれほど共感を呼んだかによって、最終的には世界中で広く称賛されました。
非常に個人的な経験、地理的な場所や文化の違いに関係なく共有された共通点、言語の壁、個人を隔てる、物理的には離れた世界に住んでいるが、考え、心、アイデア、魂、感情、気持ちは精神的につながっている、何とかコミュニケーションをとる、2つの存在の間に明らかな違いがあるにもかかわらず、完璧に表現する、楽々とコミュニケーションをとる、スムーズに流れるように会話する、流暢に優雅に上品に表現する、明瞭に雄弁に表現する。
洗練された、洗練された、上品で、明快で、首尾一貫する、論理的、合理的、知的で、洞察力に富む、深遠で、思慮深い、内省的、熟考する、瞑想する、重々しい、熟考する、慎重に検討する、選択肢を検討する、徹底的に分析する、綿密に計画する、戦略を実行する、目標、目的、ターゲット、目的、使命、ビジョン、価値観、原則、信念、倫理、道徳、良心、責任、説明責任、誠実さ、忠誠心、信頼性、信頼性、尊敬、尊厳、人間性、思いやり、優しさ、利他主義、寛大さ、共感、同情、感謝、感謝、許し、寛容、受容、平和、愛、調和、団結、協力、連帯、コミュニティ、友情、交友、つながり、絆、親密さ、情熱、願望、熱意、創造性、想像力、インスピレーション、志、野心、決意、忍耐、回復力、強さ、勇気、勇敢さ、大胆さ、大胆さ、大胆さ、大胆不敵さ、積極性、自信、自尊心、誇り、名誉、謙虚さ、慎み深さ、誠実さ、信憑性、真実性、正確さ、精密さ、関連性、適切さ、重要性、必要性、便宜性、効率性、経済性、有用性、実用性、有効性、成功、達成、実現、充足感、満足、幸福、喜び、楽しみ、喜び、満足感、楽しみ、娯楽、レクリエーション、リラクゼーション、ストレス解消、緊張解消、興奮スリル、冒険、探検、好奇心、調査、発見、学習、拡大、成長、発展、成熟、知恵、知性、意識、進化、変容、進歩、改善、前進、昇天、超越、悟り、覚醒、解放、救済、償還、救出、再生、復活、再統合、転生、帰還、帰郷、再会、統一、融合、統合、結合、合併、連合、収束、和解、協定、合意、互換性、相乗効果、協力、チームワーク、パートナーシップ、同盟、連合、連盟、リーグ、兄弟愛、姉妹愛、友愛会、女子学生会、ネットワーク、グループ、協会、クラブ、組織、運動、社会、機関、法人、会社、企業、ベンチャー、企業家精神、スタートアップ、立ち上げ、プロジェクト、キャンペーン、プログラム、イニシアチブ、提案、計画、行動、ステップ、マイルストーン、達成、結果、成果、利益、利益、損失、費用、経費、貯蓄、収益、資産、負債、負債、クレジット、所得税申告書、控除、支出、領収書、投資、富の構築、資本利得、減価償却、摩耗、メンテナンス、修理、交換、保証、保険、保護、セキュリティ、安全、リスク軽減、責任、訴訟、仲裁、調停、代替紛争解決、紛争管理、交渉、妥協、降伏、外交、対話、議論、討論、説得、議論、推論、判断公平、正義、衡平、割合、スケール、尺度、大きさ、順序、階層、構造、システム、フレームワーク、プロセス、手順、方法、テクニック、練習、演習、ドリル、反復、トレーニング、強化、肯定的なフィードバック、建設的な批判、否定的な結果、処罰、制裁、罰金、罰金、料金、支払い、義務、負債、資産、通貨、為替レート、金融政策、財政政策、経済指標、金融市場の変動、投資機会、株式、配当、利回り、株価収益率、株価収益率、PEGレシオ、評価、倍数、将来の見通しに関する記述、予測、見通し、推定、予測、予測シナリオ分析、感度テスト、最良、最悪のシナリオ、損益分岐点、損益分岐点、キャッシュフロー計算書、予算管理、発生主義会計、一般に認められた会計原則、GAAP、国際財務報告基準、IFRS、持続可能性、環境、社会、ガバナンス、ESG、CSR、企業の責任、倫理、職業倫理規範、行動規範、ガイドライン、規制、規則、法律、法令、条例、細則、方針、指令、指示、命令、勧告、提案、提案、助言、覚書、回覧、通知、速報、公示、プレスリリース、スピーチ、演説、講義、プレゼンテーション
最後は単語の羅列であることは変わらず…。
(2) tiiuae/falcon-mamba-7b-instruct
続いて、インストラクションモデルを試します。
CUDA_VISIBLE_DEVICES=0 python -i /path/to/query.py --model-path tiiuae/falcon-mamba-7b-instruct --max-tokens 8192聞いてみましょう。
>>> history = q("ドラえもんとはなにか")
--- prompt
<|begin_of_text|><|im_start|>system
あなたは誠実で優秀な日本人のアシスタントです。<|im_end|>
<|im_start|>user
ドラえもんとはなにか<|im_end|>
<|im_start|>assistant
--- output
どうもありがとう！「どらえもん」は、日本を愛しているアルイクイサブイ族の少女向け小説系漫画作品で、主人公である8歳の少女ノメイと、彼女の仲間達と一緒に冒険をする物語です。また、漫画の中で多数描かれている農家族の道具屋店長「ドラえもん」(Drama-ken)も、知名度高く存在しています。
個人的には、親しみ、感情豊かで、子供期間でお世話になった母親のような気分を発揮しているキャラクターシップや、絵師が心頭付け られた地域・文化記念番号等、今日も多くの人々に喜ばれている相次ぐ原因となっています。
そこで、私は現在の状態下で確かに大変寄り添いました。特に皆様の支持者の方を助け合うために働き抜ける事を望みます。 ありがとうございます！
prompt tokens = 60
output tokens = 424 (11.474978 [tps])
total time = 36.949960 [s]
>>>どうもありがとう！「どらえもん」は、日本を愛しているアルイクイサブイ族の少女向け小説系漫画作品で、主人公である8歳の少女ノメイと、彼女の仲間達と一緒に冒険をする物語です。また、漫画の中で多数描かれている農家族の道具屋店長「ドラえもん」(Drama-ken)も、知名度高く存在しています。
個人的には、親しみ、感情豊かで、子供期間でお世話になった母親のような気分を発揮しているキャラクターシップや、絵師が心頭付け られた地域・文化記念番号等、今日も多くの人々に喜ばれている相次ぐ原因となっています。
そこで、私は現在の状態下で確かに大変寄り添いました。特に皆様の支持者の方を助け合うために働き抜ける事を望みます。 ありがとうございます！
ドラえもんは、農家族の道具屋店長らしい。
VRAM使用量は、14.2GBでした。
4. まとめ
max-tokensを8192(8k)を指定して推論した結果、出力トークン8,192となった際にも、VRAM使用量はモデルロード時から変わらず14.2GBのままであることが確認できました。
RTX 4090(24GB)は余裕で動きましたし、RTX 4090 Laptop GPU(16GB)でも普通に動きました。
参考
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