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{{lithography processes}}
 
{{lithography processes}}
The '''7 nanometer (7 nm) lithography process''' is a [[technology node]] semiconductor manufacturing process following the [[10 nm lithography process|10 nm process]] node. Mass production of [[integrated circuit]] fabricated using a 7 nm process begun in 2018. The process technology will be phased out by leading-edge foundries by 2020/21 timeframe where it will be replaced by the [[5 nm node]].
+
The '''7 nanometer (7 nm) lithography process''' is a [[technology node]] semiconductor manufacturing process following the [[10 nm lithography process|10 nm process]] node. Mass production of [[integrated circuit]] fabricated using a 7 nm process began in 2018. The process technology will be phased out by leading-edge foundries by 2020/21 timeframe where it will be replaced by the [[5 nm node]].
  
 
The term "7 nm" is simply a commercial name for a generation of a certain size and its technology, and '''does not''' represent any geometry of the transistor.
 
The term "7 nm" is simply a commercial name for a generation of a certain size and its technology, and '''does not''' represent any geometry of the transistor.
  
 
== Overview ==
 
== Overview ==
First introduced by the major foundries around the [[2018]]-19 timeframe, the 7-nanometer [[process technology]] is characterized by its use of [[FinFET]] transistors with fin pitches in the 30s of nanometer and densest metal pitches in the upper 30s or low 40s of nanometers. Due to the small feature sizes, [[quad patterning]] had to be utilized for some layers. This process was introduced just as [[EUV Lithography]] became ready for mass production, therefore some foundries utilized EUV while others didn't. Note that Intel [[10 nm process]] is comparable to the foundry 7-nanometer node.
+
First introduced by the major foundries around the [[2018]]-19 timeframe, the 7-nanometer [[process technology]] is characterized by its use of [[FinFET]] transistors with fin pitches in the 30s of nanometer and densest metal pitches in the upper 30s or low 50s of nanometers. Due to the small feature sizes, [[quad patterning]] had to be utilized for some layers. This process was introduced just as [[EUV Lithography]] became ready for mass production, therefore some foundries utilized EUV while others didn't.  
  
 
=== Density ===
 
=== Density ===
Line 13: Line 13:
  
 
== Industry ==
 
== Industry ==
Only three companies are currently planning or developing a 5-nanometer node: [[Intel]], [[TSMC]], and [[Samsung]].
+
now four companies are currently planning or developing a 7-nanometer node: [[Intel]], [[TSMC]], [[Samsung]] and [[SMIC]].
  
 
{{node comp|node=7 nm}}
 
{{node comp|node=7 nm}}
  
 
=== Intel ===
 
=== Intel ===
==== P1276 ====
+
==== Intel 7 ====
Intel's 7-nanometer process, '''P1276''', will enter risk production at the end of 2020 and ramp in 2021. On February 8 2017 Intel announced a $7B investment in Arizona's Fab 42 which will eventually produce chips on a 7 nm process.
+
===== Intel 7 Ultra =====
 
+
[[File:raptor-lake-v-f-curve-improvements.png|thumb|right|New V-F Curve for the Enhanced Intel 7 process.]]
Intel has not disclosed the details of the process but the company's current CEO claims it will feature a density that is 2x that of Intel's 10-nanometer node. Intel's prior CEO, Brian Krzanich, mentioned that 7-nanometer will have "2.4x the compaction ratio" of 10 nm. This puts the 7-nanometer node at around 202-250 [[transistors per square millimeter]].
+
Intel introduced an '''enhanced version of the Intel 7 process''' in late 2022 with the introduction of the company's 13th Generation Core processors based on the {{intel|Raptor Lake|l=arch}} microarchitecture. Nicknamed '''"Intel 7 Ultra"''' internally, the new process is a full PDK update over the one used by Alder Lake, their 3rd generation SuperFin Transistor architecture. Intel says this process brings transistors with significantly better channel mobility. At the very high end of the V-F curve, the company says peak frequency is nearly 1 GHz higher now. The curve itself has been improved, shifting prior-generation frequencies by around 200 MHz at ISO-voltage, or alternatively, reducing the voltage by over 50 mV at ISO-frequency.
  
 
=== TSMC ===
 
=== TSMC ===
TSMC started mass production of its '''7-nanometer N7 node''' in April 2018. TSMC considers its 7-nanometer node a full node shrink over its 16-nanometer. Although TSMC has released a 10-nanometer node the year prior, the company considered its 10 nm to be a short-lived node and was intended to serve as a learning node on its way to 7. In early 2019 TSMC introduced the second version of its N7 process called '''N7P''' which provides additional performance enhancements.
+
TSMC started mass production of its '''7-nanometer N7 node''' in April 2018. TSMC considers its 7-nanometer node a full node shrink over its 16-nanometer. Although TSMC has released a 10-nanometer node the year prior, the company considered its 10 nm to be a short-lived node and was intended to serve as a learning node on its way to 7. In early 2019 TSMC introduced the second version of its N7 process called '''N7P''' which provides additional performance enhancements. With the availability of [[asml/nxe|high-throughput EUV machines]] ready for mass production, TSMC introduced a third variant called '''N7+''' which uses EUV.
  
 
==== N7 ====
 
==== N7 ====
TSMC original '''7-nanometer N7 process''' was introduced in April 2018. Compared to its own [[16-nanometer technology]], TSMC claims its 7 nm node provides around 35-40% speed improvement or 65% lower power. N7 largely builds on all prior FinFET processes the company has had prevously. To that end, this is a fourth-generation FinFET, fifth-generation HKMG, gate-last, dual gate oxide process.
+
[[File:n7_overview_slide.jpg|right|thumb|N7 Overview]]
 +
TSMC original '''7-nanometer N7 process''' was introduced in April 2018. Compared to its own [[16-nanometer technology]], TSMC claims its 7 nm node provides around 35-40% speed improvement or 65% lower power. Compared to the half-node [[N10|10 nm node]], N7 is said to provide ~20% speed improvement or ~40% power reduction. In terms of density, N7 is said to deliver 1.6x and 3.3x improvement compared to [[N10]] and [[N16]] respectively. N7 largely builds on all prior FinFET processes the company has had previously. To that end, this is a fourth-generation [[FinFET]], fifth-generation [[HKMG]], gate-last, dual gate oxide process.
 +
 
 +
{| class="wikitable" style="text-align: center;"
 +
|-
 +
! colspan="3" | N7 [[PPA]] vs. [[N16]]
 +
|-
 +
! Speed @ iso-power !! Power @ iso-speed !! Density
 +
|-
 +
| ~30% || ~55% || ~3.3x
 +
|-
 +
! colspan="3" | N7 PPA vs. [[N10]]
 +
|-
 +
! Speed @ iso-power !! Power @ iso-speed !! Density
 +
|-
 +
| ~20% || ~40% || ~1.6x
 +
|}
  
 
[[File:tsmc-weff-16-10-7.svg|thumb|right|W<sub>eff</sub> for TSMC [[N16|16]], [[N10|10]], and 7 nm.]]
 
[[File:tsmc-weff-16-10-7.svg|thumb|right|W<sub>eff</sub> for TSMC [[N16|16]], [[N10|10]], and 7 nm.]]
Line 75: Line 91:
 
Different multi-Vt devices were developed for this process with a Vt range of around 200 mV.
 
Different multi-Vt devices were developed for this process with a Vt range of around 200 mV.
  
TSMC 7-nanometer comes in two variations - low power and high performance. Those [[standard cell|cells]] are 240 nm and 300 nm tall respectively.
+
===== Std Cells =====
 +
TSMC 7-nanometer (N7 and N7P are the same with this regard) comes in two variations - high density and high performance. Those [[standard cell|cells]] are 240 nm and 300 nm tall respectively. Prior to full production ramp, TSMC originally had a 9T HP variant that relied on a 57-nm CPP. That library was eventually obsoleted in favor of a 64-nm CPP 7.5T library which is now used in mass production by various companies. Note that the 7.5T and 9T are similar in power and performance. Some early designs that started out with a 9T library continued to use it regardless.
  
 
<table class="wikitable" style="text-align: center;">
 
<table class="wikitable" style="text-align: center;">
<tr><th>Type</th><th>Low Power</th><th>High Performance</th></tr>
+
<tr><th>Type</th><th>High Density</th><th colspan="2">High Performance</th></tr>
<tr><th>Fin Pitch</th><td colspan="2">30 nm</td></tr>
+
<tr><th>Name</th><td>H240 HD</td><td>H300 HP</td><td style="text-decoration:line-through">H360 HP</td></tr>
<tr><th>Metal</th><td colspan="2">40 nm (smallest pitch used with DP)<br>76 nm (smallest pitch used with SP)</td></tr>
+
<tr><th>Fin Pitch</th><td colspan="3">30 nm</td></tr>
<tr><th>Gate Pitch</th><td>57 nm</td><td>64 nm</td></tr>
+
<tr><th>Metal</th><td colspan="3">40 nm (smallest pitch used with DP)<br>76 nm (smallest pitch used with SP)</td></tr>
<tr><th>Height</th><td>240 nm<br>8-fin x 30 nm</td><td>300 nm<br>10-fin x 30 nm</td></tr>
+
<tr><th>Gate Pitch</th><td>57 nm</td><td>64 nm</td><td style="text-decoration:line-through">57 nm</td></tr>
<tr><th>Tracks</th><td>6 T</td><td>7.5 T</td></tr>
+
<tr><th>Height</th><td>240 nm<br>8-fin x 30 nm</td><td>300 nm<br>10-fin x 30 nm</td><td style="text-decoration:line-through">360 nm<br>12-fin x 30 nm</td></tr>
 +
<tr><th>Tracks</th><td>6 T</td><td>7.5 T</td><td style="text-decoration:line-through">9 T</td></tr>
 
</table>
 
</table>
  
Line 91: Line 109:
  
 
{{clear}}
 
{{clear}}
 +
 
==== N7P ====
 
==== N7P ====
[[File:vlsi-2019-n7p-2nd-gen-perf.png|thumb|right|N7P (2nd Gen) vs N7 (1st Gen) improvements. (VLSI 2019)]]
+
[[File:vlsi-2019-n7p-2nd-gen-perf.png|200px|thumb|right|N7P (2nd Gen) vs N7 (1st Gen) improvements. (VLSI 2019)]]
 
In 2019 TSMC introduced a 2nd-generation N7 process called '''N7 Performance-enhanced''' ('''N7P'''). N7P is an optimized version of TSMC [[#N7|N7]] process. to that end, it remains a [[DUV]]-based process, keeping the same design rules and is fully IP-compatible with N7. N7P introduces [[FEOL]] and [[MOL]] optimizations which are said to translate to either 7% performance improvement at iso-power or up to 10% lower power at iso-speed.
 
In 2019 TSMC introduced a 2nd-generation N7 process called '''N7 Performance-enhanced''' ('''N7P'''). N7P is an optimized version of TSMC [[#N7|N7]] process. to that end, it remains a [[DUV]]-based process, keeping the same design rules and is fully IP-compatible with N7. N7P introduces [[FEOL]] and [[MOL]] optimizations which are said to translate to either 7% performance improvement at iso-power or up to 10% lower power at iso-speed.
  
Line 109: Line 128:
  
 
==== N7+ ====
 
==== N7+ ====
The '''N7+ node''' is TSMC's first process technology to adopt [[EUV lithography]]. It is unrelated to N7 nor N7P and is not IP-compatible with either, requiring re-implementation (new physical layout and validation). N7+ entered mass production in the second quarter of 2019 and uses EUV for four critical layers. Compared to TSMC N7 process, N7+ is said to deliver around 1.2x density improvement. N7+ is also said to deliver 10% higher performance at iso-power or, alternatively, up to 15% lower power at iso-performance. On paper, N7+ appears to be marginally better than N7P, albeit that comes at the cost of re-implementing the design.
+
The '''N7+ node''' is TSMC's first process technology to adopt [[EUV lithography]]. It is unrelated to both the N7 and N7P processes, and is not IP-compatible with either, requiring re-implementation (new physical layout and validation). N7+ entered mass production in the second quarter of 2019 and uses EUV for four critical layers. Compared to TSMC N7 process, N7+ is said to deliver around 1.2x density improvement. N7+ is also said to deliver 10% higher performance at iso-power or, alternatively, up to 15% lower power at iso-performance. On paper, N7+ appears to be marginally better than N7P, albeit that comes at the cost of re-implementing the design.
  
 
{| class="wikitable" style="text-align: center;"
 
{| class="wikitable" style="text-align: center;"
Line 142: Line 161:
 
* MediaTek
 
* MediaTek
 
** {{mediatek|helio|Helio M70}}
 
** {{mediatek|helio|Helio M70}}
 +
**DImensity 1000
 +
**Dimensity 800U
 +
**Dimensity 1000+
 +
**Dimensity 800
 
* Apple
 
* Apple
 
** {{apple|A12}}
 
** {{apple|A12}}
Line 147: Line 170:
 
** {{apple|A13}}
 
** {{apple|A13}}
 
* HiSilicon (Huawei)
 
* HiSilicon (Huawei)
** {{hisilicon|kirin|990}}
+
** {{hisilicon|kirin|990 4G/5G}}
 
** {{hisilicon|kirin|980}}
 
** {{hisilicon|kirin|980}}
 
** {{hisilicon|kirin|810}}
 
** {{hisilicon|kirin|810}}
 
* Snapdragon (Qualcomm)
 
* Snapdragon (Qualcomm)
** {{qualcomm|snapdragon 800|855}}
+
**Snapdragon 765G
 +
** {{qualcomm|snapdragon 855|855}}
 +
** {{qualcomm|snapdragon 865|865}}
 +
** {{qualcomm|snapdragon 870|870}}
 +
** {{qualcomm|Snapdragon 865+}}
 +
* Exynos (Samsung)
 +
** {{samsung|exynos 990|990}}
 +
** {{samsung|exynos 9825|9825}}
 
{{expand list}}
 
{{expand list}}
  

Latest revision as of 01:40, 5 November 2022

The 7 nanometer (7 nm) lithography process is a technology node semiconductor manufacturing process following the 10 nm process node. Mass production of integrated circuit fabricated using a 7 nm process began in 2018. The process technology will be phased out by leading-edge foundries by 2020/21 timeframe where it will be replaced by the 5 nm node.

The term "7 nm" is simply a commercial name for a generation of a certain size and its technology, and does not represent any geometry of the transistor.

Overview[edit]

First introduced by the major foundries around the 2018-19 timeframe, the 7-nanometer process technology is characterized by its use of FinFET transistors with fin pitches in the 30s of nanometer and densest metal pitches in the upper 30s or low 50s of nanometers. Due to the small feature sizes, quad patterning had to be utilized for some layers. This process was introduced just as EUV Lithography became ready for mass production, therefore some foundries utilized EUV while others didn't.

Density[edit]

In terms of raw cell-level density, the 7-nanometer node features silicon densities between 90-102 million transistors per square millimeter based on WikiChip's own analysis.

7nm densities.svg

Industry[edit]

now four companies are currently planning or developing a 7-nanometer node: Intel, TSMC, Samsung and SMIC.

 IntelTSMCSamsungGlobalFoundries
ProcessP1276 (CPU), P1277 (SoC)N7, N7P, N7+7LPE, 7LPP7LP, 7HP
Production2021April 2018April 2019Cancelled
LithoLithographyEUVDUV EUVEUVDUV EUV
Immersion
Exposure
SADP SE (EUV)
                DP (193i)
SE (EUV)
DP (193i)
SADP SE (EUV)
                DP (193i)
WaferTypeBulk
Size300 mm
xTorTypeFinFET
Voltage
 Value10 nm ΔValue10 nm ΔValue10 nm ΔValue14 nm Δ
FinPitch30 nm0.83x27 nm0.64x30 nm0.625x
Width6 nm1.00x
Height52 nm1.24x
Gate Length (Lg)8/10 nm
Contacted Gate Pitch (CPP)64 nm (HP)
57 nm (HD)

0.82x
60 nm (HP)
54 nm (HD)

0.79x
56 nm0.72x
Minimum Metal Pitch (MMP)40 nm0.95x36 nm0.75x40 nm0.625x
SRAMHigh-Perf (HP)0.032 µm²0.65x0.0353 µm²0.44x
High-Density (HD)0.027 µm²0.64x0.026 µm²0.65x0.0269 µm²0.42x
Low-Voltage (LV)

Intel[edit]

Intel 7[edit]

Intel 7 Ultra[edit]
New V-F Curve for the Enhanced Intel 7 process.

Intel introduced an enhanced version of the Intel 7 process in late 2022 with the introduction of the company's 13th Generation Core processors based on the Raptor Lake microarchitecture. Nicknamed "Intel 7 Ultra" internally, the new process is a full PDK update over the one used by Alder Lake, their 3rd generation SuperFin Transistor architecture. Intel says this process brings transistors with significantly better channel mobility. At the very high end of the V-F curve, the company says peak frequency is nearly 1 GHz higher now. The curve itself has been improved, shifting prior-generation frequencies by around 200 MHz at ISO-voltage, or alternatively, reducing the voltage by over 50 mV at ISO-frequency.

TSMC[edit]

TSMC started mass production of its 7-nanometer N7 node in April 2018. TSMC considers its 7-nanometer node a full node shrink over its 16-nanometer. Although TSMC has released a 10-nanometer node the year prior, the company considered its 10 nm to be a short-lived node and was intended to serve as a learning node on its way to 7. In early 2019 TSMC introduced the second version of its N7 process called N7P which provides additional performance enhancements. With the availability of high-throughput EUV machines ready for mass production, TSMC introduced a third variant called N7+ which uses EUV.

N7[edit]

N7 Overview

TSMC original 7-nanometer N7 process was introduced in April 2018. Compared to its own 16-nanometer technology, TSMC claims its 7 nm node provides around 35-40% speed improvement or 65% lower power. Compared to the half-node 10 nm node, N7 is said to provide ~20% speed improvement or ~40% power reduction. In terms of density, N7 is said to deliver 1.6x and 3.3x improvement compared to N10 and N16 respectively. N7 largely builds on all prior FinFET processes the company has had previously. To that end, this is a fourth-generation FinFET, fifth-generation HKMG, gate-last, dual gate oxide process.

N7 PPA vs. N16
Speed @ iso-power Power @ iso-speed Density
~30% ~55% ~3.3x
N7 PPA vs. N10
Speed @ iso-power Power @ iso-speed Density
~20% ~40% ~1.6x
Weff for TSMC 16, 10, and 7 nm.

For N7, TSMC continued to use deep ultraviolet (DUV) 193 nm ArF Immersion lithography. The limitations of i193 dictated some of the design rules for the process. For the transistor, the gate pitch has been further scaled down to 57 nm, however, the interconnect pitch halted at the 40 nm point in order to keep patterning at the SADP point. Design rules were carefully made to stay within double patterning. Single patterning was pushed slightly further to the 76 nanometers point. The design rules for N7 are shown below.

TSMC N7 Design Rules
Layer Pitch (nm) Patterning Notes
Fin 30 SAQP
Poly 57 SADP
M0 40 SADP Mx
M1 40 SADP 1x
M2 40 SADP 1x
M3 40 SADP 1x
M4 40 SADP 1x
M5 76 Single 1.9x
M6 76 Single 1.9x
M7 76 Single 1.9x
M8 76 Single 1.9x
M9 76 Single 1.9x
M10 124 Single 3.1x
M11, M12 720 Single 18x

It's worth pointing out that the aggressive fin pitch scaling have resulted in a fairly dense SRAM bitcells. The N7 high-density SRAM bitcell is 0.027 µm².

Elements distribution of Apple's A12 SoC (MSS Corp). Cobalt contacts can be seen.

The transistor profile has been enhanced as well. Like Intel's 10 nm process, TSMC introduced cobalt fill at the trench contacts, replacing the tungsten contact. This has the effect of reducing the resistance in that area by 50%. Some of the area scaling and cost benefits were achieved through fin pitch/height scaling. Continuing to scale the fin width gives you a narrower channel while increasing the height to maintain a good effective width is done in order to improve the short channel characteristics and subthreshold slope (i.e., improved Ieff / Ceff) but it also degrades the overall parasitics. Keep in mind that overall, the CV/I device delay is still better because the intrinsic capacitance like the Cgate and Cov still scale with Ieff.

Another way to visualize the effect of the width and height scaling is through the effective width. In the graph shown on the left, we plotted the effective width from TSMC 16 nanometer to the current 7-nanometer node. Compared to N16, N7 has over twice the effective channel width.

Different multi-Vt devices were developed for this process with a Vt range of around 200 mV.

Std Cells[edit]

TSMC 7-nanometer (N7 and N7P are the same with this regard) comes in two variations - high density and high performance. Those cells are 240 nm and 300 nm tall respectively. Prior to full production ramp, TSMC originally had a 9T HP variant that relied on a 57-nm CPP. That library was eventually obsoleted in favor of a 64-nm CPP 7.5T library which is now used in mass production by various companies. Note that the 7.5T and 9T are similar in power and performance. Some early designs that started out with a 9T library continued to use it regardless.

TypeHigh DensityHigh Performance
NameH240 HDH300 HPH360 HP
Fin Pitch30 nm
Metal40 nm (smallest pitch used with DP)
76 nm (smallest pitch used with SP)
Gate Pitch57 nm64 nm57 nm
Height240 nm
8-fin x 30 nm
300 nm
10-fin x 30 nm
360 nm
12-fin x 30 nm
Tracks6 T7.5 T9 T

n7 cell height.svg

Qualcomm's Snapdragon 855 Ieff difference between the HD and HP cells. (VLSI 2019)

Qualcomm reported that on its own SoC (Snapdragon 855), the high-performance cells deliver around 10-13% higher effective drive current (Ieff), albeit at the cost of being slightly leakier transistors. Based on WikiChip's own analysis, the dense cells come at around 91.2 MTr/mm² while the less dense, high-performance cells, are calculated at around 65 MTr/mm².

N7P[edit]

N7P (2nd Gen) vs N7 (1st Gen) improvements. (VLSI 2019)

In 2019 TSMC introduced a 2nd-generation N7 process called N7 Performance-enhanced (N7P). N7P is an optimized version of TSMC N7 process. to that end, it remains a DUV-based process, keeping the same design rules and is fully IP-compatible with N7. N7P introduces FEOL and MOL optimizations which are said to translate to either 7% performance improvement at iso-power or up to 10% lower power at iso-speed.

N7 PPA vs. N7P
Speed @ iso-power Power @ iso-speed
~7% ~10%

For their second generation process, TSMC made some additional optimizations, including fin profile optimizations, epi optimizations, MOL resistance optimizations, FEOL capacitance reduction, and metal gate optimizations. Additionally, at the same leakage, at high frequencies, the second-generation 7nm process has improved the Vmin by 50 mV.

N7+[edit]

The N7+ node is TSMC's first process technology to adopt EUV lithography. It is unrelated to both the N7 and N7P processes, and is not IP-compatible with either, requiring re-implementation (new physical layout and validation). N7+ entered mass production in the second quarter of 2019 and uses EUV for four critical layers. Compared to TSMC N7 process, N7+ is said to deliver around 1.2x density improvement. N7+ is also said to deliver 10% higher performance at iso-power or, alternatively, up to 15% lower power at iso-performance. On paper, N7+ appears to be marginally better than N7P, albeit that comes at the cost of re-implementing the design.

N7 PPA vs. N7+
Speed @ iso-power Power @ iso-speed Density
~10% ~15% 1.2x

Samsung[edit]

Samsung will use EUVL for their 7nm node and thus will be the first to introduce this new technology after more than a decade of development. On May 24 2017, Samsung released a press release of their updated roadmap. Due to delays in the introduction of EUVL, Samsung will introduce a new process called 8nm LPP, to bridge the gap between 10nm and 7nm. The process will be manufactured without the use of EUVL and will feature a slightly relaxed transistor size.

7LPE[edit]

7LPP[edit]

GlobalFoundries[edit]

  • Note: As of august 2018 GlobalFoundries has announced they will suspend further development of their 7nm, 5nm and 3nm process.
globalfoundries interconnect 7nm.jpg

On May 30 2017, GlobalFoundries Senior Vice President and head of CMOS Business Unit, Gregg Bartlett, announced their updated roadmap. Instead of EUV, the company will use multiple patterning 193i for their 7 nm node. The company is planning on first tape-out in the 2nd half of 2018 with mass production to begin in 2019. Bartlett noted that GF will switch to EUVL when it's ready.

The 7nm process features SAQP for the FEOL, and double patterning for the BEOL. GlobalFoundries claims a 2.8 times density improvement compared to their 14nm process, and a performance improvement of 40% or a 55% reduction in power consumption. Two versions of the process will be developed: a low power version for mobile applications. And a high performance version for desktop and server chips.

7LP[edit]

7HPC[edit]

7 nm Microprocessors[edit]

This list is incomplete; you can help by expanding it.

7 nm Microarchitectures[edit]

See also[edit]

Bibliography[edit]

  • IBM, GlobalFoundries, 2016 IEEE International Interconnect Technology Conference / Advanced Metallization Conference (IITC/AMC).
  • Samsung, 2016 IEEE 62nd International Electron Devices Meeting (IEDM).
  • TSMC, 2017 IEEE International Solid- State Circuits Conference (ISSCC).
  • Qualcomm, TSMC, 2019 Symposia on VLSI Technology and Circuits (VLSI 2019).