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5 days old
Japan Agency for Marine-Earth Science and Technology (JAMSTEC)
Yokosuka, Kanagawa Japan
Available Position JAMSTEC is recruiting personnel for about five JAMSTEC Young Research Fellow (JYRF) positions. Aim of Position JAMSTEC encourages talented young researchers who have completed promising Ph.D. theses to develop their scientific excellence. For this purpose, the position for young ...
1+ months
Lawrence Livermore National Laboratory
Livermore, CA US
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Whitney & Waxahatchee Cover 'Take Me Home, Country Roads'
Whitney shared a cover of John Denver's "Take Me Home, Country Roads" featuring Waxahatchee (Katie Crutchfield). The Chicago-based band made up of vocalist/drummer Julien Ehrlich and guitarist Max Kakacek also released a cover of SWV's "Rain."
The two covers are the first recordings issued by Whitney since the release of their 2019 album, Forever Turned Around. The often covered "Take Me Home, Country Roads" was released by Denver on his 1974 album Poems, Prayers & Promises and became one of his most popular songs.
"We knew that Katie was destined to sing this with us," Kakacek stated. "We both heard her live and she has this classic country vibe. Once we heard her voice on it, it was pretty much magical. Her contribution is perfect."
Whitney also announced a livestream event on Thursday June 4 at 8 pm. ET. The performance will stream via NoonChorus and proceeds will benefit the National Independent Venue Association (NIVA). Tickets can be purchased here.
"My relationship with SWV goes back to my [Unknown Mortal Orchestra] days, when I was 19 in the van and listening to Right Here." Ehrlich said. "I've been obsessed with them since I was a teenager. The song interpolates Jaco Pastorious' 'Portrait of Tracy,' which is one of my favorite basslines ever."
Stream Whitney's cover of "Take Me Home, Country Roads" with Waxahatchee and "Rain" below:


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According to the Environment Technology Institute, an arm of the Hanoi University of Science and Technology, Vietnam discharges 120,000-150,000 household-use electrical and electronic devices, including TVs, refrigerators, washing machines and air conditioners, and 250,000-300,000 computers. There are many smartphones thrown away by users. … [Read more...] about Finding gold in computer, smartphone waste
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According to the NA-assigned targets, Vietnam's GDP growth rate in 2020 will be 6.8% while inflation will be kept below 4%. However, the unexpected outbreak of COVID-19 in more than 200 countries around the world has made this goal a major challenge which, as assessed by the Government, is difficult to be achieved. Given that fact, the proposal to adjust the growth targets is necessary and consistent with objective reality, looking directly at the socio-economic situation and forecasting the international and domestic situation in the near future. Under the Government's updated scenario, the country's GDP will grow by about 4.5% in 2020. The Government has also set a higher growth target of 5.4% in the event of a favourable global situation, with the disease being put under control and the global market recovering. Meanwhile, the consumer price index (CPI) for the whole year will rise by 4% on average; total state budget revenue will see a reduction of VND163 trillion … [Read more...] about BUSINESS NEWS HEADLINES MAY 30


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It was an extraordinarily cranky afternoon in the seat of civilized society Wednesday.
A day in which Anna Smashnova smashed a ball that hit a spectator. A day in which Wayne Ferreira screamed the F-word at a chair umpire over an overrule on set point. A day in which Jeff Tarango refused to shake hands with his conqueror, Paul Goldstein, whom he charged with faking an injury at the end of a four-hour and 11-minute marathon.
But by 9 p.m., top-seeded Pete Sampras had left the Wimbledon crowd with nothing but good feelings after a courageous four-set win, which was accomplished on a gimpy left ankle that may doom his march here to a record 13th Grand Slam title.
Sampras' 7-6 (9), 3-6, 6-3, 6-4 victory over crafty Slovakian Karol Kucera lifted him into the third round, where he will face Justin Gimelstob of Delray Beach on Thursday ... if he is able.
The six-time Wimbledon champion turned down a news conference in favor of a trip to the hospital for treatment and an MRI on the inflamed joint which, according to his fitness trainer, Brett Stevens, was injured in the pre-match warmup. "Other than that, I don't know anything yet," Stevens said, rushing off to join Sampras in the locker room.
Sampras is scheduled to meet with reporters today to reveal the extent of the injury.
It was one of the stranger days in recent Wimbledon history, and if you say strange then surely Tarango must be involved.
"Of course he was faking the injury. He was fine," Tarango ranted after Goldstein had twice called for a trainer to work on his cramping thigh late in the final set of a 3-6, 6-2, 5-7, 6-2, 12-10 win. "I figured he should be calling the trainer before his serve if he was so seriously hurt. I know he runs like a deer, so he couldn't have been that hurt. I don't think it's right for a guy to get a massage in the middle of the match."
Goldstein, who enrolled at Stanford University in 1994, five years after Tarango left to turn pro, was subdued after this interminably long match, but he made his case clearly and firmly. "I called the trainer once at 10-9 in the fifth. The next change of ends, it's standard for the trainer to stay out there on the court and treat the player.
"We're in the fourth hour of the match. The last thing on my mind is trying to do anything in any way unethical or unsportsmanlike or trying to get an unfair advantage."
Goldstein, who stayed at Stanford long enough to get his degree and lead his team to four straight NCAA titles, has an impeccable reputation among ATP Tour pros. Tarango is known to be perfectly charming off the court and a royal pain on it.
In 1995, he was heavily fined for quitting a third-round match in protest and calling chair umpire Bruno Rebeuh "corrupt." He was also banned from playing Wimbledon in 1996.
The wins sent Goldstein and Sampras, along with 14 other men, into the third round. Only one other men's seed advanced -- No. 9 Thomas Enqvist, who defeated Francisco Clavet in straight sets. Third-seeded Magnus Norman, the French Open runner-up, was upset by qualifier Olivier Rochus in five sets, and No. 11 Richard Krajicek was put out by Ferreira.
On the women's side, top-seeded Martina Hingis led four seeds into the third round. She was joined by No. 5 Venus Williams of Palm Beach Gardens and sister Serena, the No. 8 seed, and No. 11 Anke Huber. Fourth-seeded Conchita Martinez, the French Open finalist, lost to Sonya Jeyaseelan.
Serena needed 33 minutes to dispose of Yvette Basting 6-1, 6-0. Basting got four points in the 12-minute second set, and one of those came on a double-fault. "I was popping my serve today," Williams said. "It was amazing. Sometimes I had to pinch myself. That's how it was going when I won the U.S. Open [in 1999]. I'm glad it's back."
Unseeded Anna Kournikova was bounced out of her 68th regular WTA event, losing 6-3, 6-4 to Anne-Gaelle Sidot. Kournikova has never won a regular tour title.
Ferreira thought he had staved off set point in the opening set of a 5-7, 6-3, 6-3, 7-6 (3) win when the linesman called Krajicek's stroke out. But chair umpire Kim Craven overruled and gave Krajicek the set. Ferreira slammed his racket against the turf, splintering it, drawing a warning.
Then he approached the chair, grim-faced, and yelled up at Craven: "You sit up there so high and mighty. Why don't you just [expletive] call the score."
There was no point penalty for that, but it's a sure bet Ferreira will be heavily fined for his remark. Smashnova already is guaranteed the loss of some prize money. In her three-set win over Katalin Marosi-Aracama, she complained about coaching from the stands. When she didn't get satisfaction from the chair umpire, she slammed a ball that ricocheted off a fence, bounced into the stands and struck a spectator. No one was hurt.
"I can confirm that Anna Smashnova will be fined for ball abuse during her match today," said tournament referee Alan Mills. He said there was no "hard and fast rule" defaulting a player who hits a ball that strikes someone on court or in the stands.
Tarango isn't finished at Wimbledon. He's also playing doubles. And, although it might offend the sensibilities of some, he could be the fourth player on the U.S. Olympic team.


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text:
Ryan Marquart·
2 Posts
Discussion Starter • #1 •
So this has happened both times I go to a certain bar where alarm will go off I turn it off and 15 minutes later itll go off again. It will do it continuously until I leave. Last time cops were called but I was just figuring out it must be this bar. What you guys think?


text:
FBI top lawyer, Dana Boente, ousted amid Fox News criticism for role in Flynn investigationAfter a 38 year career with the Justice Department, the FBI top lawyer Dana Boente was asked to resign on Friday. Two sources familiar with the decision to dismiss Boente said it came from high levels of the Justice Department rather than directly from FBI Director Christopher Wray. His departure comes on the heels of recent criticism by Fox News for his role in the investigation of former Trump National Security Advisor Michael Flynn..
Stripped the cables/wires etc which now prevents me from recording DTV satellite feeds. They want me to install their DVR to record from satellite. I have two simple questions: Is it illegal to record DTV satellite or any other satellite stuff? How can I hook up my system so I can record to my Samsung DVD VCR unit? I'm 87 and can't handle this.
(11) While we are on a roll about your time at school, were you a big fan of the plays of William Shakespeare? If you are a devotee of The Bard, which Shakespeare character do you most relate to? Romeo or Hamlet? Puck or Richard III? "Honestly, I'm not really into Shakespeare. I mean, I did some Shakespeare plays in high school, as far as acting was concerned, but I'm no Shakespeare scholar. I don't think I know enough about Shakespeare to give you a good answer.
Bojan Bogdanovic pushed Brooklyn 50 49 lead to four points with a corner three with 33 seconds left in the half. The Nets had a chance to add on in the final seconds, but Sean Kilpatrick could not get a shot off to beat the buzzer. Brooklyn led 53 49 at halftime, as Lopez led all scorers with 19 points.
And as Klobuchar undergoes vetting to become a possible vice presidential candidate, that track record is being scrutinized and criticized once again. A video shared on Twitter and purportedly filmed at the scene showed medics frantically trying to save a man lying on the ground; at one point, one of the medics can be heard urging people to stay away, yelling, "There's somebody in there with a rifle, back up! Back up!"The shooting came amid major fires across the southern part of city, including an AutoZone that burned to the ground overnight, spewing toxic fumes across the entire neighborhood. The unarmed black man's last moments were captured on camera for the whole world to see as a white police officer knelt on his neck.
While determining a year for movies is obviously a subjective endeavor, both years are full of popular titles with characters that can still be quoted to this day. With so many great movies that year, it was a Clint Eastwood directed western, that took home the Oscar for best picture (Eastwood also won the award for best director). See if you can be a quick draw on this quiz and we'll try and guess which 1993 movie matches your personality!.


text:
I Introduction
The processing-in-memory (PIM) paradigm has been considered as a promising alternative to break the bottlenecks of conventional von-Neumann architecture. In the era of big data, data movement between the processor and the memory results in huge power consumption (power wall) and performance degradation (memory wall), known as the von-Neumann bottleneck[1]. By placing the processing units inside/near the memory, PIM remarkably reduces the energy and performance overhead induced by data transport[2][3]. In the recent advancement of PIM designs, it also allows fully leverage the large memory internal bandwidth and embrace massive parallelism by simultaneously activating multiple rows, subarrays, and banks in memory arrays for bit-wise operations [4]. These performance gains are all achieved at a minimal cost of slightly modifying the memory array peripheral circuits [5] [6].
Multiplication (MUL) is always a complex task to accomplish in efficient PIM designs, despite that MUL instructions are frequently used in Neuro Network (NN) algorithms and linear transforms (e.g. Discrete Fourier Transform). As shown by the recent developed DRISA[6], it takes 143 cycles to calculate an 8-bit multiplication, which deviates from its original motivation to achieve high performance with in-memory bitwise operations. The situation may be even worse with operands composing of more bits, as the cycle count can increase exponentially with the operand's bit length. The challenge mainly lies in the fact that MUL can not be effectively decomposed into a small serial of bitwise Boolean logic operations which can be performed locally in memory.
To tackle such challenge, prior efforts propose to either approximate the MUL or utilize the analog computing features of hardware devices. On one hand at the algorithm level, binary NN with approximate binary weights and activations has been developed [7]
. As such, the MUL is simplified into bitwise XNOR operations that become PIM friendly[8]
. Unfortunately, such simplification comes at the cost of the undesired and significant degradation in the classification accuracy of NN. On the other hand at the hardware level, ReRAM is implemented to ease MUL in novel PIM designs, taking advantage of ReRAM's analog storage. The analog resistance/conductance of ReRAM encodes the weights in NN. By activating one entire row/column simultaneously in a ReRAM crossbar, the dot product between a matrix and a vector in NN can be easily achieved using Ohm's law[5]. Nevertheless, ReRAM itself suffers from the long write latency, high programming voltage and limited endurance, which hinders its application in high-speed and energy efficient architecture design.
In this work, we propose a new stochastic computing (SC) design to effectively perform MUL with in-memory operations, in light of the simplicity to implement MUL with SC. In order to tightly couple SC with PIM, we embrace the inherent stochasticity of the memory bit in spin-orbit-torque magnetic random access memory (SOT-MRAM). Specifically, the stochastic number generation and massive AND operations in the conventional SC-based MUL are implemented with simple memory write operations in SOT-MRAM. Consequently, each bit serves as an SC engine, and the large supporting circuits for stochastic number generation and logic operations can be effectively saved. Finally, the MUL outcome is represented by the probability distribution of the binary storage states among MRAM bits, and can be converted back to its binary form with pop-count. The contributions of this paper are summarized as follows:
We propose the idea of employing the inherent stochastic write in SOT-MRAM to promote SC in the PIM design.
We develop an efficient approach to implement MUL in the way of memory write, by converting the binary multipliers to the write voltage pulse with varied duration.
We propose two strategies of pop-count to convert the MUL result back to its binary format, offering flexibility to further trade performance with area.
The proposed design provides up to 4x improvement in performance and significant reduction in area occupancy compared with conversational SC approaches, and achieves 18x speedup over implementing MUL with only in-memory bitwise Boolean logic operations.
Ii Preliminaries
This section introduces the motivation to combine SC with PIM and the preliminary design with the stochastic switching behavior of SOT-MRAM.
Ii-a SC and PIM
SC provides an alternative approach to implement the MUL function. SC is an approximate computing method, which has been studied for decades and widely applied to image/signal processing, control systems and general purpose computing[9][10]. SC method essentially trades the data representation density for simpler logic design and lower power. For instance, SC represents a n-bit binary number with a stochastic bitstream ( -bit). The value of the binary number equals to the probability of the appearance of "1"s in the bitstream :
Benefiting from such data representation, the MUL between two numbers can be converted to simple bitwise AND operations, which dramatically reduces the complexity of logic design.
However, SC is not friendly to conventional von-Neumann architecture. The data explosion of SC aggravates data movement between processor and memory, which offsets the simplicity brought by SC.
Instead, SC tightly couples with PIM from multi-fold aspects, leading to significant performance gain: First, the many bits of stochastic bitstream can be stored in off-chip memory with large capacity. Second, the logic operation with reduced complexity can be implemented by the processing units locally in memory. Finally, the stochastic feature of bitstream allows parallel computing on the individual bit, so that the internal memory bandwidth can be fully leveraged. Therefore, the MUL instruction can be significantly accelerated by combining SC with PIM.
Several challenges still exist towards combine SC with PIM. The random bitstream still relies on stochastic number generators (SNGs), which incurs large area overhead for the supporting circuits. In addition, those stochastic bits can be hardly generated in parallel and with eliminated correlations, resulting in degradation of performance and accuracy in computing MUL. In our design, we overcome these drawbacks by utilizing the inherent stochasticity in MRAM bit.
Ii-B SOT-MRAM and its stochastic switching
SOT-MRAM utilizes the spin-orbit torques to write the memory cell, overcoming the drawbacks of Spin Transfer Torque-MRAM (STT-MRAM) in terms of high write latency, and large write energy dissipation[11] [12]. Fig. 1 compares the similarity and difference between SOT-MRAM and STT-MRAM cells. Similarly, both types of MRAM cells store the bit value in a magnetic tunnerling junction (MTJ). The bit value "0" or "1" is read out electrically as high or low tunneling magneto-resistance, which is controlled by the antiparallel (AP) or parallel (P) alignment of magnetization in the free layer (FL) and the reference layer (RL). Although the write of MRAM bit is always fulfilled by controlling the magnetization direction of the FL, the mechanisms used are different between STT-MRAM and SOT-MRAM. In STT-MRAM, the write current passes through MTJ and the spin polarized current exerts notable STT to switch the FL magnetization[11] [13]. Differently in SOT-MRAM, SOTs are generated by transversing write current though an additional heavy metal layer (HML) to switch the magnetization in the adjunct FL. As a result, SOT-MRAM does not suffer from the asymmetric of write latency between "AP P" and "P AP" in STT-MRAM, speeding up the write procedure. Moreover, the energy efficiency of write is fundamentally higher in SOT-MRAM. That's because each electron can be reused multiple times to exert SOTs after bounced back from HML and FL interface, while it can be used once at most in STT.
We harness the stochastic behavior within the memory write of SOT-MRAM to perform SC. The probability of MRAM bit remains not switched under the appliance of electrical current is described [14]
Here, denotes the pulse duration of the applied in nanosecond, represents the thermal stability parameter of the MTJ, and is the critical current strength required to switch the FL magnetization. Fig. 2 plots the as functions of and , with and estimated from previous micromagnetic simulations on SOT driven magnetization dynamics[12]. By finely controlling the parameters in the write of SOT-MRAM, each memory bit can serve as a stochastic bit generator with the desired probability of holding either "0" or "1". Utilizing this feature of SOT-MRAM, the large amount of stochastic bits in SC can be generated in parallel and in-situ stored in memory with a simple write operation.
Iii Data conversion and hardware design
To implement the MUL operation with the stochastic switching of MRAM bit, the binary operands have to be translated into certain parameter of the write voltage pulse. The flow of our proposed sequential data conversion can be summarized as:
In this section, we will introduce them and the related hardware design step by step.
Iii-a Binary numbers to logarithmic timing signals
We first perform logarithmic operation on the digital numbers stored in memory, i.e. . The multiple bits of the operand are read out by sensing amplifiers (SAs) and decoded to find their logarithmic values using a lookup table (LUT) (Fig. 3). The LUT method is usually used in logarithm multiplication, and has been demonstrated to be fast and accurate[15]. This conversion step is necessary, since an exponential operation is inherently included in the following stochastic switching of the MRAM bit.
Afterwards, we convert the to timing signals with a digital-to-time converter (DTC). The DTC outputs a voltage square pulse , where the pulse duration in Eq. 3 is proportional to the value of input . The magnitude of the pulse is normalized and fixed to drive SOT-MRAM bit in its non-deterministic switching region.
Iii-B Logarithmic timing signals to stochastic bitstream
The write voltage pulse is subsequently applied onto the source lines (SLs) of multiple rows of SOT-MRAM bits, and drives their stochastic switching behaviors. The entire row of MRAM array can be written simultaneously with a cross-point design (Fig. 4)[12]. The MTJs in a row share a set of driving transistors, and are directly linked to the BLs and SLs without additional transistors for individual bit. As a result, minimal area and energy overhead are introduced to enable such simultaneous write.
Fig. 5 shows how the SC-based MUL is performed. Initialization: a preset operation is required to initialize all the bits to "1" with reversed current . Input first operand: the converted write voltage pulse is input onto the MRAM array, resulting in partial switching of the bits. The probability of remaining "1"s equals to , where is proportional to the value of operand . MUL with the second operand input: The MUL operation is performed by inputing a subsequent voltage pulse (similarly converted from operand ) onto the same MRAM array. As a result, the remaining "1"s survive from not switched by neither pulse nor , and they are distributed among the MRAM arrays with a probability equaling (proportional to ).
Iii-C Stochastic bits to Binary numbers
At last, we perform bit counting to convert the outcome from the stochastic representation to its binary format. Either approximate pop-count (APC) [16] or PIM-based ADD operations [6] can be employed to bit counting. APC method can be performed with one clock cycle, but introduces much area overhead. Alternatively, PIM-based ADD is area-efficient, but takes many clock cycles to perform the pop-count.
Specifically, we can accelerate the PIM-based pop-count for the vectored multiply-and-accumulate (MAC) in NN. Fig. 6 shows the two-step strategy, where the sum is performed after several MULs have been done. In the first step, we perform row-wise sum with a carry-save addition (CSA). Then in the second step, the intermediate sum results undergo a column-wise additions with full adder (FA). Our motivation here is to lessen the usage of FA for column-wised addition, since it takes more clock cycles than the lock step bitwise operations of CSA. As shown in Fig. 6, the delay from FA can be averaged out, and the pop-count related cycle count converges to that of CSA after many MULs.
Iii-D Put them all together
After putting all the pieces together, we point out strategies to further improve the performance and accuracy, and explain certain considerations in the design.
The sequential flow of data conversion can be separated and pipelined to improve the throughput and performance. For example, the LUT operation on the second operand can be performed simultaneously with the stochastic memory write for the first operand. Moreover, the bit counting can work in parallel with MUL operations for NN applications. There is no need for the relative slow pop-count to start until all the fast MULs between and have been finished in the computation of . Furthermore, one could pre-convert certain frequently used data (e.g. weight in NN) into stochastic bits, which can be stored non-volatilely in MRAM arrays. Once other multipliers (e.g. inputs ) come, their converted timing signals can be directly input onto the corresponding MRAM arrays to perform MUL operations.
There are several normalization units in the circuits that can be used to fine tune the accuracy and performance. For example, the pulse duration of can be scaled to a range where
. Through such scaling, the switching voltage pulse can not be longer than the usual time required to switch MRAM bit, avoiding unnecessary slowdown in computing. Moreover, the bitstream can be tuned neither sparse nor dense to guarantee the accuracy of MUL, so that more bits are effectively involved in SC. This is fundamentally similar to the improved classification accuracy of NN with more neurons involved.
Multiple rows can be simultaneously activated and wrote to generate more stochastic bits in parallel. This situation happens when performing MUL on operands with more bits. In the cross-point MRAM design, we limit the number of memory cells in each row due to the concern of IR drop. The MTJs farther away from the driving transistors in the row would suffer from a lower switching voltage[17], and would likely undergo stochastic switching with undesired and incorrect probability.
Finally, we note that the pulse duration is used here for computing, instead of the magnitude of switching voltage pulse (equivalent to in Eq. 3). That's because the usage of the magnitude requires more complicated circuits design for data conversion, owing to the complex dependence of on . In addition, the two inputs and has to be input simultaneously onto the MRAM arrays. This is not friendly to the pipeline strategies mentioned above, but will introduce large area overhead onto the driven transistors to enable higher current write instead.
Iv Monte Carlo simulations
To estimate the accuracy and its dependence on hardware variance from statistics, we performe the Monte Carlo simulations on the stochastic switching of MRAM bits. In the following,denotes the number of stochastic bits per MUL, represents the probability that the bit remains not switched under certain input voltage pulse. For one MUL operation, we test the proposed SC with 1000 iterations and make statistics on the results among iterations.
Iv-a Accuracy
Fig. 7(a) shows the distribution of the error among the 1000 iterations, where the the probability is stochastically computed (with ) and
are theoretically calculated from the two operands. The error distribution is centered to zero, indicating that there is no intrinsic bias in the SC arithmetic. The distribution can be well fitted with a Gaussian function (red line), with the standard deviation. This indicates that the MUL is with about uncertainty for .
We further investigate the dependence of on the inputs and the number of stochastic bits . As shown in Fig. 7(b), is almost independent on the inputs , but decreases with larger . Therefore, we can improve the accuracy of SC by using more MRAM bits, despite that the improvement becomes more gradual with larger .
Iv-B The impact of hardware variance
We also investigate the impact of hardware variance on the accuracy of MUL operation, by introducing random fluctuations on the devices' parameters in Monte Carlo simulation.
The critical currents of MRAM bits may be slightly varied, since the many MRAM bits can not be manufactured identically and they may also experience different thermal fluctuations when in use[18]. Therefore, we introduce 0% to 10% random fluctuations on the . As shown in Fig. 8(a), the accuracy of SC remains almost unchanged under different strength of fluctuations.
We also compare the fault tolerance of our design with that of logarithm multiplication. To implement logarithm multiplication[15], we replace the DTC and SOT-MRAMs with an antilogarithm amplifier. Then we introduce 4% to 10% random fluctuations on DTC and antilogarithm respectively for the two cases. As shown in Fig. 8(b), the accuracy of our SC+PIM design remains almost unchanged, while logarithm multiplication suffers from severe degradation in accuracy with stronger fluctuations.
V Evaluation
In this section, we evaluate the performance, power and area overhead of the proposed SC+PIM design, and compare them with that of other approaches using either SC or PIM.
V-a Experimental setup
We adopt the cross-point design of SOT-MRAM arrays similar to PRESCOTT[12], to enable the parallel memory write. The low-power DTC generates voltage pulses with 22 ps time resolution and occupies in area[19]. For the APC, we design one-cycle fully parallel circuit synthesized with 45nm FreePDK[20], integrating parameters from[16]. Our evaluation is based on the multiplication between two 10-bit operands that represented by stochastic bits.
In the following, different configurations have been compared: SC+PIM (with APC) denotes our SC+PIM design with pop-count conducted by APC. SC+PIM (with CSA) is our SC+PIM design with pop-count performed with CSA+FA. Specially, the evaluation is averaged onto each MUL for the situation of performing 100 MULs in a MAC. SC represents the usage of a built multiplier with the state-of-the-art SNG [21] and popcount with APC. PIM is the situation that we only use in-memory Boolean logic operations to implement MUL.
V-B Performance
Fig. 9(a) compares the cycle count used to perform each MUL operation with different designs. Evidently, our SC+PIM approach outperforms prior approaches using either SC or PIM. The boost of performance in our design benefits from the parallel generation of stochastic bits. In contrast, prior SC approaches requires additional cycles to generate stochastic bitstreams or to shuffle the existing pseudo-stochastic or deterministic bitstreams [21].
In addition, we investigate the dependence of MUL cycle count on the operands' bit length as shown in Fig. 9(b). The cycle count remains unchanged in our SC+PIM design, since different amount of stochastic bits ( for n-bit operand) can be generated in parallel. As a comparison, the cycle count required for MUL increases exponentially for the operands' bits length in prior PIM design. Therefore, the speedup of SC+PIM over PIM becomes more attractive for MUL between operands with more bits.
V-C Energy consumption
Our SC+PIM design consumes 58% less energy compared with the SC method (Fig. 10), thanks to the low write energy of SOT-MRAM[22]. In our design, most energy is spent through memory write, such as in the generation/computing of stochastic bits and the pop-count with bitwise addition (CSA). The situation is similar to prior SC approaches, where 88% of the energy is consumed in data buffering related operations.
As shown by the breakdown of the energy consumption in Fig. 10, the initialization step costs more energy than the following steps performing SC for MUL. That's because a write voltage pulse with a higher magnitude and a longer pulse duration needs to be applied to guarantee the initialization. Afterwards, the memory bits are mainly driven in a non-deterministic switching region which consumes less energy.
V-D Area overhead
The area overhead of different designs is compared in Fig. 11. The area overhead is smaller by about one order of magnitude for our SC+PIM design than conventional SC. The improvement originates from the removal of the additional circuits for SNG, which occupies 95% of the area in the conventional SC approach.
As shown by the breakdown of area overhead in Fig. 11, the memory space required for the LUT table is comparable to the DTC and APC in our design, for the case of 10-bit multiplication. The LUT table size will shrink for regular 8-bit multiplication, since it depends exponentially on the bit length of the operands.
Vi Conclusion
In this paper, we propose a new SC design to perform MUL with in-memory operations. The stochastic random generation and AND operation in conventional SC are implemented by the simple write operations onto the SOT-MRAM. Such design is enabled by converting the binary multipliers to the varied pulse duration of the write voltage for SOT-MRAM. Consequently, the stochastic bits for the MUL outcome are in-situ stored. Two strategies of pop-count (APC or PIM-based ADD) have been proposed to convert the MUL result back to its binary format, offering flexibility to further trade off performance with area. Our approach improves the performance to compute MUL with PIM, in synergy with the mitigation of area overhead for supporting circuits of SC.
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- [13] L. Chang, Z. Wang, Y. Gao, W. Kang, Y. Zhang, and W. Zhao, "Evaluation of spin-hall-assisted stt-mram for cache replacement," in Nanoscale Architectures (NANOARCH), 2016 IEEE/ACM International Symposium on. IEEE, 2016, pp. 73–78.
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- [15] D. Nandan, J. Kanungo, and A. Mahajan, "65 years journey of logarithm multiplier," Int J Pure Appl Math, vol. 118, pp. 261–266, 2018.
- [16] K. Kim, J. Lee, and K. Choi, "Approximate de-randomizer for stochastic circuits," in SoC Design Conference (ISOCC), 2015 International. IEEE, 2015, pp. 123–124.
- [17] J. Liang and H.-S. P. Wong, "Cross-point memory array without cell selectors—device characteristics and data storage pattern dependencies," IEEE Transactions on Electron Devices, vol. 57, no. 10, pp. 2531–2538, 2010.
- [18] K. An, X. Ma, C.-F. Pai, J. Yang, K. S. Olsson, J. L. Erskine, D. C. Ralph, R. A. Buhrman, and X. Li, "Current control of magnetic anisotropy via stress in a ferromagnetic metal waveguide," Physical Review B, vol. 93, no. 14, p. 140404, 2016.
- [19] B. Wang, Y.-H. Liu, P. Harpe, J. van den Heuvel, B. Liu, H. Gao, and R. B. Staszewski, "A digital to time converter with fully digital calibration scheme for ultra-low power adpll in 40 nm cmos," in Circuits and Systems (ISCAS), 2015 IEEE International Symposium on. IEEE, 2015, pp. 2289–2292.
- [20] J. E. Stine, J. Chen, I. Castellanos, G. Sundararajan, M. Qayam, P. Kumar, J. Remington, and S. Sohoni, "Freepdk v2. 0: Transitioning vlsi education towards nanometer variation-aware designs," in Microelectronic Systems Education, 2009. MSE'09. IEEE International Conference on. Citeseer, 2009, pp. 100–103.
- [21] K. Kim, J. Lee, and K. Choi, "An energy-efficient random number generator for stochastic circuits," in Design Automation Conference (ASP-DAC), 2016 21st Asia and South Pacific. IEEE, 2016, pp. 256–261.
- [22] K. Jabeur, G. Di Pendina, F. Bernard-Granger, and G. Prenat, "Spin orbit torque non-volatile flip-flop for high speed and low energy applications," IEEE electron device letters, vol. 35, no. 3, pp. 408–410, 2014.


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Learn About Your RiverTo all of the Watershed Rangers students, teachers and program partners, although we will not be able to see you in classrooms, field trips and after school programs right now, we hope to provide you and your loved ones with online resources and activities during this time. We know that parents, teacher and lifelong learners are seeking ways to stay engaged and active, and we're going to be working to bring activities to you through the Coastal Watershed Council blog. Please share these resources and activities with friends, neighbors and parents groups and stay tuned for more. View Activities on CWC's Blog
The Coastal Watershed Council is transforming the lower San Lorenzo River into a community destination by inspiring people to explore, enhance and protect this critical natural resource.
Read CWC's Latest News
Art + Science = Our Environment: A Discussion at Radius Gallery
This year, the Ebb & Flow River Arts Festival is coming to you, providing unique and interesting ways to engage with arts and science content about the San Lorenzo River and local ecosystems. Artist Yolande Harris explored the theme of interconnection in her Ebb...
San Lorenzo River Scavenger Hunts
Perfect for a walk or an exciting stop-and-go bike ride along the San Lorenzo River, these new scavenger hunts provide a great opportunity to see and hear the beauty and life surrounding the Santa Cruz Riverwalk. Fun for all ages, each interactive search is about 1.5 miles and takes at least 30 minutes. Have fun out there!
Riverwalk Tour with Executive Director Greg Pepping
Join the Santa Cruz Warriors and Kaiser Permanente for a virtual river walk with Executive Director of the Coastal Watershed Council, Greg Pepping. Greg will lead you on a stroll through the Santa Cruz Riverwalk, show you certain flowers...
How We Do It
People rely on and impact the San Lorenzo River every day. That's why CWC's programs and partnerships bring you to discover your river, learn something new and inspire you to act. CWC's dualistic approach of healthy watersheds, thriving communities brings fun, education, recreation and innovation to Santa Cruzans every day and creates value for your community.
Improving Water Quality
Enhancing Habitat
Empowering Youth
Conducting Community Science
Increasing Access and Safety
Increasing Positive Activity
Building Community Capacity
Sustaining Flows
Your Donation Makes a Big Difference
Every dollar you give, drives action for cleaner water and healthier habitat and helps CWC reach thousands of river champions of all ages. By donating, you join a growing group of people committed to transforming the San Lorenzo River into a community destination by inspiring people to explore and protect it. It's easy to donate online today.
You Have a Role To Play
Volunteer today and use your time, skills, energy and ideas to drive change for the San Lorenzo River and the Santa Cruz Riverwalk, the urban park that lines its banks. There's a role for everyone – including you. How will you join the movement?


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Science has given us some truly mysterious wonders that only few fully understand the magic behind. Here's another one o.. Read More
How The Brooklyn Bridge Narrowly Escaped Never Being Built
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Impossible Phenomena Occur In Planets Across the Universe
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You Probably Didn't Know About This Brilliant Scientist
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These Details About Outer Space Are Captivating & Shocking
There is so much we don't know yet about the vast universe we live in. This video explores some lesser-known facts about outer space.
Brave Souls Who Risked Their Lives to Save These Animals
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Have You Ever Seen a Waterfall That Moves Upwards?
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How to Identify and Address Emotional Blackmail
Emotional blackmail can exist in a romantic or any other close-knit relationship. This is how you can identify this toxic dynamic and the ways to confront it.
Inside Central Park, the Most Filmed Location In the World
New York City is home to one of the most famous parks in the world, Central Park, within which are over 1000 different statues and memorials
Neat Life Hacks To Help You Remember Things Better
A lot of us tend to forget the simplest things at times. This video provides some neat tips to help boost your memory.
Is There Any Way To Destroy or Deflect Asteroids?
Watch an interview with Cathy Plesko, a leading scientist working on preparing for the dangers of an asteroid attack
Watch the Best HD Panorama Photo of Mars Ever Taken
Watch an incredible 1.8-Billion-Pixel panorama of the planet Mars that was recently captured by NASA's Curiosity rover.
How TV Sets Looked Like From the 1920's Until Today
Most of us grew up with a television, but have you ever realized just how much your TV set changed through the years?
7 Exciting Physics Tricks You Have to See!
Watch these seven remarkable physics tricks in this exciting and fun video.
Science Lesson: What is the Speed of Dark?
We all know the speed of light, running at 300,000 km per second. But is darkness faster?
Fascinating: How Does Our Digestive System Work?
This video explains how the human digestive system does its daily.
Breathalyzers May Be More Important Than You Thought
This video does a great job in breaking down how in the future, breath analysis can be used to detect disease and prevent more invasive procedures.
Einstein Explained! A Three Minute Description of E=mc2...
This video explains Einstein's most famous theory, in less than three minutes!
This Is the Lightest Solid Substance in the Whole World
Aerogel is the lightest solid in existence, but how was it invented and what is it used for?
How To Read a Coronavirus Case Chart Correctly
Many news outlets use charts to showcase the pandemic situation in different countries. This is how to read them correctly.
10 Unanswered Mysteries You've Always Wondered About!
You might not have thought about the most curious cases of the bizarre things that we encounter every day.
Know How Dogs Actually Know What We Might Be Thinking
Watch how dogs might actually understand the language of humans in this informative video.
What Would Happen If You Got Swallowed by a Whale?
According to an 18th-century story, it is possible to survive a whale attack, as one man by the name James Bartley did. Is this story true?
This Company Changed the Space Industry in Under 20 Years
This video provides an overview of SpaceX, what they've achieved so far and where they're headed, and their story is fascinating.
Take an Interactive Tour of Our Incredible Milky Way
Fly Through the Milky Way Galaxy!
Are You a Late Sleeper? This Super Video Explains Why
Why is it that some people are late risers, and some are morning people? It's all down to our genetics. Have a look here to find out more.
The Art Form Inspiring Scientific Innovation for Centuries
This beautifully-animated video shows you the history of how scientific breakthrough and science fiction always go hand in hand.
Can One Photo Really Tell How Good Your Eyesight Is?
Scientists say that this single photograph can tell you whether you have good vision or not. Who can you see in the image?
16 Surprising Things I Never Knew About Sleeping!
Who knew there was so much we don't know about our most popular activity! Here are 16 facts you may not have known about your sleep.
19 Things to AVOID to Make Your Smart Phone Live Longer
19 common mistakes we all make, that make our phones age quicker.
Sugar Causing Hyperactivity and Other Science Urban Myths
A lot of us fall prey to a factoid that's repeated with conviction, but is science impervious to such urban legends?
Wow! Here are a Few Great Experiments to Try at Home
Here's a great video that shows some easy and fascinating science experiments that anyone can try.
Fascinating! Discover the Smallest Thing in the Universe
Jonathan Butterworth explains the Standard Model theory and how it helps us understand the world we live in. Take a look:
These Planets Are the Strangest Ones In the Known Universe
This video takes you on an in-depth journey across the galaxies, exploring the strange features of these uniquely weird planets.
How Do We Solve the Traffic Problem? A Simple Solution
In this video, we offer a simple solution to the big traffic problem that is affecting so many cities around the world.
Is Vertical Farming Going to Solve Global Hunger?
How Singapore is solving one of the biggest problems in the world...
Is Telekinesis a Real Phenomenon or Unscientific Garbage?
Many people have claimed to have a scientifically-quantifiable skill of being able to move objects with their mind, but is it true?
Fascinating: Do You See the Same Colors As I Do?
This video will discuss the age old questions: do we see the same colors others see?
Why Do We Kiss? An Answer to an Ancient Question
We all know how to kiss, and most of us love doing it. But do we know why? Not really... until we see this video!
The Entire History of Time in 2 Minutes
A remarkable journey taken in only 2 minutes!
Watch as a Fun-Filled Day of Balloons Turns to Disaster!
The 1986 Cleveland Balloon Festival was meant to be a truly joyous occasion but instead quickly turned into a grave tragedy
25 Pics Showing How People in the Past Imagined the Future
Let's see how the people of the past imagined the future and find out if their fun predictions came true with these 25 vintage pictures
This Is How Coronavirus Tests Actually Work
Virus testing is everywhere, but few sources actually explain how a virus test is done & what scientists are looking for when testing for COVID-19
The Surprising Scientific Facts Behind Willpower
If you ever wondered why some people succumb to temptations or addictions, this interesting video will explain the science behind it.
50,000 Year Old Life Forms Discovered in the Deepest Caves
Delve deep into the caves and caverns of Earth with the great scientists of the world and found out what amazing discoveries they made!
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I feel like I need to draw a relationship map/timeline for all our twisted love/hate/monster triangles.Please do!
Our game devolved/evolved for as session into very little plot development and a whole lot of interpersonal/relationship scenes. This is the type of thing that used to happen when I played online in the WOD chats, and it was like, maybe two or three people roleplaying in a room. It was often an "afterplay" type scenario, the GM just threw some major drama and plot points at you, but the GM wasn't around anymore, so what do you do? You have your characters sit with that drama and play out the aftermath of it.This type of things - which often produces the most interesting moments, and I'd say are almost mandatory for good development - is why I had introduced a scene economy system for Vampire games, with the GM handling social gathering an obligations, and players private moments, being awarded more leeway the more they role-played the beast, and the trading of boons allowing them to summon other character's resources.
So, I released The Quiet Year into the wild two nights ago, and already three people have played the game (with some hacking it for solo play). The game produces a map as record-of-play, and they serve as a nice bite-sized thing to share.Cool. But for the first one, having an abundance of children but a shortage of food seems like an easy problem to fix!
Akchizar's Annotated Map.
horn_head_o's map.
TildeSee's Map.
Ran a playtest of Kingdom yesterday. Our Kingdom was the US Republican party as it recovered from the 2012 election.My group played Kingdom Thursday, and we were tempted to do something like this but weren't brave enough.
(that's my character. excited about her, but also confused where to go with her story.)Fate cards! They will tell you.
In the end, the cuprit was nerdy student, Joey, who ended up being Adam's maker and Georgia's reanimator. He was killed, but not before transfering his consciousness to another body.That's awesome.


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Stacey Cho Hernandez
Attorney Profile
Top Rated Employment & Labor Attorney in Dallas, TX
Dallas, TX 75206
Selected To Rising Stars: 2015 - 2020
- Employment & Labor: Employer (60%),
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Stacey Cho Hernandez attended law school and graduated from Southern Methodist University Dedman School of Law in 2009. Stacey Cho Hernandez began practicing law in 2010.
Stacey Cho Hernandez is an attorney at Carter Arnett PLLC, helping people with Employment & Labor: Employer issues. Carter Arnett PLLC has an office in Dallas, Texas, serving the local community.
Stacey Cho Hernandez was selected to Super Lawyers for 2020. Super Lawyers is an exclusive list of top-rated attorneys in specific practice areas who were chosen after thorough evaluation of numerous criteria.
In addition to addressing Employment & Labor: Employer legal needs, she also assists clients with Business Litigation and Antitrust Litigation issues.
Stacey Cho Hernandez:
Last Updated: 3/13/2020
Additional Lawyers You May Be Interested In
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Home / Furniture / Storage / Sideboards
Vintage Teak Sideboard By Elliotts Of Newbury Sideboard. Danish Retro G Plan
Vintage Teak Sideboard By Elliotts Of Newbury Sideboard. Danish Retro G Plan
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About this item
A simply stunning and very rare 1970s teak Danish sideboard by Elliotts of Newbury.
A stunning design, with great lines with stunning handles. and a very nice teak grain to the doors and drawers.
The sideboard is in very good vintage condition, the sideboard has been loved and well card for, it's really clean and looks great.
The joints are all good and solid, the teakis very good, strong colour and grain. The grain to the top and front of the piece are stunning, the top of the sideboard is in perfect condition.
No stains or scratches, it's been rewaxed and looks great. Just the usual signs of use you find on a vintage piece.
The sideboard sits well and has no wobbles.
The piece as been very well cared for and looks fantastic.
A great piece with high very quality craftsmanship.
Dovetailed joints.
All of the drawers move smoothly, the cabinets door also runs smoothly too, the piece as been very well looked after.
Great size with plenty of storage.
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Barcino Z.
I just take a second to tell myself that I did a good job and should be proud of myself, that easy. And smile about it 😁
Christy P.
I take myself out to listen to live music and have dinner. I did this last night, listening to jazz performed by a band who have become friends of mine. Even though I sat at the table alone, it did not feel lonely or strange. I celebrate the gains I have made in my professional career, and in my personal life.
Vilar N.
I just feel really confident knowing that I managed to complete my routine. Then I sit and contemplate why it was difficult for me to begin, continue with, or end it. Then the next day I try all over. My celebration is my sense of accomplishment
Related Questions
- Stretching always hurts more in the morning than it does later in the day when my body is more awake and warmed up. Is there a way to wake my body up faster in my morning routine without having to run around?
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- Yes. Can you give me some exemples of Stretch habits?
- in your experience have you found that one minute several times a day is enough to create a lasting change in flexibility for very tight muscles?
- Do you recommend stretching before warming up your muscles or the opposite?
- What parts of your body need the most stretching in the morning?


text: Okay i am 15 years old, and my friend that is best adam film to america final 12 months and quite often he comes over back once again to england to see me personally plus some other folks. Anyhow he had been permitted to sleep my house around when it comes to evening because we have actuallyn't seen him for over 12 months or maybe more. So we went along to city together like we generally did after which it got late and we also had to go back home then we'd supper together after which we played a Little more and then we had to retire for the night, but adam stayed in my own sleep for some time because we were viewing i robot. Anyhow we began speaking half means through in which he ended up being asking if I became with anybody and things like that. And then I was asked by him can you take action with a kid if some body paid you 100g. Childish ino but we replied maybe. And then he additionally consented. Then he asked, in the event that you would make a move having a child exactly what wouldn't it be and I also replied. Читать далее Had gay sex with my closest friend and from now on I do not understand what you should do? 15yo?


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This is one of the larges lots left on Lost Island Lake with 128' of lake shore. Lot has Electric, sewer, a well and access to Rural water id desired. Remarkable sunrises and great location.
Great year/round home features 3 bedrooms, 2 baths, large living room and dining area, gas fireplace in front sunroom, AND lake access on Lost Island Lake! Original home plus additions and remodels! Lots of recent updates listed on disclosure....
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Playful Cupcaketions does an incredible job making cakes, cupcakes, cake pops, and cookies. She really goes above and beyond to make your custom cake creations come to life. We've used her multipleMore Info
For most leisure boaters in the Iowa Great Lakes, there are 2 main hot spots to go throw an anchor, sit back, and just relax. Sometimes this will result in numerous boats tying up to one another (youMore Info
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essential worker
I am underpaid essential worker for a local Healthcare facility I currently am a part-time employee we have several covid- buildings and receive $9 an hour I only work 3 days a week I love my job it just doesn't pay enough to survive anything helps
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Lenox Hill
Australian Netflix subscription is required to watch on Netflix
Great news! "Lenox Hill" is available to watch on Netflix in Australia!
Date Added: 10th June 2020
10/06/2020: 1 Season (2020)
24/06/2020: 1 Season (2020)
Watch the Special Episode Now
Four doctors at New York's storied Lenox Hill Hospital balance their personal lives and their dedication to their patients in this documentary series.
Certificate: Strong Themes
Year: 2020
Duration: 1 Season
Audio: German, English - Audio Description, English [Original], Spanish, French, Italian
Subtitles: English, Italian, Vietnamese, Simplified Chinese, Traditional Chinese
Episode Length: 50min
Production & Season Details:
Status: Returning Series"Lenox Hill" was originally broadcast on Netflix and premiered on June 10th 2020. So far there have been 1 seasons (comprising of 8 episodes) of "Lenox Hill". The most recent episode aired on June 10th 2020 and more seasons are expected in the future.
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This title is available on Netflix in Australia
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Thola futhi ubhukhe izindawo zokuhlala eziyingqayivele ku-Airbnb
Izivakashi ziyavuma: lezi zindawo zokuhlala zinconywa kakhulu ngokwendawo, ngokuhlanzeka kanye nokuningi.
Great location for sightseeing across London with easy transport from Hampton Wick train station. Local attractions include Twick Rugby World Cup, Hampton Court Flower Show, Wimbledon Tennis, Kew Gardens, Richmond Park, Kingston and Richmond centre.
Quirky 2 bed maisonette with private garden for BBQs Situated 2 minutes walk from Hampton Wick train station where Central London can be reached in 28minutes Only 10 minute walk into Kingston across the River Thames for great shopping The Royal parks, Hampton Court Palace are on the doorstep Twickenham, Richmond and Wimbledon are but a stone through away 25 minutes from Heathrow by taxi and 50minutes by bus Several pubs for good food on the doorstep Guest manual Guests have full and private use
A character property close to station and 24 hour buses. The first room is a large double full of charm. Fireplace, armchair and very comfy double bed. The attic room has a super comfortable king sized bed and desk and armchair. There are two friendly little dogs and a cat. The dogs are kept at the back of the house and you probably won't see them. The cat is kept strictly out of the bedrooms


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A male grooming range that uses minerals from the Dead Sea and contains a safe alternative to Botox is being launched in the UK next month in a bid to win over men looking for non-traditional skincare.
Dead Sea Healthcare is backing the launch with a consumer press ad campaign in men's magazines and national press from February, running throughout the year. The range, which includes an anti-wrinkle cream, all-in-one hair and body wash, aftershave balm and a hand repair cream, is being targeted at major stores, including Tesco, Waitrose and Debenhams, Topman and Burtons. Retail prices will range from £4 for a face scrub to £15 for the anti-ageing cream, which contains the Botox-like solution Argireline.
The male toiletries category, excluding razors, rose 5.2% to £596m in the year to April 2007, up 5.2% [TNS]. Excluding haircare, the market has grown 31.4% since 1995.