Exercise: Using a Hidden Markov Model
Description:
In this exercise, we use a hidden Markov model (HMM) as a model of word
generation from part-of-speech sequences. We will:
- Train an HMM on a sample of English-like text
- Inspect the resulting model
- Generate sentences at random from the model
- Create test sentences and find the most likely hidden state sequence
Credits: The HMM
package we are using in this exercise was written by Tapas Kanungo, and this
exercise, the accompanying scripts, etc. were written by by Philip Resnik. Note that
the version of the HMM package included with this exercise (see
"Getting the Code", below) includes only Solaris
executables, not the
complete HMM source code.
Prerequisites: This exercise assumes basic
familiarity with typical Unix commands, and the ability to create text
files (e.g. using a text editor such as vi or
emacs). No programming is required.
Notational Convention: The symbols <== will be used to
identify a comment from the instructor, on lines where you're typing
something in. So, for example, in
% cp file1.txt file2.txt <== The "cp" is short for "copy"
what you're supposed to type at the prompt (identified by the percent
sign, here) is
cp file1.txt file2.txt
followed by a carriage return.
Getting Logged In and Getting the Code
- For this lab, you will use a Solaris machine.
% mkdir hmm <== Create a subdirectory called "hmm"
% cd hmm <== Go into that directory
% ftp umiacs.umd.edu <== Invoke the "ftp" program
Name (yourname): anonymous <== Type "anonymous" (without quotes)
Password: name@address <== Type your e-mail address
ftp> cd pub/resnik/723 <== Go to directory pub/resnik/723
ftp> binary <== Tell ftp to use binary transfer mode
ftp> get hmm.tar <== Download the file containing the code
ftp> bye <== Exit from ftp
% tar xvf hmm.tar <== Extract code from the file
% rm hmm.tar <== Delete the file (to conserve space)
% chmod u+x *.pl <== Make perl programs executable
If you cannot run the Perl scripts (the files that have a .pl suffix), you probably have Perl installed at a different path than we do. You can fix this by using pickperl script. First find out the path for Perl that you are using, and then run pickperl as follows:
% pickperl /usr/imports/bin/perl /your/perl/path/perl <== get correct perl
- Now go into directory example0:
% cd example0
- Run link to make the HMM programs available for
running in this directory:
% link
Creating the Training Data
- Look at file example0.train, which contains a very small corpus generated
using a very simple English-like grammar.
% more example0.train
Alternatively, open the file in an editor. What parts of speech would
you say are represented in this file? Write down a list of parts of
speech and the words you think belong to each one. Notice that the
same word can appear in multiple parts of speech. Include your answer
in your report.
- Turn example0.train into training input for the HMM code, by
running the create_key.pl program. This reads in the
training file and converts each unique word into a unique number,
since the HMM program uses numbers rather than symbols. For example,
"the tall man saw the short man" might be translated into the sequence
"1 2 3 4 1 5 3".
% create_key.pl example0.key < example0.train > example0.seq
Feel free to look at file example0.key, which now contains the mapping
from words to their corresponding numbers, and at file example0.seq,
which now contains the training input represented as numbers rather
than words. The "T=" value at the top of example0.seq tells you how
many symbols there are in the training sequence. (In this case the
number should be 590.)
Training the HMM
- To train the model we will use the esthmm program.
This program needs to know the number of symbols in the alphabet of
the HMM (that is, symbols that can be emitted); you can obtain this by
typing
% wc -l example0.key
In this case the number of symbols is 13. The number of states is
something you can choose. Recall that for a HMM-based part-of-speech
model like this one, each state corresponds to a part of speech
(i.e. a syntactic category like noun, verb, etc.), so the number of
states to choose corresponds to the number of parts of speech you
believe are represented in the corpus. In this case, let's use 6
states. We run the esthmm program as follows:
% esthmm 6 13 example0.seq > example0.hmm
This creates file example0.hmm, which contains the trained model.
Depending on the computer you're running this on, this might take
a minute.
- If you'd like, look at file example0.hmm -- it's not the easiest
thing in the world to read, but you can see how the model is
represented there. At the top are specified the number of states and
the number of symbols (M=13 symbols, N=6 states). Then you have the
complete A matrix, i.e. the 6-by-6 transition probability matrix.
Next you have the 6-by-13 emission probability matrix, B. Finally you
have the pi vector, giving initial probabilities for the 6 states.
Inspecting the Model
- To view the model you've just created a bit more readably,
keeping only the most useful information, run the
viewhmm.pl program. This shows the state-to-state
transition probabilities when they are above a certain threshold
probability, since very low transition probabilities probably don't
tell you much about the structure of the model. Similarly, for the
emission probabilities, it shows only the symbols emitted with a
sufficiently high probability. (And it shows them as words, not
numbers, for easier readability.) Run viewhmm.pl as
follows:
% viewhmm.pl example0.hmm example0.key 0.01 0.01
Chances are it scrolls by too fast, you you may want to do this
instead:
% viewhmm.pl example0.hmm example0.key 0.01 0.01 | more
Or, you might want to save the output to a file:
% viewhmm.pl example0.hmm example0.key 0.01 0.01 > example0.view
- Based on what you see when you run viewhmm.pl,
draw, on paper, a transition diagram for this HMM. That is, write
each state as a node labeled by the state number, and write
probabilities on the arcs from state to state. Include the transition
diagram in your report.
- Now, based on what you see when you run
viewhmm.pl, label each state in your transition
diagram with a part of speech. How good a match is there between your
intuitions, earlier, and the way the model has automatically decided
which are the high-probability symbols for each state? If there are
mismatches, are they linguistically interesting? Include all your answers
in your report.
Generating Sentences at Random from the Model
- Using your transition diagram and the output of
viewhmm.pl, start at the the most likely start state,
and write down the most likely symbol to be emitted there. (Break
ties at random.) Then follow the most likely arc to the next state,
and write down the most likely symbol to be emitted there.
Continue in this fashion until you emit a punctuation mark, or until
you get bored. Include the sentence you generate in your report.
- Now we'll have the computer do this same process. Since it
doesn't ever get bored, we'll have to tell it how many symbols to emit
before it stops -- say, 100. To do this, run the
genseq program:
% genseq example0.hmm 100
Notice that the output isn't very readable, since the program
generates symbols as numbers. We can take that output, though, and
run it through the ints2words.pl program to replace
the numbers with the corresponding words:
% genseq example0.hmm 100 | ints2words.pl example0.key
Finding the Hidden State Sequence for a Test Sentence
- Let's create a sentence to use as input to the model. First,
create a file example0.test.words containing the word
sequence that you got when you ran through the model state by state by
hand, above. You can do this using an editor, or you can do it by
typing
% cat > example0.test.words
then typing the sentence in, hitting return, and then typing
control-D. Don't forget to make sure everything is lowercase, and make
sure the punctuation mark is a separate word, not attached to the last
word of the sentence.
- Turn the file you've just created into the right format for the
HMM programs, by running words2seq.pl program as follows:
% words2seq.pl example0.key < example0.test.words > example0.test
If you're interested, take a look at file example0.test to see
what the input sequence looks like.
- Find the sequence of hidden states most likely to have generated
the symbol sequence in example0.test, by using the
testvit program:
% testvit example0.hmm example0.test
The program reports the probability of the symbol sequence, given the
most likely sequence of states, and it also reports the optimal state
sequence.
- Take that optimal state sequence, and replace each state number
with the part-of-speech label you assigned to that state.
- Congratulations! You've just done some HMM-based part-of-speech
tagging. Does the sequence of parts of speech correspond to what you
expected? Include your answer, the sentence, the optimal state
sequence, and corresponding part of speech tag sequence in your
report.
Time for Fun
Now that you've gone through this exercise, here are some suggestions
for further exploration:
- Try getting the state sequence (part-of-speech tags) for some
more sentences -- you can look at example0.key to see what words
you're allowed to use. To speed things up, you can skip the step of
creating example0.test.words by executing:
% cat | words2seq.pl example0.key > example0.testA
Typing your sentence in, hitting return, and then typing control-D to
end and create file example0.testA. (You can use suffixes testA,
testB, etc. for new sentences.) As before, don't forget to make sure
everything is lowercase, and make sure punctuation are separated from
other words by spaces. Once you've created example0.testA, run the
testvit program on that file, as described above.
- Go back to "Training the HMM", but this time increase the number
of states to 7 or 8 or 9. Go through the rest of the exercise of
labeling the resulting states with part-of-speech tags. Include your
answers to following questions in your report: What does the model do
when it has more states to play with, for this training set? What do
you think are some possible consequences of having more states, in
terms of the model's ability to tag accurately, and in terms of the
linguistic facts the model captures?
- Go back to "Training the HMM", but this time decrease the number
of states to, say, 3 or 4. Same questions as in the previous
paragraph: what are the consequences? Include your answers in your report.
- Let's look at some more interesting data, using a more
interesting English-like language. Go into the
example1 directory:
% cd ../example1
Now do the following:
- Run the link program as described earlier. This
time, though, you won't do the "Creating the Training Data"
or "Training the HMM" steps, because the training would take too long.
(Could be a few hours, depending on the machine.) Instead, go
straight to "Inspecting the Model". Notice that this is a bigger HMM
with a richer language: there are 36 symbols in the vocabulary, and
the HMM has 12 states.
- Do some of the same steps as we did for example0, particularly
assigning a part-of-speech label by hand to each state, and generating
some text at random using the genseq.pl program.
- Look at the file example1.train, and see if you can come up
with a context-free grammar that generates this language, or
something close to it. (If you want to cheat, look at file
gen.lisp in your hmm directory.)
- Looking at the random text you generated using the
genseq.pl program, do you see some sentences
that could not have been generated by the context-free grammar?
Why do those sentences get generated by the HMM but not the CFG?
Include your answer in your report.
Congratulations, you are done with this exercise.


Financing
Financing needs
Own Resources
Purchase costs
Liquid assets
Price of land
Credit balances from the building society savings
Purchase price
Own manpower in construction
Reconstruction costs
Additional purchase charges (tax, solicitor)
Loans
#
Amount
Interest Rate
Repayment Rate
Years of fixed interest rate
1 %
2 %
3 %
4 %
5 %
6 %
7 %
8 %
9 %
10 %
5 years
10 years
15 years
20 years
Save


|
CANopen FD Master Library
Making your systems precise, reliable and high-quality - 5.10.01
|
Modules | |
| SDO error codes | |
Macros | |
| #define | COM_SDO_CLIENT_MAX ((uint8_t) 2) |
| #define COM_SDO_CLIENT_MAX ((uint8_t) 2) |
The symbol defines the number of SDO clients that are supported.
| enum ComErr_e |
Error Codes of CANopen Master protocol stack.
All error codes of the CANopen Master protocol stack have the prefix eCOM_ERR_. Error return values are always negative, so it is quite simple to check in general if a functions fails.
Example:
| enum ComLssInqSrv_e |
| enum ComLssMode_e |
This enumeration defines the allowed modes for the LSS switch mode global command.
| Enumerator | |
|---|---|
| eCOM_LSS_MODE_WAITING | switch LSS state machine to LSS waiting mode |
| eCOM_LSS_MODE_CONFIGURATION | switch LSS state machine to LSS configuration mode |
| enum ComLssProt_e |
CANopen Master LSS protocol
| enum ComLssStat_e |
| enum ComMode_e |
NMT startup mode.
The enumeration defines the values for starting the CANopen Master with the function ComMgrInit(). The CANopen NMT configuration is reflected by object 1F80h (least significant 8 bits).
| enum ComNet_e |
| enum ComNmtState_e |
NMT state codes.
The enumeration defines the values for setting the NMT state of a CANopen device via ComNmtSetNodeState() as well as for requesting the device state via ComNmtGetNodeState(). The values in this enumeration are not equal to the NMT command specifiers.
| enum ComSdoConfig_e |
SDO client configuration.
The enumeration defines configuration values for the SDO client behaviour, which is set via the function ComSdoSetConfiguration().
| enum ComSdoMarker_e |
SDO transfer marker.
The enumeration defines values for the marker field inside the CANopen object structure CoObject_s. The marker field can be evaluated inside the ComSdoEventObjectReady() function.
| Enumerator | |
|---|---|
| eCOM_SDO_MARKER_USER_END | Last possible value for user-defined marker |
| eCOM_SDO_MARKER_NODE_GET_INFO | Marker for ComNodeGetInfo() function call |
| eCOM_SDO_MARKER_NODE_SET_HEARTBEAT | Marker for ComNodeSetHbProdTime() function call |
| eCOM_SDO_MARKER_NODE_STORE | Marker for ComNodeStore() function call |
| eCOM_SDO_MARKER_NODE_RESTORE | Marker for ComNodeRestore() function call |
| eCOM_SDO_MARKER_SRDO_GET_CONFIG | Marker for ComSafetyGetConfiguration() function call |
| eCOM_SDO_MARKER_SRDO_GET_SIGNATURE | Marker for ComSafetyGetSignature() function call |
| eCOM_SDO_MARKER_SRDO_SET_CONFIG | Marker for ComSafetySetConfiguration() function call |
| eCOM_SDO_MARKER_SRDO_SET_SIGNATURE | Marker for ComSafetySetSignature() function call |
| eCOM_SDO_MARKER_SRDO_SET_VALID | Marker for ComSafetySetConfigurationValid() function call |
| enum ComSdoStat_e |
SDO transfer status.
The enumeration defines the status of a SDO client connection. It can be requested with the ComSdoGetStatus() function.
| enum ComVersion_e |
Get library information.
The enumeration defines values for function ComMgrGetVersionString().
| Enumerator | |
|---|---|
| eCOM_VERSION_STACK | Get information about the stack version |
| eCOM_VERSION_COMPILER | Get information about the used compiler |
| eCOM_VERSION_SYSTEM | Get information about the operating system |
| enum CpBitrate_e |
Fixed bit-rates.
The values of the enumeration CpBitrate_e are used as parameter for the function CpCoreBitrate().
| enum CpChannel_e |
Channel definition.
The physical CAN interfaces are numbered from 1 .. N (N: total number of physical CAN interfaces on the target system). The enumeration CpChannel_e lists up to 8 physical interfaces. The enumeration value eCP_CHANNEL_NONE denotes an invalid channel value.
| enum CpErrType_e |
Error type.
These values are used as return value for the function CpCoreCanState().
| enum CpState_e |
State of CAN controller.
These values are used as return value for the function CpCoreCanState().
| enum PdoDir_e |
| enum PdoType_e |
PDO transmission types.
The common used PDO transmission types are defined in this enumeration.
| enum PgnDir_e |


<<<
<
Today
>
>>>
Monday
Tuesday
Wednesday
Today
Friday
Saturday
Sunday
Discouraging
Netflix
Youtube
Gaming


|
Asylo
|
A name shared between trusted and untrusted code. More...
#include <shared_name.h>
Classes | |
| struct | Eq |
| struct | Hash |
Public Member Functions | |
| SharedName ()=default | |
| Constructs an invalid, null SharedName. More... | |
| SharedName (SharedNameKind kind, const std::string &name) | |
| Constructs a SharedName. More... | |
| SharedNameKind | kind () const |
| The SharedName's kind of resource name domain. More... | |
| const std::string & | name () const |
| The SharedName's name within its kind. More... | |
Static Public Member Functions | |
| static SharedName | Address (const std::string &name) |
| Constructs a SharedName with kind kAddressName. More... | |
| static SharedName | MemBlock (const std::string &name) |
| Constructs a SharedName with kind kMemBlockName. More... | |
| static SharedName | Socket (const std::string &name) |
| Constructs a SharedName with kind kSocketName. More... | |
| static SharedName | Timer (const std::string &name) |
| Constructs a SharedName with kind kTimerName. More... | |
A name shared between trusted and untrusted code.
A tagged string class representing a name shared between trusted and untrusted code.
|
default |
Constructs an invalid, null SharedName.
|
inline |
Constructs a SharedName.
| kind | The kind of the name's resource domain |
| name | The SharedName's name that should be unique within its kind. |
|
inlinestatic |
Constructs a SharedName with kind kAddressName.
|
inline |
The SharedName's kind of resource name domain.
|
inlinestatic |
Constructs a SharedName with kind kMemBlockName.
|
inline |
The SharedName's name within its kind.
|
inlinestatic |
Constructs a SharedName with kind kSocketName.
|
inlinestatic |
Constructs a SharedName with kind kTimerName.


Our team participates at international robotics competitions.
The 4-th place at Humanoid Adult size Soccer
RoboCup 2017 @Nagoya, Japan
Nagoya, Japan, from July 27 to July 31, 2017
Lorem ipsum dolor sit amet, consectetur adipiscing elit.
An example of linking directly to an external project website using external_link
.
미지의 세계: 한국의 뉴미디어 아트 실험
MASS Cafe 展


|
Unity Overlay Toolkit
|
This is an attribute that can be put on methods of NetworkBehaviour classes to allow them to be invoked on clients from a server. Unlike the ClientRpc attribute, these functions are invoked on one individual target client, not all of the ready clients. More...
Public Attributes | |
| int | channel = Channels.DefaultReliable |
| The channel ID which this RPC transmission will use. More... | |
This is an attribute that can be put on methods of NetworkBehaviour classes to allow them to be invoked on clients from a server. Unlike the ClientRpc attribute, these functions are invoked on one individual target client, not all of the ready clients.
[TargetRpc] functions are called by user code on the server, and then invoked on the corresponding client object on the client of the specified NetworkConnection. The arguments to the RPC call are serialized across the network, so that the client function is invoked with the same values as the function on the server. These functions must begin with the prefix "Target" and cannot be static.
The first argument to an TargetRpc function must be a NetworkConnection object.
using UnityEngine; using UnityEngine.Networking;
public class Example : NetworkBehaviour { [TargetRpc] public void TargetDoMagic(NetworkConnection target, int extra) { Debug.Log("Magic = " + (123 + extra)); }
[Command] void CmdTest() { TargetDoMagic(connectionToClient, 55); } }
The allowed argument types are;
| int UnityEngine.Networking.TargetRpcAttribute.channel = Channels.DefaultReliable |
The channel ID which this RPC transmission will use.


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keyboard_arrow_right After unzip the Theme files you can see eagle/pages/extra-page/blank.html
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keyboard_arrow_right By using blank.html
you are free to modify depending on the customization you require. If you would like to add/edit UI elements, Widget, Data Tables or charts.
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<meta charset="utf-8">
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whatshot
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settings

Sidebar Skins

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Red

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Layout Settings

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keyboard_arrow_right After unzip the Theme files you can see eagle/assets/css
folder. That css folder contains color,lib,pre-load.css & style.css
keyboard_arrow_right I am using one main CSS file name is style.css in this theme which you are free to modify depending on the customization you require. If you would like to edit a specific section of the site, simply find the appropriate label in the CSS file, and then scroll down until you find the appropriate style that needs to be edited.
@import url(materialize.css);
@import url(https://fonts.googleapis.com/css?family=Roboto:300,400,500,700&subset=cyrillic-ext,latin-ext);
@import url(https://fonts.googleapis.com/icon?family=Material+Icons);
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font-family: 'Roboto', sans-serif;
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This is code structure for card.

Static Control

Card Description Here..

fullscreen

expand_more

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Before Change
// your project is installed. For an analysis of "install_requires" vs pip"s
// requirements files see:
// https://packaging.python.org/en/latest/requirements.html
install_requires=["wrapt", "tinydb", "jinja2", "docopt", "GitPython", "Flask",
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entry_points={
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After Change
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| SPARK-8831 | Support AbstractDataType in TypeCollection | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8784 | Add python API for hex/unhex | Major | SQL | Davies Liu | Davies Liu |
| SPARK-8072 | Better AnalysisException for writing DataFrame with identically named columns | Blocker | SQL | Reynold Xin | Animesh Baranawal |
| SPARK-8864 | Date/time function and data type design | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8685 | dataframe left joins are not working as expected in pyspark | Major | PySpark, SQL | axel dahl | Davies Liu |
| SPARK-8878 | Improve unit test coverage for bitwise expressions | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8886 | Python style usually don't add space before/after the = in named parameters | Trivial | Documentation | Tijo Thomas | Tijo Thomas |
| SPARK-8753 | Create an IntervalType data type | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-8888 | Replace the hash map in DynamicPartitionWriterContainer.outputWriterForRow with java.util.HashMap | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-7785 | Add pretty printing to pyspark.mllib.linalg.Matrices | Minor | MLlib, PySpark | Manoj Kumar | Manoj Kumar |
| SPARK-8700 | Disable feature scaling in Logistic Regression | Major | ML | DB Tsai | DB Tsai |
| SPARK-6776 | Implement backwards-compatibility rules in Catalyst converters (which convert Parquet record to rows) | Major | SQL | Cheng Lian | Cheng Lian |
| SPARK-8932 | Support copy in UnsafeRow as long as ObjectPool is not used | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-8926 | Good errors for invalid input to ExpectsInput expressions | Critical | SQL | Michael Armbrust | Michael Armbrust |
| SPARK-8773 | Throw type mismatch in check analysis for expressions with expected input types defined | Major | SQL | Reynold Xin | Michael Armbrust |
| SPARK-8942 | use double not decimal when cast double and float to timestamp | Minor | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-8934 | cast from double/float to timestamp should not go through decimal | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-6266 | PySpark SparseVector missing doc for size, indices, values | Minor | Documentation, MLlib, PySpark | Joseph K. Bradley | Kai Sasaki |
| SPARK-8830 | levenshtein directly on top of UTF8String | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8938 | Implement toString for Interval data type | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-8703 | Add CountVectorizer as a ml transformer to convert document to words count vector | Major | ML | yuhao yang | yuhao yang |
| SPARK-8247 | string function: instr | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8249 | string function: locate | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8252 | string function: lpad | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8254 | string function: printf | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8257 | string function: repeat | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8258 | string function: reverse | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8259 | string function: rpad | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8261 | string function: space | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8262 | string function: split | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8253 | string function: ltrim | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8260 | string function: rtrim | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8267 | string function: trim | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-2017 | web ui stage page becomes unresponsive when the number of tasks is large | Major | Web UI | Reynold Xin | Andrew Or |
| SPARK-8389 | Expose KafkaRDDs offsetRange in Python | Critical | Streaming | Tathagata Das | Saisai Shao |
| SPARK-7977 | Disallow println | Major | Project Infra | Reynold Xin | Jon Alter |
| SPARK-8013 | Get JDBC server working with Scala 2.11 | Critical | SQL | Patrick Wendell | Iulian Dragos |
| SPARK-8923 | Add @since tags to mllib.fpm | Minor | Documentation, MLlib | Xiangrui Meng | Rahul Palamuttam |
| SPARK-7078 | Cache-aware binary processing in-memory sort | Major | Shuffle | Reynold Xin | Josh Rosen |
| SPARK-7079 | Cache-aware external sort | Major | Shuffle, Spark Core | Reynold Xin | Josh Rosen |
| SPARK-8203 | conditional functions: greatest | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8204 | conditional function: least | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8944 | Support casting between IntervalType and StringType | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-8743 | Deregister Codahale metrics for streaming when StreamingContext is closed | Major | Streaming | Tathagata Das | Neelesh Srinivas Salian |
| SPARK-8907 | Speed up path construction in DynamicPartitionWriterContainer.outputWriterForRow | Major | SQL | Reynold Xin | Cheng Lian |
| SPARK-6261 | Python MLlib API missing items: Feature | Major | MLlib, PySpark | Joseph K. Bradley | Joseph K. Bradley |
| SPARK-9027 | Generalize predicate pushdown into the metastore | Major | SQL | Michael Armbrust | Michael Armbrust |
| SPARK-8962 | Disallow Class.forName | Major | Project Infra | Josh Rosen | Josh Rosen |
| SPARK-8969 | move type-check from BinaryArithmetic and BinaryComparison to BinaryOperator | Trivial | SQL | Wenchen Fan | Reynold Xin |
| SPARK-8808 | Fix assignments in SparkR | Major | SparkR | Yu Ishikawa | Sun Rui |
| SPARK-8993 | More comprehensive type checking in expressions | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8206 | math function: round | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-8279 | udf_round_3 test fails | Blocker | SQL | Reynold Xin | Yijie Shen |
| SPARK-9020 | Support mutable state in code gen expressions | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-8221 | math function: pmod | Major | SQL | Reynold Xin | zhichao-li |
| SPARK-9071 | MonotonicallyIncreasingID and SparkPartitionID should be marked as nondeterministic | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9086 | Remove BinaryNode from TreeNode | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-6602 | Replace direct use of Akka with Spark RPC interface | Critical | Spark Core | Reynold Xin | Shixiong Zhu |
| SPARK-9018 | Implement a generic Stopwatch utility for ML algorithms | Major | ML, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-9060 | Revert SPARK-8359, SPARK-8800, and SPARK-8677 | Major | SQL | Yin Huai | Yin Huai |
| SPARK-8245 | string function: format_number | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-9068 | refactor the implicit type cast code | Minor | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9061 | Fix and re-enable ignored tests in ExpressionTypeCheckingSuite | Blocker | SQL | Reynold Xin | Wenchen Fan |
| SPARK-8857 | Make sure accumulator updates don't involve thread-local lookups | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-8859 | Report accumulator updates via heartbeats (internal accumulator only) | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-9102 | Improve project collapse with nondeterministic expressions | Major | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9093 | Fix single-quotes strings in SparkR | Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-8209 | math function: conv | Major | SQL | Reynold Xin | zhichao-li |
| SPARK-8945 | Add and Subtract expression should support IntervalType | Major | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-9080 | IsNaN expression | Critical | SQL | Reynold Xin | Yijie Shen |
| SPARK-9079 | Design NaN semantics | Major | SQL | Reynold Xin | Michael Armbrust |
| SPARK-8281 | udf_asin and udf_acos test failure | Blocker | SQL | Reynold Xin | Yijie Shen |
| SPARK-8280 | udf7 failed due to null vs nan semantics | Blocker | SQL | Reynold Xin | Yijie Shen |
| SPARK-5288 | Stabilize Spark SQL data type API followup | Major | SQL | Yin Huai | Reynold Xin |
| SPARK-5295 | Stabilize data types | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-4867 | UDF clean up | Blocker | SQL | Michael Armbrust | Reynold Xin |
| SPARK-9169 | Improve unit test coverage for null expressions | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9167 | use UTC Calendar in stringToDate |
Major | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9171 | add and improve tests for nondeterministic expressions | Trivial | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9151 | Implement code generation for Abs | Major | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-9055 | WidenTypes should also support Intersect and Except in addition to Union | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-8240 | string function: concat | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9150 | Create CodegenFallback and Unevaluable trait | Critical | SQL | Reynold Xin | Reynold Xin |
| SPARK-8199 | date/time function: date_format | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8184 | date/time function: weekofyear | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8183 | date/time function: second | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8182 | date/time function: minute | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8181 | date/time function: hour | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8180 | date/time function: day / dayofmonth | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8179 | date/time function: month | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8177 | date/time function: year | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8178 | date/time function: quarter | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8638 | Window Function Performance Improvements | Major | SQL | Herman van Hovell | Herman van Hovell |
| SPARK-9166 | Hide JVM stack trace for IllegalArgumentException in Python | Major | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-8241 | string function: concat_ws | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9172 | DecimalPrecision should also support Intersect and Except in addition to Union | Major | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-9048 | UnsafeSqlSerializer | Major | SQL | Reynold Xin | Josh Rosen |
| SPARK-9049 | UnsafeExchange operator | Major | SQL | Reynold Xin | Josh Rosen |
| SPARK-9153 | Implement code generation for StringLPad and StringRPad | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9177 | Reuse Calendar instance in WeekOfYear | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9186 | make deterministic describing the tree rather than the expression | Major | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-6910 | Support for pushing predicates down to metastore for partition pruning | Critical | SQL | Michael Armbrust | Cheolsoo Park |
| SPARK-9155 | Implement code generation for StringSpace | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9159 | Implement code generation for Ascii, Base64, and UnBase64 | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9160 | Implement code generation for Encode and Decode | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8125 | Accelerate ParquetRelation2 metadata discovery | Blocker | SQL | Cheng Lian | Cheng Lian |
| SPARK-9156 | Implement code generation for StringSplit | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9164 | Implement code generation for Hex and Unhex | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9052 | Fix comments after curly braces | Major | SparkR | Shivaram Venkataraman | Yu Ishikawa |
| SPARK-9132 | Implement code gen for Conv | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8797 | Sorting float/double column containing NaNs can lead to "Comparison method violates its general contract!" errors | Critical | SQL | Josh Rosen | Josh Rosen |
| SPARK-9146 | NaN should be greater than all other values | Critical | SQL | Reynold Xin | Josh Rosen |
| SPARK-9145 | Equality test on NaN = NaN should return true | Critical | SQL | Reynold Xin | Josh Rosen |
| SPARK-9147 | UnsafeRow should canonicalize NaN values | Major | SQL | Reynold Xin | Josh Rosen |
| SPARK-9157 | Implement code generation for Substring | Critical | SQL | Reynold Xin | Tarek Auel |
| SPARK-9161 | Implement code generation for FormatNumber | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-8255 | string function: regexp_extract | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8256 | string function: regexp_replace | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8230 | complex function: size | Major | SQL | Reynold Xin | Pedro Rodriguez |
| SPARK-9173 | UnionPushDown should also support Intersect and Except in addition to Union | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-9081 | fillna/dropna should also fill/drop NaN values in addition to null values | Blocker | SQL | Reynold Xin | Yijie Shen |
| SPARK-9168 | Add nanvl expression | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-8915 | Add @since tags to mllib.classification | Minor | Documentation, MLlib | Xiangrui Meng | Patrick Baier |
| SPARK-4598 | Paginate stage page to avoid OOM with > 100,000 tasks | Major | Web UI | meiyoula | Shixiong Zhu |
| SPARK-5989 | Model import/export for LDAModel | Major | MLlib | Joseph K. Bradley | Manoj Kumar |
| SPARK-9154 | Implement code generation for StringFormat | Major | SQL | Reynold Xin | Tarek Auel |
| SPARK-9121 | Get rid of the warnings about no visible global function definition in SparkR |
Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-4233 | Simplify the Aggregation Function implementation | Major | SQL | Cheng Hao | Cheng Hao |
| SPARK-4367 | Partial aggregation support the DISTINCT aggregation | Major | SQL | Cheng Hao | Yin Huai |
| SPARK-3947 | Support Scala/Java UDAF | Major | SQL | Pei-Lun Lee | Yin Huai |
| SPARK-3056 | Sort-based Aggregation | Major | SQL | Cheng Hao | Yin Huai |
| SPARK-9082 | Filter using non-deterministic expressions should not be pushed down | Major | SQL | Yin Huai | Wenchen Fan |
| SPARK-9165 | Implement code generation for CreateArray, CreateStruct, and CreateNamedStruct | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-8975 | Implement a mechanism to send a new rate from the driver to the block generator | Major | Streaming | Iulian Dragos | Iulian Dragos |
| SPARK-9223 | Support model save/load in Python's LDA | Minor | MLlib, PySpark | Manoj Kumar | Manoj Kumar |
| SPARK-8935 | Implement code generation for all casts | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-9212 | update Netty version to "4.0.29.Final" for Netty Metrics | Trivial | Shuffle, Spark Core | Zhang, Liye | Zhang, Liye |
| SPARK-8906 | Move all internal data source related classes out of sources package | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9207 | Turn on Parquet filter push-down by default | Critical | SQL | Cheng Lian | Cheng Lian |
| SPARK-9216 | Define KinesisBackedBlockRDDs | Major | Streaming | Tathagata Das | Tathagata Das |
| SPARK-9294 | cleanup comments, code style, naming typo for the new aggregation | Trivial | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9264 | When dealing with Union/Intersect/Except, we cast FloatType/DoubleType to the wrong DecimalType | Blocker | SQL | Yin Huai | Davies Liu |
| SPARK-9069 | Remove DecimalType unlimited precision/scale support | Blocker | SQL | Davies Liu | Davies Liu |
| SPARK-9200 | Don't implicitly cast non-atomic types to string type | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9249 | local variable assigned but may not be used | Minor | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-9292 | Analysis should check that join conditions' data types are booleans | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-9295 | Analysis should detect sorting on unsupported column types | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-9330 | create specialized getStruct getter in InternalRow | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8668 | expr function to convert SQL expression into a Column | Major | SQL | Reynold Xin | Joseph Batchik |
| SPARK-9291 | Conversion is applied twice on partitioned data sources | Blocker | SQL | Reynold Xin | Cheng Lian |
| SPARK-9192 | add initialization phase for nondeterministic expression | Major | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9348 | Remove apply method on InternalRow | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9350 | Introduce an InternalRow generic getter that requires a DataType | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9354 | Remove InternalRow.get generic getter call in Hive integration code | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9356 | Remove the internal use of DecimalType.Unlimited | Major | SQL | Reynold Xin | Yijie Shen |
| SPARK-9306 | SortMergeJoin crashes when trying to join on unsortable columns | Major | SQL | Josh Rosen | Liang-Chi Hsieh |
| SPARK-9368 | Support get(ordinal, dataType) generic getter in UnsafeRow | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-7943 | saveAsTable in DataFrameWriter can only add table to DataBase “default” | Major | SQL | baishuo | Cheng Lian |
| SPARK-8105 | sqlContext.table("databaseName.tableName") broke with SPARK-6908 | Critical | SQL | Doug Balog | Cheng Lian |
| SPARK-8435 | Cannot create tables in an specific database using a provider | Major | SQL | Cristian | Cheng Lian |
| SPARK-8714 | Refresh table not working with non-default databases | Major | SQL | Prakash Chockalingam | Cheng Lian |
| SPARK-8561 | Drop table can only drop the tables under database "default" | Major | SQL | baishuo | Cheng Lian |
| SPARK-9364 | Fix array out of bounds and use-after-free bugs in UnsafeExternalSorter | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-9369 | Support IntervalType in UnsafeRow | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-9349 | UDAF cleanup for 1.5 | Blocker | SQL | Reynold Xin | Yin Huai |
| SPARK-9355 | Remove InternalRow.get generic getter call in columnar cache code | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-9332 | CatalystTypeConverters.toScala does not work on UnsafeRows | Critical | SQL | Josh Rosen | Reynold Xin |
| SPARK-9386 | Feature flag for metastore partitioning | Blocker | SQL | Michael Armbrust | Michael Armbrust |
| SPARK-8195 | date/time function: last_day | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8196 | date/time function: next_day | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-9395 | Create a SpecializedGetters interface to track all the specialized getters | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8919 | Add @since tags to mllib.recommendation | Minor | Documentation, MLlib | Xiangrui Meng | Vinod KC |
| SPARK-9402 | Remove CodegenFallback from Abs / FormatNumber | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8003 | Support SPARK__PARTITION__ID in SQL | Major | SQL | Reynold Xin | Joseph Batchik |
| SPARK-7105 | Support model save/load in Python's GaussianMixture | Minor | MLlib, PySpark | Joseph K. Bradley | Manoj Kumar |
| SPARK-9420 | Move expressions in sql/core package to catalyst. | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9422 | Remove the placeholder attributes used in the aggregation buffers | Major | SQL | Yin Huai | Yin Huai |
| SPARK-8608 | After initializing a DataFrame with random columns and a seed, df.show should return same value | Critical | SQL | Burak Yavuz | Wenchen Fan |
| SPARK-8609 | After initializing a DataFrame with random columns and a seed, ordering by that random column should return same sorted order | Critical | SQL | Burak Yavuz | Wenchen Fan |
| SPARK-9083 | If order by clause has non-deterministic expressions, we should add a project to materialize results of these expressions | Major | SQL | Yin Huai | Wenchen Fan |
| SPARK-9398 | Add unit test for null inputs for date functions | Critical | SQL | Reynold Xin | Yijie Shen |
| SPARK-9281 | Parse literals as decimal in SQL | Major | SQL | Davies Liu | Davies Liu |
| SPARK-9430 | Rename IntervalType to CalendarInterval | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8977 | Define the RateEstimator interface, and implement the ReceiverRateController | Major | Streaming | Iulian Dragos | Iulian Dragos |
| SPARK-8921 | Add @since tags to mllib.stat | Minor | Documentation, MLlib | Xiangrui Meng | bimal tandel |
| SPARK-9016 | Make random forest classifier extend Classifier abstraction | Minor | ML | holdenk | holdenk |
| SPARK-9460 | Avoid byte array allocation in StringPrefixComparator | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9462 | Initialize nondeterministic expressions in code gen fallback mode | Blocker | SQL | Reynold Xin | Reynold Xin |
| SPARK-9428 | Add test cases for null inputs for expression unit tests | Blocker | SQL | Yijie Shen | Yijie Shen |
| SPARK-8005 | Support INPUT__FILE__NAME virtual column | Major | SQL | Reynold Xin | Joseph Batchik |
| SPARK-9248 | Closing curly-braces should always be on their own line | Minor | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-9390 | Create an array abstract class ArrayData and a default implementation backed by Array[Object] | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-9361 | Refactor new aggregation code to reduce the times of checking compatibility | Major | SQL | Liang-Chi Hsieh | Liang-Chi Hsieh |
| SPARK-8174 | date/time function: unix_timestamp | Blocker | SQL | Reynold Xin | Adrian Wang |
| SPARK-8175 | date/time function: from_unixtime | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8186 | date/time function: date_add | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8187 | date/time function: date_sub | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8194 | date/time function: add_months | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8198 | date/time function: months_between | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-9133 | Add and Subtract should support date/timestamp and interval type | Major | SQL | Reynold Xin | Davies Liu |
| SPARK-9290 | DateExpressionsSuite is slow to run | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-9463 | Expose model coefficients with names in SparkR RFormula | Major | ML, SparkR | Eric Liang | Eric Liang |
| SPARK-7157 | Add approximate stratified sampling to DataFrame | Minor | SQL | Joseph K. Bradley | Xiangrui Meng |
| SPARK-9458 | Avoid object allocation in prefix generation | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9469 | TungstenSort should not do safe -> unsafe conversion itself | Critical | SQL | Reynold Xin | Reynold Xin |
| SPARK-9425 | Support DecimalType in UnsafeRow | Blocker | SQL | Davies Liu | Davies Liu |
| SPARK-9472 | Consistent hadoop config for streaming | Minor | Streaming | Cody Koeninger | Cody Koeninger |
| SPARK-8176 | date/time function: to_date | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8197 | date/time function: trunc | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-9152 | Implement code generation for Like and RLike | Major | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-9500 | Add TernaryExpression to simplify implementations | Minor | SQL | Davies Liu | Davies Liu |
| SPARK-9053 | Fix spaces around parens, infix operators etc. | Major | SparkR | Shivaram Venkataraman | Yu Ishikawa |
| SPARK-6885 | Decision trees: predict class probabilities | Major | ML | Joseph K. Bradley | Yanbo Liang |
| SPARK-8979 | Implement a PIDRateEstimator | Major | Streaming | Iulian Dragos | Iulian Dragos |
| SPARK-8640 | Window Function Multiple Frame Processing in Single Processing Step | Major | SQL | Herman van Hovell | Herman van Hovell |
| SPARK-9056 | Rename configuration spark.streaming.minRememberDuration to spark.streaming.fileStream.minRememberDuration |
Trivial | Streaming | Tathagata Das | Sameer Abhyankar |
| SPARK-9510 | Fix remaining SparkR style violations | Major | SparkR | Shivaram Venkataraman | Shivaram Venkataraman |
| SPARK-9324 | Add unique as a synonym for distinct |
Major | SparkR | Shivaram Venkataraman | Hossein Falaki |
| SPARK-9322 | Add rbind as a synonym for unionAll |
Major | SparkR | Shivaram Venkataraman | Hossein Falaki |
| SPARK-9321 | Add nrow, ncol, dim for SparkR data frames | Major | SparkR | Shivaram Venkataraman | Hossein Falaki |
| SPARK-9233 | Enable code-gen in window function unit tests | Major | SQL | Yin Huai | Yin Huai |
| SPARK-8271 | string function: soundex | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-9433 | Audit expression unit tests to test for non-foldable codegen path | Blocker | SQL | Reynold Xin | Yijie Shen |
| SPARK-9504 | Flaky test: o.a.s.streaming.StreamingContextSuite.stop gracefully | Major | Streaming | Shixiong Zhu | Shixiong Zhu |
| SPARK-9451 | Support records larger than default page size in BytesToBytesMap | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-9318 | Add merge as synonym for join |
Major | SparkR | Shivaram Venkataraman | Hossein Falaki |
| SPARK-9320 | Add summary as a synonym for describe |
Major | SparkR | Shivaram Venkataraman | Hossein Falaki |
| SPARK-9358 | GenerateUnsafeRowJoiner | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8264 | string function: substring_index | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-9415 | MapType should not support equality & ordering | Blocker | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-8232 | complex function: sort_array | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-9517 | BytesToBytesMap should encode data the same way as UnsafeExternalSorter | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9480 | Create an map abstract class MapData and a default implementation backed by 2 ArrayData | Major | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-8263 | string function: substr/substring should also support binary type | Minor | SQL | Reynold Xin | Cheng Hao |
| SPARK-9520 | UnsafeFixedWidthAggregationMap should support in-place sorting of its own records | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9495 | Support prefix generation for date / timestamp data type | Major | SQL | Reynold Xin | Davies Liu |
| SPARK-8269 | string function: initcap | Major | SQL | Reynold Xin | Cheng Hao |
| SPARK-8185 | date/time function: datediff | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8188 | date/time function: from_utc_timestamp | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-8191 | date/time function: to_utc_timestamp | Major | SQL | Reynold Xin | Adrian Wang |
| SPARK-9459 | avoid copy for UTF8String during unsafe sorting | Major | SQL | Davies Liu | Davies Liu |
| SPARK-9370 | Support DecimalType in UnsafeRow | Major | SQL | Reynold Xin | Davies Liu |
| SPARK-9529 | Improve sort on Decimal | Critical | SQL | Davies Liu | Davies Liu |
| SPARK-9531 | UnsafeFixedWidthAggregationMap should be able to turn itself into an UnsafeKVExternalSorter | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9543 | Add randomized testing for UnsafeKVExternalSorter | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9546 | Centralize orderable data type checking | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9404 | UnsafeArrayData | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-9542 | create unsafe version of map type | Major | SQL | Wenchen Fan | Wenchen Fan |
| SPARK-9549 | minor bug fix in expressions | Major | SQL | Yijie Shen | Yijie Shen |
| SPARK-9240 | Hybrid aggregate operator using unsafe row | Blocker | SQL | Yin Huai | Yin Huai |
| SPARK-9518 | Clean up GenerateUnsafeRowJoiner | Major | SQL | Reynold Xin | Davies Liu |
| SPARK-8064 | Upgrade Hive to 1.2 | Blocker | SQL | Reynold Xin | Steve Loughran |
| SPARK-9483 | UTF8String.getPrefix only works in little-endian order | Critical | SQL | Reynold Xin | Matthew Brandyberry |
| SPARK-9577 | Surface concrete iterator types in various sort classes | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-2016 | rdd in-memory storage UI becomes unresponsive when the number of RDD partitions is large | Major | Web UI | Reynold Xin | Carson Wang |
| SPARK-8244 | string function: find_in_set | Minor | SQL | Reynold Xin | Tarek Auel |
| SPARK-8246 | string function: get_json_object | Major | SQL | Reynold Xin | Nathan Howell |
| SPARK-9541 | DateTimeUtils cleanup | Major | SQL | Yijie Shen | Yijie Shen |
| SPARK-9452 | Support records larger than default page size in UnsafeExternalSorter | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-9602 | Remove 'Actor' from the comments | Major | Build, PySpark, Spark Core, Streaming | Nan Zhu | Nan Zhu |
| SPARK-6485 | Add CoordinateMatrix/RowMatrix/IndexedRowMatrix in PySpark | Major | MLlib, PySpark | Xiangrui Meng | Mike Dusenberry |
| SPARK-8601 | Add an option to disable feature scaling in Linear Regression | Major | ML | holdenk | holdenk |
| SPARK-9432 | Audit expression unit tests to make sure we pass the proper numeric ranges | Blocker | SQL | Reynold Xin | Yijie Shen |
| SPARK-9513 | Create Python API for all SQL functions | Blocker | PySpark, SQL | Davies Liu | Davies Liu |
| SPARK-8231 | complex function: array_contains | Major | SQL | Reynold Xin | Pedro Rodriguez |
| SPARK-9119 | In some cases, we may save wrong decimal values to parquet | Blocker | SQL | Yin Huai | Davies Liu |
| SPARK-8359 | Spark SQL Decimal type precision loss on multiplication | Major | SQL | Rene Treffer | Davies Liu |
| SPARK-9217 | Update Kinesis Receiver to record sequence numbers | Major | Streaming | Tathagata Das | Tathagata Das |
| SPARK-8861 | Add basic instrumentation to each SparkPlan operator | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-8862 | Add a web UI page that visualizes physical plans (SparkPlan) | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-6486 | Add BlockMatrix in PySpark | Major | MLlib, PySpark | Xiangrui Meng | Mike Dusenberry |
| SPARK-9403 | Implement code generation for In / InSet | Major | SQL | Reynold Xin | Liang-Chi Hsieh |
| SPARK-5895 | Add VectorSlicer | Major | ML | Xiangrui Meng | Xusen Yin |
| SPARK-7455 | Perf test for LDA (EM/online) | Major | MLlib | Xiangrui Meng | yuhao yang |
| SPARK-9611 | UnsafeFixedWidthAggregationMap.destructAndCreateExternalSorter will add an empty entry to if the map is empty. | Blocker | SQL | Yin Huai | Yin Huai |
| SPARK-7550 | Support setting the right schema & serde when writing to Hive metastore | Blocker | SQL | Reynold Xin | Cheng Hao |
| SPARK-9664 | Use sqlContext.udf to register UDAFs. | Blocker | SQL | Yin Huai | Yin Huai |
| SPARK-8266 | string function: translate | Minor | SQL | Reynold Xin | zhichao-li |
| SPARK-9615 | Use rdd.aggregate in FrequentItems | Major | SQL | Burak Yavuz | Burak Yavuz |
| SPARK-9659 | Rename inSet to isin to match Pandas function | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8978 | Implement the DirectKafkaRateController | Major | Streaming | Iulian Dragos | Iulian Dragos |
| SPARK-9556 | Make all BlockGenerators subscribe to rate limit updates | Major | Streaming | Tathagata Das | Tathagata Das |
| SPARK-9630 | Cleanup Hybrid Aggregate Operator. | Blocker | SQL | Yin Huai | Yin Huai |
| SPARK-9709 | Avoid starving an unsafe operator in a sort | Blocker | SQL | Andrew Or | Andrew Or |
| SPARK-9453 | Support records larger than default page size in UnsafeShuffleExternalSorter | Major | SQL | Josh Rosen | Davies Liu |
| SPARK-9467 | Specialized accumulators | Major | Spark Core | Shixiong Zhu | Shixiong Zhu |
| SPARK-9648 | Name the SQL tab SQL instead of "Sql" | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-8890 | Reduce memory consumption for dynamic partition insert | Critical | SQL | Reynold Xin | Michael Armbrust |
| SPARK-9753 | TungstenAggregate should also accept InternalRow instead of just UnsafeRow | Blocker | SQL | Yin Huai | Yin Huai |
| SPARK-9728 | Support CalendarIntervalType in HiveQL | Critical | SQL | Reynold Xin | Yijie Shen |
| SPARK-9752 | Sample operator should avoid row copying and support UnsafeRow | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9777 | Window operator can accept UnsafeRows | Major | SQL | Yin Huai | Yin Huai |
| SPARK-9763 | Minimize exposure of internal SQL classes | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-8114 | Remove wildcard import on TestSQLContext._ | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9729 | Sort Merge Join for Left and Right Outer Join | Major | SQL | Josh Rosen | Josh Rosen |
| SPARK-9257 | Fix the false negative of Aggregate2Sort and FinalAndCompleteAggregate2Sort's missingInput | Minor | SQL | Yin Huai | Yin Huai |
| SPARK-9646 | Metrics SQL/DataFrame query plans for Spark 1.5 | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-8925 | Add @since tags to mllib.util | Minor | Documentation, MLlib | Xiangrui Meng | Sudhakar Thota |
| SPARK-9074 | Expose more of the YARN commandline API to the SparkLauncher | Major | Spark Core | Erick Tryzelaar | Marcelo Vanzin |
| SPARK-9849 | DirectParquetOutputCommitter qualified name should be backward compatible | Blocker | SQL | Reynold Xin | Reynold Xin |
| SPARK-3865 | Dimension table broadcast shouldn't be eager | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-9831 | TPCDS Q73 Fails | Blocker | SQL | Michael Armbrust | Davies Liu |
| SPARK-9747 | Avoid starving an unsafe operator in an aggregate | Blocker | SQL | Andrew Or | Andrew Or |
| SPARK-9907 | Python crc32 is mistakenly calling md5 | Critical | SQL | Reynold Xin | Reynold Xin |
| SPARK-9660 | ML 1.5 QA: API: New Scala APIs, docs | Major | Documentation, ML, MLlib | Joseph K. Bradley | Feynman Liang |
| SPARK-9894 | Writing of JSON files with MapType is broken | Blocker | SQL | Michael Armbrust | Yin Huai |
| SPARK-9855 | Add expression functions into SparkR whose params are simple | Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-9908 | TPCDS Q98 failed when tungsten is off | Blocker | SQL | Davies Liu | Yin Huai |
| SPARK-9920 | The simpleString of TungstenAggregate does not show its output | Minor | SQL | Yin Huai | Yin Huai |
| SPARK-9832 | TPCDS Q98 Fails | Blocker | SQL | Michael Armbrust | Davies Liu |
| SPARK-8922 | Add @since tags to mllib.evaluation | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-9927 | Revert fix of 9182 since it's pushing the wrong filter down | Blocker | SQL | Yijie Shen | Yijie Shen |
| SPARK-8965 | Add ml-guide Python Example: Estimator, Transformer, and Param | Minor | Documentation, ML, PySpark | Joseph K. Bradley | Rosstin Murphy |
| SPARK-9580 | Refactor TestSQLContext to make it non-singleton | Blocker | SQL, Tests | Andrew Or | Andrew Or |
| SPARK-9661 | ML 1.5 QA: API: Java compatibility, docs | Major | Documentation, Java API, ML, MLlib | Joseph K. Bradley | Manoj Kumar |
| SPARK-8670 | Nested columns can't be referenced (but they can be selected) | Blocker | PySpark, SQL | Nicholas Chammas | Wenchen Fan |
| SPARK-9966 | Handle a couple of corner cases in the PID rate estimator | Blocker | Streaming | Tathagata Das | Tathagata Das |
| SPARK-9968 | BlockGenerator lock structure can cause lock starvation of the block updating thread | Major | Streaming | Tathagata Das | Tathagata Das |
| SPARK-9949 | TakeOrderedAndProject returns wrong output attributes when project is pushed in to it | Blocker | SQL | Yin Huai | Yin Huai |
| SPARK-9871 | Add expression functions into SparkR which have a variable parameter | Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-9950 | Wrong Analysis Error for grouping/aggregating on struct fields | Blocker | SQL | Michael Armbrust | Wenchen Fan |
| SPARK-9526 | Utilize randomized tests to reveal potential bugs in sql expressions | Major | SQL | Yijie Shen | Yijie Shen |
| SPARK-8920 | Add @since tags to mllib.linalg | Minor | Documentation, MLlib | Xiangrui Meng | Sameer Abhyankar |
| SPARK-9787 | Test for memory leaks using the streaming tests in spark-perf | Major | Streaming | Tathagata Das | Shixiong Zhu |
| SPARK-8916 | Add @since tags to mllib.regression | Minor | Documentation, MLlib | Xiangrui Meng | Prayag Chandran Nirmala |
| SPARK-10007 | Update NAMESPACE file in SparkR for simple parameters functions |
Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-10029 | Add Python examples for mllib IsotonicRegression user guide | Minor | Documentation, MLlib, PySpark | Yanbo Liang | Yanbo Liang |
| SPARK-10032 | Add Python example for mllib LDAModel user guide | Minor | Documentation, MLlib, PySpark | Yanbo Liang | Yanbo Liang |
| SPARK-8924 | Add @since tags to mllib.tree | Minor | Documentation, MLlib | Xiangrui Meng | Bryan Cutler |
| SPARK-10075 | Add when expressino function in SparkR |
Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-9967 | Rename the SparkConf property to spark.streaming.backpressure.{enable --> enabled} | Minor | Streaming | Tathagata Das | Tathagata Das |
| SPARK-10060 | User guide for ml trees | Major | Documentation, ML | Joseph K. Bradley | Joseph K. Bradley |
| SPARK-10084 | Add Python example for mllib FP-growth user guide | Minor | Documentation, MLlib | Yanbo Liang | Yanbo Liang |
| SPARK-9856 | Add expression functions into SparkR whose params are complicated | Major | SparkR | Yu Ishikawa | Yu Ishikawa |
| SPARK-8918 | Add @since tags to mllib.clustering | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-9899 | JSON/Parquet writing on retry or speculation broken with direct output committer | Blocker | SQL | Michael Armbrust | Cheng Lian |
| SPARK-9812 | Test all new Python API examples | Critical | Examples, Streaming | Tathagata Das | Shixiong Zhu |
| SPARK-10100 | Eliminate hash table lookup if there is no grouping key in aggregation. | Major | SQL | Yin Huai | Reynold Xin |
| SPARK-10108 | Add @Since annotation to mllib.feature | Minor | Documentation, MLlib | Manoj Kumar | Manoj Kumar |
| SPARK-9791 | Review API for developer and experimental tags | Blocker | Streaming | Tathagata Das | Tathagata Das |
| SPARK-7998 | Improve frequent items documentation | Major | SQL | Reynold Xin | Burak Yavuz |
| SPARK-8580 | Test Parquet interoperability and compatibility with other libraries/systems | Major | SQL | Cheng Lian | Cheng Lian |
| SPARK-10061 | User guide for ml ensembles (random forest and GBT) | Major | Documentation, ML | Joseph K. Bradley | Joseph K. Bradley |
| SPARK-10231 | Update @Since annotation for mllib.classification | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-7456 | Perf test for linear regression and logistic regression with elastic-net | Major | ML | Xiangrui Meng | DB Tsai |
| SPARK-10237 | Update @Since annotation for mllib.fpm | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10239 | Update @Since annotation for mllib.pmml | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10244 | Update @Since annotation for mllib.util | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10233 | Update @Since annotation for mllib.evaluation | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10238 | Update @Since annotation for mllib.linalg | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10240 | Update @Since annotation for mllib.random | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10242 | Update @Since annotation for mllib.stat | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10234 | Update @Since annotation for mllib.clustering | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10243 | Update @Since annotation for mllib.tree | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10235 | Update @Since annotation for mllib.regression | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10236 | Update @Since annotation for mllib.feature | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-9316 | Add support for filtering using [ (synonym for filter / select) |
Major | SparkR | Shivaram Venkataraman | Felix Cheung |
| SPARK-9665 | ML 1.5 QA: API: Experimental, DeveloperApi, final, sealed audit | Critical | ML, MLlib | Joseph K. Bradley | Xiangrui Meng |
| SPARK-10241 | Update @Since annotation for mllib.recommendation | Minor | Documentation, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-10252 | Update Spark SQL Programming Guide for Spark 1.5 | Critical | SQL | Michael Armbrust | Michael Armbrust |
| SPARK-9671 | ML 1.5 QA: Programming guide update and migration guide | Critical | MLlib | Joseph K. Bradley | Xiangrui Meng |
| SPARK-9933 | Test the new receiver scheduling | Major | Streaming | Shixiong Zhu | Shixiong Zhu |
| SPARK-10440 | Update Spark Streaming Documentation for 1.5 | Major | Documentation, Streaming | Tathagata Das | Tathagata Das |
| SPARK-7454 | Perf test for power iteration clustering (PIC) | Major | MLlib | Xiangrui Meng | Feynman Liang |
| SPARK-9666 | ML 1.5 QA: model save/load audit | Major | MLlib | Joseph K. Bradley | yuhao yang |
| SPARK-9668 | ML 1.5 QA: Docs: Check for new APIs | Major | Documentation, ML, MLlib | Joseph K. Bradley | Feynman Liang |
| SPARK-6945 | Provide SQL tab in the Spark UI | Major | SQL, Web UI | Patrick Wendell | Andrew Or |
| SPARK-6946 | Add visualization of logical and physical plans for SQL/DataFrames | Major | SQL, Web UI | Patrick Wendell | Andrew Or |
| SPARK-3702 | Standardize MLlib classes for learners, models | Critical | MLlib | Joseph K. Bradley | Joseph K. Bradley |
| JIRA | Summary | Priority | Component | Reporter | Contributor |
|---|---|---|---|---|---|
| SPARK-8145 | Trigger a double click on the span to show full job description | Major | Web UI | Yuming Wang | Yuming Wang |
| SPARK-8274 | Fix wrong URLs in MLlib Frequent Pattern Mining Documentation | Trivial | Documentation, MLlib | Favio Vázquez | Favio Vázquez |
| SPARK-7666 | MLlib Python doc parity check | Major | MLlib, PySpark | Yanbo Liang | Yanbo Liang |
| SPARK-8462 | Documentation fixes for Spark SQL | Minor | Documentation | Lars Francke | Lars Francke |
| SPARK-7265 | Improving documentation for Spark SQL Hive support | Trivial | Documentation | Jihong MA | Jihong MA |
| SPARK-8639 | Instructions for executing jekyll in docs/README.md could be slightly more clear, typo in docs/api.md | Trivial | Documentation | Rosstin Murphy | Rosstin Murphy |
| SPARK-3629 | Improvements to YARN doc | Minor | Documentation, YARN | Matei Zaharia | Neelesh Srinivas Salian |
| SPARK-8615 | sql programming guide recommends deprecated code | Minor | Documentation | Gergely Svigruha | Tijo Thomas |
| SPARK-3258 | Python API for streaming MLlib algorithms | Major | MLlib, PySpark, Streaming | Xiangrui Meng | Manoj Kumar |
| SPARK-8769 | toLocalIterator should mention it results in many jobs | Trivial | Documentation | holdenk | holdenk |
| SPARK-8457 | Documentation for N-Gram feature transformer | Trivial | ML | Feynman Liang | Feynman Liang |
| SPARK-8927 | Doc format wrong for some config descriptions | Trivial | Documentation | Jon Alter | Jon Alter |
| SPARK-7555 | User guide update for ElasticNet | Major | ML | Joseph K. Bradley | Shuo Xiang |
| SPARK-8278 | Remove deprecated JsonRDD functionality in Spark SQL | Critical | SQL | Nathan Howell | Reynold Xin |
| SPARK-9198 | Typo in PySpark SparseVector docs (bad index) | Minor | Documentation, MLlib, PySpark | Joseph K. Bradley | Joseph K. Bradley |
| SPARK-8002 | Support virtual columns in SQL and DataFrames | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9490 | MLlib evaluation metrics guide example python code uses deprecated print statement | Trivial | Documentation, MLlib | Seth Hendrickson | Sean Owen |
| SPARK-9530 | ScalaDoc should not indicate LDAModel.describeTopics and DistributedLDAModel.topDocumentsPerTopic as approximate. | Minor | MLlib | Meihua Wu | Meihua Wu |
| SPARK-9149 | Add an example of spark.ml KMeans | Minor | Examples, ML | Yu Ishikawa | Yu Ishikawa |
| SPARK-9413 | Support MapType in Tungsten | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-9389 | Support ArrayType in Tungsten | Major | SQL | Reynold Xin | Wenchen Fan |
| SPARK-9457 | Sorting improvements | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-6805 | MLlib + SparkR integration for 1.5 | Critical | ML, SparkR | Xiangrui Meng | Eric Liang |
| SPARK-6906 | Improve Hive integration support | Blocker | SQL | Michael Armbrust | Michael Armbrust |
| SPARK-9329 | Bring UnsafeRow up to feature parity with other InternalRow implementations | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9719 | spark.ml NaiveBayes doc cleanups | Minor | ML, PySpark | Joseph K. Bradley | Feynman Liang |
| SPARK-9751 | Audit operators to make sure they can support UnsafeRows | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9755 | Add method documentation to MultivariateOnlineSummarizer | Minor | Documentation, MLlib | Feynman Liang | Feynman Liang |
| SPARK-8856 | Better instrumentation and visualization for physical plan (Spark 1.5) | Major | SQL | Reynold Xin | Shixiong Zhu |
| SPARK-7165 | Sort-merge Join for left/right outer joins | Blocker | SQL | Adrian Wang | Josh Rosen |
| SPARK-9713 | Document SparkR MLlib glm() integration in Spark 1.5 | Critical | Documentation, ML, SparkR | Eric Liang | Eric Liang |
| SPARK-9575 | Add documentation around Mesos shuffle service and dynamic allocation | Major | Documentation, Mesos | Timothy Chen | Timothy Chen |
| SPARK-7583 | User guide update for RegexTokenizer | Major | Documentation, ML | Joseph K. Bradley | yuhao yang |
| SPARK-7075 | Project Tungsten (Spark 1.5 Phase 1) | Major | Block Manager, Shuffle, Spark Core, SQL | Reynold Xin | Reynold Xin |
| SPARK-5180 | Data source API improvement (Spark 1.5) | Blocker | SQL | Yin Huai | Cheng Lian |
| SPARK-9898 | User guide for PrefixSpan | Major | MLlib | Feynman Liang | Feynman Liang |
| SPARK-7707 | User guide and example code for KernelDensity | Major | Documentation, MLlib | Xiangrui Meng | Sandy Ryza |
| SPARK-9902 | Add Java and Python examples to user guide for 1-sample KS test | Major | MLlib | Feynman Liang | Jose Cambronero |
| SPARK-7808 | Scala package doc for spark.ml.feature | Major | Documentation, ML | Xiangrui Meng | Xiangrui Meng |
| SPARK-9900 | User Guide for Association Rule Generation | Major | MLlib | Feynman Liang | Feynman Liang |
| SPARK-8473 | Documentation for DCT | Minor | ML | Feynman Liang | Feynman Liang |
| SPARK-9705 | outdated Python 3 and IPython information | Blocker | Documentation, PySpark | Piotr Migdał | Davies Liu |
| SPARK-8445 | MLlib 1.5 Roadmap | Critical | ML, MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-8521 | Feature Transformers in 1.5 | Major | ML | Xiangrui Meng | Xiangrui Meng |
| SPARK-9208 | Audit DataFrame expression API for 1.5 release | Blocker | SQL | Reynold Xin | Reynold Xin |
| SPARK-9895 | User Guide for RFormula Feature Transformer | Major | ML | Feynman Liang | Eric Liang |
| SPARK-9242 | Audit both built-in aggregate function and UDAF interface before 1.5.0 release | Blocker | SQL | Yin Huai | Reynold Xin |
| SPARK-9846 | User guide for Multilayer Perceptron Classifier | Major | Documentation, ML | Xiangrui Meng | Alexander Ulanov |
| SPARK-9864 | Replace @since JavaDoc tag by @Since annotation in MLlib |
Critical | Documentation, ML, MLlib | Xiangrui Meng | Manoj Kumar |
| SPARK-9893 | User guide for VectorSlicer | Major | ML | Feynman Liang | Xusen Yin |
| SPARK-7710 | User guide and example code for math/stat functions in DataFrames | Critical | Documentation, SQL | Xiangrui Meng | Burak Yavuz |
| SPARK-10118 | Improve SparkR API docs for 1.5 release | Major | Documentation, SparkR | Shivaram Venkataraman | Yu Ishikawa |
| SPARK-10214 | Improve SparkR Column, DataFrame API docs | Major | SparkR | Shivaram Venkataraman | Yu Ishikawa |
| SPARK-8531 | Update ML user guide for MinMaxScaler | Minor | ML | yuhao yang | yuhao yang |
| SPARK-9800 | GradientDescent$.runMiniBatchSGD docs | Minor | MLlib | Feynman Liang | Feynman Liang |
| SPARK-9797 | Document StreamingLinearRegressionWithSGD default parameter values | Trivial | MLlib | Feynman Liang | Feynman Liang |
| SPARK-9888 | Update LDA User Guide | Major | MLlib | Feynman Liang | Feynman Liang |
| SPARK-7772 | User guide for spark.ml trees and ensembles | Major | Documentation, ML | Joseph K. Bradley | Joseph K. Bradley |
| SPARK-9148 | User-facing documentation for NaN handling semantics | Critical | Documentation, SQL | Josh Rosen | Michael Armbrust |
| SPARK-9901 | User guide for RowMatrix Tall-and-skinny QR | Major | MLlib | Feynman Liang | yuhao yang |
| SPARK-9906 | User guide for LogisticRegressionSummary | Major | ML | Feynman Liang | Manoj Kumar |
| SPARK-9680 | Update programming guide section for ml.feature.StopWordsRemover | Minor | ML | yuhao yang | Feynman Liang |
| SPARK-9911 | User guide for MulticlassClassificationEvaluator | Major | ML | Feynman Liang | Manoj Kumar |
| SPARK-9905 | User guide for LinearRegressionSummary | Major | ML | Feynman Liang | Feynman Liang |
| SPARK-9890 | User guide for CountVectorizer | Major | ML | Feynman Liang | yuhao yang |
| SPARK-9910 | User guide for train validation split | Major | ML | Feynman Liang | Martin Zapletal |
| SPARK-10492 | Update Streaming documentation about rate limiting and backpressure | Major | Documentation, Streaming | Tathagata Das | Tathagata Das |
| SPARK-9565 | Spark SQL 1.5.0 QA/testing umbrella | Critical | SQL | Reynold Xin | Michael Armbrust |
| SPARK-9566 | Spark 1.5.0 YARN testing umbrella | Major | YARN | Reynold Xin | Reynold Xin |
| SPARK-9564 | Spark 1.5.0 Testing Plan | Critical | Build, Tests | Reynold Xin | Reynold Xin |
| SPARK-9568 | Spark MLlib 1.5.0 testing umbrella | Major | MLlib | Reynold Xin | Xiangrui Meng |
| SPARK-9569 | Spark streaming 1.5.0 testing umbrella | Critical | Streaming | Reynold Xin | Tathagata Das |
| SPARK-6116 | DataFrame API improvement umbrella ticket (Spark 1.5) | Critical | SQL | Reynold Xin | Reynold Xin |
| SPARK-9424 | Document recent Parquet changes in Spark 1.5 | Major | SQL | Cheng Lian | Cheng Lian |
| SPARK-6942 | Umbrella: UI Visualizations for Core and Dataframes | Major | Spark Core, SQL, Web UI | Patrick Wendell | Andrew Or |
| SPARK-1856 | Standardize MLlib interfaces | Critical | MLlib | Xiangrui Meng | Xiangrui Meng |
| SPARK-7084 | Improve the saveAsTable documentation | Minor | SQL | madhukara phatak | madhukara phatak |
| SPARK-7733 | Update build, code to use Java 7 for 1.5.0+ | Minor | Build, Deploy, Spark Core | Sean Owen | Sean Owen |
| SPARK-8058 | Add tests for SPARK-7853 and SPARK-8020 | Major | SQL | Yin Huai | Yin Huai |
| SPARK-7667 | MLlib Python API consistency check | Major | MLlib, PySpark | Yanbo Liang | Yanbo Liang |
| SPARK-8533 | Bump Flume version to 1.6.0 | Minor | Streaming | Hari Shreedharan | Hari Shreedharan |
| SPARK-9095 | Removes old Parquet support code | Major | SQL | Cheng Lian | Cheng Lian |
| SPARK-8850 | Turn unsafe mode on by default | Major | SQL | Reynold Xin | Josh Rosen |
| SPARK-9408 | Refactor mllib/linalg.py to mllib/linalg | Major | MLlib, PySpark | Manoj Kumar | Manoj Kumar |
| SPARK-9706 | List Binary and Source Compatibility Issues with japi-compliance checker | Major | ML, MLlib | Feynman Liang | Feynman Liang |
| SPARK-9712 | List source compatibility issues in Scala API from scaladocs | Major | ML, MLlib | Feynman Liang | Feynman Liang |
| SPARK-8633 | List missing model methods in Python Pipeline API | Major | ML, PySpark | Xiangrui Meng | Manoj Kumar |
| SPARK-9754 | Remove TypeCheck in debug package | Major | SQL | Reynold Xin | Reynold Xin |
| SPARK-9574 | Review the contents of uber JARs spark-streaming-XXX-assembly | Major | Streaming | Tathagata Das | Shixiong Zhu |
| SPARK-9550 | Configuration renaming, defaults changes, and deprecation for 1.5.0 (master ticket) | Major | Spark Core, SQL | Josh Rosen | Reynold Xin |


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--- layout: post title: Hide wiki markup - Confluence user macro date: 2010-06-06 22:30:31.000000000 +01:00 type: post published: true status: publish categories: - web tags: - atlassian - confluence meta: _syntaxhighlighter_encoded: '1' _topsy_cache_timestamp: '1299686329' _topsy_long_url: /2010/06/06/hide-wiki-markup-confluence-user-macro/ topsy_short_url: http://bit.ly/d4ry07 _edit_last: '1' tmac_last_id: '618797394105204737' author: David Simpson excerpt_separator: ---
Update: 2011-09-20 With the release of Confluence 4.0, this post obsolete.
A simple Confluence user macro to hide access to the View Wiki Markup menu link...
{hide-wiki-markup}
One thing I love about Confluence is the way that you can browse other people's pages and steal their superior layout ideas for your own wiki pages.
It's dead easy to do. Go to the Tools drop down menu and click on the View Wiki Markup link. A new window will open containing the wiki markup for the page. You can now copy the bits you like and discard the rest. Your friends and colleagues will be impressed by your wiki skills and you can continue on your path to becoming a wiki ninja.
But what if you don't want to share those wiki markup skills?
That's not very collaborative, I know. But there are entirely valid reasons that you'd wish to disable this feature.
An example of this is use of the {sql}
plugin. This is a really powerful plugin that allows you to query databases and tabulate the results in Confluence. Wrap this in a {chart}
macro and you have an instant graph. Nice work! There's a great blog post at Atlassian that use this to great effect.
However, using this kind of markup on a public website is a bad idea. Exposing the structure of your databases to people you don't know and can't trust is somewhat short sighted. On a company intranet, the risk is still there, but hopefully it is not so dangerous. Even so, it's really best not to show this information in the first place.
The best solution would be additional security in the product that allows editors to prevent others from viewing wiki markup. It would probably go in the Restrictions screen. This does seem somewhat like a paranoid feature request, but call me paranoid.
Another way is to use Javascript to remove the link from the DOM. This is not a replacement for good security, but will stop the casual user from accessing the wiki markup.
It is easily done in a user macro:
As a Confluence administrator, go to Confluence Admin | User Macros and click on Create a User Macro.
Fill out the form...
Macro name: hide-wiki-markup
Output: Macro generates HTML markup
Template:
<script type="text/javascript">
jQuery('#action-view-source-link').parent().hide(); /*Updated from .remove(); Aug 2010*/
</script>


Welcome to the
Click here for more about
this website
Click here to go to the MCHS
website
Click here to go to the MCC
of OGS website
|
CDs of
important |
MARRIAGE BIRTH and Other Events
Except Obituaries
Members of
MCC of OGS and visitors to this site have submitted a variety of announcements such
as marriages, births, special events, reunions, etc. that were important to
families and individuals of the period. Such items are listed here by the name
of the key individuals involved and by date.
You are invited to submit similar items for posting. Items submitted are posted as they are
received, by the year of their occurrence.
There are several ways that you can locate items of possible interest. First, you can use the alphabetical index of
names below. Second, if you know the
year of the event you can use the Year index.
Third, you can use the "Search"
feature to locate specific names or dates or events. Click here for information on how to Search this and other files on this site. You can return to this page by selecting
"Marriages, etc" at the end of the Search page. To post an event on
this site send it by e-mail to Richard Harrington.
To go to the Undated Events,
click here.
To search the
events (marriages, births, reunions, etc.) by year, click on the year in the
table below. To search for an individual
name, click on the first letter in the surname in the alphabet below. To go to the top of the alphabetical name index, click here. Click here for Undated
Events
A B C D E F G H I J K L M N O P Q R S T U V W X Y Z
1840,
1841, 1842, 1843, 1844, 1845, 1846, 1847, 1848,
1849, 1850, 1851,
1852, 1853,
1854, 1855, 1856, 1857, 1858, 1859, 1860, 1861, 1862,
1863, 1864, 1865, 1866, 1867, 1868,
1869, 1870, 1871, 1872, 1873, 1874, 1875, 1876, 1877, 1878, 1879, 1880, 1881, 1882, 1883, 1884, 1885, 1886, 1887, 1888, 1889, 1890, 1891, 1892, 1893, 1894, 1895, 1896, 1897, 1898, 1899, 1900, 1901, 1902, 1903, 1904, 1905, 1906, 1907, 1908, 1909, 1910, 1911, 1912, 1913, 1914, 1915, 1916, 1917, 1918, 1919, 1920, 1921, 1922, 1923, 1924, 1925, 1926, 1927, 1928, 1929, 1930, 1931, 1932, 1933, 1934, 1935, 1936, 1937, 1938, 1939, 1940, 1941, 1942, 1943, 1944, 1945, 1946, 1947, 1948, 1949, 1950, 1951, 1952, 1953, 1954, 1955, 1956, 1957, 1958, 1959, 1960, 1961, 1962, 1963, 1964, 1965, 1966, 1967, 1968, 1969, 1970, 1971, 1972, 1973, 1974, 1975,
1976, 1977, 1978, 1979, 1980, 1981, 1982, 1983, 1984, 1985, 1986, 1987, 1988, 1989, 1990, 1991, 1992, 1993, 1994, 1995, 1996, 1997, 1998, 1999, 2000,
2001, 2002,
2003
**********************
1976 Return to Alphabetical index or Year index or Undated Obituaries
Birth Jaime
Lynn Ackerman
Source: The Monroe County Beacon, Woodsfield, Ohio, December 9, 1976
Mr. and Mrs. John Ackerman, of Woodsfield, Route 3, announce
the birth of a daughter on Friday, December 3rd in Ohio Valley General
Hospital, Wheeling, West Virginia. The new arrival weighed seven pounds, one
ounce, and has been named Jaime Lynn. Mrs. Ackerman is the former Miss Barbara
Miller. Grandparents are Mr. and Mrs. Lester Ackerman, of Woodsfield-
grandmother is Mrs. Dan Harkins, of
Birth Michele
Ann Ackerman
Source: The Monroe County Beacon, Woodsfield, Ohio,
dated January 8, 1976
Mr. and Mrs. Mark Ackerman, of Route 4, Woodsfield, announce
the birth of their first child, a daughter, on December 30 at Bellaire City
Hospital. The new arrival weighed seven pounds, fourteen ounces, and has been
named Michele Ann. Mrs. Ackerman is the former Miss Edith Richter, of Route 2,
Birth Lynette Ann Ackerman
Source: The Monroe County Beacon, Woodsfield, Ohio,
dated Thurs., Feb. 26, 1976
Mr. and Mrs. Clarence J. Ackerman, of Somerton, Ohio,
announce the birth of a daughter on Thursday, February 5th, at Ohio Valley
General Hospital, Wheeling, West Virginia. The new arrival weighed six pounds,
twelve ounces, and has been named Lynette Ann. Mrs. Ackerman is the former Miss
Eileen Regina Block. The grandparents are Mr. and Mrs. Francis L. Block, of
Woodsfield, and Mr. and Mrs. Clarence H. Ackerman, of Somerton. The great
grandmother is Mrs. Estella Yeagle, of North Braddock,
1977 Return to Alphabetical index or Year index or Undated Obituaries
Frank Albert Sowers and Anna
Lora (Vogel) Sowers
COUPLE TO
MARK 71 WEDDED
YEARS
Source: Clipping of
March 1977 from the collection of Donald Wear, 1934-2006, submitted by his
brother, Larry D. Wear.
(
Mr. and Mrs. Sowers were married March
14, 1906. Last year, on their 70th
anniversary, more than 150 persons helped them celebrate. But this year they say they plan to mark the
special day quietly at home.
Sowers, who will be 90 on March 10,
formerly worked for the board of education in
Mrs. Sowers does her own housework,
cooking and baking. She will have her 88th
birthday on March 13.
1978 Return to Alphabetical index or Year index or Undated Obituaries
1979 Return to Alphabetical index or Year index or Undated Obituaries
1980 Return to Alphabetical index or Year index or Undated Obituaries
Matz, Harry Jacob and Clara Hoff Matz
The Matz's Harry and Clara were
united in marriage, August 30, 1930, by
Rev. Edward Brueske. Their son,
Wilfred and wife, of
They have four grandchildren, Donnie of Apple Creek, Mrs. Donis (Linda)
Kirk of Orville, Tim of Orville and Carol Ann of
One great-granddaughter , Lisa Kirk, completes the family circle.
[newsclipping--1980]
Source: A COLLECTION
OF TOPICAL & FAMILY SKETCHES
John E.
Herlan submitted a sketch on the Herlan family that was printed in 1980 in A
COLLECTION OF TOPICAL & FAMILY SKETCHES
by the Washington County Historical Society, p 190. The following is only a small portion of the
article.
"The ancestors of John E. Herlan came to this country from
"Myself, John E. Herlan married Sue Hoff, daughter of Fred D. Hoff
and Hazel Dearth Hoff in 1960. We have
two daughters, Lori and Johnna Sue who attend
1981 Return to Alphabetical index or Year index or Undated Obituaries
1982
Return to Alphabetical index or Year index or Undated Obituaries
MARRIAGE
of Timothy
W. Stimpert and Angie Pfalzgraf
Source: The Monroe County Beacon, Woodsfield, Ohio, Thurs., Feb.18, 1982
On January 23, 1982, Angie Pfalzgraf became the bride of Timothy
W. Stimpert at the home of the bride s grandmother, Mrs. D. L. Harkins of
Caldwell, Ohio.
The bride is the daughter of Jack and Shirley Pfalzgraf of
Sheldon Blair of
The bride wore ivory lace floor-length gown with an ivory
veil styled by the matron of honor. The matron of honor wore a peach colored
floor-length gown accented with white lace.
Immediately following the ceremony, a reception was held.
The bride is a senior at
1983 Return to Alphabetical index or Year index or Undated Obituaries
Matz, Willie and Nellie (Morris) Matz
Source--Monroe County Beacon Woodsfield, Ohio
Published--October 27, 1983 50th
Anniversary
Mr. and Mrs. Willie Matz, 1011 Orange Street, Ashland, will
celebrate their 50th wedding anniversary with Open House, November 6, at the
Union Hall on Orange Street from 2 p.m. to 5 p.m.
Nellie Morris and Willie Matz were married November 8, 1933
in Woodsfield, by Squire Cronin, Justice of the Peace.
They are the parents of Walter, of Mansfield, Clyde of
Polk,and Normalee Wilson and Bertha Cranmore of Ashland. They also have 17
grandchildren and 21 great-grandchildren. Mr. Matz is retired from Eagle
Rubber Company.
1984 Return
to Alphabetical index or Year index or Undated Obituaries
Jerry and Edward Zimmerman
Source: newspaper clipping with photo; Nov 1984
Jerry and Edward Zimmerman of
The Zimmermans were married Nov. 24, 1934,
in New Cumberland, W.Va.
They have six children: Nancy Cain, Cindi DeForrest, Dale and Jim,
all of
Edward Zimmerman retired in 1977 as a
plumber for the
Matz, Gregory Alan Matz
Source Newsclipping Birth
A baby boy was born March 6th at 4:50 a.m. to Mr. and
Mrs. Roger Alan Matz,
The baby weighed 7 lbs. 10 ozs. and has been named Gregory
Alan Matz.
Maternal grandmother is Mrs. Andrew J. (June) Niehaus of
Wheeling and Paternal grandparents are Mr. and Mrs. Ralph E. Matz of
The new baby has a 2 yr. old sister, Laura June Matz.
Miss Thelma Matz and Mrs. Sarah Borns of
1985 Return to Alphabetical index or Year index or Undated Obituaries
1986 Return to Alphabetical index or Year index or Undated Obituaries
Herlan, Joseph and Edith Herlan
Source: Newspaper Article dated
Monday, September 8, 1986
Anniversary
Herlans celebrating 60th
Mr.and Mrs. Joseph R. Herlan of
Newport Rt. 1 will be the guests of honor at an open house celebrating their
60th wedding anniversary.
The event will be from 1 to 3 p.m.
Saturday, Sept. 13, at their home.
Friends and relatives are invited to attend.
The couple was married Sept. 11,
1926, at
Herlan is a retired employee of
Quaker State Oil Refining at
They are the parents of six
children: Mrs. Carl (Helen) Farson of
Ravenna, Mich.; Mrs. Lloyd (Donna) Hearn of Jenison, Mich.; John and Neil, both
of
1987 Return to Alphabetical index or Year index or Undated Obituaries
1988 Return to Alphabetical index or Year index or Undated Obituaries
1989 Return to Alphabetical index or Year index or Undated Obituaries
1990 Return to Alphabetical index or Year index or Undated Obituaries
1991 Return to Alphabetical index or Year index or Undated Obituaries
1992 Return to Alphabetical index or Year index or Undated Obituaries
1993 Return to Alphabetical index or Year index or Undated Obituaries
1994 Return
to Alphabetical index or Year index or Undated Obituaries
1995 Return to Alphabetical index or Year index or Undated Obituaries
1996 Return to Alphabetical index or Year index or Undated Obituaries
1997 Return to Alphabetical index or Year index or Undated Obituaries
1998 Return to Alphabetical index or Year index or Undated Obituaries
1999 Return
to Alphabetical index or Year index or Undated Obituaries
2000 Return to Alphabetical index or Year index or Undated Obituaries
A B C D E F G H I J K L M N O P Q R S T U V W X Y Z
Return to Alphabetical index or Year index or Undated Obituaries
Use the Back-arrow at the top of this web-page to return to the Previous Page.


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Twitter Reacts as Manchester City Come From Behind to Leapfrog Chelsea Into Third
by Nischal Schwager-PatelManchester City bounced back from the defeat to Liverpool with a big win at the Etihad, beating Chelsea 2-1 on Saturday afternoon.
After a damaging defeat to Liverpool at Anfield, Manchester City knew that they had to bounce back. The Citizens went into Saturday's huge match in fourth and a massive 12 points off leaders Liverpool, who had just sealed a late 2-1 win at Crystal Palace earlier in the day.
Meanwhile, Chelsea were searching for their eighth consecutive away win of the season at a ground where they were thrashed 6-0 last season. Frank Lampard's side looked to also move four points clear of City, and go level on points once again with second place Leicester.
It was Chelsea who broke the deadlock in Manchester, thanks to the fit again N'Golo Kante. His midfield partner Mateo Kovacic passed it up to the Frenchman, who was there to simply roll it past the onrushing Ederson in goal to open the scoring in style and put the Blues ahead.
Manchester City responded soon after with a big equaliser, albeit with a huge stroke of luck. Former Chelsea man Kevin de Bruyne got the ball on the edge of the box, and his goalbound shot took a wicked deflection off Fikayo Tomori as it found its way into the goal.
The Citizens came from a goal down to take the lead not long before half time, as Riyad Mahrez got his name on the scoresheet. The Algerian glided through the Chelsea defence, cutting in on his left foot and threading it through beyond Kepa Arrizabalaga to put City in front.
While both teams were energetic in attack, it was poor defending that made the game so open. City's defending was woeful for Chelsea's only goal of the game, but it was the Blues' defending throughout the game that was evidently lacklustre and eventually costly for Chelsea.
The result is huge in terms of the Premier League table, as City leapfrog Chelsea into third place. Pep Guardiola's side are now nine points off the top and one point off second place Leicester, while the Blues are down in fourth and 11 points off Liverpool.
Oh yeah, and there was some late VAR, because of course there was.
Both teams have Champions League fixtures up next, as they look to move in on the knockout stages. Manchester City welcome Shakhtar Donetsk to the Etihad next Tuesday, while Chelsea meet Valencia at the Mestalla the following day.


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{% elif status == "terminated" %}Server has been taken down permanently. Run deploy to put it back up.
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