The Core Developers are proud to present the Denise milestone release, which is highlighted by the New Gridcoin Statistics Scraping and Reporting System (“Scraper”) replacement for the legacy "neural network."

### **Changelog**

### **Added**

-   Replace NeuralNetwork with portable C++ scraper
    [\#1387](https://github.com/gridcoin-community/Gridcoin-Research/pull/1387)
    ([\@jamescowens](https://github.com/jamescowens),  
    [\@tomasbrod](https://github.com/tomasbrod),
    [\@Cycy](https://github.com/Cycy),
    [\@TheCharlatan](https://github.com/TheCharlatan),
    [\@denravonska](https://github.com/denravonska)).

-   Allow compile flags to be used for depends [\#1423](https://github.com/gridcoin-community/Gridcoin-Research/pull/1423)
    ([\@G-UK](https://github.com/G-UK)).

-   Add stake splitting and side staking info to getmininginfo [\#1424](https://github.com/gridcoin-community/Gridcoin-Research/pull/1424)([\@jamescowens](https://github.com/jamescowens)).

-   Add freedesktop.org desktop file and icon set [\#1438](https://github.com/gridcoin-community/Gridcoin-Research/pull/1438)
    ([\@a123b](https://github.com/a123b)).

### **Changed**

-   Disable Qt for windows Travis builds [\#1276](https://github.com/gridcoin-community/Gridcoin-Research/pull/1276)
    ([\@TheCharlatan](https://github.com/TheCharlatan)).

-   Replace use of AppCache PROJECT section with strongly-typed structures [\#1415](https://github.com/gridcoin-community/Gridcoin-Research/pull/1415)([\@cyrossignol](https://github.com/cyrossignol)).

-   Change dumpwallet to use appropriate data directory [\#1416](https://github.com/gridcoin-community/Gridcoin-Research/pull/1416)
    ([\@jamescowens](https://github.com/jamescowens)).

-   Optimize ExtractXML() calls by avoiding unnecessary string copies [\#1419](https://github.com/gridcoin-community/Gridcoin-Research/pull/1419)
([\@cyrossignol](https://github.com/cyrossignol)).

-   Change signature of IsLockTimeWithinMinutes [\#1422](https://github.com/gridcoin-community/Gridcoin-Research/pull/1422)
    ([\@jamescowens](https://github.com/jamescowens)).

-   Restore old poll output for getmininginfo RPC [\#1437](https://github.com/gridcoin-community/Gridcoin-Research/pull/1437)
    ([\@a123b](https://github.com/a123b)).

-   Prevent segfault when using rpc savescraperfilemanifest [\#1439](https://github.com/gridcoin-community/Gridcoin-Research/pull/1439)
    ([\@jamescowens](https://github.com/jamescowens)).

-   Improve miner status messages for ineligible staking balances [\#1447](https://github.com/gridcoin-community/Gridcoin-Research/pull/1447)([\@cyrossignol](https://github.com/cyrossignol)).

-   Enhance scraper log archiving [\#1449](https://github.com/gridcoin-community/Gridcoin-Research/pull/1449)
    ([\@jamescowens](https://github.com/jamescowens)).

### **Fixed**

-   Re-enable full GUI 32-bit Windows builds - part of [\#1387](https://github.com/gridcoin-community/Gridcoin-Research/pull/1387)
    ([\@jamescowens](https://github.com/jamescowens)).

-   Re-activate Windows Installer [\#1409](https://github.com/gridcoin-community/Gridcoin-Research/pull/1409)
    ([\@TheCharlatan](https://github.com/TheCharlatan)).

-   Fix Depends and Travis build issues for ARM [\#1417](https://github.com/gridcoin-community/Gridcoin-Research/pull/1417)
    ([\@jamescowens](https://github.com/jamescowens)).

-   Fix syncupdate icons [\#1421](https://github.com/gridcoin-community/Gridcoin-Research/pull/1421)
    ([\@jamescowens](https://github.com/jamescowens)).

-   Fix potential BOINC crash when reading projects [\#1426](https://github.com/gridcoin-community/Gridcoin-Research/pull/1426)
    ([\@cyrossignol](https://github.com/cyrossignol)).

-   Fix freeze when unlocking wallet [\#1428](https://github.com/gridcoin-community/Gridcoin-Research/pull/1428)
    ([\@denravonska](https://github.com/denravonska)).

-   Fix RPC after high priority alert [\#1432](https://github.com/gridcoin-community/Gridcoin-Research/pull/1432)
    ([\@denravonska](https://github.com/denravonska)).

-   Fix missing poll in GUI when most recent poll expired [\#1455](https://github.com/gridcoin-community/Gridcoin-Research/pull/1455)
    ([\@cyrossignol](https://github.com/cyrossignol)).

### **Removed**

-   Remove old, rudimentary side staking implementation [\#1381](https://github.com/gridcoin-community/Gridcoin-Research/pull/1381)
    ([\@denravonska](https://github.com/denravonska)).

-   Remove auto unlock [\#1402](https://github.com/gridcoin-community/Gridcoin-Research/pull/1402)
    ([\@denravonska](https://github.com/denravonska)).

-   Remove superblock forwarding [\#1430](https://github.com/gridcoin-community/Gridcoin-Research/pull/1430)
    ([\@denravonska](https://github.com/denravonska)).

Downloads can be found at https://github.com/gridcoin-community/Gridcoin-Research/releases/tag/4.0.3.0 in the assets section. There are full GUI Windows 64-bit and 32-bit installer exes available along with other builds.

Discussion of Replacing the NeuralNetwork with portable C++ scraper [\#1387](https://github.com/gridcoin-community/Gridcoin-Research/pull/1387) ([\@jamescowens](https://github.com/jamescowens), [\@tomasbrod](https://github.com/tomasbrod), [\@Cycy](https://github.com/Cycy), [\@TheCharlatan](https://github.com/TheCharlatan), [\@denravonska](https://github.com/denravonska))


The existing .NET Visual Basic based distributed computing statistics gathering system, referred to as the Gridcoin “Neural Network,” is not really a neural network. It is actually a rules based system for gathering 3rd party distributed computing statistics (currently from BOINC projects) off blockchain, summarizing and normalizing them, and then providing a mechanism for the nodes in the network to agree on the statistics and put them on the blockchain in summarized form once a day. (This is referred to as a superblock.) The research rewards are then calculated and generated for/by staking wallets that perform research via the distributed computing platform BOINC, confirmed by other nodes in accordance with blockchain protocols (referred to as Proof-of-Research).

This existing system has a number of serious defects and has been in need of replacement for some time. In October 2018 Jim Owens began a project which originally had the goal of fully implementing Paul Jensen’s prototype statistics proxy program. (See <https://github.com/gridcoin-community/ScraperProxy>). As this project progressed, it became apparent that this was more properly scoped as a complete rewrite of the existing “Neural Network” subsystem, and should be written entirely in C++ as part of the core wallet. The scraper has been developed on the integrated_scraper branch in the author’s Github repository fork of Gridcoin and was merged into the development branch of the official Gridcoin repository on February 25, 2019. (See <https://github.com/jamescowens/Gridcoin-Research> and <https://github.com/gridcoin-community/Gridcoin-Research/commit/989665d699fb9753cd2d519c39ed347d4298652f>).

After several months of testing and refinement on the testnet network, the Core Developers are pleased to announce the release of the new Scraper as the highlight of the Denise milestone release (4.0.3.0). Despite the significant amount of new code (\>10000 lines of C++ representing more than 250 hours of development time), it was designed to be rolled out in a leisure release, as the initial version is protocol compatible with the existing “Neural Network.”

The new Scraper consists of three major parts:

1.  The actual scraper handles the downloading of stats files from the BOINC projects, and the filtering, compression, and publishing (with hashes and signatures) of the stats files to the network. This was designed and written by Jim Owens. (“Scraper”)

2.  The scraper networking code uses the wallet messaging system in an elegant fashion to automatically distribute the compressed, hashed, and signed stats files to all of the nodes. The author is grateful to Tomas Brada (tomasbrod) for writing a very elegant approach for this part. (“Scraper Net”)

3.  The interface to the "neural network", which interfaces the core wallet to the scraper and together with the existing functions in the core wallet, provides the core “neural network” functionality. The author is grateful to Marco Nilsson (ravon) for this contribution. (“NN”)

Old vs. New Scraper Comparison
==============================

| Category                     | Old VB .NET                                                                                                                                                                                                                                            | New Native C++                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
|------------------------------|--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| Scalability                  | Severely limited. No support for removal of team requirement.                                                                                                                                                                                          | High - At least 20x current capacity - while maintaining constant low load on BOINC statistics sites. Fully supports the removal of the team requirement, which is scheduled for the Elizabeth Milestone (4.1.0.0).                                                                                                                                                                                                                                                                                                     |
| Cross Platform Compatibility | Windows only - Requires GUI.                                                                                                                                                                                                                           | Completely cross platform - supports all platforms the wallet supports - currently Win64, Win32, Linux (Intel 64 and 32 bit, ARM 64 and 32 bit), and MacOS (Intel 64 bit) and can be run daemon-only (headless).                                                                                                                                                                                                                                                                                                        |
| Reliability/Availability     | Low - due to single point of failure for old scraper                                                                                                                                                                                                   | High - Support for multiple scrapers, cross-verified by the nodes, with a configurable (nominally 48 hour) statistics retention period, ensures scraper outages are transparent.                                                                                                                                                                                                                                                                                                                                        |
| Security                     | Poor - Single scraper model allowed the possibility of a man in the middle attack                                                                                                                                                                      | Very High - Each scraper must be authorized to publish statistics to the network. Each scraper hashes and signs all statistics and these hashes and signatures are checked and cross-verified by all nodes. Unauthorized scrapers’ statistics are deleted and they are banned from the network.                                                                                                                                                                                                                         |
| Network Bandwidth Use        | High - the original scraper simply forwarded uncompressed and unfiltered statistics files (\>300 MB for a complete set), the same as when the nodes downloaded them directly                                                                           | Extremely Low - the new scrapers download the stats, filter, and compress them, reducing \>300 MB of statistics to 4-5 MB for a 48 hour retention period. Statistics are shared in two stages: the statistics directory is “pushed”, and then the actual statistics are “pulled” by the nodes to get the statistics the node does not already have. This minimizes network traffic. Since the messages are signed, they can be forwarded by intermediate nodes, just like other network messages, such as transactions. |
| Client CPU Use               | High - the “Neural Net” on each node could eat up at least 1 CPU for up to 30 minutes for processing the statistics.                                                                                                                                   | Extremely Low - the normal nodes process the scraper statistics in under three seconds for a typical Intel CPU. This ensures the CPU goes towards computing not administration.                                                                                                                                                                                                                                                                                                                                         |
| Client Disk Use              | High - up to 2 GB used on the client drive. Significant disk loading during operation                                                                                                                                                                  | None - All scraper statistics are compressed and stored in memory                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| Client Memory Use            | Moderate. The .NET runtime adds overhead to the wallet                                                                                                                                                                                                 | Low - Very little additional memory required (\<50 MB).                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| BOINC Server Resource Use    | High - The old scraper sometimes downloaded statistics files over and over that were already downloaded. If the single scraper was down, each node would fall back to downloading its own statistics, crushing the BOINC servers (250+ nodes at once). | Low - Typically five scrapers in operation - each downloads statistics files for a 4 hour window before the superblock is due, only downloading changed statistics. This results in a constant, low load on the BOINC servers only during the 4 hour window regardless of the size of the Gridcoin network.                                                                                                                                                                                                             |
| Maintainability              | Low - Used non-native development and build tool chain (Microsoft Visual Studio .NET) that is not open source and also does not play well with core wallet. This hampered development, testing, and the release process.                               | High - Written to conform to Gridcoin’s coding standards and 100% C++, well commented, with a modular design that is easily extensible, and completely integrated into core wallet.                                                                                                                                                                                                                                                                                                                                     |

The next milestone release, Elizabeth, is planned to be a mandatory and will include a number of protocol upgrades that will necessitate a mandatory version and build on the new scraper functionality introduced in Denise. This is when we expect to be able to remove the Gridcoin team requirement. Exciting times for Gridcoin!