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.. note:: | ||
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Information in this guide corresponds to the version **35** of the Qserv REST API. Keep in mind | ||
that each implementation of the API has a specific version. The version number will change | ||
if any changes to the implementation or the API that might affect users will be made. | ||
The current document will be kept updated to reflect the latest version of the API. | ||
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##################################### | ||
The Ingest Workflow Developer's Guide | ||
##################################### | ||
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TBC | ||
.. toctree:: | ||
:maxdepth: 4 | ||
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reference/index | ||
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Introduction | ||
============ | ||
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This document presents an API that is available in Qserv for constructing the data ingest applications (also mentioned | ||
in the document as *ingest workflows*). The API is designed to provide a high-performance and reliable mechanism for | ||
ingesting large quantities of data where the high performance or reliability of the ingests is at stake. | ||
The document is intended to be a practical guide for the developers who are building those applications. | ||
It provides a high-level overview of the API, its main components, and the typical workflows that can be built using the API. | ||
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At the very high level, the Qserv Ingest system is comprised of: | ||
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- The REST server that is integrated into the Master Replication Controller. The server provides a collection | ||
of services for managing metadata and states of the new catalogs to be ingested. The server also coordinates | ||
its own operations with Qserv itself and the Qserv Replication System to prevent interferences with those | ||
and minimize failures during catalog ingest activities. | ||
- The Data Ingest services run at each Qserv worker alongside the Replication System's worker services. | ||
The role of these services is to actually ingest the client's data into the corresponding MySQL tables. | ||
The services would also do an additional (albeit, minimal) preprocessing and data transformation (where or when needed) | ||
before ingesting the input data into MySQL. Each worker server also includes its own REST server for processing | ||
the "by reference" ingest requests as well as various metadata requests in the scope of the workers. | ||
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Implementation-wise, the Ingest System heavily relies on services and functions of the Replication System including | ||
the Replication System's Controller Framework, various (including the Configuration) services, and the worker-side | ||
server infrastructure of the Replication System. | ||
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Client workflows interact with the system's services via open interfaces (based on the HTTP protocol, REST services, | ||
JSON data format, etc.) and use ready-to-use tools to fulfill their goals of ingesting catalogs. | ||
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Here is a brief summary of the INgest System's features: | ||
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- It introduces well-defined states and semantics into the ingest process. With that, a process of ingesting a new catalog | ||
now has to go through a sequence of specific steps maintaining a progressive state of the catalog within Qserv | ||
while it's being ingested. The state transitions and the corresponding enforcements made by the system would | ||
always ensure that the catalog would be in a consistent state during each step of the process. | ||
Altogether, this model increases the robustness of the process, and it also makes it more efficient. | ||
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- To facilitate and implement the above-mentioned state transitions the new system introduces a distributed | ||
checkpointing mechanism named *super-transactions*. These transactions allow for incremental updates of | ||
the overall state while allowing to safely roll back to a prior consistent state should any problem occur | ||
during data loading within such transactions. | ||
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- In its very foundation, the system has been designed for constructing high-performance and parallel ingest | ||
workflows w/o compromising the consistency of the ingested catalogs. | ||
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- For the actual data loading, the system offers a few options, inluding pushing data into Qserv directly | ||
via a proprietary binary protocol, HTTP streaming, or ingesting contributions "by reference". In the latter | ||
case, the input data will be pulled by the worker services from the remote locations specified by the ingest | ||
workflows. The presently supported sources include the object stores (via the HTTP/HTTPS protocols) and | ||
the locally mounted distributed filesystems (via the POSIX protocol). See Ingesting files directly from | ||
workers for further details. | ||
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- The data loading services also collect various information on the ongoing status of the ingest activities, | ||
abnormal conditions that may occur during reading, interpreting, or loading the data into Qserv, as well | ||
as the metadata for the data that is loaded. The information is retained within the persistent | ||
state of the system for the monitoring and debugging purposes. A feedback is provided to the workflows | ||
on various aspects of the ingest activities. The feedback is useful for the workflows to adjust their | ||
behavior and to ensure the quality of the data being ingested. | ||
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- To get further info on this subject, see the sections Error reporting (TODO) and Using MySQL warnings (TODO). | ||
In addition, the API provides REST services for obtaining metadata on the state of catalogs, tables, distributed | ||
transactions, contribution requests, the progress of the requested operations, etc. | ||
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**What the Ingest System won't do**: | ||
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- As per its current implementation (which may change in the future) it will not automatically partition | ||
input files. This task is expected to be the responsibility of the ingest workflows. | ||
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- It will not (with the very small exception of adding an extra leading column ``qserv_trans_id`` required by | ||
the implementation of the new system) pre-process the input ``CSV`` files sent to the Ingest Data Servers | ||
for loading into tables. It's up to the workflows to sanitize the input data and to make them ready to be | ||
ingested into Qserv. | ||
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.. list-table:: Title | ||
:widths: 25 25 50 | ||
:header-rows: 1 | ||
More documents on the requirements and the low-level technical details of its implementation (unless it's needed | ||
for the purposes of the document's goals) can be found elsewhere. | ||
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* - Heading row 1, column 1 | ||
- Heading row 1, column 2 | ||
- Heading row 1, column 3 | ||
* - Row 1, column 1 | ||
- | ||
- Row 1, column 3 | ||
* - Row 2, column 1 | ||
- Row 2, column 2 | ||
- Row 2, column 3 | ||
It's recommended to read the document sequentially. Most ideas presented in the document are introduced in section | ||
An example of a simple workflow (TODO: add a link to the section). The section is followed by a few more sections | ||
covering advanced topics (TODO: add a link to the section). The API Reference section at the very end of the document | ||
should be used to find complete descriptions of the REST services and tools mentioned in the document. |
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###################### | ||
Ingest API Reference | ||
###################### | ||
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.. toctree:: | ||
:maxdepth: 4 | ||
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rest/index | ||
tools |
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