PointFlow: 3D Point Cloud Generation with Continuous Normalizing Flows
Abstract
As 3D point clouds become the representation of choice for multiple vision and graphics applications, the ability to synthesize or reconstruct high-resolution, high-fidelity point clouds becomes crucial. Despite the recent success of deep learning models in discriminative tasks of point clouds, generating point clouds remains challenging. This paper proposes a principled probabilistic framework to generate 3D point clouds by modeling them as a distribution of distributions. Specifically, we learn a two-level hierarchy of distributions where the first level is the distribution of shapes and the second level is the distribution of points given a shape. This formulation allows us to both sample shapes and sample an arbitrary number of points from a shape. Our generative model, named PointFlow, learns each level of the distribution with a continuous normalizing flow. The invertibility of normalizing flows enables computation of the likelihood during training and allows us to train our model in the variational inference framework. Empirically, we demonstrate that PointFlow achieves stateof- the-art performance in point cloud generation. We additionally show that our model can faithfully reconstruct point clouds and learn useful representations in an unsupervised manner.
Video
Brief Introduction to the Method
Each shape can be viewed as a distribution of 3D points. In such distribution, points on the shape have higher probability and are more likely to be sampled. A point cloud can be viewed as a set of points sampled from such distribution.
We use two continuous normalizing flows (CNFs) to model the distribution of shapes, while each shape is a distribution of 3D points. The latent CNF transforms a vector sampled from the shape prior to a latent shape vector. The point CNF transforms 3D points sampled from the point prior to a point cloud conditioned on a shape vector.
Visulaization of the Flow
Acknowledgements
This work was supported in part by a research gift from Magic Leap. Xun Huang was supported by NVIDIA fellowship.


|
GNSDK C API Reference
<IP_ADDRESS>2
|
Functions | |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_addref (gnsdk_gdo_handle_t gdo_handle) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_child_count (gnsdk_gdo_handle_t gdo_handle, gnsdk_cstr_t child_key, gnsdk_uint32_t *p_count) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_child_get (gnsdk_gdo_handle_t gdo_handle, gnsdk_cstr_t child_key, gnsdk_uint32_t ordinal, gnsdk_gdo_handle_t *p_gdo_handle) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_create_from_id (gnsdk_cstr_t id_value, gnsdk_cstr_t id_value_tag, gnsdk_cstr_t id_source, gnsdk_gdo_handle_t *p_gdo_handle) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_deserialize (gnsdk_cstr_t serialized_gdo, gnsdk_gdo_handle_t *p_gdo_handle) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_get_type (gnsdk_gdo_handle_t gdo_handle, gnsdk_cstr_t *p_gdo_type) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_release (gnsdk_gdo_handle_t gdo_handle) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_render_to_xml (gnsdk_gdo_handle_t gdo_handle, gnsdk_uint32_t render_flags, gnsdk_str_t *p_xml_render) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_serialize (gnsdk_gdo_handle_t gdo_handle, gnsdk_str_t *p_serialized_gdo) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_set_locale (gnsdk_gdo_handle_t gdo_handle, gnsdk_locale_handle_t locale_handle) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_value_count (gnsdk_gdo_handle_t gdo_handle, gnsdk_cstr_t value_key, gnsdk_uint32_t *p_count) |
| gnsdk_error_t GNSDK_API | gnsdk_manager_gdo_value_get (gnsdk_gdo_handle_t gdo_handle, gnsdk_cstr_t value_key, gnsdk_uint32_t ordinal, gnsdk_cstr_t *p_value) |
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_addref | ( | gnsdk_gdo_handle_t | gdo_handle | ) |
Increments reference count for a GDO handle.
| gdo_handle | [in] Handle to a GDO |
gnsdk_manager_initialize
was not successfully initiated Remarks:
All calls to gnsdk_manager_gdo_addref
must be paired with a call to gnsdk_manager_gdo_release
.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_child_count | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_cstr_t | child_key, | ||
| gnsdk_uint32_t * | p_count | ||
| ) |
Retrieves the number of children of a given type that are available in a given GDO.
| gdo_handle | [in] Handle to GDO |
| child_key | [in] GDO child key to count |
| p_count | [out] Pointer to integer that receives the count |
gnsdk_manager_initialize
was not successfully initiated Remarks:
Use this function to count children of a specific GDO; note that only those children accessible in the current type are considered.
When this function successfully counts zero (0) occurrences of the child key with no errors, the system displays the SDKMGRERR_NoError return code to indicate processing success.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_child_get | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_cstr_t | child_key, | ||
| gnsdk_uint32_t | ordinal, | ||
| gnsdk_gdo_handle_t * | p_gdo_handle | ||
| ) |
Retrieves a child GDO from a given GDO for a given type key.
| gdo_handle | [in] Handle to GDO |
| child_key | [in] GDO child key to retrieve |
| ordinal | [in] Retrieve n'th instance of the child (1 based) |
| p_gdo_handle | [out] Pointer to GDO handle to receive the GDO child |
gnsdk_manager_initialize
was not successfully initiated gdo_handle
or p_value
parameter is empty or null, or given ordinal parameter value is zero (0) Remarks:
The child GDO returned in the p_gdo_handle
parameter upon success must be released with gnsdk_manager_gdo_release
when no longer needed.
Note:
The ordinal parameter is 1-based. Set to '1' to retrieve the first (or only) child GDO instance.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_create_from_id | ( | gnsdk_cstr_t | id_value, |
| gnsdk_cstr_t | id_value_tag, | ||
| gnsdk_cstr_t | id_source, | ||
| gnsdk_gdo_handle_t * | p_gdo_handle | ||
| ) |
Creates a GDO handle from identifier information.
| id_value | [in] A value determined by the id_source parameter |
| id_value_tag | [in_opt] A value determined by the id_source parameter |
| id_source | [in] An available ID Source value such as GNSDK_ID_SOURCE_ALBUM or one of the other GNSDK_ID_SOURCE* defines |
| p_gdo_handle | [out] Pointer to receive a GDO handle |
gnsdk_manager_initialize
was not successfully initiated id_type
, id_value
, or id_value_tag
parameter is empty, or given p_gdo_handle
value is null Remarks:
Use this function when you need to convert an ID source tag to a GDO, such as using a CDDB ID, Product ID, or TUI and a TUI Tag from Gracenote.
TUIs are proprietary Gracenote identifiers. Gracenote provides these values to customers only for special circumstances. In addition to providing TUI values, Gracenote will also inform you of the correct ID Source value to use for the type parameter.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_deserialize | ( | gnsdk_cstr_t | serialized_gdo, |
| gnsdk_gdo_handle_t * | p_gdo_handle | ||
| ) |
Reconstitutes a GDO handle from serialized GDO data.
| serialized_gdo | [in] String of serialized GDO handle data |
| p_gdo_handle | [out] Pointer to receive a GDO handle |
gnsdk_manager_initialize
was not successfully initiated serialized_gdo
is empty or invalid, or given value for p_gdo_handle
is null Remarks:
The GDO returned in the p_gdo_handle
parameter upon success must be released with gnsdk_manager_gdo_release
when no longer needed.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_get_type | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_cstr_t * | p_gdo_type | ||
| ) |
Retrieves the type of a given GDO.
| gdo_handle | [in] Handle to GDO to retrieve the type for |
| p_gdo_type | [out] Pointer to receive GDO type value for given GDO |
gnsdk_manager_initialize
was not successfully initiated Remarks:
GDO handles do not clearly define a GDO's contents. Use this API to retrieve a GDO's type, as this enables the application to more accurately determine what data the specific GDO contains. Possible type values are defined in GDO Types.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_release | ( | gnsdk_gdo_handle_t | gdo_handle | ) |
Releases a GDO handle reference.
| gdo_handle | [in] Handle to a GDO |
gnsdk_manager_initialize
was not successfully initiated Remarks:
All GDO handles retrieved must be passed to gnsdk_manager_gdo_release
when no longer needed. Passing a null handle returns SDKMGRERR_NoError.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_render_to_xml | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_uint32_t | render_flags, | ||
| gnsdk_str_t * | p_xml_render | ||
| ) |
Renders contents of a GDO as an XML string.
| gdo_handle | [in] Handle to a GDO to render |
| render_flags | [in] One or more GDO render flags to enable optional content in XML |
| p_xml_render | [out] Pointer to the string that receives the rendered XML |
gnsdk_manager_initialize
was not successfully initiated gdo_handle
or p_xml_render
parameter is null Remarks:
Use this function with the GDO render flags to render data in a GDO to XML.
Use gnsdk_manager_string_free
to free the XML string when the application is finished using it.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_serialize | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_str_t * | p_serialized_gdo | ||
| ) |
Serializes a GDO into encrypted text for storage or transmission.
| gdo_handle | [in] Handle to a GDO |
| p_serialized_gdo | [out] Pointer to string to receive serialized GDO data |
gnsdk_manager_initialize
was not successfully initiated p_serialized_gdo
is null Remarks:
The current implementation only serializes a minimal set of data representing the GDO. Deserialization of this value does not result in the same GDO before serialization. The deserialized GDO can be used in a follow-up query to retrieve the original GDO data. ( Use gnsdk_manager_string_free
to free the serialized string when application is finished using it. Note: This API does not currently serialize Response GDOs. The call, in this case, will succeed but no output data will be generated.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_set_locale | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_locale_handle_t | locale_handle | ||
| ) |
Applies lists to use for retrieving and rendering locale-related values.
| gdo_handle | [in] Handle to a GDO |
| locale_handle | [in] Handle to a locale |
gnsdk_manager_initialize
was not successfully initiated gdo_handle
is null, or given value for language is invalid Remarks:
Use this function to set the locale of retrieved and rendered locale-dependent data for a specific GDO handle. This function overrides any applicable global defaults set by gnsdk_manager_locale_set_group_default
.
Locale Language Support
This function supports all locale languages and successfully assigns a locale for the given GDO. The locale is used for future calls to the gnsdk_manager_gdo_value_get
function when locale-dependent values are requested.
For list-based values, the gnsdk_manager_gdo_value_get
function returns locale-specific values only when gnsdk_manager_gdo_set_locale
succeeds for the specified locale.
For non-list-based values, the gnsdk_manager_gdo_value_get
function returns values in the specified locale only if these values are available from Gracenote Service. If not, the application uses the default (or "official") locale data for these values. For example, plot values (GNSDK_GDO_VALUE_PLOT_*) are non-list-based. If a plot summary value (GNSDK_GDO_VALUE_PLOT_SUMMARY) is available only in the English language, and the specific locale is defined for the Spanish language, the application displays the plot summary in the English language.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_value_count | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_cstr_t | value_key, | ||
| gnsdk_uint32_t * | p_count | ||
| ) |
Retrieves the number of occurrences of the given value key that are available in a given GDO.
| gdo_handle | [in] Handle to GDO |
| value_key | [in] GDO value key to count |
| p_count | [out] Pointer to integer that receives the count |
gnsdk_manager_initialize
was not successfully initiated Remarks:
Use this function to count values of a specific GDO; note that only those values accessible in the current type are considered.
When this API successfully counts zero (0) occurrences of the key with no errors, the system displays the SDKMGRERR_NoError return code to indicate processing success.
| gnsdk_error_t GNSDK_API gnsdk_manager_gdo_value_get | ( | gnsdk_gdo_handle_t | gdo_handle, |
| gnsdk_cstr_t | value_key, | ||
| gnsdk_uint32_t | ordinal, | ||
| gnsdk_cstr_t * | p_value | ||
| ) |
Retrieves a value from a given GDO for a given value key.
| gdo_handle | [in] Handle to GDO |
| value_key | [in] GDO value key to retrieve |
| ordinal | [in] Retrieve n'th instance of the value (1-based) |
| p_value | [out] Pointer to string to receive the GDO value |
gnsdk_manager_initialize
was not successfully initiated gdo_handle
or p_value
parameter is empty or null, or given ordinal parameter is zero (0) Remarks:
When successfully completed, this function returns a value for the p_value
parameter that should not be freed, as this value is managed by the GDO and is guaranteed to be valid as long as the GDO handle is valid.
Note:
The ordinal parameter is 1-based. Set to '1' to retrieve the first (or only) instance of the value.
Retrieving Locale-dependent Values
gnsdk_manager_locale_set_group_default
. gnsdk_gdo_set_locale
. gnsdk_gdo_set_locale
. Unsuccessful loading results in a LocaleNotLoaded
error.
How can we improve this topic?
Copyright © 2000-present. Gracenote, Inc. All rights reserved. Generated on Tue Jan 8 2013 07:40:57.


--- title: Cluster Configuration short_url: docs/config/cluster ---
Cluster configuration is located in the cluster
section of the configuration.
A typical configuration looks something like this.
cluster:
tags:
site: london
protocols:
- type: grpc
capabilities:
- QUERY
discovery:
type: static
nodes:
- "grpc://heroic-stockholm-a"
- "grpc://heroic-stockholm-b"
- "grpc://heroic-london-a"
- "grpc://heroic-london-b"
tags
site: london
Defines a set of tags that identifies which part of the cluster this node belongs to.
It's defined as an object like {"site": "london"}
.
Nodes that have an identical set of tags are said to be part of the same shard.
See the federation section for more details.
protocols
Contains a list of protocols that this node can speak.
host: <host>
port: <port>
host |
the address of the interface that this node will bind to. |
port |
the port number that this node will bind to. |
gRPC is an open source RPC protocol.
host: <host>
port: <port>
host |
the address of the interface that this node will bind to. |
port |
the port number that this node will bind to. |
nativerpc is a protocol specifically designed to combat timeout and keep-alive issues that exists in HTTP. A TCP connection might decide to stall for arbitrary periods of time, and most HTTP clients have a hard time detecting if this happens after a request has been received by the server.
A typical HTTP client supports two times of timeouts, connection and read.
A common error scenario arises when a client cannot predict how long a request will be running for. Given that we are dealing with cross-site traffic this is very bad, because a broken flow will leave the client hanging until it triggers its read timeout.
nativerpc solves this by using heartbeats. The client communicates at which interval it expects to receive heartbeats, and as long as the server is actively processing the request it is expected to keep sending them.
This simple mechanism allows the client to detect broken flows, regardless of cause. And allows the request to fail faster than what is permitted by HTTP.
capabilities
This is a list of capabilities that is supported by this node. Capabilities restrict what other nodes perceive this node to be capable of doing. The current set of capabilities available right now are.
QUERY
- the node is capable of receiving queries, this needs to be set if you intend for this node to receive queries over the cluster.WRITE
- the node is capable of receiving writes, this needs to be set if you intend for this node to receive writes over the cluster.discovery
The mechanism used to discover nodes in the cluster.
nodes:
- <url>
- ..
| nodes |
Is the list of nodes that this node will attempt to add to its cluster registry.
A valid url has the form protocol://host[:port] .
|
|---|
Static is the simplest possible form of discovery. It takes a list of nodes that may, or may not be reachable at the moment. This list will be queried at a given interval, and any that responds to a metadata request will be added to the local list of known members.


Sira Vegas and Victor Basili. 2005. A characterisation schema for software testing techniques. Empirical Software Engineering 10, 4 (2005), 437–466.
S02
Silvia Santa Isabel and Guilherme H Travassos. 2011. Features of software testing techniques for use in projects web. 14th Ibero-American Conference on Software Engineering and 14th Workshop on Requirements Engineering, CIbSE 2011 (2011), 129–142.
S03
Silvana Morita Melo, Simone Rocio Senger de Souza, Paulo Sergio Lopes de Souza, and Jeffrey C Carver. 2017. How to test your concurrent software: an approach for the selection of testing techniques. In Proceedings of the 4th ACM SIGPLAN International Workshop on Software Engineering for Parallel Systems. ACM, 42–43.
S04
Sira Vegas. 2004. Identifying the relevant information for software testing technique selection. In Empirical Software Engineering, 2004. ISESE’04. Proceedings. 2004 International Symposium on. IEEE, 39–48.
S05
Sira Vegas, Natalia Juristo, and Victor Basili. 2006. Packaging experiences for improving testing technique selection. Journal of Systems and Software 79, 11 (2006), 1606–1618.
S06
Arilo Claudio Dias Neto and Guilherme Horta Travassos. 2009. Porantim: An approach to support the combination and selection of Model-based Testing techniques. In Automation of Software Test, 2009. AST’09. ICSE Workshop on. IEEE, 1–9.
S07
Arilo Claudio Dias Neto, Rosiane de Freitas Rodrigues, and Guilherme Horta Travassos. 2011. Porantim-opt: Optimizing the combined selection of model-based testing techniques. In Software Testing, Verification and Validation Workshops (ICSTW), 2011 IEEE Fourth International Conference on. IEEE, 174–183.
S08
Monisha Victor and Nitin Upadhyay. 2011. Selection of software testing technique: A multi criteria decision making approach. In Trends in Computer Science, Engineering and Information Technology. Springer, 453–462.
S09
Arilo Claudio Dias-Neto and Guilherme Horta Travassos. 2014. Supporting the combined selection of model-based testing techniques. IEEE Transactions on Software Engineering 40, 10 (2014), 1025–1041.
S10
Domenico Cotroneo, Roberto Pietrantuono, and Stefano Russo. 2013. Testing techniques selection based on ODC fault types and software metrics. Journal of Systems and Software 86, 6 (2013), 1613–1637.


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Our ancient battle against the Ketra Orcs continues to this very day. We must defeat them once and for all and reclaim our promised land! Who will join our fight?
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North South University Young Entrepreneurs Society (NSU YES!) is the premier club of North South University, with a legacy that inaugurated back in 1994. NSU YES! is the foremost business club, under the department of North South University’s School of Business and Economics. This 25-year-old student run organization has gained its exclusive recognition through the formation of its surpassing member base, having a long line of successful alumni and the launching of its three prominent events, of which two are executed on a national level.Its trademark events: Ad Maker Bangladesh, also known as “The Creative Fight”, is the flagship event of NSU YES!. It is the biggest marketing competition in the country which accommodates the most creative, undergraduate marketeers of our nation under one roof. Masters of Ideation, well known as “The Battle for Supremacy”, is one of the principal strategy-based, business case competitions that gives the undergraduates a synopsis of the real business world. NSUers Meet Corporate Icons (NMCI) is an in-house event, arranged exclusively for the students of North South University. It is inclusive of a series of seminars that notably bridges the gap between the undergraduates of NSU and the corporate icons of our nation. Young Entrepreneurs Society (YES!) is the Premier Business Club of North South University.
On Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See DetailsOn Thursday, February 18, North South University held its 19th Convocation for our new graduates. It was a grand ceremony to bid farewell to our former students, now new graduates, with both a heavy and a happy heart.
See Details


{% extends "base.html" %} {% block title %}404 Not Found{% endblock %} {% block content %}
Shorten your long URLs with a single mouse click!
404!
Unable to locate the URL to connect to.
Please make sure entered URL is correct.


Isar735.github.io
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Baggies Broadcast - Season 3 Episode 14: Hands off our Pereira!
The Baggies Broadcast is back with another episode, featuring Luke Hatfield and Joe Masi!
by Luke HatfieldThe duo bring you yet another hour of Baggies banter to help you cope with the continuing international break!
Joe and Luke offer up their 'week in the life' segment as requested by the listeners - and discuss the big talking points around Nathan Ferguson and Matheus Pereira.
Meanwhile, the pair also offer up their typical chit-chat and Albion insight.
Your questions are answered too!
Want to have your say? Follow us on Twitter at @AlbionPoddy and do us a solid by submitting a review on your listening platform!
Title Track: 'King Cyrille' by The King Dukes. (M.Griffiths)
This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.


{% if settlement.build_queue %} {% for building in settlement.build_queue %}
No buildings in the build queue for this settlement.


{% load static %}
MyUMBC Submission System
Home
Contact
Submit
Student Manager
Assignments
Student Submissions
Welcome to the Student Manager Page
{% csrf_token %}
Add/Remove Student(s):
{{ form.addRemove }}
Class Number:
{{ form.classNum }}
{% load crispy_forms_tags %} {{ form.section|as_crispy_field }}
First Name:
{{ form.firstName }}
Last Name:
{{ form.lastName }}
ID:
{{ form.id }}
Please Choose Student Roster CSV If Necessary
{{studentAction}}


Google Earth Enterprise Documentation Home | GEE Server administration
Databases page
The Databases page of the GEE Server Admin console is where you manage Fusion databases and portables. From this page you can:
- View and sort your list of databases and portables. The list is populated by the items found in
/opt/google/gehttpd/htdocs/cutter/globes/
. Fusion databases must be pushed to this list from the Fusion interface. Portables appear in this list after they are registered using the Manage Portables button on the same page. Click the refresh button in the upper right corner to refresh the list. -
Manage databases and portables. Check the box next to a database, then click:
-
Publish: To publish a database. Specify a Publish point, where the database or portable will be accessible from. For example, if you specify sanfrancisco, it will be accessible from myserver.mydomainname.com/sanfrancisco.
Note: When publishing a database, the publish point you specify is case insensitive. Upper and lower case are not differentiated. Make sure each publish point path name you specify is unique.
- Choose a virtual host, and, depending on the type of item, the following options may also be available: Search Tabs, Snippet profiles, and Serve WMS.
-
Unpublish: To unpublish a database from its publish points.
-
Preview: To preview a published database.
-
Remove: To unpush an unpublished Fusion database, or unregister an unpublished portable. This removes the database or portable from the list, but doesn't delete them. Portables still appear in the master list of portables, which you can view by clicking Manage Portables.
-
-
Register or unregister portables. Click the Manage Portables button, then click:
-
Register: To add a portable to the database list and make it available for publishing.
-
Unregister: To remove a portable from the list of databases. If the portable is published, it must be unpublished before being unregistered.
-
The name of a portable to download it.
-
The refresh button: To refresh the list of portables.
-
Close: To close the Manage Portables dialog.
-


Full-Stack PERN Project: Animal Sighting Tracker
Introduction
You’ve now learned how to create a full-stack app with a React frontend, Node/Express backend, and Postgres database (PERN). This project is to practice putting it all together by building a fairly simple app from start to finish.
Instructions/Notes
- For this project, you can reference previous lessons and find your own resources online. This should be good practice finding resources and getting the help you need to make your code work without step-by-step instructions.
- You must use Express, React, and Postgres. You can choose what other technologies and libraries you want to use as well as part of the project.
- All code should be your own or become your own, i.e. you should understand what it’s doing, even if it’s a snippet from StackOverflow. If you get an idea from somewhere or someone, please add an attribution note in a comment.
- If you’re stuck on something, please post in the apprentice channel rather than in a DM or private channel for help! That way everyone has access to the same answers.
- Styling/CSS is not important for this assignment, but once the behavior is working, please feel free to make it look nice.
Overview
Let’s make an app to help scientists track sightings of endangered animals.
Data
Species
This app will store data about different endangered species (e.g. polar bears, tigers). For each species, it should be able to store:
- Integer primary key
- the common name (e.g. tiger)
- scientific name (e.g. Procyon lotor)
- number estimated living in the wild (e.g. 3000)
- conservation status code (e.g. CR, EN, LC)
- Record creation timestamp
It is up to you to decide which records are optional in your database.
Individuals
Scientists track some individual animals of endangered species, so we want to store data about each individual as well
- Integer primary key
- Nickname (e.g. “Prickly Petunia”)
- Species
- Record creation timestamp
Sightings
When scientists spot an individual they’re tracking, they want to store some information about the sighting in the database:
- Integer primary key
- The date and time of the sighting (the scientist might enter the data when they get back to their lab so it could be in the past)
- Individual seen
- Location of sighting - just text so the scientist can be as specific as they want: “37.791278, -122.394680”, “Yellowstone North Gate” or just “California”
- Boolean whether the animal appeared healthy or not (obviously this just an educated guess, but good for tracking of injuries or serious illness)
- email address of sighter in case researchers need more info
- (Optional) Record creation timestmap
Required Features
Your app’s React UI should have these features:
- Show a list of all sightings, including the nickname of the individual sighted at each one (using a JOIN query).
- Form to add a new sighting record
Note: since this feature list only requires a UI to add a new sighting:
- the other data can must be manually added to the DB (just make sure it’s in
db.sql
)
- this also means you only need
GET
API routes for the other resources
Submission
- Include a top-level
README.md
that says how to run your app locally including all steps after cloning the repo
- Use pg_dump or another method to create a file called
db.sql
that allows someone else to recreate your DB
- Use SQL to add some initial data to your database. Add at least 3 animal species, 2 individuals of each species, and at least 5 animal sightings.
- PR must be clean and only include files related to this project
- Include an appropriate .gitignore (don’t commit node_modules!)
Optional Bonus Features
Once you finish the core requirements, you should choose at least one of the below and implement it. If you were caught up on Eventonica, it is expected you will do more than one of these in your initial PR by the deadline.
Note: before starting any of these, make a commit, so in case you run of time in the middle you can always go back to the previous commit
Feature: Individual Detail Page
Click on an individual to bring up its details. Add some more database columns to make the view more interesting.
- the link to its Wikipedia page
- representative photo URL
Group Sightings
Especially with social species, storing which individuals were spotted together is vital for research.
- Be able to store a sighting where multiple individuals were spotted together. This means a sighting record needs to be able to be associated with multiple individuals. What type of data relationship is this? How do you need to change your DB schema to make this work?
Filtering
Add a “Healthy” filter checkbox
- the list of sightings should be filtered to only show sightings where the animal is healthy
- When unchecked, all sightings should be shown again.
- Do this using React only – don’t change your API calls
Testing
- Enzyme test for at least one component
- How can you test the creation form?
- API test for your sightings API (GET, POST/PUT, DELETE)
Other Features
- Error handling
- Your form should use HTML input attributes to validate input and make entering data fast and easy
- Have your API validate the incoming data
- Show a user-visible error message to indicate what’s wrong and how the user can fix it
- Add API endpoints for all data so you can add it from Postman rather than SQL
- Let users search for sightings within a certain date range
- In the list of individuals
- add a count of how many times each individual has been sighted
- show the first sighting and most recent sighting date
- Use CSS/styling libraries to make your app look good
- If you have more time, keep adding enhancements. You can implement more of the above suggestions or make up your own ideas. Be creative!
Troubleshooting
- We can add common issues here. Open a GitHub issue or PR if you have some to share.
I’m having trouble starting…
- I would suggest modeling a single database table, e.g.
sightings
with just a few columns to begin, say date and location
- Create your blank Express Ap
- new folder
npm init -y
npm install --save express
- Follow the Express Hello World
- Add a
GET
route for /sightings
that will respond with all the records in your sightings DB table
- Test this API with Postman
- Once it is working, make the React app
- use create-react-app instructions to get started
- Make a simple component that will show all the sightings
- Use fetch to retrieve data from
/sightings
- Make sure this basic end-to-end flow is working. If not, get help!
- From there add more data and functionality


Cloud platform for management of complex cloud container infrastructure.
sigmaxm.io is a fully managed docker Swarm and Kubernetes container orchestration and management platform with support to cloud providers Amazon AWS, Google Cloud Platform and Microsoft Azure.
Deploy in your own cloud account, leverage hosting credits and keep full admin access to your machines.
Protect your MongoDB and Redis clusters by hosting in Amazon VPC or Azure VNET public or private subnets.
Dynamically scale up your CPU, memory and disk size IOPS through on demand scaling.
Enable an additional layer of security with SSL based access and encrypt your data and backups at rest.


--- layout: layouts/base.njk permalink: '/plugins/' ---
Welcome to the Snowpack Plugin Library! Please use the search bar to find plugins that will make your blazing fast site even more awesome. If you'd like to create your own plugin, see the Plugin Authoring page in the docs! To learn more about Gatsby plugins, visit the plugins doc page.


Progressively evolve cross-platform ideas before impactful infomediaries. Energistically visualize tactical initiatives before cross-media catalysts for change.
Assertively exploit wireless initiatives rather than synergistic core competencies.
Credibly streamline mission-critical value with multifunctional functionalities.
Proven ability to lead and manage a wide variety of design and development projects in team and independent situations.
Working as Java Developer on HMIS Project. Develop Lab Integration Systems on IHE Lab Domain LTW Profile with HL7v2.5 standard messeging MLLP Protocole
Saurav Wahid —<EMAIL_ADDRESS>— +(880) - 1713-792428


CFA Textbook
--------------------
Study Session 3 Quantitative Methods :
Application
--------------------
Reading 11 Sampling and Estimation
--------------------
Summary
- To draw valid inferences from a sample, the sample should be
random.
- In simple random sampling, each observation has an equal
chance of being selected. In stratified random sampling, the
population is divided into subpopulations, called strata or cells,
based on one or more classification criteria; simple random samples
are then drawn from each stratum.
- Stratified random sampling ensures that population
subdivisions of interest are represented in the sample. Stratified
random sampling also produces more-precise parameter estimates than
simple random sampling.
- Time-series data are a collection of observations at equally
spaced intervals of time. Cross-sectional data are observations that
represent individuals, groups, geographical regions, or companies at
a single point in time.
- The central limit theorem states that for large sample sizes,
for any underlying distribution for a random variable, the sampling
distribution of the sample mean for that variable will be
approximately normal, with mean equal to the population mean for that
random variable and variance equal to the population variance of the
variable divided by sample size.
- Based on the central limit theorem, when the sample size is
large, we can compute confidence intervals for the population mean
based on the normal distribution regardless of the distribution of
the underlying population. In general, a sample size of 30 or larger
can be considered large.
- An estimator is a formula for estimating a parameter. An
estimate is a particular value that we calculate from a sample by
using an estimator.
- Because an estimator or statistic is a random variable, it is
described by some probability distribution. We refer to the
distribution of an estimator as its sampling distribution. The
standard deviation of the sampling distribution of the sample mean is
called the standard error of the sample mean.
- The desirable properties of an estimator are unbiasedness
(the expected value of the estimator equals the population
parameter), efficiency (the estimator has the smallest variance), and
consistency (the probability of accurate estimates increases as
sample size increases).
- The two types of estimates of a parameter are point estimates
and interval estimates. A point estimate is a single number that we
use to estimate a parameter. An interval estimate is a range of
values that brackets the population parameter with some probability.
- A confidence interval is an interval for which we can assert
with a given probability 1 − α, called the degree of confidence, that
it will contain the parameter it is intended to estimate. This
measure is often referred to as the 100(1 − α)% confidence interval
for the parameter.
- A 100(1 − α)% confidence interval for a parameter has the
following structure: Point estimate ± Reliability factor × Standard
error, where the reliability factor is a number based on the assumed
distribution of the point estimate and the degree of confidence (1 −
α) for the confidence interval and where standard error is the
standard error of the sample statistic providing the point estimate.
- A 100(1 − α)% confidence interval for population mean μ when
sampling from a normal distribution with known variance σ2 is given
by X ± zα/2
(σ/√n) , where zα/2 is the point of the standard normal
distribution such that α/2 remains in the right tail.
- Student’s t-distribution is a family of symmetrical
distributions defined by a single parameter, degrees of freedom.
- A random sample of size n is said to have n − 1 degrees of
freedom for estimating the population variance, in the sense that
there are only n − 1 independent deviations from the mean on which to
base the estimate.
- The degrees of freedom number for use with the t-distribution
is also n − 1.
- The t-distribution has fatter tails than the standard normal
distribution but converges to the standard normal distribution as
degrees of freedom go to infinity.
- A 100(1 − α)% confidence interval for the population mean μ
when sampling from a normal distribution with unknown variance (a
t-distribution confidence interval) is given by X ± tα/2 ( s / √
n ) , where tα/2 is the point of the t-distribution such
that α/2 remains in the right tail and s is the sample standard
deviation. This confidence interval can also be used, because of the
central limit theorem, when dealing with a large sample from a
population with unknown variance that may not be normal.
- We may use the confidence interval X ± zα/2 ( s / √
n ) as an alternative to the t-distribution confidence interval for
the population mean when using a large sample from a population with
unknown variance. The confidence interval based on the z-statistic is
less conservative (narrower) than the corresponding confidence
interval based on a t-distribution.
- Three issues in the selection of sample size are the need for
precision, the risk of sampling from more than one population, and
the expenses of different sample sizes.
- Sample data in investments can have a variety of problems.
Survivorship bias occurs if companies are excluded from the analysis
because they have gone out of business or because of reasons related
to poor performance. Data-mining bias comes from finding models by
repeatedly searching through databases for patterns. Look-ahead bias
exists if the model uses data not available to market participants at
the time the market participants act in the model. Finally,
time-period bias is present if the time period used makes the results
time-period specific or if the time period used includes a point of
structural change.
中文手册整理
- 抽样误差（sampling error）
- 时间序列数据和截面数据
- 中心极限定理
- 总体期望μ，方差σ²，如果样本数量n足够大时，样本均值X~N(μ,σ²/n)
- 不管总体是什么分布，只要样本量足够大，样本均值就服从正态分布
- 样本均值的期望等于总体期望
- 样本均值的方差等于总体方差除以样本量
- 样本均值的标准误
- 已知总体标准差时，样本均值的标准误=总体标准差除以样本数量的平方根
- 未知总体标准差时，样本均值的标准误=样本标准差除以样本数量的平方根
- 好的估计量的性质
- 无偏性，期望值无偏
- 有效性，方差最小的无偏估计量
- 一致性，样本估计量接近总体参数真值的概率
- 总体参数的点估计和区间估计
- 点估计指用样本均值作为总体均值
- 区间估计指用样本分布计算总体均值的置信区间
- 总体均值的置信区间=点估计±关键值×样本均值标准误
- 方差已知用z，方差未知用t，大样本可用z，非正态总体小样本不可估计
- 偏差
- 数据挖掘偏差，把偶然当成必然
- 样本选择偏差，有些样本选择不到
- 存活偏差，幸存者偏差
- 前视偏差，有检验日无法得到的信息
- 时间区间偏差，短期无法反应长期过程，长期无法衡量期间变化
--------------------
Next Reading


Search learning content across Udemy, Codecademy, and Stack Overflow
Built by Max with Stacks. Uses public API endpoints. Not officially endorsed by Udemy, Codecademy, Stack Overflow, or Prosus.


Whats on your mind?


Scroll'N'Fix
Vanilla JS plugin - Fix scrolled image backgrounds when the element reaches the top of the browser.
Vanilla JS plugin - Fix scrolled image backgrounds when the element reaches the top of the browser.
Just add this attribute to the div that contains the background image
scrollnfix.init()
is all you need to add.


The util package in the Core SDK module provides utilities shared amongst dependent SDK modules such as a simple Gson based cache or a truncating logger.


I was glancing around at some long-abandoned x86 assembly code from an old Linux box when I noticed a rather odd `icebp` command I had seen before but never really ever took the time to actually investigate. Since it appeared in other locations, I assumed it had something to do debugging or some odd x86-specific flag behaviour.
For context, here is a snip of the code in question:
loopne 0x1192
add %al,(%eax)
adc (%eax),%al
add %al,(%eax)
icebp
adc %al,(%eax)
add %cl,-0x07(%eax)
add %al,(%eax)
add %dl,(%edx)
add %al,(%eax)
add %ah,(%edx)
or $0x0,%al
The code itself is nothing exceptional, basically just a loop if a certain address (i.e. variable) is null. However, there were a handful of those `icebp` lines present throughout the code, and they didn't seem to do much; at least, nothing obvious.
A quick search led me to a rather dated, but interesting website about x86 undocumented assembly operation codes. The concerning page can be found here. Quoting from the text present on that page:
An undocumented op code that will make debugging run-time code on an ICE easier.
Seems to be related to the x86 "in-circuit emulator," which apparently was a oft-used method of debugging x86 code a number of years ago. I personally don't know that much about it, and frankly there aren't more than half-dozen pages with any meaningful content about it. I suppose that's not exactly that surprising with it being an "undocumented feature" and all.
Anyhow, this instruction inserts a breakpoint into the code, hence the "bp" at the end of "icebp" instruction. I guess this could be useful if you just want to stop at some point and check the flags. This program was large, so from a situational point-of-view it could make sense.
With that in mind, I thought I'd fire it up by assembling it via the binutils "as" command, but I kept getting errors like the following:
atnx_93.as: Assembler messages:
atnx_93.as:217: Error: no such instruction: `icebp'
I also attempted to enforce 32-bit mode via the `--32` argument option. Sadly no luck, so maybe binutils just no longer support it? Something to look into at a later date, I suppose.
Since "as" was unable to build it, I figured perhaps some other, more widely used assembler could do it. After doing a hasty "apt-get install fasm" I attempted to build it. With fasm, it did not seem to complain and that part of the program ran as intended after being linked.
So if binutils no longer support it, then maybe there is some way of updating the code such that the original behaviour is retained?
I was starting to wonder if maybe anyone else had noticed this behaviour. After a bit more searching, I came across a rather neat mailing list conversation between two Linux kernel developers fixing the non-masked interrupt (NMI) code here. It's a bit funny, so I'll quote it here:
This instruction is awesome. Binutils can disassemble it (it's called "icebp") but it can't assemble it.
By all means, read the whole thread, it's kinda interesting. As an aside, I should perhaps mention that in 2015/2016 there was a concerted effort to remove chunks of x86 assembler from a number of locations in the kernel. I seem to recall the argument being that several of the original long-time maintainers retiring, but feel free to correct me if this is wrong.
Anyway, in the thread one of the maintainers, Boris Petkov, was curious about it and decided to dig deeper. He comes to the conclusion that it really isn't all that special, and it can be replaced with an `int 0x01` if need-be. Boris ends by mentioning:
If I'd had to guess, it isn't documented because of the proprietary ICE aspect. And no one uses ICEs anymore so it is going to be forgotten with people popping off and on and asking about the undocumented opcode.
It appears he didn't have any more luck than I did, but the bit of time it took to find meaningful answers about it made me want to write a blog post, if only to satisfy the possible curiousity of others.
Heading back to my code, I did a simple find-and-replace in vim by means of the %s command. Here is what the snip in question looks like afterwards:
loopne 0x1192
add %al,(%eax)
adc (%eax),%al
add %al,(%eax)
int $0x01
adc %al,(%eax)
add %cl,-0x07(%eax)
add %al,(%eax)
add %dl,(%edx)
add %al,(%eax)
add %ah,(%edx)
or $0x0,%al
Afterwards the program assembled and linked correctly, and also appeared to run "properly"; I mean it still breaks once it gets to that code, but it's for debugging so that's sort of the point. With all of the above noted, I think I can call this an improvement. At the very least I would say that it was interesting to get to play around with x86 instructions again.


ShioriJK - SHIORI/3.x Parser/Container
Do you know that SHIORI is not JS but JK ?
Installation
npm install shiorijk
bower install shiorijk
What is ShioriJK ?
ShioriJK is a library of SHIORI protocol parsers and containers implemented by Javascript (CoffeeScript) for making SHIORI subsystem.
Usage
See the SHIORI implementation MiyoJS that is using ShioriJK.
Overview
Pass SHIORI request transaction or its chunk to ShioriJK then it parses the request and returns parsed request data in the container.
Document
See http://narazaka.github.io/shiorijk/ or the source in src/.
Also you can found the code snippets in test/.
Build
git submodule init
git submodule update
npm install
gulp
License
This is released under MIT License.


Microsoft Movies and TV app apparently has a future
by SururMicrosoft has been increasingly getting out of the consumer content business, shuttering the Groove music store and their ebook store.
One application which inexplicably kept going is the Movies and TV app and service, and, going by a tweet by new Microsoft employee Rudy Huyn, the plan is to develop it even further.
Rudy indicates that Microsoft is looking for a Senior Engineer to “build the future of Microsoft Movies & TV (and more)” with the job post noting:
We build and maintain applications and services that power Microsoft Movies&TV on hundreds of millions of Windows 10 based devices including Xbox, HoloLens and Surface.
Of course, Microsoft does have a built-in market for videos with their Xbox product, but with plans to once again make a phone, one wonders if we are seeing a revival of Microsoft’s consumer ambitions.
Developers interested in helping Rudy out with the Microsoft Movies and TV app can see the job post here.