Microsoft's PowerToys team is contemplating building a top menu bar for Windows 11, much like Linux, macOS, or older versions of Windows. The menu bar, or Command Palette Dock as Microsoft calls it, would be a new optional UI that provides quick access to tools, monitoring of system resources, and much more.
Microsoft has provided concept images of what it's looking to build, and is soliciting feedback on whether Windows users would use a PowerToy like this. "The dock is designed to be highly configurable," explains Niels Laute, a senior product manager at Microsoft. "It can be positioned on the top, left, right, or bottom edge of the scree âŠ
Memory usage can be hard to keep under control in Python projects.
The language doesnât make it explicit where memory is allocated, module imports can have signficant costs, and itâs all too easy to create a global data structure that accidentally grows unbounded, leaking memory.
Django projects can be particularly susceptible to memory bloat, as they may import many large dependencies like numpy, even if theyâre only used in a few places.
One tool to help understand your programâs memory usage is Memray, a memory profiler for Python created by developers at Bloomberg.
Memray tracks where memory is allocated and deallocated during program execution.
It can then present that data in various ways, including spectucular flame graphs, collapsing many stack traces into a chart where bar width represents memory allocation size.
Profile a Django project
Memray can profile any Python command with its memray run command.
For a Django project, I suggest you start by profiling the check management command, which loads your project and then runs system checks.
This is a good approximation of the minimum work required to start up your Django app, imposed on every server load and management command execution.
To profile check, run:
$ memrayrunmanage.pycheck
Writing profile results into memray-manage.py.4579.binSystem check identified no issues (0 silenced).[memray] Successfully generated profile results.You can now generate reports from the stored allocation records.Some example commands to generate reports:/.../.venv/bin/python3 -m memray flamegraph memray-manage.py.4579.bin
The command completes as normal, outputting System check identified no issues (0 silenced)..
Around that, Memray outputs information about its profiling, saved in a .bin file featuring the process ID, and a suggestion to follow up by generating a flame graph.
The flame graph is great, so go ahead and make it:
$ memrayflamegraphmemray-manage.py.4579.bin
Wrote memray-flamegraph-manage.py.4579.html
The result is a .html file you can open in your browser, which will look something like this:
The header of the page contains some controls, along with a mini graph tracking resident and heap memory over time.
Underneath it is the main flame graph, showing memory allocations over time.
By default, the graph is actually an âicicleâ graph, with frames stacked downward like icicles, rather than upward like flames.
This matches Pythonâs stack trace representation, where the most recent call is at the bottom.
Toggle between flame and icicle views with the buttons in the header.
The Stats button at the top opens a dialog with several details, including the peak memory usage:
Frames in the graph display the line of code running at the time, and their width is proportional to the amount of memory allocated at that point.
Hover a frame to reveal its details: filename, line number, memory allocated, and number of allocations:
Make an improvement
In the above example, I already narrowed in on a potential issue.
The line from numpy.random import ... allocates 5.7 MB of memory, about 23% of the peak usage of 25.2 MB.
This import occurs in example/utils.py, on line 3.
Letâs look at that code now:
fromcolorsysimporthls_to_rgbfromnumpy.randomimportMT19937,Generatordefgenerate_icon_colours(number:int)->list[str]:""" Generate a list of distinct colours for the given number of icons. """colours=[]foriinrange(number):hue=i/numberlightness=0.5saturation=0.7rgb=hls_to_rgb(hue,lightness,saturation)hex_colour="#"+"".join(f"{int(c*255):02x}"forcinrgb)colours.append(hex_colour)Generator(MT19937(42)).shuffle(colours)returncolours
The code uses the Generator.shuffle() method from numpy.random to shuffle a list of generated colours.
Since importing numpy is costly, and this colour generation is only used in a few code paths (imagine weâd checked), we have a few options:
Delete the codeâthis is always an option if the function isnât used or can be replaced with something simpler, like pregenerated lists of colours.
Defer the import until needed, by moving it within the function:
defgenerate_icon_colours(number:int)->list[str]:""" Generate a list of distinct colours for the given number of icons. """fromnumpy.randomimportMT19937,Generator...
Doing so will avoid the import cost until the first time the function is called, or something else imports numpy.random.
This syntax should become available from Python 3.15 (expected October 2026), following the implementation of PEP 810.
It makes a given imported module or name only get imported on first usage.
Until itâs out, an alternative is available in wrapt.lazy_import(), which creates an import-on-use module proxy:
In this case, I would go with option 4, as it avoids the heavy numpy dependency altogether, will provide almost equivalent results, and doesnât need any negotiation about changing functionality.
We will see an improvement in startup memory usage as long as no other startup code path also imports numpy.random.
After making an edit, re-profile and look for changes:
In this case, it seems the change worked and memory usage has reduced.
The flame graph looks like the right ~75% of the previous one, with âiciclesâ for regular parts of Djangoâs startup process, such as importing django.db.models and running configure_logging().
And the Stats dialog shows a lower peak value.
A drop from 25.2 MB to 19.4 MB, or 22% overall reduction!
(If the change hadnât worked, we would probably have revealed another module that is loaded at startup and imports numpy.random.
Removing or deferring that import could then yield the saving.)
A Zsh one-liner to speed up checking results
If you use Zsh, you chain memray run, memray flamegraph, and opening the HTML result file with:
This can really speed up doing multiple iterations measuring potential improvements.
I covered the (om[1]) globbing syntax in this previous Zsh-specific post.
Windows is in a weird spot. In its 40-year history, the operating system has weathered its fair share of missteps, but Windows 11 is testing the patience of its users in new ways. Persistent bugs, performance issues, intrusive prompts, ads, and bloatware have eroded the core Windows experience. Early system requirement decisions have also damaged trust among Microsoft's most loyal users, an erosion that's accelerated by the company's aggressive push into AI that doesn't always deliver on its promises.
Windows is at breaking point, and Microsoft knows it. Sources familiar with the company's plans tell me Windows engineers are now focusing on âŠ
I wish Microsoft would just do something new. Leave all the compatibility baggage behind, and dream up a new kernel. It's a crime that in 2026 system updates take nearly an hour on some machines. No Linux install ever has that problem.
FORTAZELA, Brazil â In this historic city by the sea in northeast Brazil, burn patients look as if they've emerged from the waves. They are covered in fish skin â specifically strips of sterilized tilapia.
Doctors here are testing the skin of the popular fish as a bandage for second- and third-degree burns. The innovation arose from an unmet need. Animal skin has long been used in the treatment of burns in developed countries. But Brazil lacks the human skin, pig skin, and artificial alternatives that are widely available in the US.
The three functional skin banks in Brazil can meet only 1 percent of the national demand, said Dr. Edmar Maciel, a plastic surgeon and burn specialist leading the clinical trials with tilapia skin.
As a result, public health patients in Brazil are normally bandaged with gauze and silver sulfadiazine cream.
"It's a burn cream because there's silver in it, so it prevents the burns from being infected," said Dr. Jeanne Lee, interim burn director at the the regional burn center at the University of California at San Diego. "But it doesn't help in terms of debriding a burn or necessarily helping it heal."
Enter the humble tilapia, a fish that's widely farmed in Brazil and whose skin, until now, was considered trash. Unlike the gauze bandages, the sterilized tilapia skin goes on and stays on.
The first step in the research process was to analyze the fish skin.
"We got a great surprise when we saw that the amount of collagen proteins, types 1 and 3, which are very important for scarring, exist in large quantities in tilapia skin, even more than in human skin and other skins," Maciel said. "Another factor we discovered is that the amount of tension, of resistance in tilapia skin is much greater than in human skin. Also the amount of moisture."
In patients with superficial second-degree burns, the doctors apply the fish skin and leave it until the patient scars naturally. For deep second-degree burns, the tilapia bandages must be changed a few times over several weeks of treatment, but still far less often than the gauze with cream. The tilapia treatment also cuts down healing time by up to several days and reduces the use of pain medication, Maciel said.
AntĂŽnio dos Santos, a fisherman, was offered the tilapia treatment as part of a clinical trial after he sustained burns to his entire right arm when a gas canister on his boat exploded. He accepted.
"After they put on the tilapia skin, it really relieved the pain," he said. "I thought it was really interesting that something like this could work."
The initial batches of tilapia skin were studied and prepared by a team of researchers at the Federal University of CearĂĄ. Lab technicians used various sterilizing agents, then sent the skins for radiation in SĂŁo Paulo to kill viruses, before packaging and refrigerating the skins. Once cleaned and treated, they can last for up to two years.
In the US, animal-based skin substitutes require levels of scrutiny from the Food and Drug Administration and animal rights groups that can drive up costs, Lee said. Given the substantial supply of donated human skin, tilapia skin is unlikely to arrive at American hospitals anytime soon.
But it may be a boon in developing countries.
"I'm willing to use anything that might actually help a patient," Lee said. "It may be a good option depending on what country you're talking about. But I also think the problem is that you need to find places that have the resources to actually process the skin and sterilize it, and make sure it doesn't have diseases."
In Brazil, in addition to the clinical trials, researchers are currently conducting histological studies that compare the composition of human, tilapia, pig, and frog skins. They are also conducting studies on the comparative costs of tilapia skin and conventional burn treatments. If clinical trials show continued success, doctors hope a company will process the skins on an industrial scale and sell it to the public health system.
This article is reproduced with permission from STAT. It was first published on Mar. 2, 2017. Find the original story here.
A free press is a cornerstone of a healthy democracy.
On 16 September 1979, eight people from two families escaped from East Germany by crossing the border into West Germany at night in a homemade hot air balloon. The unique feat was the result of over a year and a half of preparations involving three different balloons, various modifications, and a first, unsuccessful attempt. The failed attempt alerted the East German authorities to the plot, but the police were unable to identify the escapees before their second, successful flight two months later.
Peter Strelzyk (1942â2017), an electrician and former East German Air Force mechanic, and GĂŒnter Wetzel (born 1955), a bricklayer by trade,[3] were colleagues at a local plastics factory.[4] Friends for four years, they shared a desire to flee the country and began discussing ways to get across the border. On 7 March 1978, they agreed to plan an escape.[5] They considered building a helicopter but quickly realized they would be unable to acquire an engine capable of powering such a craft. They then decided to explore the idea of constructing a hot air balloon,[6] having been inspired by a television program about ballooning.[3] An alternate account is that a relative shared a magazine article about the International Balloon Festival in Albuquerque, New Mexico.[5]
Construction
Strelzyk and Wetzel began research into balloons. Their plan was to escape with their wives and a total of four children (aged 2 to 15). They calculated the weight of the eight passengers and the craft itself to be around 750 kilograms (1,650 lb). Subsequent calculations determined a balloon capable of lifting this weight would need to hold 2,000 cubic metres (71,000 cu ft) of air heated to 100 °C (212 °F). The next calculation was the amount of material needed for the balloon, estimated to be 800 square metres (8,600 sq ft).[6]
The pair lived in PöĂneck, a small town of about 20,000 where large quantities of cloth could not be obtained without raising attention. They tried neighbouring towns of Rudolstadt, Saalfeld, and Jena without success.[7] They travelled 50 km (31 mi) to Gera, where they purchased 1-metre-wide (3 ft 3 in) rolls of cotton cloth totalling 850 metres (2,790 ft) in length at a department store after telling the astonished clerk that they needed the large quantity of material to use as tent lining for their camping club.[6][7]
Wetzel spent two weeks sewing the cloth into a balloon-shaped bag, 15 metres (49 ft) wide by 20 metres (66 ft) long, on a 40-year-old manually operated sewing machine. Strelzyk spent the time building the gondola and burner assembly. The gondola was made from an iron frame, sheet metal floor, and clothesline run around the perimeter every 150 millimetres (5.9 in) for the sides. The burner was made using two 11-kilogram (24 lb) bottles of liquid propane household gas, hoses, water pipe, a nozzle, and a piece of stove pipe.[6]
First test
The team was ready to test the craft in April 1978. After days of searching, they found a suitable secluded forest clearing near ZiegenrĂŒck, 10 km (6.2 mi) from the border and 30 km (19 mi) from PöĂneck. After lighting the burner one night, they failed to inflate the balloon. They thought the problem might stem from the fact that they had laid the balloon on the ground. After weeks of additional searching, they found a 25-metre (82 ft) cliff at a rock quarry where they could suspend the balloon vertically before inflation, but that also proved unsuccessful.[6]
The pair then decided to fill the bag with ambient-temperature air before using the burner to raise the air temperature and provide lift. They constructed a blower with a 14 hp (10 kW) 250 cc (15 cu in) motorcycle engine taken from Wetzel's old MZ, started with a Trabant automobile starter powered by jumper cables from Strelzyk's Moskvitch sedan.[8] This engine, silenced by a Trabant muffler, turned 1-metre-long (3.3 ft) fan blades to inflate the balloon. They also used a home-made flamethrower, similar to the gondola's burner, to pre-heat the air faster. With these modifications in place, they returned to the secluded clearing to try again but still could not inflate the balloon. But using the blower did allow them to discover that the cotton material with which they fashioned the balloon was too porous and leaked excessively.[6]
Their unsuccessful effort had cost them 2,400 DDM (US$360). Strelzyk disposed of the cloth by burning it in his furnace over several weeks.[6]
Second test
Strelzyk and Wetzel purchased samples of different fabrics in local stores, including umbrella material and various samples of taffeta and nylon. They used an oven to test the material for heat resistance. In addition, they created a test rig from a vacuum cleaner and a water-filled glass tube to determine which material would allow the vacuum to exert the most suction on the water, and consequently which was the most impervious to air. The umbrella covering performed the best but was also the most expensive. They instead selected a synthetic kind of taffeta.[6]
To purchase a large quantity of fabric without arousing too much suspicion, the pair again drove to a distant city. This time they travelled over 160 kilometres (100 mi) to a department store in Leipzig. Their new cover story was that they belonged to a sailing club and needed the material to make sails. The quantity they needed had to be ordered, and although they feared the purchase might be reported to East Germany's State Security Service (Stasi), they returned the next day and picked up the material without incident. They paid 4,800 DDM (US$720) for 800 metres (2,600 ft) of 1-metre-wide (3 ft 3 in) fabric.[6] On the way home, they also purchased an electric motor to speed up the pedal-operated sewing machine they had been using to sew the material into the desired balloon shape.[7]
Wetzel spent the next week sewing the material into another balloon, accomplishing the task faster the second time with the now-electric sewing machine. Soon afterwards, the two men returned to the forest clearing and inflated the bag in about five minutes using the blower and flame thrower. The bag rose and held air, but the burner on the gondola was not powerful enough to create the heat needed for lift. The pair continued experimenting for months, doubling the number of propane tanks and trying different fuel mixtures. Disappointed with the result, Wetzel decided to abandon the project and instead started to pursue the idea of building a small gasoline engine-powered light aeroplane[6] or a glider.[5]
Strelzyk continued trying to improve the burner. In June 1979, he discovered that with the propane tank inverted, additional pressure caused the liquid propane to evaporate, which produced a bigger flame. He modified the gondola to mount the propane tanks upside down, and returned to the test site where he found the new configuration produced a 12-metre (39 ft) long flame. Strelzyk was ready to attempt an escape.[6]
First escape attempt
On 3 July 1979, the weather and wind conditions were favourable. The entire Strelzyk family lifted from a forest clearing at 1:30 am and climbed at a rate of 4 metres (13 ft) per second. They reached an altitude of 2,000 metres (6,600 ft) according to an altimeter Strelzyk had made by modifying a barometer. A light wind was blowing them towards the border. The balloon then entered clouds, and atmospheric water vapour condensed on the balloon, adding weight which caused it to descend prematurely. The family landed safely approximately 180 metres (590 ft) short of the border, at the edge of the heavily mined border zone. Unsure of where they were, Strelzyk explored until he found a piece of litter â a bread bag from a bakery in Wernigerode, an East German town. The group spent nine hours carefully extricating themselves from the 500-metre (1,600 ft) wide border zone to avoid detection. They also had to travel unnoticed through a 5 km (3.1 mi) restricted zone before hiking back a total of 14 km (8.7 mi) to their car and the launch paraphernalia they had left behind.[6] They made it home just in time to report their absence from work and school was due to sickness.[7]
The abandoned balloon was discovered by the authorities later that morning. Strelzyk destroyed all compromising evidence and sold his car, fearing that it could link him to the escape attempt.[6] On 14 August, the Stasi launched an appeal to find the "perpetrator of a serious offence", listing in detail all the items recovered at the landing site.[9] Strelzyk felt that the Stasi would eventually trace the balloon to him and the Wetzels. He agreed with Wetzel that their best chance was to quickly build another balloon and get out as soon as possible.[6]
Successful escape
A hot air balloon burner firing at night
Strelzyk and Wetzel decided to double the balloon's size to 4,000 cubic metres (140,000 cu ft) in volume, 20 metres (66 ft) in diameter, and 25 metres (82 ft) in height. They needed 1,250 square metres (13,500 sq ft) of taffeta, and purchased the material, in various colours and patterns, all over the country in order to escape suspicion. Wetzel sewed a third balloon, using over 6 kilometres (3.7 mi) of thread, and Strelzyk rebuilt everything else as before. In six weeks, they had prepared the 180-kilogram (400 lb) balloon and a payload of 550 kilograms (1,210 lb), including the gondola, equipment, and cargo (the two families). Confident in their calculations, they found the weather conditions right on 15 September, when a violent thunderstorm created the correct winds. The two families set off for the launch site in Strelzyk's replacement car (a Wartburg) and a moped. Arriving at 1:30 am, they needed just ten minutes to inflate the balloon and an additional three minutes to heat the air.[6]
Lifting off just after 2:00 am, the group failed to cut the tethers holding the gondola to the ground at the same time, tilting the balloon and sending the flame towards the fabric, which caught fire. After putting out the fire with an extinguisher brought along for just such an emergency, they climbed to 2,000 metres (6,600 ft) in nine minutes, drifting towards West Germany at 30 kilometres per hour (19 mph). The balloon flew for 28 minutes, with the temperature plummeting to â8 °C (18 °F) in the unsheltered gondola, which consisted solely of clothesline railing.
A design miscalculation resulted in the burner stovepipe being too long, causing the flame to be too high in the balloon, creating excessive pressure which caused the balloon to split. The air rushing out of the split extinguished the burner flame. Wetzel was able to re-light the flame with a match, and had to do so several more times before the group landed. At one point, they increased the flame to the maximum possible extent and rose to 2,500 metres (8,200 ft). They later learned they had been high enough to be detected, but not identified, on radar by West German air traffic controllers.[6] They had also been detected on the East German side by a night watchman at the district culture house in Bad Lobenstein. The report of an unidentified flying object heading toward the border caused guards to activate search lights, but the balloon was too high and out of reach of the lights.[10]
The tear in the balloon meant the group had to use the burner much more often, greatly limiting the distance it could travel. Wetzel later said he thought they could have travelled another 50 kilometres (31 mi) had the balloon remained intact. They made out the border crossing at Rudolphstein on the A9 and saw the search lights. When the propane ran out, they descended quickly, landing near the town of Naila, in the West German state of Bavaria and only 10 km (6 mi) from the border. The only injury was suffered by Wetzel, who broke his leg upon landing.[6] Various clues indicated to the families that the balloon had made it across the border. These included spotting red and yellow coloured lights, not common in East Germany,[3] and small farms, in contrast to the large state-run operations in the east. Another clue was modern farm equipment, unlike the older equipment used in East Germany.[11] Two Bavarian State Police officers saw the balloon's flickering light and headed to where they thought it would land. There they found Strelzyk and Wetzel, who first asked if they had made it to the West, although they noticed the police car was an Audi â another sign they were in West Germany. Upon learning they had, the escapees happily called for their families to join them.[6]
Aftermath
East Germany immediately increased border security, closed all small airports close to the border, and ordered the planes kept farther inland.[6] Propane gas tanks became registered products, and large quantities of fabric suitable for balloon construction could no longer be purchased. Mail from East Germany to the two escaped families was prohibited.[12]
Erich Strelzyk learned of his brother's escape on the ZDF news and was arrested in his Potsdam apartment three hours after the landing. The arrest of family members was standard procedure to deter others from attempting escape. He was charged with "aiding and abetting escape", as were Strelzyk's sister Maria and her husband, who were sentenced to 2œ years. The three were eventually released with the help of Amnesty International.[12]
The families decided to initially settle in Naila where they had landed. Wetzel worked as an automobile mechanic and Strelzyk opened a TV repair shop in Bad Kissingen. Due to pressure from Stasi spies, the Strelzyks moved to Switzerland in 1985.[10] After German reunification in 1990, they returned to their old home in their hometown of PöĂneck.[13] The Wetzels remained in Bavaria.[7]
West German weekly magazine Stern paid Strelzyk and Wetzel for exclusive rights to the story.[3]
The escape has been portrayed in two films: Night Crossing (1982) and Balloon (2018). The former, also called With the Wind to the West â the English translation of the German title â was an English-language film produced by Disney. The latter was a German-language production which "both families welcomed [Director] Herbigâs desire to, as he put it, 'make a German film for an international audience.'" The Strelzyks were reportedly "moved to tears" at the screening of Balloon at Rockefeller Center in New York City.[12] Herbig claimed in 2018 that both the Strelzyk and Wetzel families had been dissatisfied with the Disney film.[14]
Peter Strelzyk died in 2017 at age 74 after a long illness.[13]
BBC program Outlook, "Fleeing Communism in a Hot Air Balloon"[16]
PBSNova program, "History's Great Escapes" (2004)[17]
Doris Strelzyk, Peter Strelzyk, Gudrun Giese: Destiny Balloon Escape. Quadriga, Berlin 1999, ISBN3-88679-330-3
JĂŒrgen Petschull, With the Wind to the West. The Adventurous Flight from Germany to Germany. Goldmann, Munich 1980, ISBN3-442-11501-9
Kristen Fulton (Author), Torben Kuhlmann (Illustrator), Flight for Freedom: The Wetzel Familyâs Daring Escape from East Germany. March 3, 2020, ISBN978-1452149608
^ abWetzel, GĂŒnter. "Die Nacht der Flucht". Ballonflucht.de. Archived from the original on 19 September 2020. Retrieved 16 September 2019.
^Hertle, Hans-Hermann; Nooke, Maria (2009). Die Todesopfer an der Berliner Mauer 1961â1989. Ein biographisches Handbuch. Ch. Links Verlag. ISBN978-3-86153-517-1.
^Petschull, JĂŒrgen (27 September 1979). "Das Himmelfahrtskommando" [High-flying mission] (PDF). Stern (in German). No. 40. p. 34. Archived from the original(PDF) on 12 July 2024 â via Museum Naila.
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