HAL Id: hal-01535944
https://hal.archives-ouvertes.fr/hal-01535944
Submitted on 9 Jun 2017
HAL is a multi-disciplinary open access
archive for the deposit and dissemination of
sci-entific research documents, whether they are
pub-lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers.
L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diffusion de documents
scientifiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés.
Mechanized Refinement of Communication Models with
TLA+
Florent Chevrou, Aurélie Hurault, Philippe Mauran, Philippe Quéinnec
To cite this version:
Florent Chevrou, Aurélie Hurault, Philippe Mauran, Philippe Quéinnec. Mechanized Refinement of
Communication Models with TLA+. 5th International Conference on Abstract State Machines, Alloy,
B, TLA, VDM, and Z (ABZ 2016), May 2016, Linz, Austria. pp. 312-318. �hal-01535944�
O
pen
A
rchive
T
OULOUSE
A
rchive
O
uverte (
OATAO
)
OATAO is an open access repository that collects the work of Toulouse researchers and
makes it freely available over the web where possible.
This is an author-deposited version published in :
http://oatao.univ-toulouse.fr/
Eprints ID : 16917
The contribution was presented at ABZ 2016 :
http://www.cdcc.faw.jku.at/ABZ2016/
To cite this version :
Chevrou, Florent and Hurault, Aurélie and Mauran,
Philippe and Quéinnec, Philippe Mechanized Refinement of
Communication Models with TLA+. (2016) In: 5th International
Conference on Abstract State Machines, Alloy, B, TLA, VDM, and Z
(ABZ 2016), 23 May 2016 - 27 May 2016 (Linz, Austria).
Any correspondence concerning this service should be sent to the repository
administrator:
[email protected]
▼❡❝❤❛♥✐③❡❞ ❘❡✜♥❡♠❡♥, ♦❢ ❈♦♠♠✉♥✐❝❛,✐♦♥
▼♦❞❡❧2 ✇✐,❤ ❚▲❆
+ ❋❧♦#❡♥& ❈❤❡✈#♦✉✱ ❆✉#-❧✐❡ ❍✉#❛✉❧&✱ 1❤✐❧✐♣♣❡ ▼❛✉#❛♥✱ ❛♥❞ 1❤✐❧✐♣♣❡ ◗✉-✐♥♥❡❝ ■❘■❚ ✕ ❯♥✐✈❡)*✐+, ❞❡ ❚♦✉❧♦✉*❡ ✷ )✉❡ ❈❛♠✐❝❤❡❧ ❋✲✸✶✵✵✵ ❚♦✉❧♦✉*❡✱ ❋)❛♥❝❡ ❤!!♣✿✴✴✇✇✇✳✐(✐!✳❢( ❆❜"#$❛❝#✳ ■♥ ❞✐*+)✐❜✉+❡❞ *②*+❡♠*✱ ❛*②♥❝❤)♦♥♦✉* ❝♦♠♠✉♥✐❝❛+✐♦♥ ✐* ♦❢+❡♥ ✈✐❡✇❡❞ ❛* ❛ ✇❤♦❧❡ ✇❤❡)❡❛* +❤❡)❡ ❛)❡ ❛❝+✉❛❧❧② ♠❛♥② ❞✐✛❡)❡♥+ ✐♥+❡)❛❝+✐♦♥ ♣)♦+♦❝♦❧* ✇❤♦*❡ ♣)♦♣❡)+✐❡* ❛)❡ ✐♥✈♦❧✈❡❞ ✐♥ +❤❡ ❝♦♠♣❛+✐❜✐❧✐+② ♦❢ ♣❡❡) ❝♦♠✲ ♣♦*✐+✐♦♥*✳ ❆ ❤✐❡)❛)❝❤② ♦❢ ❛*②♥❝❤)♦♥♦✉* ❝♦♠♠✉♥✐❝❛+✐♦♥ ♠♦❞❡❧*✱ ❜❛*❡❞ ♦♥ )❡✜♥❡♠❡♥+*✱ ✐* ❡*+❛❜❧✐*❤❡❞ ❛♥❞ ♣)♦✈❡♥ ✇✐+❤ +❤❡ ❚▲❆+ G)♦♦❢ ❙②*+❡♠✳ ❚❤❡ ✇♦)❦ *❡)✈❡* ❛* ❛ ✜)*+ *+❡♣ ✐♥ +❤❡ *+✉❞② ♦❢ +❤❡ *✉❜*+✐+✉❛❜✐❧✐+② ♦❢ +❤❡ ❝♦♠♠✉♥✐❝❛+✐♦♥ ♠♦❞❡❧* ✇❤❡♥ ✐+ ❝♦♠❡* +♦ ❝♦♠♣❛+✐❜✐❧✐+② ❝❤❡❝❦✐♥❣✳✶ ■♥#$♦❞✉❝#✐♦♥
1#♦♣❡#&✐❡7 ♦❢ ❞✐7&#✐❜✉&❡❞ 7②7&❡♠7 ❛#❡ ❞✐#❡❝&❧② ✐♠♣❛❝&❡❞ ❜② &❤❡ ✐♥&❡#❛❝&✐♦♥ ♣#♦&♦✲ ❝♦❧ ✐♥ ✉7❡✳ ❯♥❧✐❦❡ ✐♥ 7②♥❝❤#♦♥♦✉7 ❝♦♠♠✉♥✐❝❛&✐♦♥✱ &❤❡ ❞❡❝♦✉♣❧✐♥❣ ♦❢ 7❡♥❞ ❛♥❞ #❡✲ ❝❡✐✈❡ ❡✈❡♥&7 ✐♥ ❛7②♥❝❤#♦♥♦✉7 ❝♦♠♠✉♥✐❝❛&✐♦♥ ❛❧❧♦✇7 ❢♦# ♠❛♥② ♦#❞❡#✐♥❣ 7&#❛&❡❣✐❡7 ❛♥❞ &❤✉7✱ ❝♦♠♠✉♥✐❝❛&✐♦♥ ♠♦❞❡❧7✳ ❨❡&✱ &❤❡7❡ ♠♦❞❡❧7 ❛#❡ 7❡❧❞♦♠ ❞✐7&✐♥❣✉✐7❤❡❞✳ ❋♦# ✐♥7&❛♥❝❡✱ &❤❡ ♠✉❧&✐♣❧❡ ✈❛#✐❛&✐♦♥7 ♦❢ ❋■❋❖ ❝♦♠♠✉♥✐❝❛&✐♦♥ ❛#❡ 7❡❡♥ &♦ ❜❡ ✉7❡❞ ✐♥&❡#❝❤❛♥❣❡❛❜❧② ❞❡7♣✐&❡ ♦❢ &❤❡✐# ❢✉♥❞❛♠❡♥&❛❧ ❞✐✛❡#❡♥❝❡7✳ ■♥ ❬❈❍◗✶✺❪✱ &❤❡ ❝♦♥7❡J✉❡♥❝❡7 ♦♥ &❤❡ ❝♦♠♣❛&✐❜✐❧✐&② ♦❢ &❤❡ ❝♦♠♣♦7✐&✐♦♥ ♦❢ ♣❡❡#7 ✉♥❞❡# &❤❡7❡ ❝✐#✲ ❝✉♠7&❛♥❝❡7 ❤❛✈❡ ❜❡❡♥ ❤✐❣❤❧✐❣❤&❡❞ &❤❛♥❦7 &♦ &❤❡ ♠♦❞❡❧✐♥❣ ♦❢ 7✉❝❤ 7②7&❡♠7 ❛♥❞ ❝❧❛77✐❝ ❝♦♠♠✉♥✐❝❛&✐♦♥ ♠♦❞❡❧7 ✐♥ ❚▲❆+❬▲❛♠✵✷❪✳ ❑♥♦✇✐♥❣ ✇❤✐❝❤ 7✉❜7&✐&✉&✐♦♥7 ♦❢
❝♦♠♠✉♥✐❝❛&✐♦♥ ♠♦❞❡❧7 ♣#❡7❡#✈❡ ❝♦♠♣❛&✐❜✐❧✐&② ✐7 ♦❢ ❣#❡❛& ✐♥&❡#❡7&✳ ❙♦♠❡ ♠♦❞❡❧7 ❤❛✈❡ 7✐♠♣❧❡# 7♣❡❝✐✜❝❛&✐♦♥7 ✇❤✐❝❤ ❡❛7❡ ❢♦#♠❛❧ 7&✉❞✐❡7 ❛♥❞ ♣#♦♦❢7 ♦❢ ❝♦♠♣❛&✐❜✐❧✐&② ✐♥ ♣#❛❝&✐❝❛❧ ❝❛7❡7✳ ❆7 ❛ ✜#7& 7&❡♣ ♦❢ &❤✐7 ✇♦#❦✱ ✇❡ ♣#♦♣♦7❡ ❤❡#❡ &♦ ❡①❤✐❜✐& &❤❡ #❡✜♥❡♠❡♥&7 ❜❡&✇❡❡♥ ❡❛❝❤ ♦❢ &❤❡ ♠♦❞❡❧7✳ ❚❤❡ ❤✐❡#❛#❝❤② ♦❢ #❡✜♥❡♠❡♥&7 ✐7 ❛ ❦❡② #❡7✉❧& ✐♥ &❤❡ ❢✉#&❤❡# 7&✉❞② ♦❢ &❤❡ ❝♦♠♠✉♥✐❝❛&✐♦♥ ♠♦❞❡❧7 ✇❤❡♥ ❝♦♠♣❛&✐❜✐❧✐&② ♦❢ ♣❡❡#7 ✐7 ✐♥✈♦❧✈❡❞✳ ❚❤❡ ♠♦❞❡❧7 ❛♥❞ &❤❡ 7&#✉❝&✉#❡ ♦❢ &❤❡✐# ❚▲❆+♠♦❞✉❧❡ ❛#❡ ✐♥&#♦✲
❞✉❝❡❞ ✐♥ ❙❡❝&✐♦♥✷✳ ■♥ ❙❡❝&✐♦♥ ✸ &❤❡ ❛♣♣#♦❛❝❤ ❜❡❤✐♥❞ &❤❡ ♣#♦♦❢7 ♦❢ #❡✜♥❡♠❡♥& ✇✐&❤ &❤❡ ❚▲❆+1#♦♦❢ ❙②7&❡♠ ✐7 ❡①♣♦7❡❞ ❛❧♦♥❣ ✇✐&❤ &❤❡ ♦❜&❛✐♥❡❞ #❡7✉❧&7✳
✷ ❙♣❡❝✐✜❝❛#✐♦♥
❲❡ ❝♦♥7✐❞❡# ♣♦✐♥&✲&♦✲♣♦✐♥& ♠❡77❛❣❡✲♣❛77✐♥❣ ❝♦♠♠✉♥✐❝❛&✐♦♥ &❤#♦✉❣❤ ❝❤❛♥♥❡❧7✳ ▼❡77❛❣❡7 ❝♦♥7✐7& ♦❢ ❛ ✉♥✐J✉❡ ✐❞ ❛♥❞ ♠❡&❛❞❛&❛✳ ❍✐7&♦#✐❡7 ♦❢ ♣❛7& 7❡♥& ♠❡77❛❣❡7 ❛#❡ ♣❛#& ♦❢ &❤❡ ♠❡&❛❞❛&❛ &♦ ❛❧❧♦✇ ❢♦# &❤❡ 7♣❡❝✐✜❝❛&✐♦♥ ♦❢ ♦#❞❡#✐♥❣ ♣#♦♣❡#&✐❡7✳
❚❛❜❧❡ ✶✳ ❙♣❡❝✐✜❝❛'✐♦♥ ♦❢ '❤❡ ❈♦♠♠✉♥✐❝❛'✐♦♥ ▼♦❞❡❧2✳ ❚❤❡ ✧❙❡♥❞✧ ❛♥❞ ✧❘❡❝❡✐✈❡✧ ❝♦❧✉♠♥2 ♦♥❧② ❝♦♥'❛✐♥ '❤❡ ♠♦❞❡❧✲2♣❡❝✐✜❝ ❣✉❛;❞2 ♦♥ '❤❡ ❡♥❞ ❛♥❞ $❡❝❡✐✈❡ ❛❝'✐♦♥2 ✭✇❤❡;❡ ♠ ❞❡♥♦'❡2 '❤❡ ♠❡22❛❣❡ '♦ ❜❡ ;❡❝❡✐✈❡❞✮✱ ❛2 ✐♥ '❤❡ ❚▲❆+♠♦❞✉❧❡2✳ ❲❤❡♥ ❛♣♣❧✐❝❛❜❧❡✱ '❤❡ ❧❛2' ❝♦❧✉♠♥ ✐♥❢♦;♠❛❧❧② 2②♠❜♦❧✐③❡2 ❛♥ ✐♠♣❧❡♠❡♥'❛'✐♦♥ ❜❛2❡❞ ♦♥ E✉❡✉❡2✳ ▼♦❞❡❧ ❙♣❡❝✐✜❝❛'✐♦♥ ❙❡♥❞ ❘❡❝❡✐✈❡ ◗✉❡✉❡2 ▼❘❙❈ ▼❡22❛❣❡2 ❛;❡ ✐♠♠❡❞✐✲ ❛'❡❧② ❞❡❧✐✈❡;❡❞ ❛❢'❡; '❤❡✐; 2❡♥❞ ❬❈❇▼❚✾✻❪✳ ♥❡* = ∅ ⊤ size 1 ×1 ▼♥−♥ ●❧♦❜❛❧ ♦;❞❡;✐♥❣✳ ▼❡22❛❣❡2 ❛;❡ ❞❡❧✐✈❡;❡❞ ✐♥ '❤❡✐; 2❡♥❞ ♦;❞❡;✳ ⊤ ¬(∃♠♠✐❞(♠2 ∈2♥❡* :) ∈♠❤❣(♠)) n n ×1 ▼1−♥ ▼❡22❛❣❡2 ❢;♦♠ '❤❡ 2❛♠❡ ♣❡❡; ❛;❡ ❞❡❧✐✈❡;❡❞ ✐♥ '❤❡✐; 2❡♥❞ ♦;✲ ❞❡;✳ ⊤ ¬(∃♠2∈♥❡* : ♠♣(♠2) =♠♣(♠) ∧♠✐❞(♠2) ∈♠❤❧(♠)) 1 n ×n ▼♥−1 ❖♥ ❛ ❣✐✈❡♥ ♣❡❡;✱ ♠❡22❛❣❡2 ❛;❡ ;❡❝❡✐✈❡❞ ✐♥ '❤❡✐; 2❡♥❞ ♦;❞❡;✳ ⊤ ¬(∃♠2 ∈♥❡* : ♠❝(♠2) ∈❧✐ *❡♥❡❞ ∧♠✐❞(♠2) ∈♠❤❣(♠)) n 1 ×n ▼❝❛✉'❛❧ ▼❡22❛❣❡2 ❛;❡ ❞❡❧✐✈❡;❡❞ ❛❝❝♦;❞✲ ✐♥❣ '♦ '❤❡ ❝❛✉2❛❧✐'② ♦❢ '❤❡✐; ❡♠✐22✐♦♥ ❬▲❛♠✼✽❪✳ ⊤ ¬(∃♠2∈♥❡* : ♠❝(♠2) ∈❧✐ *❡♥❡❞ ∧♠✐❞(♠2) ∈♠❤❝(♠)) ▼1−1 ▼❡22❛❣❡2 ❜❡'✇❡❡♥ '✇♦ ❞❡2✐❣✲ ♥❛'❡❞ ♣❡❡;2 ❛;❡ ❞❡❧✐✈❡;❡❞ ✐♥ '❤❡✐; 2❡♥❞ ♦;❞❡;✳ ⊤ ¬(∃♠2∈♥❡* : ♠♣(♠2) =♠♣(♠) ∧♠❝(♠2) ∈❧✐ *❡♥❡❞ ∧♠✐❞(♠2) ∈♠❤❧(♠)) 1 1 ×n2 ▼❛'②♥❝ ❋✉❧❧② ❛2②♥❝❤;♦♥♦✉2✳ ◆♦ ♦;❞❡; ♦♥ ♠❡22❛❣❡ ❞❡❧✐✈❡;② ✐2 ✐♠✲ ♣♦2❡❞✳ ⊤ ⊤ bag
?
×1 ❚❤✐# ❛❧❧♦✇# ❢♦) ❤♦♠♦❣❡♥❡♦✉# ❞❡#❝)✐♣2✐♦♥# ♦❢ 2❤❡ ♠♦❞❡❧# ❡✈❡♥ 2❤♦✉❣❤ ❛ ♣❛)2✐❝✉❧❛) ♠♦❞❡❧ ♠✐❣❤2 ♥♦2 ♠❛❦❡ ✉#❡ ♦❢ 2❤❡ ✇❤♦❧❡ ✐♥❢♦)♠❛2✐♦♥✳ ❚❤❡ ❝♦♥2❡♥2 ♦❢ ❛ ♠❡##❛❣❡ ✐# ✐))❡❧❡✈❛♥2 2♦ 2❤❡ #♣❡❝✐✜❝❛2✐♦♥ ♦❢ ♦)❞❡)✐♥❣ ♣)♦♣❡)2✐❡# ❛❧2❤♦✉❣❤ ✐2 ❝❛♥ ❜❡ 2❛❦❡♥ ✐♥2♦ ❛❝❝♦✉♥2 ✐♥ ♣)❛❝2✐❝❛❧ ✐♠♣❧❡♠❡♥2❛2✐♦♥#✳ ❆# ♠❡##❛❣❡# ❛)❡ ❡①❝❤❛♥❣❡❞ ♦♥ ❝❤❛♥♥❡❧ ❛♥❞ 2❤❡)❡ ✐# ♥♦ ❡①♣❧✐❝✐2 ♣❡❡) ❞❡#2✐♥❛2✐♦♥✱ ♠✉❧2✐♣❧❡ #❡♥❞❡)# ❛♥❞ )❡❝❡✐✈❡)# ❝❛♥ ✐♥2❡)❛❝2 ✇✐2❤ 2❤❡ #❛♠❡ ❝❤❛♥♥❡❧✳ ❚❤❡ #2❛2❡ ✈❛)✐❛❜❧❡# ✐♥ 2❤❡ ❚▲❆+ ♠♦❞✉❧❡ ♦❢ ❛ ❝♦♠♠✉♥✐❝❛2✐♦♥ ♠♦❞❡❧ ❛)❡✿ ✕ ♥❡" 2❤❡ ♥❡2✇♦)❦✿ ❛ #❡2 2❤❛2 ❝♦♥2❛✐♥# ♠❡##❛❣❡# ✐♥ 2)❛♥#✐2✳ ✕ ❤❣ 2❤❡ ❣❧♦❜❛❧ ❤✐#2♦)② ❝♦♥2❛✐♥# 2❤❡ ✐❞# ♦❢ ❛❧❧ 2❤❡ ♠❡##❛❣❡# 2❤❡ ♣❡❡)# ❤❛✈❡ #❡♥2✳ ✕ ❤❧ 2❤❡ ❧♦❝❛❧ ❤✐#2♦)✐❡#✿ ❤❧[♣] ✐# ❛ #❡2 2❤❛2 ❤♦❧❞# 2❤❡ ✐❞# ♦❢ ♠❡##❛❣❡# #❡♥2 ❜② ♣✳ ✕ ❤❝ 2❤❡ ❝❛✉#❛❧ ❤✐#2♦)✐❡#✿ ❤❝[♣] ✐# ❛ #❡2 2❤❛2 ❝♦♥2❛✐♥# 2❤❡ ✐❞# ♦❢ 2❤❡ ♠❡##❛❣❡# ✐♥ 2❤❡ ❝❛✉#❛❧ ♣❛#2 ♦❢ ♣ ❜✉✐❧2 ❛❝❝♦)❞✐♥❣ 2♦ ▲❛♠♣♦)2✬# ❝❛✉#❛❧ )❡❧❛2✐♦♥ ❬▲❛♠✼✽❪✳ ❆ ♠❡##❛❣❡ ♠ ♦♥ 2❤❡ ♥❡2✇♦)❦ ✐# ❛ 2✉♣❧❡ h✐❞♠,❝♠,♣♠,❤❧♠,❤❝♠,❤❣♠i ✇❤❡)❡ ✐❞♠ ✐# 2❤❡ ♠❡##❛❣❡✬# ✉♥✐C✉❡ ✐❞✱ ❝♠2❤❡ ❝❤❛♥♥❡❧ ♦♥ ✇❤✐❝❤ ✐2 ❤❛# ❜❡❡♥ #❡♥2✱ ♣♠ 2❤❡ #❡♥❞❡)✱ ❛♥❞ ❤❧♠✱ ❤❝♠✱ ❤❣♠ #♥❛♣#❤♦2# ♦❢ ❤❧(♣)✱ ❤❝(♣)✱ ❛♥❞ ❤❣ ❛2 #❡♥❞ ❡✈❡♥2✳ ❲❡ ❞❡✜♥❡ ♠✐❞✱ ♠❝✱ ♠♣✱ ♠❤❧✱ ♠❤❝✱ ♠❤❣ 2❤❡ ❛##♦❝✐❛2❡❞ ❛❝❝❡##♦)# ✭❡✳❣✳ ♠❝(♠) = ❝♠✮✳ ❈♦♠♠✉♥✐❝❛2✐♦♥ ♠♦❞❡❧# ❛)❡ #♣❡❝✐✜❡❞ ❜② 2✇♦ ❛❝2✐♦♥#✿ +❡♥❞ ❛♥❞ ,❡❝❡✐✈❡✳ ❚❤❡ +❡♥❞(♣❡❡,, ❝❤❛♥) ❛❝2✐♦♥ ❝♦♥#✐#2# ✐♥ #❡♥❞✐♥❣ ❛ ♥❡✇ ♠❡##❛❣❡ ❢)♦♠ ♣❡❡) ♣❡❡, ♦♥♠♦❞✉❧❡ ✜❢♦11 ❡①'❡♥❞) ◆❛%✉'❛❧),❉❡❢) ■♥✐% ∆ = ✐❞ = 1 ∧ ♥❡% = {} ∧ ❤❧ = [✐ ∈ 1❡❡' 7→ {}] ∧ ❤❝ = [✐ ∈ 1❡❡' 7→ {}] ∧ ❤❣ = {} )❡♥❞(♣❡❡',❝❤❛♥) ∆ = ❚❤❡ ♣❡❡$ ✏♣❡❡$✑ '❡♥❞' ❛ ♥❡✇ ♠❡''❛❣❡ ♦♥ ❝❤❛♥♥❡❧ ✏❝❤❛♥✑ ∧✐❞′=✐❞ + 1 ∧❧❡' ♠ = {✐❞} × {❝❤❛♥} × {♣❡❡'} × {❤❧[♣❡❡']} × {❤❝[♣❡❡']} × {❤❣}✐♥∆ ♥❡%′=♥❡% ∪ ♠ ∧❤❧′ = [❤❧ ❡①❝❡♣' ✦[♣❡❡'] = @ ∪ {✐❞}] ∧❤❝′= [❤❝ ❡①❝❡♣' ✦[♣❡❡'] = @ ∪ {✐❞}] ∧❤❣′=❤❣ ∪ {✐❞} ❞❡❧✐✈❡'②❖❦(♠,❧✐)%❡♥❡❞) ∆ = ¬(∃♠2 ∈ ♥❡% : ❖!❞❡!✐♥❣ ♣!♦♣❡!)②✳ ❚❤❡$❡ ✐' ♥♦ 3$❛♥✲ '✐3✐♥❣ ♠❡''❛❣❡ ♠2 ❢$♦♠ 3❤❡ '❛♠❡ ♣❡❡$✱ ✇❤♦'❡ ❝❤❛♥♥❡❧ ✐' ❧✐'3❡♥❡❞✱ ❛♥❞ ✐♥ 3❤❡ ❧♦✲ ❝❛❧ ❤✐'3♦$② ♦❢ ♠ ✭3❤✉' ♣$❡✈✐♦✉'❧② '❡♥3 ❜② 3❤❡ '❛♠❡ ♣❡❡$✮✳ ∧♠♣(♠) = ♠♣(♠2) ∧♠❝(♠2) ∈ ❧✐)%❡♥❡❞ ∧♠✐❞(♠2) ∈ ♠❤❧(♠)) '❡❝❡✐✈❡(♣❡❡',❝❤❛♥,❧✐)%❡♥❡❞) ∆ = ∃♠ ∈ ♥❡% : ❚❤❡ ♣❡❡$ ✏♣❡❡$✑ $❡❝❡✐✈❡' ❛ ♠❡''❛❣❡ ♦♥ ✏❝❤❛♥✑✱ ✇❤✐❧❡ ❧✐'3❡♥✐♥❣ 3♦ ❛ '❡3 ♦❢ ❝❤❛♥♥❡❧' ✏❧✐'3❡♥❡❞✑ ∧❝❤❛♥ = ♠❝(♠) ∧❞❡❧✐✈❡'②❖❦(♠,❧✐)%❡♥❡❞) ∧♥❡%′=♥❡% \ {♠} ∧✉♥❝❤❛♥❣❡❞ h✐❞,❤❧,❤❣i ∧❤❝′= [❤❝ ❡①❝❡♣' ✦[♣❡❡'] = @ ∪ ♠❤❝(♠) ∪ {♠✐❞(♠)}] ◆❡①%❙❡♥❞ ∆ = ∃♣ ∈ 1❡❡' : ∃ ❝ ∈ ❈❤❛♥♥❡❧ : )❡♥❞(♣,❝) ◆❡①%❘❡❝✈ ∆ = ∃♣ ∈ 1❡❡' : ∃ ❝ ∈ ❈❤❛♥♥❡❧ : ∃ ❧ ∈ )✉❜)❡' ❈❤❛♥♥❡❧ : '❡❝❡✐✈❡(♣,❝,❧) ◆❡①% ∆ = ◆❡①%❙❡♥❞ ∨ ◆❡①%❘❡❝✈ ❙♣❡❝ ∆ = ■♥✐% ∧ ✷[◆❡①%]✈❛"# ❋✐❣✳ ✶✳ ❚▲❆+ ❙♣❡❝✐✜❝❛3✐♦♥ ♦❢ ▼ 1−1✳ ❚❤❡ ❚▲❆+ ♠♦❞✉❧❡ ❉❡❢) ❞❡✜♥❡' '❡3' ❛♥❞ 3②♣❡ ✐♥✈❛$✐❛♥3' ❢♦$ 3❤❡ '3❛3❡ ✈❛$✐❛❜❧❡'✱ ✐♥✈❛$✐❛♥3' ♦♥ ❤✐'3♦$✐❡' ✭✐♥❝❧✉'✐♦♥ ❜❡3✇❡❡♥ 3❤❡ ❞✐✛❡$❡♥3 ❤✐'3♦$✐❡'✮ ❛♥❞ 3❤❡ ✉♥✐C✉❡♥❡'' ♦❢ ♠❡''❛❣❡ ✐❞❡♥3✐✜❡$'✳ ❝❤❛♥♥❡❧ ❝❤❛♥✳ ■( ✐* ❛❧✇❛②* ❡♥❛❜❧❡❞ ❡①❝❡♣( ✐♥ (❤❡ ❘❙❈ ✭❘❡❛❧✐③❛❜❧❡ ✇✐(❤ ❙②♥✲ ❝❤6♦♥♦✉* ❈♦♠♠✉♥✐❝❛(✐♦♥ ❬❈❇▼❚✾✻❪✮ ♠♦❞❡❧ ✇❤❡6❡ ❛♥ ❡♠♣(② ♥❡(✇♦6❦ ✐* ❡①✲ ♣❡❝(❡❞✳ ❚❤❡ '❡❝❡✐✈❡(♣❡❡', ❝❤❛♥, ❧✐-.❡♥❡❞) ❛❝(✐♦♥ ❝♦♥*✐*(* ✐♥ 6❡❝❡✐✈✐♥❣ ❛ ♠❡**❛❣❡ ♦♥ ♣❡❡6 ♣❡❡'✱ 6❡(6✐❡✈❡❞ ❢6♦♠ ❝❤❛♥♥❡❧ ❝❤❛♥♥❡❧✱ ✇❤✐❧❡ ❜❡✐♥❣ ✐♥(❡6❡*(❡❞ ✐♥ ❝❤❛♥♥❡❧* ✐♥ (❤❡ *❡( ❧✐-.❡♥❡❞✳ ■( ✐* ❡♥❛❜❧❡❞ ✇❤❡♥ ❛ ♠❡**❛❣❡ ♠ ✇✐(❤ ❛ ♠❛(❝❤✐♥❣ ❝❤❛♥♥❡❧ ✐* ✐♥ (6❛♥*✐( ❛♥❞ ♥♦ ♦(❤❡6 ♠❡**❛❣❡ ♦♥ ❛ ❧✐*(❡♥❡❞ ❝❤❛♥♥❡❧ *❤♦✉❧❞ ❜❡ 6❡❝❡✐✈❡❞ ✜6*( ❛❝❝♦6❞✐♥❣ (♦ (❤❡ ♦6❞❡6✐♥❣ ♣6♦♣❡6(② ♦❢ (❤❡ ❝♦♠♠✉♥✐❝❛(✐♦♥ ♠♦❞❡❧✳ ❋♦6 ❡❛❝❤ ❝♦♠✲ ♠✉♥✐❝❛(✐♦♥ ♠♦❞❡❧✱ (❤❡ ♦6❞❡6✐♥❣ ♣♦❧✐❝② ❛♥❞ (❤✐* ❧❛*( ❝♦♥❞✐(✐♦♥ ❛6❡ ✐♥(6♦❞✉❝❡❞ ✐♥ ❚❛❜❧❡✶✳ ❋✐❣✉6❡✶*❤♦✇* ❛ ❝♦♠♣6❡❤❡♥*✐✈❡ ❚▲❆+♠♦❞✉❧❡ ♦❢ (❤❡ ❋■❋❖ ✶✲✶ ♠♦❞❡❧✳ ❘❡❝❡✐✈✐♥❣ ❛ ♠❡**❛❣❡ ♦♥ ❛ ♣❡❡6 ❝♦♥*✐*(* ✐♥ 6❡♠♦✈✐♥❣ ✐( ❢6♦♠ (❤❡ ♥❡(✇♦6❦ ❛♥❞ ✉♣❞❛(✐♥❣ (❤❛( ♣❡❡6✬* ❝❛✉*❛❧ ♣❛*( ❛❝❝♦6❞✐♥❣❧②✳ ❙❡♥❞✐♥❣ ❛ ♠❡**❛❣❡ ❝♦♥*✐*(* ✐♥ ❜✉✐❧❞✐♥❣ (❤❡ (✉♣❧❡ h✐❞, ❝❤❛♥, ♣❡❡', ❤❧[♣❡❡'], ❤❝[♣❡❡'], ❤❣i✱ ❛❞❞✐♥❣ ✐( ✐♥ (❤❡ ♥❡(✇♦6❦✱ ❛♥❞ ❛❞❞✐♥❣ (❤❡ ♠❡**❛❣❡ ✐❞ (♦ ❤❣✱ ❤❧[♣❡❡']✱ ❛♥❞ ❤❝[♣❡❡']✳
Async FIFO 1-1 Causal FIFO n-n RSC FIFO n-1
FIFO 1-n
❋✐❣✳ ✷✳ ❘❡✜♥❡♠❡♥% ♦❢ %❤❡ ❈♦♠♠✉♥✐❝❛%✐♦♥ ▼♦❞❡❧1✳ ❆♥ ❛44♦✇ ♠❡❛♥1 ✧4❡✜♥❡1✧✳ ❆ ❞❛1❤❡❞ ❧✐♥❡ ♠❡❛♥1 %❤❡ ♣4♦♦❢ ✐1 1%✐❧❧ ✐♥ ♣4♦❣4❡11✳
●✐✈❡♥ ❛ &❡' ♦❢ ♣❡❡+& ❡❡" ❛♥❞ ❛ &❡' ♦❢ ❝❤❛♥♥❡❧& ❈❤❛♥♥❡❧✱ '❤❡ &♣❡❝✐✜❝❛'✐♦♥ ♦❢ ❛ ❝♦♠♠✉♥✐❝❛'✐♦♥ ♠♦❞❡❧ ✐& ❙♣❡❝▼ , ■♥✐-▼∧[◆❡①-▼]✈❛#$▼ ✇❤❡+❡ ✈❛"1▼ ❣+♦✉♣& '❤❡ &'❛'❡ ✈❛+✐❛❜❧❡& ♦❢ ▼ ✱ ■♥✐-▼ &♣❡❝✐✜❡& '❤❡✐+ ✐♥✐'✐❛❧ ✈❛❧✉❡& ❛♥❞ [◆❡①-▼]✈❛#$▼ ❛❝❝♦✉♥'& ❢♦+ ❛❧❧ '❤❡ ♣♦&&✐❜❧❡ 1❡♥❞ ❛♥❞ "❡❝❡✐✈❡ ❛❝'✐♦♥& ❛❧♦♥❣ ✇✐'❤ &'✉''❡+✐♥❣ ♦♥ '❤❡ &'❛'❡ ✈❛+✐❛❜❧❡&✳ ◆❡①-▼ , ◆❡①-❙❡♥❞▼ ∨◆❡①-❘❡❝❡✐✈❡▼ ✇❤❡+❡ ◆❡①-❙❡♥❞▼ ,
∃♣ ∈ ❡❡" : ∃❝ ∈ ❈❤❛♥♥❡❧ : 1❡♥❞▼(♣, ❝) ❛♥❞ ◆❡①-❘❡❝❡✐✈❡▼ , ∃♣ ∈ ❡❡" :
∃❝ ∈ ❈❤❛♥♥❡❧ : ∃❧ ⊆ ❈❤❛♥♥❡❧ : "❡❝❡✐✈❡▼(♣, ❝, ❧)✳
✸ ❘❡✜♥❡♠❡♥&
8+♦♦❢& ♦❢ +❡✜♥❡♠❡♥' ❜❡'✇❡❡♥ '❤❡ ❝♦♠♠✉♥✐❝❛'✐♦♥ ♠♦❞❡❧& ❤❛✈❡ ❜❡❡♥ ❝❛++✐❡❞ ✇✐'❤ '❤❡ ❚▲❆+8+♦♦❢ ❙②&'❡♠ ❬❈❉▲▼✶✵❪✳ ❚❤❡ +❡&✉❧'✐♥❣ ❤✐❡+❛+❝❤② ✐& &✉♠♠❡❞ ✉♣ ✐♥ ❋✐❣✲
✉+❡✷✳ ❚❤✐& ❛❞❞& '♦ ❡①✐&'✐♥❣ +❡&✉❧'& ❛❜♦✉' '❤❡ ❝♦♠♣❛+✐&♦♥ ♦❢ ♠♦❞❡❧& ❛& ✐♥ ❬❑❙✶✶❪ ❛♥❞ ❬❈❇▼❚✾✻❪✳
■♥ ❚▲❆+✱ ▼
2 +❡✜♥❡& ▼1 ✐✛ ❙♣❡❝▼2 ⇒ ❙♣❡❝▼1 ✇❤❡+❡ '❤❡ &'❛'❡ ✈❛+✐❛❜❧❡& ♦❢ ▼1 ❛+❡ ♠❛♣♣❡❞ '♦ '❤❡ ✈❛+✐❛❜❧❡& ♦❢ ▼2 ✇❤❡♥ ✐♥&'❛♥'✐❛'✐♥❣ '❤❡ ♠♦❞✉❧❡ ▼1✳
❆❧❧ ♦✉+ ♠♦❞❡❧& ❤❛✈❡ '❤❡ &❛♠❡ &'❛'❡ ✈❛+✐❛❜❧❡& ❛♥❞ ❛❝'✐♦♥& '❤❛' ❡✈♦❧✈❡ ❛❝❝♦+❞✲ ✐♥❣❧②✳ ❋♦+ &♦♠❡ ♠♦❞❡❧&✱ &♦♠❡ ❤✐&'♦+② ✈❛+✐❛❜❧❡& ❛+❡ ❝♦♥&'+✉❝'❡❞ ❜✉' ✉♥✉&❡❞ ✭❡✳❣✳ '❤❡ ❝❛✉&❛❧ ❤✐&'♦+② ✐♥ ▼♥−♥✱ ♦+ ❛❧❧ '❤❡ ❤✐&'♦+✐❡& ✐♥ ▼❘❙❈✮ ❛♥❞ ♣❧❛② '❤❡ +♦❧❡ ♦❢
&❤❛❞♦✇ ✈❛+✐❛❜❧❡&✳ ❚❤✐& &✐♠♣❧✐❢② '❤❡ +❡✜♥❡♠❡♥' ♣+♦♦❢&✱ ❛& '❤❡ ♠❛♣♣✐♥❣ +❡❧❛'✐♦♥ ✐& '❤❡ ✐❞❡♥'✐'②✳ 8+♦✈✐♥❣ '❤❛' ❙♣❡❝▼2 ⇒❙♣❡❝▼1 ❤❡+❡ ❝♦♥&✐&'& ✐♥ +❡✜♥✐♥❣ ❡❛❝❤ ❛❝'✐♦♥✿
∀♣ ∈ ❡❡" : ∀❝ ∈ ❈❤❛♥♥❡❧ : 1❡♥❞▼2(♣, ❝) ⇒ 1❡♥❞▼1(♣, ❝)
∀♣ ∈ ❡❡" : ∀❝ ∈ ❈❤❛♥♥❡❧ : ∀❧ ⊆ ❈❤❛♥♥❡❧ : "❡❝❡✐✈❡▼2(♣, ❝, ❧) ⇒ "❡❝❡✐✈❡▼1(♣, ❝, ❧) ❚❤❡ ♣+♦♦❢& +❡R✉✐+❡ ❤✐❣❤❧✐❣❤'✐♥❣ ✐♥❞✉❝'✐✈❡ ✐♥✈❛+✐❛♥'& ❢♦+ ❡❛❝❤ ♠♦❞❡❧✱ ❡&♣❡✲ ❝✐❛❧❧② '♦ +❡✜♥❡ '❤❡ "❡❝❡✐✈❡ ❛❝'✐♦♥& &✐♥❝❡ '❤❡② ❞✐✛❡+ '❤❡ ♠♦&' ✭&❡❡ ❚❛❜❧❡ ✶✮✳ ❆♠♦♥❣ '❤❡ ✐♥❞✉❝'✐✈❡ ✐♥✈❛+✐❛♥'& '❤❛' ❛+❡ ✐♥'+♦❞✉❝❡❞ '♦ ❣✉✐❞❡ '❤❡ +❡✜♥❡♠❡♥' ♣+♦♦❢&✱ ♠♦&' ❛+❡ ❝♦♠♠♦♥ '♦ ❛❧❧ '❤❡ ♠♦❞❡❧&✳ ❚❤❡ ✉♥✐R✉❡♥❡&& ♦❢ '❤❡ ♠❡&&❛❣❡& ✭❞✐✛❡+❡♥' ♠❡&&❛❣❡ ✐❞&✮ ❛♥❞ +❡❧❛'✐♦♥& ❜❡'✇❡❡♥ '❤❡ ❞✐✛❡+❡♥' ❤✐&'♦+✐❡& ❛+❡ &✉❝❤ ✐♥✲ ✈❛+✐❛♥'&✳ ❋♦+ ✐♥&'❛♥❝❡ ∀♣ ∈ ❡❡" : ❤❧[♣] ⊆ ❤❝[♣] ⊆ ❤❣✿ '❤❡ &❡♥' ♠❡&&❛❣❡& ♦❢ ♣❡❡+ ♣ ✐& ❛ &✉❜&❡' ♦❢ '❤❡ ❦♥♦✇♥ ♠❡&&❛❣❡& ♦❢ '❤✐& ♣❡❡+ ✭'❤❡ ❝❛✉&❛❧ ❤✐&'♦+② ♦❢ ♣❡❡+ ♣✮✱ ✇❤✐❝❤ ✐& ❛ &✉❜&❡' ♦❢ ❛❧❧ &❡♥' ♠❡&&❛❣❡&✳ ❚❤❡ &❛♠❡ ❛♣♣❧✐❡& '♦ ❤✐&'♦+✐❡& ❝❛++✐❡❞ ❜② ♠❡&&❛❣❡& ✐♥ '+❛♥&✐' ✭∀♠ ∈ ♥❡- : ♠❤❧(♠) ⊆ ♠❤❝(♠) ⊆ ♠❤❣(♠)✮✳ ❙♦♠❡ ✐♥✈❛+✐✲ ❛♥'& ❛+❡ &♣❡❝✐✜❝ '♦ ❛ ❝♦♠♠✉♥✐❝❛'✐♦♥ ♠♦❞❡❧✳ ❋♦+ ✐♥&'❛♥❝❡✱ ✐♥ ▼1−♥✱ ♠❡&&❛❣❡&
✐♥ '+❛♥&✐' '❤❛' ❛+❡ ❝❛✉&❛❧❧② +❡❧❛'❡❞ ❛+❡ ❢+♦♠ '❤❡ &❛♠❡ ♣❡❡+ ✭∀♠1,♠2∈♥❡- :
♠✐❞(♠2) ∈♠❤❝(♠1) ⇒♠♣(♠1) =♠♣(♠2)✮✳ ❚❤✐& ❤②♣♦'❤❡&✐& ✐& ❝+✉❝✐❛❧ '♦ ♣+♦✈❡
'❤❛' ▼1−♥ +❡✜♥❡& ▼❝❛✉$❛❧ ✭"❡❝❡✐✈❡ ❛❝'✐♦♥✮✳ ❙✐♠✐❧❛+❧②✱ '❤❡ ♣+♦♦❢ ♦❢ '❤❡ +❡✜♥❡♠❡♥'
♦❢ ▼♥−♥ ❜② ▼❘❙❈ ✭1❡♥❞ ❛❝'✐♦♥✮ +❡R✉✐+❡& ❛♥ ✐♥✈❛+✐❛♥' '❤❛' ✐& &♣❡❝✐✜❝ '♦ ▼❘❙❈
♠♦❞✉❧❡ ❡✜♥❡♠❡♥% 11 ❝❛✉)❛❧ ❡①'❡♥❞) ❉❡❢) ❝❛✉)❛❧ ∆ = ✐♥)'❛♥❝❡ ❝❛✉)❛❧ ✜❢♦11 ∆ = ✐♥)'❛♥❝❡ ✜❢♦11 '❤❡♦.❡♠ ❘❛✛❙❡♥❞ ∆ = ∀♣ ∈ 3❡❡ : ∀ ❝ ∈ ❈❤❛♥♥❡❧ : ❝❛✉)❛❧ ✦)❡♥❞(♣,❝) ⇒ ✜❢♦11✦)❡♥❞(♣,❝)❜② ❞❡❢ ✜❢♦11✦)❡♥❞,❝❛✉)❛❧ ✦)❡♥❞ '❤❡♦.❡♠ ❘❛✛❘❡❝✈ ∆ = ∀♣ ∈ 3❡❡ : ∀ ❝ ∈ ❈❤❛♥♥❡❧ : ∀ ❧ ∈ )✉❜)❡' ❈❤❛♥♥❡❧ : ❝❛✉)❛❧ ✦✐♥✈❍✐)%♦ ✐❡) ∧ ❝❛✉)❛❧ ✦ ❡❝❡✐✈❡(♣,❝,❧) ⇒ ✜❢♦11✦ ❡❝❡✐✈❡(♣,❝,❧) ❜② ❞❡❢ ✜❢♦11✦ ❡❝❡✐✈❡,❝❛✉)❛❧ ✦ ❡❝❡✐✈❡,❝❛✉)❛❧ ✦❞❡❧✐✈❡ ②❖❦,✜❢♦11✦❞❡❧✐✈❡ ②❖❦, . . . '❤❡♦.❡♠ ❘❡✜♥❡♠❡♥% ∆ = ❝❛✉)❛❧ ✦❙♣❡❝ ⇒ ✜❢♦11✦❙♣❡❝ h1i❛✳ ❝❛✉)❛❧ ✦■♥✐% ∧ ✷([❝❛✉)❛❧ ✦✐♥✈❍✐)%♦ ✐❡) ∧ ❝❛✉)❛❧ ✦◆❡①%]❝❛✉#❛❧✦✈❛ )) ⇒ ✜❢♦11✦❙♣❡❝ h2i✶✳ ❝❛✉)❛❧ ✦■♥✐% ⇒ ✜❢♦11✦■♥✐%❜② ❞❡❢ ❝❛✉)❛❧ ✦■♥✐%,✜❢♦11✦■♥✐% h2i✷✳ ❝❛✉)❛❧ ✦✐♥✈❍✐)%♦ ✐❡) ∧ ❝❛✉)❛❧ ✦◆❡①% ⇒ ✜❢♦11✦◆❡①% ❜② ❘❛✛❙❡♥❞,❘❛✛❘❡❝✈ ❞❡❢ ❝❛✉)❛❧ ✦◆❡①%,✜❢♦11✦◆❡①%,❝❛✉)❛❧ ✦◆❡①%❙❡♥❞, ✜❢♦11✦◆❡①%❙❡♥❞,❝❛✉)❛❧ ✦◆❡①%❘❡❝✈,✜❢♦11✦◆❡①%❘❡❝✈ h2i✸✳ [❝❛✉)❛❧ ✦✐♥✈❍✐)%♦ ✐❡) ∧ ❝❛✉)❛❧ ✦◆❡①%]❝❛✉#❛❧✦✈❛ ) ⇒ [✜❢♦11✦◆❡①%]✜❢♦11✦✈❛ ) ❜② h2i✷ ❞❡❢ ❝❛✉)❛❧ ✦✈❛ ),✜❢♦11✦✈❛ ) h2i2❡❞ ❜② 3❚▲,h2i✶,h2i✸ ❞❡❢ ✜❢♦11✦❙♣❡❝
h1i.2❡❞ ❜② 3❚▲,h1i❛,❝❛✉)❛❧ ✦■♥✈❛ ✐❛♥% ❞❡❢ ❝❛✉)❛❧ ✦❙♣❡❝ ❋✐❣✳ ✸✳ ❚▲❆+)*♦♦❢ -❤❛- ▼ ❝❛✉#❛❧ *❡✜♥❡2 ▼1−1✳ ❚❤❡ ♣*♦♣♦2✐-✐♦♥❛❧ -❡♠♣♦*❛❧ ❧♦❣✐❝ -❛❝-✐❝ )❚▲ ✐2 ✉2❡❞ -♦ 2-❡♣ ❢*♦♠ ♦♥❡ -*❛♥2✐-✐♦♥ ✭◆❡①%✮ -♦ -❤❡ 2♣❡❝✐✜❝❛-✐♦♥ ✭✷[◆❡①%]✮✳ ❲❡ ❤❛❞ %♦ ❝❛(❡❢✉❧❧② -❡♣❛(❛%❡ %❤❡ ♣(♦♦❢ -%❡♣- (❡❣❛(❞✐♥❣ ✐♥❞✐✈✐❞✉❛❧ ❛❝%✐♦♥- ❢(♦♠ %❤❡ ♦♥❡- (❡❣❛(❞✐♥❣ %❤❡ ❝♦♠♣❧❡%❡ -♣❡❝✐✜❝❛%✐♦♥✳ ❚❤❡ ❢♦(♠❡( ❛(❡ ❢♦(♠✉❧❛❡ ♦❢ ✜(-%✲ ♦(❞❡( ❧♦❣✐❝ ✇✐%❤ 9✉❛♥%✐✜❡(- ❛♥❞ ❛(❡ ❤❛♥❞❧❡❞ ❜② ❙▼❚ ❜❛❝❦❡♥❞- ✭❈❱❈✸ ❛♥❞ ❩✸ ✐♥ ♦✉( ❝❛-❡✮❀ %❤❡ ❧❛%%❡( ❞❡❛❧ ✇✐%❤ %❡♠♣♦(❛❧ ❧♦❣✐❝ ✭✷ ♦♣❡(❛%♦(✮ ❛♥❞ ❛(❡ ❤❛♥❞❧❡❞ ❜② %❤❡ ▲❙✹ ❜❛❝❦❡♥❞✱ ❛ ♣(♦♣♦-✐%✐♦♥❛❧ %❡♠♣♦(❛❧ ❧♦❣✐❝ ♣(♦✈❡(✳ ❚❤❡ ✐♥❞✉❝%✐✈❡ ✐♥✈❛(✐❛♥%-✇❤✐❝❤ ❛(❡ (❡9✉✐(❡❞ %♦ ♣(♦✈❡ %❤❡ (❡✜♥❡♠❡♥%- ❛(❡ ❧❛(❣❡ ❢♦(♠✉❧❛❡ ✭✶✵ -%❛%❡ ✈❛(✐❛❜❧❡-❛♥❞ ✉♣ %♦ ✷✵ 9✉❛♥%✐✜❡(-✮ ✈❛(✐❛❜❧❡-❛♥❞ ♥❡❡❞ -❡✈❡(❛❧ ♣(♦♦❢ -%❡♣-✳ ❍♦✇❡✈❡(✱ %❤❡② ✇❡(❡ ❣(❛❞✉❛❧❧② ❜✉✐❧% ❛♥❞ ✇❡(❡ ❡❛-✐❧② ❞❡❝♦♠♣♦-❡❞ ✐♥ -✉❝❝❡--✐✈❡ -%(❡♥❣%❤❡♥✐♥❣ ✭%②♣❡ ✐♥✈❛(✐❛♥%-✱ ✐♥✈❛(✐❛♥%- ♦♥ ♣❡❡(-✱ ✐♥✈❛(✐❛♥% ♦♥ ♠❡--❛❣❡-✮ %♦ ❛❧❧♦✇ ❢♦( ✐♥❝(❡♠❡♥%❛❧ ♣(♦♦❢-✳ ❖♥❝❡ %❤✐- ♥❛%✉(❛❧ ❞❡❝♦♠♣♦-✐%✐♦♥ ✇❛- ❞♦♥❡✱ %❤❡ ❚▲❆N❙ ❜❛❝❦❡♥❞- ❤❛✈❡ -❤♦✇♥ %♦ ❜❡ ❡✣❝✐❡♥% ❡♥♦✉❣❤ %♦ ❞✐(❡❝%❧② ♣(♦✈❡ %❤❡ ❢♦(♠✉❧❛❡✱ ✇✐%❤♦✉% ❤❛✈✐♥❣ %♦ ❣♦ ❞♦✇♥ %♦ (❡❛-♦♥✐♥❣ ❜② ❝❛-❡-✳ ❖✉( ♠❛✐♥ ❞✐✣❝✉❧%② ✇❛- ✇✐%❤ %❤❡ (❡♣(❡-❡♥%❛%✐♦♥ ♦❢ ♠❡--❛❣❡-✿ ❛ ♠❡--❛❣❡ ✐-❛ %✉♣❧❡ ♦❢ -✐① ❡❧❡♠❡♥%- ✭♠❡--✐-❛❣❡ ✐❞✱ ❝❤✐-❛♥♥❡❧✱ -❡♥❞❡(✱ ❤✐-%♦(✐❡-✮✳ ■♥ %❤❡ ❝✉((❡♥% -%❛%❡ ♦❢ ❚▲❆N❙✱ %❤❡ ❤❛♥❞❧✐♥❣ ♦❢ %✉♣❧❡- h❡1, . . . ,❡♥i✐- -♦♠❡%✐♠❡- ❛✇❦✇❛(❞✳ ❚❤❡② ❛(❡ ✐♥%❡(♥❛❧❧② ❝♦♥-✐❞❡(❡❞ ❛- ❢✉♥❝%✐♦♥- ♦❢ ❞♦♠❛✐♥ 1..♥✱ ✐♥ ❛❝❝♦(❞❛♥❝❡ ✇✐%❤ %❤❡✐( ❚▲❆+-❡♠❛♥%✐❝-✳ ❇✉% ❛ ♣(♦❞✉❝% ♦❢ -❡%- ✐- ❛❧-♦ ❛ -❡% ♦❢ %✉♣❧❡-✱ ❛♥❞ ✇❡ ✇❡(❡ ✉♥❛❜❧❡ %♦ -✇✐%❝❤ ❜❡%✇❡❡♥ ❜♦%❤ ♣♦✐♥%- ♦❢ ✈✐❡✇✳ ❋♦( ✐♥-%❛♥❝❡✱ ✇❡ ❤❛❞ %♦ ❛--✉♠❡ ❛ ❧❡♠♠❛ -✐♠✐❧❛( %♦ {1} × {2} = {h1, 2i} ✭♠♦(❡ ♣(❡❝✐-❡❧②✱ %❤❛% %❤❡ ♣(♦❞✉❝% ♦❢ ◆ -✐♥❣❧❡%♦♥ -❡%- ✭◆ > 0✮ ✐- ❛ -❡% ✇✐%❤ ❛ ✉♥✐9✉❡ %✉♣❧❡✮✳ ❆% %❤✐- ♣♦✐♥%✱ ❛❧❧ %❤❡ (❡✜♥❡♠❡♥%- ❛(❡ ♣(♦✈❡❞ ❡①❝❡♣% ❢♦( %✇♦ -❡❝♦♥❞❛(② ✐♥✈❛(✐✲ ❛♥%-✱ ♦♥❧② (❡9✉✐(❡❞ ❢♦( %❤❡ (❡✜♥❡♠❡♥% ♦❢ ▼❝❛✉$❛❧ ❜② ▼1−♥✳ ❚❤❡-❡ %✇♦
✐♥✈❛(✐❛♥%-❤❛✈❡ ❜❡❡♥ ♠❛♥✉❛❧❧② ♣+♦✈❡❞✉.✐♥❣ ✐♥❞✉❝2✐♦♥ ❜✉2 2❤❡✐+ ❚▲❆6❙ ♣+♦♦❢ ✐. .2✐❧❧ ❡❧✉.✐✈❡✳ ❆❧❧ 2❤❡ ❚▲❆+♠♦❞✉❧❡. 2❤❛2 .♣❡❝✐❢② 2❤❡ ❝♦♠♠✉♥✐❝❛2✐♦♥ ♠♦❞❡❧. ❛♥❞ 2❤❡ ♣+♦♦❢. ♦❢ +❡✜♥❡♠❡♥2 ❛+❡ ❛✈❛✐❧❛❜❧❡ ❛2❤!!♣✿✴✴%✉❡✐♥♥❡❝✳♣❡,-♦✳❡♥-❡❡✐❤!✳❢,✴❆❇❩✷✵✶✻✳