README ΒΆ
harmony
Reduce Chaos in MemPool π
Production grade release : >= v0.8.0
Table of Contents
- Why did you write
harmony
? - How is everything organised ?
- What do I need to have for installing
harmony
? - How do I get
harmony
up & running ? - How do I interact with
harmony
?- Checking overall status of mempool
- Inspecting Mempool
- Inspecting tx(s) in pending pool
- Pending For >=
X
- Pending For <=
X
- Pending From Address
A
- Pending To Address
A
- Top
X
Pending Tx(s) - Pending Duplicate Tx(s)
- New Pending Tx(s) [ WebSocket ]
- New Confirmed Tx(s) [ WebSocket ]
- Catch All Pending Pool Changes [ WebSocket ]
- New Pending Tx(s) From Address
A
[ WebSocket ] - New Confirmed Tx(s) From Address
A
[ WebSocket ] - Catching new pending tx from
A
[ WebSocket ] - New Pending Tx(s) To Address
A
[ WebSocket ] - New Confirmed Tx(s) To Address
A
[ WebSocket ] - Catching new pending tx to
A
[ WebSocket ]
- Pending For >=
- Inspecting tx(s) in queued pool
- Queued For >=
X
- Queued For <=
X
- Queued From Address
A
- Queued To Address
A
- Top
X
Queued Tx(s) - Queued Duplicate Tx(s)
- New Queued Tx(s) [ WebSocket ]
- New Unstuck Tx(s) [ WebSocket ]
- Catch All Queued Pool Changes [ WebSocket ]
- New Queued Tx(s) From Address
A
[ WebSocket ] - New Unstuck Tx(s) From Address
A
[ WebSocket ] - Catching new queued tx from
A
[ WebSocket ] - New Queued Tx(s) To Address
A
[ WebSocket ] - New Unstuck Tx(s) To Address
A
[ WebSocket ] - Catching new queued tx to
A
[ WebSocket ]
- Queued For >=
- Any easy to use test ground for API ?
- Do you have any example(s), showing programmatically querying/ subscribing to GraphQL API ?
Motivation
I discovered Ethereum's MemPool is one of the least explored domains, but not really least important.
Whenever a block is mined & some tx(s) are included in it, it's pretty much, value living at rest, whereas is case of mempool, value is in-flight. A lot of tx(s) are fighting for their space in next block to be mined, where only a few will get their place. But who will get, based or what criteria, it's not very much well defined.
We generally believe giving higher gas price compared to other tx(s) currently present in mempool, gives better chance that block miner will pick this tx during next block mining. But block miner always gets to override that, using custom logic. Also any one can write an automated program for monitoring mempool and replicate tx(s) of their interest with their own address, higher gas price - which may help them in cutting deal faster than original one or benefitting if target smart contract has some security loophole.
During my journey of exploring Ethereum MemPool, I found good initiative from BlockNative in demystifying MemPool. They've built some interesting products on top of mempool.
harmony - Reduce Chaos in MemPool π
, aims to become a reliable mempool monitoring engine, while exposing useful functionalities for letting client applications write their monitoring logic seamlessly, with out worrying about underlying details too much π
- You can subscribe to listen for tx(s) going to/ from address of interest
- You can catch duplicate nonce tx(s), which of them gets accepted/ dropped
- You can build notification service on top of it
- It will help you in getting better gas price prediction
- It can be used for building real-time charts showing current network traffic
- Many more ...
Architecture
Prerequisite
- Make sure you've
Go ( >= 1.16)
,make
installed - You need to also have
Redis ( >= 5.x )
Note : Consider setting up Redis instance with password protection
- Get one Ethereum Node up & running, with
txpool
RPC API enabled. You can always use SaaS Ethereum node.
Installation
- For using
harmony
, let's first clone this repo
git clone https://github.com/itzmeanjan/harmony.git
- After getting inside
harmony
, create.env
file with π content
cd harmony
touch .env
RPCUrl=https://<rpc-node>
WSUrl=wss://<rpc-node>
MemPoolPollingPeriod=1000
PendingPoolSize=4096
QueuedPoolSize=4096
PendingTxEntryTopic=pending_pool_entry
PendingTxExitTopic=pending_pool_exit
QueuedTxEntryTopic=queued_pool_entry
QueuedTxExitTopic=queued_pool_exit
RedisConnection=tcp
RedisAddress=127.0.0.1:6379
RedisPassword=password
RedisDB=1
ConcurrencyFactor=10
Port=7000
Environment Variable | Interpretation |
---|---|
RPCUrl | txpool RPC API enabled Ethereum Node's URI |
WSUrl | To be used for listening to newly mined block headers |
MemPoolPollingPeriod | RPC node's mempool to be checked every X milliseconds |
PendingPoolSize | #-of pending tx(s) to be kept in-memory at a time |
QueuedPoolSize | #-of queued tx(s) to be kept in-memory at a time |
PendingTxEntryTopic | Whenever tx enters pending pool, it'll be published on Redis topic t |
PendingTxExitTopic | Whenever tx leaves pending pool, it'll be published on Redis topic t |
QueuedTxEntryTopic | Whenever tx enters queued pool, it'll be published on Redis topic t |
QueuedTxExitTopic | Whenever tx leaves queued pool, it'll be published on Redis topic t |
RedisConnection | Communicate with Redis over transport protocol |
RedisAddress | address:port combination of Redis |
RedisPassword | Authentication details for talking to Redis. [ Not mandatory ] |
RedisDB | Redis database to be used. [ By default there're 16 of them ] |
ConcurrencyFactor | Whenever concurrency can be leveraged, harmony will create worker pool with #-of logical CPUs x ConcurrencyFactor go routines. [ Can be float too ] |
Port | Starts HTTP server on this port ( > 1024 ) |
Note : When pool size exceeds, tx with lowest gas price paid to be dropped. Consider setting pool sizes to higher values, if you've enough memory on machine, otherwise it'll crash.
Multi-Node Cluster Setup
- If you're willing to form of cluster of
harmony
nodes, so that they get a better picture of mempool, where eachharmony
node is assumed to be connected to different Ethereum Node, you need to add following options in your.env
file.
Note : If mono-mode is preferred, you can simply ignore this section.
NetworkingEnabled=true
NetworkingDiscoveryMode=2
NetworkingRendezvous=this-is-rendezvous
NetworkingPort=7001
NetworkingStream=this-is-stream
NetworkingBootstrap=
As harmony
nodes will form a P2P network, you need to first switch networking on, by setting NetworkingEnabled
to true
( default value is false
).
If you explicitly set this field to
false
, allNetworking*
fields to be ignored.
Each harmony
node can help others to discover peers so that they can easily form a large P2P mesh network, which can be enabled by setting NetworkingDiscoveryMode
to 2
. This field accepts either of {1, 2}, where
- 1 => Client Mode : Don't help others in discoverying their peers [ Default ]
- 2 => Server Mode : Do π
harmony
nodes attempt to discover other peers of interest, by publishing a rendezvous
string on P2P network & look for new peers who are publishing same rendezvous
string. That need to be set using NetworkingRendezvous
. Make sure all nodes of your cluster uses same rendezvous string.
harmony
nodes need to talk to each other over TCP, the port they use can be very different for each node. You can always set it with NetworkingPort
.
harmony
will only listen on loopback address i.e. 127.0.0.1
After your harmony
instances have discovered each other, they'll start sending some meaningful data to each other & for doing so, a pair of nodes will open a bidirectional stream between them. This stream name can be customised using NetworkingStream
.
Make sure all nodes of your cluster attempt to contract others using same stream.
During setting up a multi-node cluster, you first start a node where NetworkingBootstrap
is kept empty, so that it'll attempt to use IPFS provided default bootstrap nodes, for discovering peers. Then for other nodes, you can just specify any already running harmony
node's multiaddress, you'll see on console log when it boots up, as bootstrap node address. But make sure that node has NetworkingDiscoveryMode
set to 2 i.e. Server Mode.
Your node's unique multi address will like :
/ip4/127.0.0.1/tcp/7001/p2p/QmP9mDwJ3wLhQ8DzxJ5jApyEEtsjAeSoQ7ER1T6srgredW
This way you can keep adding N
-many nodes to your cluster.
βοΈ One thing to notice, the whole purpose of multinode cluster set up is to gain much larger view of mempool, because mempool is very node specific thing, which will be satisfied if your harmony
instances are connected to different Ethereum Nodes, who has txpool
API enabled.
β
This is recommended practice, but you can always test multi-node set up, while relying on same Ethereum Node. In that case your interest can be putting all these harmony
instances behind load balancer & serving client requests in better fashion & it's perfectly okay.
βοΈ If you're using same Redis instance for multiple
harmony
nodes, make sure you've changed DB identifier or Pub/Sub topic names, to avoid any kind of clash.
- Let's build & run
harmony
make run
Usage
Status of MemPool
For checking current state of mempool, you can issue one HTTP GET request
Method : GET
URL : /v1/stat
curl -s localhost:7000/v1/stat | jq
You'll receive response like π
{
"pendingPoolSize": 67,
"queuedPoolSize": 0,
"uptime": "29.214603s",
"networkID": 137
}
Field | Interpretation |
---|---|
pendingPoolSize | Currently these many tx(s) are in pending state i.e. waiting to be picked up by some miner when next block gets mined |
queuedPoolSize | These tx(s) are stuck, will only be eligible for mining when lower nonce tx(s) of same wallet gets mined |
uptime | This mempool monitoring engine is alive for last t time unit |
networkID | The mempool monitoring engine keeps track of mempool of this network |
Mempool
Querying/ watching Mempool changes.
Note : Watching mempool is equivalent of watching pending & queued pools together.
Catching Any Mempool Changes
Whenever any change in mempool pool happens i.e. tx joins/ leaves pending/ queued pool, subscriber will be notified of those.
- Tx joins queued pool, when it's stuck due to some nonce gap
- It'll leave queued pool, when it's unstuck & lower nonce tx is processed
- Tx joins pending pool, when it's ready to be included in next block [ though might not ]
- Tx leaves pool, when tx it has been included in just mined block
Aforementioned changes generally happen in mempool & using following subscription API lets you capture all of those.
Transport : WebSocket
URL : /v1/graphql
subscription {
memPool{
from
to
gasPrice
pool
pendingFor
queuedFor
}
}
Catching Tx(s) From A
in Mempool
When some new tx joins either of queued/ pending pool & that tx is sent from address A
, subscriber to be notified of it.
When that tx will leave pool, client to be notified.
Transport : WebSocket
URL : /v1/graphql
subscription {
newTxFromAInMemPool{
from
to
gasPrice
pool
pendingFor
queuedFor
}
}
Catching Tx(s) To A
in Mempool
When some new tx joins either of queued/ pending pool & that tx is sent to address A
, subscriber to be notified of it.
When that tx will leave pool, client to be notified.
Contract creation tx(s) will have empty
to
field
Transport : WebSocket
URL : /v1/graphql
subscription {
newTxToAInMemPool{
from
to
gasPrice
pool
pendingFor
queuedFor
}
}
Watching Tx
You can watch any submitted pending/ queued tx, by using this API. Only requirement is tx must be currently living in mempool.
You can submit a tx on your chain of interest & invoke this API for listening to state changes concerned with this tx. You can pump this tx up, by increasing gas fees, which will result in different tx with same nonce getting submitted. And after sometime, when higher gas price tx gets accepted & lower one gets dropped, you'll get notified for both.
This can be useful, when your users use different walletUI, other than that you provide with, for pumping tx up, with higher gas price, you'll keep watching tx, until one tx with that nonce gets accepted.
Transport : WebSocket
URL : /v1/graphql
subscription {
watchTx(hash: "0x905c056e4e7818d0b857941edc627277cc4c772847fec1708134fb366439110c") {
from
to
nonce
gas
gasPrice
queuedFor
pendingFor
pool
}
}
Note: As of now, after watching is done, unsubscription is client's responsibility.
Pending Pool
Pending pool inspection related APIs.
Pending for more than X
For listing all tx(s) pending for more than or equals to x
time unit, send graphQL query
Method : POST
URL : /v1/graphql
query {
pendingForMoreThan(x: "10s") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
You'll receive response of form
{
"data": {
"pendingForMoreThan": [
{
"from": "0xdF0692E287A763e5c011cc96Ee402994c6Dd246E",
"gas": "35743",
"gasPrice": "74 Gwei",
"hash": "0x142f95b4615ad31d5435fb979a07405d50b70a2dab2707001cdb04853b75537e",
"input": "0x22c67519000000000000000000000000000000000000000000000000000000000000002000000000000000000000000000000000000000000000000000000000000000010000000000000000000000000000000000000000000000000000000000001e35",
"nonce": "108",
"to": "0x86935F11C86623deC8a25696E1C19a8659CbF95d",
"value": "0x0",
"v": "0x136",
"r": "0x4becd37941425526e5a1d361a44fd5f911affacaa5526e42e7a20c4a9fb04f90",
"s": "0x3052c55bf6ac67326b4adb92c9ff3288ffe0f0be829b726c2a1cf5b9a58dca5c",
"pendingFor": "10.677797s",
"queuedFor": "0 s",
"pool": "pending"
}
]
}
}
Pending for less than X
For listing all tx(s) pending for less than or equals to x
time unit, send graphQL query
Method : POST
URL : /v1/graphql
query {
pendingForLessThan(x: "1m10s") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Pending from A
For getting a list of all pending tx(s) from
specific address, send a graphQL query like π
Note : More than one pending tx from same address, denotes those are same nonce tx(s).
Method : POST
URL : /v1/graphql
query {
pendingFrom(addr: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Pending to A
For getting a list of all pending tx(s) sent to
specific address, you can send a graphQL query like π
Method : POST
URL : /v1/graphql
query {
pendingTo(addr: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Top X
pending
Top X pending transaction(s), with high gas price
Method : POST
URL : /v1/graphql
query {
topXPendingWithHighGasPrice(x: 10) {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Top X pending transaction(s), with low gas price
Method : POST
URL : /v1/graphql
query {
topXPendingWithLowGasPrice(x: 10) {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Pending Duplicate Tx(s)
Given txHash, attempts to find out duplicate tx(s) present in pending pool.
Tx is considered to be duplicate, when it has, same sender address & nonce
Method : POST
URL : /v1/graphql
query {
pendingDuplicates(hash: "0x2d17f2941e33afd3a648e3257857ed032191b7b93911364ba4906d640ca69b49") {
from
to
gas
gasPrice
hash
nonce
pendingFor
queuedFor
pool
}
}
New pending tx(s)
Listening for any new tx, being added to pending pool, in real-time, over websocket transport
Transport : WebSocket
URL : /v1/graphql
subscription {
newPendingTx{
from
to
gas
gasPrice
nonce
}
}
New confirmed tx(s)
Listening for any new tx, leaving pending pool i.e. confirmed, in real-time, over websocket transport
Transport : WebSocket
URL : /v1/graphql
subscription {
newConfirmedTx{
from
to
gasPrice
}
}
Pending Pool Changes
Whenever any change in pending tx pool happens i.e. tx joins/ leaves pool, subscriber will be notified of those
- Tx joins pending pool, when it's ready to be included in next block [ though might not ]
- Tx leaves pool, when tx it has been included in just mined block
Transport : WebSocket
URL : /v1/graphql
subscription {
pendingPool{
from
to
gasPrice
pool
}
}
New pending tx(s) from
When ever any tx is detected to be entering pending pool, where from
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newPendingTxFrom(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
New confirmed tx(s) from
When ever any tx is detected to be leaving pending pool i.e. got included in some block, where from
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newConfirmedTxFrom(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
Catching new pending tx from A
When new tx, sent from address A
, is detected to be entering pending pool, client to be notified. Also when tx will be confirmed, they will be notified, that tx has left pending pool.
Transport : WebSocket
URL : /v1/graphql
subscription {
newTxFromAInPendingPool(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
pendingFor
queuedFor
}
}
New pending tx(s) to
When ever any tx is detected to be entering pending pool, where to
address is matching with specified one, subscriber will be notified of it.
Note: Tx(s) attempting to deploy contract, will have no
to
address
Transport : WebSocket
URL : /v1/graphql
subscription {
newPendingTxTo(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
New confirmed tx(s) to
When ever any tx is detected to be leaving pending pool i.e. got included in some block, where to
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newConfirmedTxTo(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
Catching new pending tx to A
When new tx, where recipient address is A
, is detected to be entering pending pool, client to be notified. Also when tx will be confirmed, they will be notified, that tx has left pending pool.
Transport : WebSocket
URL : /v1/graphql
subscription {
newTxToAInPendingPool(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
pendingFor
queuedFor
}
}
Queued Pool
Queued tx pool inspection APIs.
Queued for more than X
For listing all tx(s) queued for more than or equals to x
time unit, send graphQL query
Method : POST
URL : /v1/graphql
query {
queuedForMoreThan(x: "1h10m39s") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Queued for less than X
For listing all tx(s) queued for less than or equals to x
time unit, send graphQL query
Method : POST
URL : /v1/graphql
query {
queuedForLessThan(x: "1m10s100ms") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Queued from A
For getting a list of all queued tx(s) from
specific address, send a graphQL query like π
Note : These are present in queued pool due to nonce gap in sender's address i.e. there must be some tx with lower nonce present in pending pool & until that one gets mined, these tx(s) in queued pool, will not move into pending pool.
Method : POST
URL : /v1/graphql
query {
queuedFrom(addr: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Queued to A
For getting a list of all queued tx(s) sent to
specific address, you can send a graphQL query like π
Method : POST
URL : /v1/graphql
query {
queuedTo(addr: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313") {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Top X
pending
Top X queued transaction(s), with high gas price
Method : POST
URL : /v1/graphql
query {
topXQueuedWithHighGasPrice(x: 10) {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Top X queued transaction(s), with low gas price
Method : POST
URL : /v1/graphql
query {
topXQueuedWithLowGasPrice(x: 10) {
from
gas
gasPrice
hash
input
nonce
to
value
v
r
s
pendingFor
queuedFor
pool
}
}
Queued Duplicate Tx(s)
Given txHash, attempts to find out duplicate tx(s) present in queued pool.
Tx is considered to be duplicate, when it has, same sender address & nonce
Method : POST
URL : /v1/graphql
query {
queuedDuplicates(hash: "0x2d17f2941e33afd3a648e3257857ed032191b7b93911364ba4906d640ca69b49") {
from
to
gas
gasPrice
hash
nonce
pendingFor
queuedFor
pool
}
}
New queued tx(s)
Listening for any new tx, being added to queued pool, in real-time, over websocket transport
Transport : WebSocket
URL : /v1/graphql
subscription {
newQueuedTx{
from
to
gas
gasPrice
nonce
}
}
New unstuck tx(s)
Listening for any new tx, leaving queued tx pool i.e. unstuck, in real-time, over websocket transport
Transport : WebSocket
URL : /v1/graphql
subscription {
newUnstuckTx{
from
to
gasPrice
}
}
Queued Pool Changes
Whenever any change in queued tx pool happens i.e. tx joins/ leaves pool, subscriber will be notified of those
- Tx joins queued pool, due to some issue in sender's account [ mostly nonce gap ], because it's not eligible for inclusion in next block to be mined
- Tx leaves pool, when lower nonce has been filled up & this stuck tx is now ready to get included in block [ It's unstuck now ]
Transport : WebSocket
URL : /v1/graphql
subscription {
queuedPool{
from
to
gasPrice
pool
}
}
New queued tx(s) from
When ever any tx is detected to be entering queued pool ( because they're stuck due to nonce gap ), where from
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newQueuedTxFrom(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
New unstuck tx(s) from
When ever any tx is detected to be leaving queued pool ( because they were stuck due to nonce gap ), where from
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newUnstuckTxFrom(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
Catching new queued tx from A
When new tx, from address A
, is detected to be entering queued pool, client to be notified. Also when that tx will be unstuck, client will be notified, that tx has left queued pool & it's now eligible to enter pending pool & become candidate tx for next block to be mined.
Transport : WebSocket
URL : /v1/graphql
subscription {
newTxFromAInQueuedPool(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
pendingFor
queuedFor
}
}
New queued tx(s) to
When ever any tx is detected to be entering queued pool ( because they're stuck due to nonce gap ), where to
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newQueuedTxTo(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
New unstuck tx(s) to
When ever any tx is detected to be leaving queued pool ( because they were stuck due to nonce gap ), where to
address is matching with specified one, subscriber will be notified of it.
Transport : WebSocket
URL : /v1/graphql
subscription {
newUnstuckTxTo(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
}
}
Catching new queued tx to A
When new tx, targeted to address A
, is detected to be entering queued pool, client to be notified. Also when tx will be unstuck, they will be notified, that tx has left queued pool & it's now eligible to enter pending pool & become candidate tx for next block to be mined.
Transport : WebSocket
URL : /v1/graphql
subscription {
newTxToAInQueuedPool(address: "0x63ec5767F54F6943750A70eB6117EA2D9Ca77313"){
from
to
gasPrice
pendingFor
queuedFor
}
}
GraphQL Playground
harmony
packs one graphQL playground for you, where you can play around with both query
& subscription
methods.
query
works over HTTP transport, where assubscription
works only over Websocket transport.
URI : https://<base-url>/v1/graphql-playground
GraphQL Query/ Subscription Examples
I've written some examples for programmatically querying GraphQL API over HTTP & subscribing to topics for listening to MemPool state changes in real-time, over Websocket transport.
You can find those here. Before you run those
- Make sure you've Python3 installed. They're tested to be working on
Python 3.9.2
- Let's first enable virtual environment, by doing
cd examples
python3 -m venv venv
source venv/bin/activate
- We can now fetch dependencies, by doing
pip install -r requirements.txt
- You can now run any of examples, by doing
python3 query.py
python3 subscribe_1.py
Make sure, you've access to
harmony
node.
- Finally when you're done, you can get out of virtual environment
deactivate
Documentation ΒΆ
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