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Cassandra, believing that Batman brought her onto the team for just such a contingency, takes command of the group.

Together, they undertake a search for the Batman. She uses the Batcave's computer to locate them but is attacked by Nightwing, who claims she cannot be trusted.

Robin and Batman give her the benefit of the doubt. Due to her research, Cassandra learns that David Cain and Deathstroke started up a school training Cassandra's "sisters".

When Cassandra hears that the school's purpose was to "cripple the meta-hero community", she believes Oracle is about to be assassinated and rushes to her base of operations.

She locates her father on a rooftop and engages in a one-on-one fight, eventually sending him over a ledge.

When he loses his grip, she tries to save him but fails; he falls to another part of the rooftop. Batman, who had followed her, accepts her into the family again and says he will adopt her and make her his daughter.

However, after Bruce Wayne's apparent death, Cassandra, apparently disillusioned, passes the cowl to her close friend, Stephanie Brown , then she leaves Gotham.

After Bruce Wayne returns , it is revealed that Cassandra's disillusionment was a ruse, and that she has willingly handed over her Batgirl mantle to Stephanie because she was acting under her mentor's orders in the event of his death or disappearance, and gone undercover, using Tim Drake as a regular contact.

He attempts to persuade Cassandra to return to Gotham now that things have returned to normal, but she refuses, saying that Stephanie needs the Batgirl role more than she does.

Just before departing, Tim gives Cassandra a copy of her old costume and tells her that if she chooses to stay and fight crime in Hong Kong, he hopes she will do it while wearing a Bat-symbol.

Cassandra takes Tim up on his offer, and joined up with Bruce's new group, now wearing a heavily modified costume that uses her original outfit as a base.

She now uses the name of Black Bat , and among other activities brings down a heroin-smuggling operation in Hong Kong. After a new supervillain named the Architect destroys three Gotham bridges with the help of explosives smuggled from Hong Kong, resulting in the deaths of dozens of civilians, Cassandra, feeling guilty over her failure to stop the explosives from leaving China, returns to Gotham and partners with Red Robin, Dick Grayson , and Damian Wayne the newest Robin to bring the Architect to justice.

Despite Damian's hostility toward her, Cassandra ultimately saves his life after pulling him out of the club mere seconds before it is destroyed by a bomb.

Once the Architect is defeated and captured, Cassandra decides to stay in Gotham rather than return to Hong Kong.

Cassandra later infiltrates a tournament for hired killers and rescues Red Robin, who had been captured and was about to be sexually assaulted by the half-sister of Ra's al Ghul.

After rescuing Tim, Cassandra apparently kills him with a katana , thus winning the tournament for herself. But in fact, she has merely faked Red Robin's death in order to allow him to escape.

The two then travel to Hong Kong in order to catch a year-old assassin known as the Cricket, but are easily defeated. Just as Cassandra and Tim fall into unconsciousness, the Cricket vows to face them again someday, and tells them that he hopes they will put up a better fight next time.

In what might be a variant timeline, Cassandra is a member of Barbara Gordon 's League of Batgirls, operating on the field under her leadership alongside fellow Batgirls Stephanie Brown and Tiffany Fox.

Her father, David Cain, is portrayed as a character named the "Orphan", who raises Cassandra alone and forces her not to speak but to "listen" to body movements and react accordingly with deadly precision.

She was intended to be a "gift" to the villain "Mother", to show her that child assassins can be manipulated through "the old ways" instead of through the use of drugs, but "Mother" rejected her and told Orphan never to do anything behind her back again.

Although she is used by Mother to kill Miranda Row, mother of Batman's new ally Harper Row , at the conclusion of the storyline, Harper forgives Cassandra for her role in her mother's death, while Cassandra's own father David sacrifices himself to kill Mother by trapping her in her disintegrating fortress, refusing to allow her to torture others in the future.

At the storyline's conclusion, Cassandra adopts her father's identity of Orphan to continue protecting others. As Orphan, Cassandra is later inducted into Batman and Batwoman 's "boot camp" for young Gotham vigilantes.

She tries to fight the team's battles alone and is known for sneaking into Stephanie Brown's and Harper Row's apartments in the middle of the night.

When Batman is attacked by the Colony, she tries to take them on by herself and is left injured and later sedated after leading the Colony into their base.

Like the rest of the Batman family, Cassandra has no superhuman powers. As a child, she received intensive training by her father, along with several other members of the League of Assassins, including Bronze Tiger , Merlyn the archer, and a series of instructors hired by her father, including Alpha.

She received supplementary instruction from Onyx. She is an amazing hand-to-hand combatant and is highly skilled in several martial arts, including Jeet Kune Do , [34] Muay Thai , [34] and Ninjutsu.

Cassandra's superiority in combat results not just from her excellent physical condition, but from her cognitive functions the result of her idiosyncratic upbringing that enables extraordinary feats of coordination as well as perceiving minute changes in an opponent's movements and body language.

In Batgirl 14 May , the writer, Kelley Puckett , places Cassandra in a position within the story in which her skills are analyzed by a group of government experts.

The creative team reveals to the reader that the character has no metagene. Yet her genetic status was felt to be incompatible with her recorded abilities.

One expert states, "Her individual moves are borderline human. It's her aggregate speed that's metahuman. Look—humans can throw a miles-per-hour fastball, smash concrete blocks with their heads, and run 4.

What they can't do is all of that at once. It's not so much physical as Too much to coordinate. Her upbringing using body language as her exclusive mode of communication also had the effect of enabling her to "read" minute changes in an opponent's expressions, breathing, muscles, joint position, and center of gravity which in turn allows her to see or "predict" an opponent's moves before they happen.

It is possible this ability is only partially the result of her upbringing and that there is a genetic predisposition to it, since Lady Shiva, Cassandra's mother, is the only other martial artist known in the DC universe to have this ability.

When a telepath "rewired" Cassandra's brain to allow her speech, this had the unintended consequence of blocking her ability to "predict" attacks, as though her ability to comprehend physical language was traded for her ability to speak and read.

Eventually, Lady Shiva helped her to regain this ability, but how this was done is never revealed. Cassandra also exhibits extraordinary resistance to pain.

On more than one occasion, she has been described as "being able to take a bullet wound and not even bat an eye," due to additional training received as a child.

As a side effect of her father's training, Cassandra's brain developed learning functions different from most. Having been brought up by Cain deliberately without speech, the communication centers of her brain learned body language instead of spoken or written language.

Thus, she originally had as much trouble learning spoken and written language as a normal individual would have in learning body language.

Although she was able to learn some very basic things "no", "yes", "me" the same way a normal person can learn to recognize smiles and frowns, it took a telepath "rewiring" her brain to teach her to speak and understand English.

Even then, she only spoke with extreme difficulty very falteringly, short sentences with long pauses, frequently using the wrong words, etc.

In Batgirl 67 October , Oracle performed a number of tests on Cassandra, determining the severity of the problem: "The language centers of your brain are all over both hemispheres.

Not centralized like with most people. When you try to read or write, your brain doesn't know how to keep it cohesive. In the Batgirl miniseries, the first issue delves into an explanation as to Cassandra's increased verbal and literary skills.

It is explained that during the year in which Batman, Nightwing, and Robin were abroad, Cassandra and Alfred took it upon themselves to help develop the skills that she lacked due to her less than conventional childhood.

By day, she took speech and ESL courses. The formal training aided her thought processes related to language and thus her verbalization improved rapidly.

Cassandra's costume as Batgirl is composed of black skin-tight leather. Her mask covers all of her head with the exception of the eyes, which are darkened, and symbolic stitches surround the mouth of the mask.

Cassandra wears a yellow-rimmed black logo rather than the yellow bat version of the logo worn by Barbara. The costume was first created and worn by the Huntress in the early stages of "No Man's Land".

Like the other members of the Bat-Clan, Cassandra's Batgirl also wears a yellow-pouched utility belt which contains grappling hooks, batarangs, mini-explosives, tracking devices, a hand-held computer, binoculars, PlastiCuffs , and smoke pellets.

However, Cassandra rarely uses any of these devices. The costume displays slight variations in Titans East. The cape shows a yellow lining and Cassandra wears a "capsule" utility belt rather than pouches.

This version of the costume apparently results from one artist's interpretation, as Cassandra's appearances elsewhere i.

Her costume as Black Bat incorporates her former Batgirl costume, with some modifications. She now wears a domino mask and exposes the rest of her face and head.

Her cape is now severely torn, looking ragged and almost smoke-like. Her hands are wrapped in bandages rather than her former scalloped bat-gloves.

The costume she currently wears as Orphan consists of a form-fitting longsleeved black top, gloves, and full head mask; occasionally she has worn a variant with an attached hood and no mask.

Her pants are looser and baggier in the thighs to allow greater flexibility with her acrobatics, and she wears knee-high black boots.

The entire costume has yellow accents, with small armor plates in strategic areas on the torso and arms, and includes a yellow utility belt.

Critical reception of Cassandra's villainous turn in the " One Year Later " storyline was mixed. Upon being asked if Cassandra's characterization was editorially mandated, writer Adam Beechen stated, "When I came to the book, I was told that the first arc would deal with presenting Cassandra as a major new enemy for Robin.

From there, I worked out the details of just how that would come about with our initial editor, Eddie Berganza , and then his successor, Peter Tomasi.

That was left for me to come up with and them to approve. And we did that. But as far as to why the editors and writers and whoever else made the decision decided that was a good direction, I honestly couldn't answer.

In interviews and press conferences, [42] Dan DiDio and others have stated that Cass will "be going back to basics", as in her early adventures before she was able to talk.

Later, Geoff Johns was quoted as saying, "We will be addressing in Teen Titans exactly what the deal is with her.

Is she a bad guy? According to Wizard Magazine , the storyline was "one of the most controversial changes to come out of DC's 'One Year Later' event", and "fans rose up in arms, organizing websites and letter-writing campaigns to protest the change.

In the alternate timeline portrayed in the " Titans Tomorrow " storyline in Teen Titans , Cassandra was mentioned as having been murdered by Duela Dent.

Years later, Tim Drake now the new Batman killed Duela in retaliation. In the timeline depicted in the sequel, "Titans Tomorrow A toddler version of Cassandra appears in several issues of Tiny Titans.

She is a friend of Barbara Gordon and Stephanie Brown. Cassandra makes a cameo appearance in issue 13 of the second Batman: The Brave and the Bold tie-in comic.

The issue focuses on the Phantom Stranger bringing together Robins from all time periods to help save Batman's life, because "Batman can always rely on Robin"; at the end of the comic, Stranger's sister Madame Xanadu remarks that had the Robins failed, "there is always Batgirl, too", revealing the four Batgirls Cassie, Barbara Gordon , Bette Kane , and Stephanie Brown.

Her friendship with Stephanie appears to have remained intact. After the end of World War II , she returns to her home country to help rebuild and make life better for the young girls there.

Most of the Batgirl ongoing series, as well as the miniseries, has been collected into trade paperbacks. From Wikipedia, the free encyclopedia. Fictional superhero.

Textless trade paperback cover of Batgirl: A Knight Alone. Art by Damion Scott. This article needs to be updated.

Please update this article to reflect recent events or newly available information. August DK Publishing. The Essential Batman Encyclopedia.

Del Rey. November 20, Archived from the original on November 22, Retrieved November 20, October 16, Archived from the original on March 5, Retrieved December 29, Tales from the Longbox.

February 24, Comic Book Resources. Retrieved July 23, DC Comics. Dc comics. In Dougall, Alastair ed.

The DC Comics Encyclopedia. London : Dorling Kindersley. IGN Comics. July 2, Wizard Magazine Retrieved November 14, Comics portal Speculative fiction portal.

Flamebird Oracle Huntress. Batman characters. Ace the Bat-Hound. James W. Barbara Gordon Joker. Batman Joker Catwoman. Bruce Wayne Rachel Dawes Joker.

Bruce Wayne. The Outsiders. Mike W. Barr Jim Aparo. Batcave Stagg Enterprises. Indexes: Unlike traditional SQL databases, Cassandra does not support global indexes, often making it prohibitive to look up or filter data by anything other than the primary or clustering keys.

Cassandra does support secondary indexes , but they are created locally on each node to preserve the scaleable writes of Cassandra.

This means that every node must be queried each time an index lookup is performed, often leading to unacceptable performance.

JOINs : Cassandra is not a relational database and does not support natively joining data from two different sources.

While there are tools available for performing joins in Cassandra, they rely on implementing client-side joins either through heavyweight clients or standalone proxies in front of Cassandra itself.

Another significant limitation for many application workflows is that you can only update data using its primary key. These and many other limitations make CQL a poor choice for workloads that require heavy analytical queries or data manipulation on fields beyond the primary and clustering keys.

Referential Integrity : There is no concept of referential integrity in Cassandra. Any constraints that you would typically model as a foreign key relationship in SQL are impossible in Cassandra without writing custom code to enforce them on the client side.

First, a quick note on the origins of our Cassandra data model. Their benchmarker comes equipped with a Cassandra time-series data model.

We adopted their model largely as is, as we found their reasoning sufficiently compelling and aligned with canonical approaches to time-series data in Cassandra.

Cassandra is a column family store. Data for a column family, which is roughly analogous to a table in relational databases, is stored as a set of unique keys.

Each of these keys maps to a set of columns which each contain the values for a particular data entry. In Cassandra, data is partitioned across nodes based on the column family key called the primary or partition key.

These clustering keys specify columns on which to sort the data for each row. We simulate a devops monitoring use case where 4, unique hosts report 10 CPU metrics every 10 seconds over the course of 3 days, resulting in a million row dataset.

This allows us to get around some of the query limitations of Cassandra discussed above, particularly the weak support for joins, indexes, and server side rollups.

By encoding the host, metric type, and day into the primary key, we can quickly and easily access the subset of data we need and execute any further filtering, aggregation, and grouping more performantly on the client side.

This is what we meant when we mentioned the wide row approach earlier. Each row contains multiple columns, which are themselves sets of key-value pairs.

The columns are clustered by their timestamp, guaranteeing that each row will point to a sequentially sorted set of columns.

The aggregations and rollups we do on the client side are very simple min, max, avg, groupby, etc. In other words, the client-side index works, but also takes a lot more work.

Unlike TimescaleDB, Cassandra does not work well with large batch inserts. In fact, batching as a performance optimization is explicitly discouraged due to bottlenecks on the coordinator node if the transaction hits many partitions.

Nonetheless, we found that a small amount of batching batches of actually did help significantly with insert throughput for our dataset, so we used a batch size of for our benchmarks.

To give Cassandra a fair shake against TimescaleDB, which allows for far larger batch sizes we use 10, for our benchmarks , we ramped up the number of concurrent workers writing to Cassandra.

While we used just 8 concurrent workers to maximize our write throughput on TimescaleDB, we used 1, concurrent workers spread across multiple client machines to max out our Cassandra throughput.

We tested worker counts from 1 up to 1, before settling on 1, as the optimal number of workers for maximizing write throughput.

Any number of workers above that caused unpredictable server side timeouts and negligible gains in other words, the tradeoff of latency for throughput became unacceptable.

To avoid client-side bottlenecks e. We attempted to get more throughput by spreading the client load across even more VMs, but we found no improvements beyond 2 boxes.

Since writes are sharded across nodes in Cassandra, its replication and consistency profile is a bit different than that of TimescaleDB.

TimescaleDB writes all data to a single primary node which then replicates that data to any connected replicas through streaming replication.

Instead, you define the replication factor for a given keyspace, which determines the number of nodes that will have a copy of each data item.

You can further control the consistency of each write transaction on the client side by specifying how many nodes the client waits for the data to be written to.

We decided on comparing a TimescaleDB cluster with 1 primary and 4 read replicas, synchronous replication, and a consistency level of ANY 1 against a 5 node Cassandra cluster with Replication Factor set to 2 and a consistency level of ONE.

In both cases, clients will wait on data to be copied to 1 replica. Eventually data will be copied to 2 nodes in the case of Cassandra, while data will be copied to all nodes in the case of TimescaleDB.

In theory, then, Cassandra should have an advantage in insert performance since writes will be sharded across multiple nodes.

On the read side, TimescaleDB should have a small advantage for very hot sets of keys given they may be more widely replicated , but the total read throughput of the two should be theoretically comparable.

Despite Cassandra having the theoretical advantage of sharded writes, TimescaleDB exhibits 5. That actually understates the performance difference.

Since TimescaleDB gets no write performance gains from adding extra nodes, we really only need a 3 node TimescaleDB cluster to achieve the same availability and write performance as our Cassandra cluster, making the real TimescaleDB performance multiplier closer to 7.

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Deathstroke approaches Cassandra and preys on her desire for a loving father as well as her feelings of abandonment.

Apparently, Deathstroke manages to inject Cassandra with drugs, from a distance, that warped her mind allowing for him to manipulate her to his liking.

Having gained control of his daughter, Deathstroke recruits her into Titans East , where she resumes the role and costume of Batgirl. As a member of Titans East, she has a rematch with the Ravager and a brief confrontation with Robin, after which Robin injects Cassandra with a counter-serum prepared in case Deathstroke regains control of his daughter , and she is apparently freed from Deathstroke's control and vows to kill Deathstroke to revenge herself.

However, some time later, when she is working with the Teen Titans, Miss Martian comments that she is more in control of herself now.

Batgirl attempts to kill Deathstroke, but is stopped and knocked unconscious by Nightwing, who demands that Deathstroke face the courts.

However, Deathstroke escapes from the Titans with the help of Inertia , and after the battle is over, Batgirl and Duela Dent both vanish without a word.

Cassandra retakes the Batgirl mantle to join the Outsiders at Batman's request. Batman also offers membership to Green Arrow, who is furious to learn that the former leader of the League of Assassins is on the team as well.

While on a mission, Green Arrow and Batgirl battle one another and end up gaining an unusual sort of respect for each other. The team as a whole begins to slowly accept Batgirl into their ranks after she frees all of them from the Chinese military.

After the loss of their leader in the " Batman R. Cassandra, believing that Batman brought her onto the team for just such a contingency, takes command of the group.

Together, they undertake a search for the Batman. She uses the Batcave's computer to locate them but is attacked by Nightwing, who claims she cannot be trusted.

Robin and Batman give her the benefit of the doubt. Due to her research, Cassandra learns that David Cain and Deathstroke started up a school training Cassandra's "sisters".

When Cassandra hears that the school's purpose was to "cripple the meta-hero community", she believes Oracle is about to be assassinated and rushes to her base of operations.

She locates her father on a rooftop and engages in a one-on-one fight, eventually sending him over a ledge. When he loses his grip, she tries to save him but fails; he falls to another part of the rooftop.

Batman, who had followed her, accepts her into the family again and says he will adopt her and make her his daughter.

However, after Bruce Wayne's apparent death, Cassandra, apparently disillusioned, passes the cowl to her close friend, Stephanie Brown , then she leaves Gotham.

After Bruce Wayne returns , it is revealed that Cassandra's disillusionment was a ruse, and that she has willingly handed over her Batgirl mantle to Stephanie because she was acting under her mentor's orders in the event of his death or disappearance, and gone undercover, using Tim Drake as a regular contact.

He attempts to persuade Cassandra to return to Gotham now that things have returned to normal, but she refuses, saying that Stephanie needs the Batgirl role more than she does.

Just before departing, Tim gives Cassandra a copy of her old costume and tells her that if she chooses to stay and fight crime in Hong Kong, he hopes she will do it while wearing a Bat-symbol.

Cassandra takes Tim up on his offer, and joined up with Bruce's new group, now wearing a heavily modified costume that uses her original outfit as a base.

She now uses the name of Black Bat , and among other activities brings down a heroin-smuggling operation in Hong Kong.

After a new supervillain named the Architect destroys three Gotham bridges with the help of explosives smuggled from Hong Kong, resulting in the deaths of dozens of civilians, Cassandra, feeling guilty over her failure to stop the explosives from leaving China, returns to Gotham and partners with Red Robin, Dick Grayson , and Damian Wayne the newest Robin to bring the Architect to justice.

Despite Damian's hostility toward her, Cassandra ultimately saves his life after pulling him out of the club mere seconds before it is destroyed by a bomb.

Once the Architect is defeated and captured, Cassandra decides to stay in Gotham rather than return to Hong Kong.

Cassandra later infiltrates a tournament for hired killers and rescues Red Robin, who had been captured and was about to be sexually assaulted by the half-sister of Ra's al Ghul.

After rescuing Tim, Cassandra apparently kills him with a katana , thus winning the tournament for herself. But in fact, she has merely faked Red Robin's death in order to allow him to escape.

The two then travel to Hong Kong in order to catch a year-old assassin known as the Cricket, but are easily defeated. Just as Cassandra and Tim fall into unconsciousness, the Cricket vows to face them again someday, and tells them that he hopes they will put up a better fight next time.

In what might be a variant timeline, Cassandra is a member of Barbara Gordon 's League of Batgirls, operating on the field under her leadership alongside fellow Batgirls Stephanie Brown and Tiffany Fox.

Her father, David Cain, is portrayed as a character named the "Orphan", who raises Cassandra alone and forces her not to speak but to "listen" to body movements and react accordingly with deadly precision.

She was intended to be a "gift" to the villain "Mother", to show her that child assassins can be manipulated through "the old ways" instead of through the use of drugs, but "Mother" rejected her and told Orphan never to do anything behind her back again.

Although she is used by Mother to kill Miranda Row, mother of Batman's new ally Harper Row , at the conclusion of the storyline, Harper forgives Cassandra for her role in her mother's death, while Cassandra's own father David sacrifices himself to kill Mother by trapping her in her disintegrating fortress, refusing to allow her to torture others in the future.

At the storyline's conclusion, Cassandra adopts her father's identity of Orphan to continue protecting others.

As Orphan, Cassandra is later inducted into Batman and Batwoman 's "boot camp" for young Gotham vigilantes. She tries to fight the team's battles alone and is known for sneaking into Stephanie Brown's and Harper Row's apartments in the middle of the night.

When Batman is attacked by the Colony, she tries to take them on by herself and is left injured and later sedated after leading the Colony into their base.

Like the rest of the Batman family, Cassandra has no superhuman powers. As a child, she received intensive training by her father, along with several other members of the League of Assassins, including Bronze Tiger , Merlyn the archer, and a series of instructors hired by her father, including Alpha.

She received supplementary instruction from Onyx. She is an amazing hand-to-hand combatant and is highly skilled in several martial arts, including Jeet Kune Do , [34] Muay Thai , [34] and Ninjutsu.

Cassandra's superiority in combat results not just from her excellent physical condition, but from her cognitive functions the result of her idiosyncratic upbringing that enables extraordinary feats of coordination as well as perceiving minute changes in an opponent's movements and body language.

In Batgirl 14 May , the writer, Kelley Puckett , places Cassandra in a position within the story in which her skills are analyzed by a group of government experts.

The creative team reveals to the reader that the character has no metagene. Yet her genetic status was felt to be incompatible with her recorded abilities.

One expert states, "Her individual moves are borderline human. It's her aggregate speed that's metahuman. Look—humans can throw a miles-per-hour fastball, smash concrete blocks with their heads, and run 4.

What they can't do is all of that at once. It's not so much physical as Too much to coordinate. Her upbringing using body language as her exclusive mode of communication also had the effect of enabling her to "read" minute changes in an opponent's expressions, breathing, muscles, joint position, and center of gravity which in turn allows her to see or "predict" an opponent's moves before they happen.

It is possible this ability is only partially the result of her upbringing and that there is a genetic predisposition to it, since Lady Shiva, Cassandra's mother, is the only other martial artist known in the DC universe to have this ability.

When a telepath "rewired" Cassandra's brain to allow her speech, this had the unintended consequence of blocking her ability to "predict" attacks, as though her ability to comprehend physical language was traded for her ability to speak and read.

Eventually, Lady Shiva helped her to regain this ability, but how this was done is never revealed. Cassandra also exhibits extraordinary resistance to pain.

On more than one occasion, she has been described as "being able to take a bullet wound and not even bat an eye," due to additional training received as a child.

As a side effect of her father's training, Cassandra's brain developed learning functions different from most. Having been brought up by Cain deliberately without speech, the communication centers of her brain learned body language instead of spoken or written language.

Thus, she originally had as much trouble learning spoken and written language as a normal individual would have in learning body language.

Although she was able to learn some very basic things "no", "yes", "me" the same way a normal person can learn to recognize smiles and frowns, it took a telepath "rewiring" her brain to teach her to speak and understand English.

Even then, she only spoke with extreme difficulty very falteringly, short sentences with long pauses, frequently using the wrong words, etc.

In Batgirl 67 October , Oracle performed a number of tests on Cassandra, determining the severity of the problem: "The language centers of your brain are all over both hemispheres.

Not centralized like with most people. When you try to read or write, your brain doesn't know how to keep it cohesive.

In the Batgirl miniseries, the first issue delves into an explanation as to Cassandra's increased verbal and literary skills. It is explained that during the year in which Batman, Nightwing, and Robin were abroad, Cassandra and Alfred took it upon themselves to help develop the skills that she lacked due to her less than conventional childhood.

By day, she took speech and ESL courses. The formal training aided her thought processes related to language and thus her verbalization improved rapidly.

Cassandra's costume as Batgirl is composed of black skin-tight leather. Her mask covers all of her head with the exception of the eyes, which are darkened, and symbolic stitches surround the mouth of the mask.

Cassandra wears a yellow-rimmed black logo rather than the yellow bat version of the logo worn by Barbara. The costume was first created and worn by the Huntress in the early stages of "No Man's Land".

Like the other members of the Bat-Clan, Cassandra's Batgirl also wears a yellow-pouched utility belt which contains grappling hooks, batarangs, mini-explosives, tracking devices, a hand-held computer, binoculars, PlastiCuffs , and smoke pellets.

However, Cassandra rarely uses any of these devices. The costume displays slight variations in Titans East.

The cape shows a yellow lining and Cassandra wears a "capsule" utility belt rather than pouches. This version of the costume apparently results from one artist's interpretation, as Cassandra's appearances elsewhere i.

Her costume as Black Bat incorporates her former Batgirl costume, with some modifications. She now wears a domino mask and exposes the rest of her face and head.

Her cape is now severely torn, looking ragged and almost smoke-like. Her hands are wrapped in bandages rather than her former scalloped bat-gloves.

The costume she currently wears as Orphan consists of a form-fitting longsleeved black top, gloves, and full head mask; occasionally she has worn a variant with an attached hood and no mask.

Her pants are looser and baggier in the thighs to allow greater flexibility with her acrobatics, and she wears knee-high black boots.

The entire costume has yellow accents, with small armor plates in strategic areas on the torso and arms, and includes a yellow utility belt.

Critical reception of Cassandra's villainous turn in the " One Year Later " storyline was mixed. Upon being asked if Cassandra's characterization was editorially mandated, writer Adam Beechen stated, "When I came to the book, I was told that the first arc would deal with presenting Cassandra as a major new enemy for Robin.

From there, I worked out the details of just how that would come about with our initial editor, Eddie Berganza , and then his successor, Peter Tomasi.

That was left for me to come up with and them to approve. And we did that. But as far as to why the editors and writers and whoever else made the decision decided that was a good direction, I honestly couldn't answer.

In interviews and press conferences, [42] Dan DiDio and others have stated that Cass will "be going back to basics", as in her early adventures before she was able to talk.

Later, Geoff Johns was quoted as saying, "We will be addressing in Teen Titans exactly what the deal is with her. Is she a bad guy? According to Wizard Magazine , the storyline was "one of the most controversial changes to come out of DC's 'One Year Later' event", and "fans rose up in arms, organizing websites and letter-writing campaigns to protest the change.

In the alternate timeline portrayed in the " Titans Tomorrow " storyline in Teen Titans , Cassandra was mentioned as having been murdered by Duela Dent.

Years later, Tim Drake now the new Batman killed Duela in retaliation. In the timeline depicted in the sequel, "Titans Tomorrow A toddler version of Cassandra appears in several issues of Tiny Titans.

She is a friend of Barbara Gordon and Stephanie Brown. Cassandra makes a cameo appearance in issue 13 of the second Batman: The Brave and the Bold tie-in comic.

The issue focuses on the Phantom Stranger bringing together Robins from all time periods to help save Batman's life, because "Batman can always rely on Robin"; at the end of the comic, Stranger's sister Madame Xanadu remarks that had the Robins failed, "there is always Batgirl, too", revealing the four Batgirls Cassie, Barbara Gordon , Bette Kane , and Stephanie Brown.

Her friendship with Stephanie appears to have remained intact. After the end of World War II , she returns to her home country to help rebuild and make life better for the young girls there.

Most of the Batgirl ongoing series, as well as the miniseries, has been collected into trade paperbacks. From Wikipedia, the free encyclopedia.

Fictional superhero. Textless trade paperback cover of Batgirl: A Knight Alone. Art by Damion Scott. This article needs to be updated.

Please update this article to reflect recent events or newly available information. August DK Publishing. The Essential Batman Encyclopedia.

Del Rey. November 20, Archived from the original on November 22, Retrieved November 20, October 16, Archived from the original on March 5, Retrieved December 29, Tales from the Longbox.

February 24, Comic Book Resources. Retrieved July 23, DC Comics. Dc comics. In Dougall, Alastair ed. The DC Comics Encyclopedia.

London : Dorling Kindersley. IGN Comics. July 2, Wizard Magazine Retrieved November 14, Comics portal Speculative fiction portal. Another significant limitation for many application workflows is that you can only update data using its primary key.

These and many other limitations make CQL a poor choice for workloads that require heavy analytical queries or data manipulation on fields beyond the primary and clustering keys.

Referential Integrity : There is no concept of referential integrity in Cassandra. Any constraints that you would typically model as a foreign key relationship in SQL are impossible in Cassandra without writing custom code to enforce them on the client side.

First, a quick note on the origins of our Cassandra data model. Their benchmarker comes equipped with a Cassandra time-series data model. We adopted their model largely as is, as we found their reasoning sufficiently compelling and aligned with canonical approaches to time-series data in Cassandra.

Cassandra is a column family store. Data for a column family, which is roughly analogous to a table in relational databases, is stored as a set of unique keys.

Each of these keys maps to a set of columns which each contain the values for a particular data entry. In Cassandra, data is partitioned across nodes based on the column family key called the primary or partition key.

These clustering keys specify columns on which to sort the data for each row. We simulate a devops monitoring use case where 4, unique hosts report 10 CPU metrics every 10 seconds over the course of 3 days, resulting in a million row dataset.

This allows us to get around some of the query limitations of Cassandra discussed above, particularly the weak support for joins, indexes, and server side rollups.

By encoding the host, metric type, and day into the primary key, we can quickly and easily access the subset of data we need and execute any further filtering, aggregation, and grouping more performantly on the client side.

This is what we meant when we mentioned the wide row approach earlier. Each row contains multiple columns, which are themselves sets of key-value pairs.

The columns are clustered by their timestamp, guaranteeing that each row will point to a sequentially sorted set of columns. The aggregations and rollups we do on the client side are very simple min, max, avg, groupby, etc.

In other words, the client-side index works, but also takes a lot more work. Unlike TimescaleDB, Cassandra does not work well with large batch inserts.

In fact, batching as a performance optimization is explicitly discouraged due to bottlenecks on the coordinator node if the transaction hits many partitions.

Nonetheless, we found that a small amount of batching batches of actually did help significantly with insert throughput for our dataset, so we used a batch size of for our benchmarks.

To give Cassandra a fair shake against TimescaleDB, which allows for far larger batch sizes we use 10, for our benchmarks , we ramped up the number of concurrent workers writing to Cassandra.

While we used just 8 concurrent workers to maximize our write throughput on TimescaleDB, we used 1, concurrent workers spread across multiple client machines to max out our Cassandra throughput.

We tested worker counts from 1 up to 1, before settling on 1, as the optimal number of workers for maximizing write throughput.

Any number of workers above that caused unpredictable server side timeouts and negligible gains in other words, the tradeoff of latency for throughput became unacceptable.

To avoid client-side bottlenecks e. We attempted to get more throughput by spreading the client load across even more VMs, but we found no improvements beyond 2 boxes.

Since writes are sharded across nodes in Cassandra, its replication and consistency profile is a bit different than that of TimescaleDB.

TimescaleDB writes all data to a single primary node which then replicates that data to any connected replicas through streaming replication.

Instead, you define the replication factor for a given keyspace, which determines the number of nodes that will have a copy of each data item.

You can further control the consistency of each write transaction on the client side by specifying how many nodes the client waits for the data to be written to.

We decided on comparing a TimescaleDB cluster with 1 primary and 4 read replicas, synchronous replication, and a consistency level of ANY 1 against a 5 node Cassandra cluster with Replication Factor set to 2 and a consistency level of ONE.

In both cases, clients will wait on data to be copied to 1 replica. Eventually data will be copied to 2 nodes in the case of Cassandra, while data will be copied to all nodes in the case of TimescaleDB.

In theory, then, Cassandra should have an advantage in insert performance since writes will be sharded across multiple nodes. On the read side, TimescaleDB should have a small advantage for very hot sets of keys given they may be more widely replicated , but the total read throughput of the two should be theoretically comparable.

Despite Cassandra having the theoretical advantage of sharded writes, TimescaleDB exhibits 5. That actually understates the performance difference.

Since TimescaleDB gets no write performance gains from adding extra nodes, we really only need a 3 node TimescaleDB cluster to achieve the same availability and write performance as our Cassandra cluster, making the real TimescaleDB performance multiplier closer to 7.

This assumes that Cassandra scales perfectly linearly, which turns out to not quite be the case in our experience. We increased our Cassandra cluster to 10 then 30 nodes while keeping TimescaleDB at a cool 5 nodes:.

Cassandra is admittedly less celebrated than SQL databases for its strength with analytical queries, but we felt it was worth diving into a few types of queries that come up frequently with time-series datasets.

For all queries, we used 4 concurrent clients per node per query. We measured both the mean query times and the total read throughput in queries per second.

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