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AnalysisSetup.md

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Software

Software setup used

  • Ubuntu 20.04
  • PostgreSQL Server 12
  • Ethereum
    • OpenEthereum v3.2.6
    • Ethereum ETL 1.6.0
    • ETH data analysis scripts 1.0
  • Python 3.8

Initial setup

Install dependencies

sudo apt install postgresql
sudo apt install python3-dev libpq-dev postgresql
pip3 install ethereum-etl ethereum-etl[streaming] psycopg2
pip3 install pyetherchain mythril sqlalchemy pg8000

Configure PostgreSQL

Default configuration with single instance except for postgresql.conf, pg_hba.conf for providing access

Process overview

  • Ethereum synchronization
    • Using OpenEthereum
  • Database setup
    • Setup of database schema for ETL
      • Schema created using ETH data analysis scripts
      • Addition of table for token transfers
    • Setup of database schema for multidimensional analysis
      • Schema created using ETH data analysis scripts
      • Addition of transaction input data with additional columns in d_transaction for method_id, method_parameters
  • ETL process
    • Extraction using Ethereum ETL in stream mode, from a given start block
    • Transformation and Loading using ETH data analysis scripts
      • Addition of restriction for the number of blocks to transform and load
  • Verify loaded data
  • Export and transfer the database

Ethereum synchronization

OpenEthereum configuration

  • Full node configuration for tracing (--tracing on --fat-db on), pruning enabled (--pruning fast)
  • Command: openethereum --base-path data/openethereum --mode active --tracing on --fat-db on --pruning fast --min-peers 8 --max-peers 10 --db-compaction ssd -l info --cache-size=12000 --num-verifiers 8 --scale-verifiers

Synchronization remarks

  • Ethereum
    • Continuous synchronization with currently 1-2 blocks per second (3700x, 32 GB, NVMe SSD running for about 12 weeks)
    • Blockchain size: 679 GB, 712161204 KB (source: du -s data/openethereum)
  • PostgreSQL
    • Database size: 340 GB, 356907164 KB (source: sudo du -s /var/lib/postgresql/)

Database setup

Setup of database schema for ETL

Creation of database schema required by EthereumETL

  • Using ETH analysis script python3 etl_postgres.py with item 1, 5

Reference: https://github.com/blockchain-etl/ethereum-etl, https://github.com/blockchain-etl/ethereum-etl/blob/develop/docs/commands.md#stream

Setup of database schema for multidimensional analysis

Creation of tables for star schema

  • Start python3 etl_postgres.py with items 2, 5

ETL process

Extraction using Ethereum ETL

EthereumETL using ETH data analysis script with python3 eth_etl_wrapper.py or EthereumETL

  • When using eth_etl_wrapper.py, the IPC path needs to be prefixed with an additional slash (e.g. //home/u/data-t7/apps/openethereum/data/openethereum/jsonrpc.ipc)
  • Use stream mode with with -e transaction,block,token_transfer
  • Set start block using --start-block 11565019
  • Command: ethereumetl stream --provider-uri FILE:///home/u/data-t7/apps/openethereum/data/openethereum/jsonrpc.ipc --lag 10 --batch-size 1000 --max-workers 8 --output postgresql+pg8000://postgres:postgres@localhost:5432/eth -e transaction,block,token_transfer
  • ETL can be interrupted and resumed later from last_synced_block.txt

Transformation and Loading

ETH data analysis scripts with restriction of the number of blocks to transform and load

Note: Restricting the extracted number of blocks will invalidate the Account Balances as these are calculated using the complete transaction history.

Transformation and loading

ETH analysis script python3 etl_postgres.py with items 3, 5

Transformation and loading for June 2021 takes about 1h (3700x, 32 GB, NVMe SSD)

Possible optimizations

Material views, aggregation of intermediate results, more targeted use of create index

Verify loaded data

Extracted data

select min(number), max(number), min(timestamp), max(timestamp) from blocks bl where timestamp >= '2021-01-01 00:00:00' and timestamp <= '2021-01-31 23:59:59'
union
select min(number), max(number), min(timestamp), max(timestamp) from blocks bl where timestamp >= '2021-02-01 00:00:00' and timestamp <= '2021-02-28 23:59:59'
union
select min(number), max(number), min(timestamp), max(timestamp) from blocks bl where timestamp >= '2021-03-01 00:00:00' and timestamp <= '2021-03-31 23:59:59'
union
select min(number), max(number), min(timestamp), max(timestamp) from blocks bl where timestamp >= '2021-04-01 00:00:00' and timestamp <= '2021-04-30 23:59:59'
union
select min(number), max(number), min(timestamp), max(timestamp) from blocks bl where timestamp >= '2021-05-01 00:00:00' and timestamp <= '2021-05-31 23:59:59'
union
select min(number), max(number), min(timestamp), max(timestamp) from blocks bl where timestamp >= '2021-06-01 00:00:00' and timestamp <= '2021-06-30 23:59:59';

11948960	12150244	2021-03-01 00:00:45	2021-03-31 23:59:57
12344945	12545218	2021-05-01 00:00:45	2021-05-31 23:59:57
12150245	12344944	2021-04-01 00:00:06	2021-04-30 23:59:59
11565019	11766938	2021-01-01 00:00:00	2021-01-31 23:59:55
12545219	12738508	2021-06-01 00:00:05	2021-06-30 23:59:51
11766939	11948959	2021-02-01 00:00:04	2021-02-28 23:59:53

Transformed and loaded data

First and last block

select  	min(db.number), max(db.number), min(db.timestamp), max(db.timestamp)
from 		f_blockchain fb inner join d_block db on fb.block_id = db.block_id;

12545219	12738508	2021-06-01 00:00:05	2021-06-30 23:59:51

Transactions of first and last block

select  	edt.hash, edt.block_timestamp
from 		f_blockchain fb
				inner join d_block db on fb.block_id = db.block_id
				inner join d_transaction edt on fb.transaction_id = edt.transaction_id 
where		db.number = 12545219 or db.number = 12738508
Query Output 
0xb21033fe8754ffddaff31c4237ad4784355e4cd840d3cd7ff188030782de6de8	2021-06-30 23:59:51
0xe5612edbecdce3c6e2ef6770d880286cd6776900704eefcefda496622a9a2578	2021-06-30 23:59:51
0x8ada55c047cf6a4978b0c31c1e8a354fe2329682cbb4da977be40930669d372a	2021-06-30 23:59:51
0x0395d1f7dcba78e29e41e2c30f76b99a08910041a621ccf6c0b6fb0db8e62827	2021-06-30 23:59:51
0x217df1c60d5fd6696048b62e252ea021645506bcde79fd99a10338372d433f63	2021-06-30 23:59:51
0xf74eff74c08040b94db963c3ab3cd3390c6104984b2ce64fa176e56a9fada6b7	2021-06-30 23:59:51
0xca53cb0ad514e8ef84db04575a366ec0afa250eccbf1f7ec89eb38b2cdd8dc00	2021-06-30 23:59:51
0xb51eaa820e3e09e0d53096bbc4f173a8922e29775c8032d20f75447a51e0bb6b	2021-06-30 23:59:51
0x27e3e8b390e7f12420746e084114a55cf0f7c0542bc9f343a712bc9f16b63540	2021-06-30 23:59:51
0xcf17e081139bd613bc5ebf58a6f2d873f499727c26911f10bc5828536a2f7935	2021-06-30 23:59:51
0x0bee9186b90086a0cd9c1566cc37e0f0947024bf837dd65d2f9864c4194fc2a9	2021-06-30 23:59:51
0xce650531b57668c115890ffd803ad9ff5350109940e646510018218c620296f4	2021-06-30 23:59:51
0x75365d3aa352ca316669d3b9cf59d283baa7454c4f7731972de5d49cde8bcc1c	2021-06-30 23:59:51
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0xe8508c8c200661704c888cf876321591c5459645f126c2804d59ae4d105d5877	2021-06-30 23:59:51
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0x47fc50f8f41f31867237da9e3c87dc2cddea9d5e6ca338b907aba1373035df1c	2021-06-30 23:59:51
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0xe68fdfabbfc9601e945b7ef76675fdbe1ef02c6ec0364a0f551356370026b2fa	2021-06-30 23:59:51
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0x28b19300aeea806d95c649c0776c79e9ccfa166ab53b31fc7bd963a404d539ac	2021-06-30 23:59:51
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0xb6a2ed0ca468d34d1d37e59e7b039b03314759a887888075e3909f2fcf4b0e32	2021-06-30 23:59:51
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0xe22447417b38f4975cad6dea44594a29b18c2fc9c9c92d9bce1aae24c73db4d7	2021-06-01 00:00:05
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0xfc1a5797a15e2631052f6abb87421509f4ec18d653e8ac4720909432db190e5b	2021-06-01 00:00:05
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0xe7aa7918754c4eab8d39cc9b4b1e276549ef04ff596e8bd4e9d35543888c833b	2021-06-01 00:00:05
0xa32f0628f9f6de74d86dbd85263b93889b64be70f693273d81803b6f0b030f0e	2021-06-01 00:00:05
0x5fa72b8d1a3159ad66e7e80043596c174a5f45e8fbda14357bd4b05affb0ab2c	2021-06-01 00:00:05
0xf02a83403e73ea9129008d068f304e01ae2e1ecdfdca225f3602178c01d092f9	2021-06-01 00:00:05

Export and transfer the database

Export multidimensional schema

pg_dump --blobs -t "f_blockchain" -t "d_*" --dbname="eth" --file=./eth_analysis_210715 --format=directory --host=127.0.0.1 --jobs=8 --port=5432 --username="postgres"
tar cfv eth_analysis_210715.tar eth_analysis_210715

The fastest way to export the complete database is by copying /var/lib/postgresql.