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Author SHA1 Message Date
github-actions[bot]
17ad9f76ce ci: update version string in docs 2025-03-25 19:32:33 +00:00
34 changed files with 1436 additions and 263 deletions

View File

@@ -258,7 +258,7 @@ jobs:
- name: Install built wheel
if: matrix.target == 'x86_64-unknown-linux-musl'
uses: addnab/docker-run-action@3e77f186b7a929ef010f183a9e24c0f9955ea609
uses: addnab/docker-run-action@v3
with:
image: alpine:latest
options: -v ${{ github.workspace }}:/io -w /io
@@ -380,7 +380,7 @@ jobs:
with:
persist-credentials: false
- name: Trigger RTDs build
uses: dfm/rtds-action@618148c547f4b56cdf4fa4dcf3a94c91ce025f2d
uses: dfm/rtds-action@v1
with:
webhook_url: ${{ secrets.RTDS_WEBHOOK_URL }}
webhook_token: ${{ secrets.RTDS_WEBHOOK_TOKEN }}

View File

@@ -33,7 +33,7 @@ jobs:
toolchain: nightly-2025-02-17
override: true
components: rustfmt, clippy
- uses: baptiste0928/cargo-install@91c5da15570085bcde6f4d7aed98cb82d6769fd3
- uses: baptiste0928/cargo-install@v1
with:
crate: cargo-nextest
locked: true
@@ -233,7 +233,7 @@ jobs:
with:
# Pin to version 0.12.1
version: "v0.12.1"
- uses: nanasess/setup-chromedriver@affb1ea8848cbb080be372c1e8d7a5c173e9298f #v2.3.0
- uses: nanasess/setup-chromedriver@e93e57b843c0c92788f22483f1a31af8ee48db25 #v2.3.0
# with:
# chromedriver-version: "115.0.5790.102"
- name: Install wasm32-unknown-unknown
@@ -256,10 +256,10 @@ jobs:
submodules: recursive
- name: Install Foundry
uses: foundry-rs/foundry-toolchain@3b74dacdda3c0b763089addb99ed86bc3800e68b
uses: foundry-rs/foundry-toolchain@v1
- name: Run tests
run: |
run: |
cd tests/foundry
forge install https://github.com/foundry-rs/forge-std --no-git --no-commit
forge test -vvvv --fuzz-runs 64
@@ -798,6 +798,8 @@ jobs:
run: source .env/bin/activate; cargo nextest run py_tests::tests::neural_bag_of_words_ --no-capture
- name: Felt conversion
run: source .env/bin/activate; cargo nextest run py_tests::tests::felt_conversion_test_ --no-capture
- name: Postgres tutorials
run: source .env/bin/activate; cargo nextest run py_tests::tests::postgres_ --no-capture
- name: Tictactoe tutorials
run: source .env/bin/activate; cargo nextest run py_tests::tests::tictactoe_ --test-threads 1
# - name: authenticate-kaggle-cli

147
Cargo.lock generated
View File

@@ -467,7 +467,7 @@ version = "0.1.0"
source = "git+https://github.com/alloy-rs/alloy?rev=5fbf57bac99edef9d8475190109a7ea9fb7e5e83#5fbf57bac99edef9d8475190109a7ea9fb7e5e83"
dependencies = [
"alloy-json-rpc",
"base64",
"base64 0.22.1",
"futures-util",
"futures-utils-wasm",
"serde",
@@ -888,6 +888,12 @@ version = "0.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "4c7f02d4ea65f2c1853089ffd8d2787bdbc63de2f0d29dedbcf8ccdfa0ccd4cf"
[[package]]
name = "base64"
version = "0.21.7"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "9d297deb1925b89f2ccc13d7635fa0714f12c87adce1c75356b39ca9b7178567"
[[package]]
name = "base64"
version = "0.22.1"
@@ -909,6 +915,17 @@ dependencies = [
"serde",
]
[[package]]
name = "bigdecimal"
version = "0.3.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "a6773ddc0eafc0e509fb60e48dff7f450f8e674a0686ae8605e8d9901bd5eefa"
dependencies = [
"num-bigint",
"num-integer",
"num-traits",
]
[[package]]
name = "bincode"
version = "1.3.3"
@@ -1950,6 +1967,7 @@ dependencies = [
"num",
"objc",
"openssl",
"pg_bigdecimal",
"pyo3",
"pyo3-async-runtimes",
"pyo3-log",
@@ -1970,6 +1988,7 @@ dependencies = [
"test-case",
"thiserror",
"tokio",
"tokio-postgres",
"tosubcommand",
"tract-onnx",
"uniffi",
@@ -1982,6 +2001,12 @@ dependencies = [
"wasm-bindgen-test",
]
[[package]]
name = "fallible-iterator"
version = "0.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "4443176a9f2c162692bd3d352d745ef9413eec5782a80d8fd6f8a1ac692a07f7"
[[package]]
name = "fastrand"
version = "2.0.1"
@@ -2033,6 +2058,12 @@ dependencies = [
"windows-sys 0.52.0",
]
[[package]]
name = "finl_unicode"
version = "1.2.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "8fcfdc7a0362c9f4444381a9e697c79d435fe65b52a37466fc2c1184cee9edc6"
[[package]]
name = "fixed-hash"
version = "0.8.0"
@@ -3831,6 +3862,19 @@ dependencies = [
"indexmap",
]
[[package]]
name = "pg_bigdecimal"
version = "0.1.5"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "f9855a94c74528af62c0ea236577af5e601263c1c404a6ac939b07c97c8e0216"
dependencies = [
"bigdecimal",
"byteorder",
"bytes",
"num",
"postgres",
]
[[package]]
name = "phf"
version = "0.11.2"
@@ -3988,6 +4032,49 @@ dependencies = [
"subtle",
]
[[package]]
name = "postgres"
version = "0.19.7"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "7915b33ed60abc46040cbcaa25ffa1c7ec240668e0477c4f3070786f5916d451"
dependencies = [
"bytes",
"fallible-iterator",
"futures-util",
"log",
"tokio",
"tokio-postgres",
]
[[package]]
name = "postgres-protocol"
version = "0.6.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "49b6c5ef183cd3ab4ba005f1ca64c21e8bd97ce4699cfea9e8d9a2c4958ca520"
dependencies = [
"base64 0.21.7",
"byteorder",
"bytes",
"fallible-iterator",
"hmac",
"md-5",
"memchr",
"rand 0.8.5",
"sha2",
"stringprep",
]
[[package]]
name = "postgres-types"
version = "0.2.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "8d2234cdee9408b523530a9b6d2d6b373d1db34f6a8e51dc03ded1828d7fb67c"
dependencies = [
"bytes",
"fallible-iterator",
"postgres-protocol",
]
[[package]]
name = "powerfmt"
version = "0.2.0"
@@ -4497,7 +4584,7 @@ version = "0.12.7"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "f8f4955649ef5c38cc7f9e8aa41761d48fb9677197daea9984dc54f56aad5e63"
dependencies = [
"base64",
"base64 0.22.1",
"bytes",
"futures-channel",
"futures-core",
@@ -4770,7 +4857,7 @@ version = "2.1.3"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "196fe16b00e106300d3e45ecfcb764fa292a535d7326a29a5875c579c7417425"
dependencies = [
"base64",
"base64 0.22.1",
"rustls-pki-types",
]
@@ -5237,6 +5324,17 @@ dependencies = [
"precomputed-hash",
]
[[package]]
name = "stringprep"
version = "0.1.4"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "bb41d74e231a107a1b4ee36bd1214b11285b77768d2e3824aedafa988fd36ee6"
dependencies = [
"finl_unicode",
"unicode-bidi",
"unicode-normalization",
]
[[package]]
name = "strsim"
version = "0.11.0"
@@ -5600,6 +5698,32 @@ dependencies = [
"tokio",
]
[[package]]
name = "tokio-postgres"
version = "0.7.10"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "d340244b32d920260ae7448cb72b6e238bddc3d4f7603394e7dd46ed8e48f5b8"
dependencies = [
"async-trait",
"byteorder",
"bytes",
"fallible-iterator",
"futures-channel",
"futures-util",
"log",
"parking_lot",
"percent-encoding",
"phf",
"pin-project-lite",
"postgres-protocol",
"postgres-types",
"rand 0.8.5",
"socket2",
"tokio",
"tokio-util",
"whoami",
]
[[package]]
name = "tokio-rustls"
version = "0.26.0"
@@ -6264,6 +6388,12 @@ version = "0.11.0+wasi-snapshot-preview1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "9c8d87e72b64a3b4db28d11ce29237c246188f4f51057d65a7eab63b7987e423"
[[package]]
name = "wasite"
version = "0.1.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "b8dad83b4f25e74f184f64c43b150b91efe7647395b42289f38e50566d82855b"
[[package]]
name = "wasm-bindgen"
version = "0.2.92"
@@ -6443,6 +6573,17 @@ dependencies = [
"rustix",
]
[[package]]
name = "whoami"
version = "1.5.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "a44ab49fad634e88f55bf8f9bb3abd2f27d7204172a112c7c9987e01c1c94ea9"
dependencies = [
"redox_syscall",
"wasite",
"web-sys",
]
[[package]]
name = "winapi"
version = "0.3.9"

View File

@@ -69,6 +69,8 @@ reqwest = { version = "0.12.4", default-features = false, features = [
"stream",
], optional = true }
openssl = { version = "0.10.55", features = ["vendored"], optional = true }
tokio-postgres = { version = "0.7.10", optional = true }
pg_bigdecimal = { version = "0.1.5", optional = true }
lazy_static = { version = "1.4.0", optional = true }
colored_json = { version = "3.0.1", default-features = false, optional = true }
tokio = { version = "1.35.0", default-features = false, features = [
@@ -240,6 +242,8 @@ ezkl = [
"dep:indicatif",
"dep:gag",
"dep:reqwest",
"dep:tokio-postgres",
"dep:pg_bigdecimal",
"dep:lazy_static",
"dep:tokio",
"dep:openssl",

View File

@@ -1,7 +1,7 @@
import ezkl
project = 'ezkl'
release = '0.0.0'
release = '21.0.3'
version = release

View File

@@ -1088,7 +1088,7 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" address_path,\n",
" 'http://127.0.0.1:3030'\n",
" rpc_url='http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True\n",

View File

@@ -472,8 +472,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" addr_path_verifier,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True"
@@ -526,9 +526,9 @@
"res = await ezkl.deploy_da_evm(\n",
" addr_path_da,\n",
" input_path,\n",
" RPC_URL,\n",
" settings_path,\n",
" sol_code_path,\n",
" RPC_URL,\n",
" )\n"
]
},
@@ -557,8 +557,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" RPC_URL,\n",
" proof_path,\n",
" RPC_URL,\n",
" addr_da,\n",
")"
]
@@ -566,7 +566,7 @@
],
"metadata": {
"kernelspec": {
"display_name": ".env",
"display_name": "ezkl",
"language": "python",
"name": "python3"
},
@@ -580,7 +580,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
"version": "3.12.5"
},
"orig_nbformat": 4
},

View File

@@ -543,8 +543,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" addr_path_verifier,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True"
@@ -597,9 +597,9 @@
"res = await ezkl.deploy_da_evm(\n",
" addr_path_da,\n",
" input_path,\n",
" RPC_URL,\n",
" settings_path,\n",
" sol_code_path,\n",
" RPC_URL,\n",
" )\n"
]
},
@@ -628,8 +628,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" RPC_URL,\n",
" proof_path,\n",
" RPC_URL,\n",
" addr_da,\n",
")"
]
@@ -651,7 +651,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
"version": "3.11.5"
},
"orig_nbformat": 4
},

View File

@@ -474,8 +474,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" addr_path_verifier,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True"
@@ -529,9 +529,9 @@
"res = await ezkl.deploy_da_evm(\n",
" addr_path_da,\n",
" input_path,\n",
" RPC_URL,\n",
" settings_path,\n",
" sol_code_path,\n",
" RPC_URL,\n",
" )\n"
]
},
@@ -560,8 +560,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" RPC_URL,\n",
" proof_path,\n",
" RPC_URL,\n",
" addr_da,\n",
")"
]

View File

@@ -453,8 +453,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" address_path,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True\n",
@@ -474,8 +474,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" \"http://127.0.0.1:3030\",\n",
" proof_path,\n",
" \"http://127.0.0.1:3030\"\n",
")\n",
"assert res == True"
]
@@ -510,4 +510,4 @@
},
"nbformat": 4,
"nbformat_minor": 2
}
}

View File

@@ -462,8 +462,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" address_path,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True\n",
@@ -483,8 +483,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" \"http://127.0.0.1:3030\",\n",
" proof_path,\n",
" \"http://127.0.0.1:3030\"\n",
")\n",
"assert res == True"
]
@@ -512,4 +512,4 @@
},
"nbformat": 4,
"nbformat_minor": 2
}
}

View File

@@ -0,0 +1,462 @@
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mean of ERC20 transfer amounts\n",
"\n",
"This notebook shows how to calculate the mean of ERC20 transfer amounts, pulling data in from a Postgres database. First we install and get the necessary libraries running. \n",
"The first of which is [shovel](https://indexsupply.com/shovel/docs/#getting-started), which is a library that allows us to pull data from the Ethereum blockchain into a Postgres database.\n",
"\n",
"Make sure you install postgres if needed https://indexsupply.com/shovel/docs/#getting-started. \n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import getpass\n",
"import json\n",
"import time\n",
"import subprocess\n",
"\n",
"# swap out for the relevant linux/amd64, darwin/arm64, darwin/amd64, windows/amd64\n",
"os.system(\"curl -LO https://indexsupply.net/bin/1.0/linux/amd64/shovel\")\n",
"os.system(\"chmod +x shovel\")\n",
"\n",
"\n",
"os.environ[\"PG_URL\"] = \"postgres://\" + getpass.getuser() + \":@localhost:5432/shovel\"\n",
"\n",
"# create a config.json file with the following contents\n",
"config = {\n",
" \"pg_url\": \"$PG_URL\",\n",
" \"eth_sources\": [\n",
" {\"name\": \"mainnet\", \"chain_id\": 1, \"url\": \"https://ethereum-rpc.publicnode.com\"},\n",
" {\"name\": \"base\", \"chain_id\": 8453, \"url\": \"https://base-rpc.publicnode.com\"}\n",
" ],\n",
" \"integrations\": [{\n",
" \"name\": \"usdc_transfer\",\n",
" \"enabled\": True,\n",
" \"sources\": [{\"name\": \"mainnet\"}, {\"name\": \"base\"}],\n",
" \"table\": {\n",
" \"name\": \"usdc\",\n",
" \"columns\": [\n",
" {\"name\": \"log_addr\", \"type\": \"bytea\"},\n",
" {\"name\": \"block_num\", \"type\": \"numeric\"},\n",
" {\"name\": \"f\", \"type\": \"bytea\"},\n",
" {\"name\": \"t\", \"type\": \"bytea\"},\n",
" {\"name\": \"v\", \"type\": \"numeric\"}\n",
" ]\n",
" },\n",
" \"block\": [\n",
" {\"name\": \"block_num\", \"column\": \"block_num\"},\n",
" {\n",
" \"name\": \"log_addr\",\n",
" \"column\": \"log_addr\",\n",
" \"filter_op\": \"contains\",\n",
" \"filter_arg\": [\n",
" \"a0b86991c6218b36c1d19d4a2e9eb0ce3606eb48\",\n",
" \"833589fCD6eDb6E08f4c7C32D4f71b54bdA02913\"\n",
" ]\n",
" }\n",
" ],\n",
" \"event\": {\n",
" \"name\": \"Transfer\",\n",
" \"type\": \"event\",\n",
" \"anonymous\": False,\n",
" \"inputs\": [\n",
" {\"indexed\": True, \"name\": \"from\", \"type\": \"address\", \"column\": \"f\"},\n",
" {\"indexed\": True, \"name\": \"to\", \"type\": \"address\", \"column\": \"t\"},\n",
" {\"indexed\": False, \"name\": \"value\", \"type\": \"uint256\", \"column\": \"v\"}\n",
" ]\n",
" }\n",
" }]\n",
"}\n",
"\n",
"# write the config to a file\n",
"with open(\"config.json\", \"w\") as f:\n",
" f.write(json.dumps(config))\n",
"\n",
"\n",
"# print the two env variables\n",
"os.system(\"echo $PG_URL\")\n",
"\n",
"os.system(\"createdb -h localhost -p 5432 shovel\")\n",
"\n",
"os.system(\"echo shovel is now installed. starting:\")\n",
"\n",
"command = [\"./shovel\", \"-config\", \"config.json\"]\n",
"proc = subprocess.Popen(command)\n",
"\n",
"os.system(\"echo shovel started.\")\n",
"\n",
"time.sleep(10)\n",
"\n",
"# after we've fetched some data -- kill the process\n",
"proc.terminate()\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2wIAHwqH2_mo"
},
"source": [
"**Import Dependencies**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "9Byiv2Nc2MsK"
},
"outputs": [],
"source": [
"# check if notebook is in colab\n",
"try:\n",
" # install ezkl\n",
" import google.colab\n",
" import subprocess\n",
" import sys\n",
" subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"ezkl\"])\n",
" subprocess.check_call([sys.executable, \"-m\", \"pip\", \"install\", \"onnx\"])\n",
"\n",
"# rely on local installation of ezkl if the notebook is not in colab\n",
"except:\n",
" pass\n",
"\n",
"import ezkl\n",
"import torch\n",
"import datetime\n",
"import pandas as pd\n",
"import requests\n",
"import json\n",
"import os\n",
"\n",
"import logging\n",
"# # uncomment for more descriptive logging \n",
"FORMAT = '%(levelname)s %(name)s %(asctime)-15s %(filename)s:%(lineno)d %(message)s'\n",
"logging.basicConfig(format=FORMAT)\n",
"logging.getLogger().setLevel(logging.DEBUG)\n",
"\n",
"print(\"ezkl version: \", ezkl.__version__)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "osjj-0Ta3E8O"
},
"source": [
"**Create Computational Graph**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "x1vl9ZXF3EEW",
"outputId": "bda21d02-fe5f-4fb2-8106-f51a8e2e67aa"
},
"outputs": [],
"source": [
"from torch import nn\n",
"import torch\n",
"\n",
"\n",
"class Model(nn.Module):\n",
" def __init__(self):\n",
" super(Model, self).__init__()\n",
"\n",
" # x is a time series \n",
" def forward(self, x):\n",
" return [torch.mean(x)]\n",
"\n",
"\n",
"\n",
"\n",
"circuit = Model()\n",
"\n",
"\n",
"\n",
"\n",
"x = 0.1*torch.rand(1,*[1,5], requires_grad=True)\n",
"\n",
"# # print(torch.__version__)\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
"\n",
"print(device)\n",
"\n",
"circuit.to(device)\n",
"\n",
"# Flips the neural net into inference mode\n",
"circuit.eval()\n",
"\n",
"# Export the model\n",
"torch.onnx.export(circuit, # model being run\n",
" x, # model input (or a tuple for multiple inputs)\n",
" \"lol.onnx\", # where to save the model (can be a file or file-like object)\n",
" export_params=True, # store the trained parameter weights inside the model file\n",
" opset_version=11, # the ONNX version to export the model to\n",
" do_constant_folding=True, # whether to execute constant folding for optimization\n",
" input_names = ['input'], # the model's input names\n",
" output_names = ['output'], # the model's output names\n",
" dynamic_axes={'input' : {0 : 'batch_size'}, # variable length axes\n",
" 'output' : {0 : 'batch_size'}})\n",
"\n",
"# export(circuit, input_shape=[1, 20])\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "E3qCeX-X5xqd"
},
"source": [
"**Set Data Source and Get Data**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6RAMplxk5xPk",
"outputId": "bd2158fe-0c00-44fd-e632-6a3f70cdb7c9"
},
"outputs": [],
"source": [
"import getpass\n",
"# make an input.json file from the df above\n",
"input_filename = os.path.join('input.json')\n",
"\n",
"pg_input_file = dict(input_data = {\n",
" \"host\": \"localhost\",\n",
" # make sure you replace this with your own username\n",
" \"user\": getpass.getuser(),\n",
" \"dbname\": \"shovel\",\n",
" \"password\": \"\",\n",
" \"query\": \"SELECT v FROM usdc ORDER BY block_num DESC LIMIT 5\",\n",
" \"port\": \"5432\",\n",
"})\n",
"\n",
"json_formatted_str = json.dumps(pg_input_file, indent=2)\n",
"print(json_formatted_str)\n",
"\n",
"\n",
" # Serialize data into file:\n",
"json.dump(pg_input_file, open(input_filename, 'w' ))\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# this corresponds to 4 batches\n",
"calibration_filename = os.path.join('calibration.json')\n",
"\n",
"pg_cal_file = dict(input_data = {\n",
" \"host\": \"localhost\",\n",
" # make sure you replace this with your own username\n",
" \"user\": getpass.getuser(),\n",
" \"dbname\": \"shovel\",\n",
" \"password\": \"\",\n",
" \"query\": \"SELECT v FROM usdc ORDER BY block_num DESC LIMIT 20\",\n",
" \"port\": \"5432\",\n",
"})\n",
"\n",
" # Serialize data into file:\n",
"json.dump( pg_cal_file, open(calibration_filename, 'w' ))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "eLJ7oirQ_HQR"
},
"source": [
"**EZKL Workflow**"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "rNw0C9QL6W88"
},
"outputs": [],
"source": [
"import subprocess\n",
"import os\n",
"\n",
"onnx_filename = os.path.join('lol.onnx')\n",
"compiled_filename = os.path.join('lol.compiled')\n",
"settings_filename = os.path.join('settings.json')\n",
"\n",
"run_args = ezkl.PyRunArgs()\n",
"run_args.decomp_legs = 4\n",
"\n",
"# Generate settings using ezkl\n",
"res = ezkl.gen_settings(onnx_filename, settings_filename, py_run_args=run_args)\n",
"\n",
"assert res == True\n",
"\n",
"res = await ezkl.calibrate_settings(input_filename, onnx_filename, settings_filename, \"resources\")\n",
"\n",
"assert res == True\n",
"\n",
"await ezkl.get_srs(settings_filename)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"\n",
"ezkl.compile_circuit(onnx_filename, compiled_filename, settings_filename)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "4MmE9SX66_Il",
"outputId": "16403639-66a4-4280-ac7f-6966b75de5a3"
},
"outputs": [],
"source": [
"# generate settings\n",
"\n",
"\n",
"# show the settings.json\n",
"with open(\"settings.json\") as f:\n",
" data = json.load(f)\n",
" json_formatted_str = json.dumps(data, indent=2)\n",
"\n",
" print(json_formatted_str)\n",
"\n",
"assert os.path.exists(\"settings.json\")\n",
"assert os.path.exists(\"input.json\")\n",
"assert os.path.exists(\"lol.onnx\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "fULvvnK7_CMb"
},
"outputs": [],
"source": [
"pk_path = os.path.join('test.pk')\n",
"vk_path = os.path.join('test.vk')\n",
"\n",
"\n",
"# setup the proof\n",
"res = ezkl.setup(\n",
" compiled_filename,\n",
" vk_path,\n",
" pk_path\n",
" )\n",
"\n",
"assert res == True\n",
"assert os.path.isfile(vk_path)\n",
"assert os.path.isfile(pk_path)\n",
"assert os.path.isfile(settings_filename)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"witness_path = \"witness.json\"\n",
"\n",
"# generate the witness\n",
"res = await ezkl.gen_witness(\n",
" input_filename,\n",
" compiled_filename,\n",
" witness_path\n",
" )\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Oog3j6Kd-Wed",
"outputId": "5839d0c1-5b43-476e-c2f8-6707de562260"
},
"outputs": [],
"source": [
"# prove the zk circuit\n",
"# GENERATE A PROOF\n",
"proof_path = os.path.join('test.pf')\n",
"\n",
"\n",
"proof = ezkl.prove(\n",
" witness_path,\n",
" compiled_filename,\n",
" pk_path,\n",
" proof_path,\n",
" \"single\"\n",
" )\n",
"\n",
"\n",
"print(\"proved\")\n",
"\n",
"assert os.path.isfile(proof_path)\n",
"\n"
]
}
],
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"display_name": ".env",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 0
}

View File

@@ -504,8 +504,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" address_path,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True\n",
@@ -527,8 +527,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" \"http://127.0.0.1:3030\",\n",
" proof_path\n",
" proof_path,\n",
" \"http://127.0.0.1:3030\"\n",
")\n",
"assert res == True"
]
@@ -558,4 +558,4 @@
},
"nbformat": 4,
"nbformat_minor": 0
}
}

View File

@@ -261,8 +261,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" addr_path_verifier,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030',\n",
" \"verifier/reusable\"\n",
")\n",
"\n",
@@ -288,7 +288,7 @@
"for name in names:\n",
" addr_path_vk = \"addr_vk.txt\"\n",
" sol_key_code_path = os.path.join(name, 'test_key.sol')\n",
" res = await ezkl.deploy_evm(addr_path_vk, 'http://127.0.0.1:3030', sol_key_code_path, \"vka\")\n",
" res = await ezkl.deploy_evm(addr_path_vk, sol_key_code_path, 'http://127.0.0.1:3030', \"vka\")\n",
" assert res == True\n",
"\n",
" with open(addr_path_vk, 'r') as file:\n",
@@ -298,8 +298,8 @@
" sol_code_path = os.path.join(name, 'vk.sol')\n",
" res = await ezkl.verify_evm(\n",
" addr,\n",
" \"http://127.0.0.1:3030\",\n",
" proof_path,\n",
" \"http://127.0.0.1:3030\",\n",
" addr_vk = addr_vk\n",
" )\n",
" assert res == True"

View File

@@ -562,8 +562,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" addr_path_verifier,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True"
@@ -616,9 +616,9 @@
"res = await ezkl.deploy_da_evm(\n",
" addr_path_da,\n",
" input_path,\n",
" RPC_URL,\n",
" settings_path,\n",
" sol_code_path,\n",
" RPC_URL,\n",
" )\n"
]
},
@@ -653,8 +653,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" RPC_URL,\n",
" proof_path,\n",
" RPC_URL,\n",
" addr_da,\n",
")"
]

View File

@@ -666,7 +666,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -689,8 +689,8 @@
"# await\n",
"res = await ezkl.deploy_evm(\n",
" address_path,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True\n",
@@ -701,7 +701,7 @@
},
{
"cell_type": "code",
"execution_count": null,
"execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -722,8 +722,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" \"http://127.0.0.1:3030\",\n",
" proof_path,\n",
" \"http://127.0.0.1:3030\"\n",
")\n",
"assert res == True"
]
@@ -743,8 +743,7 @@
"provenance": []
},
"kernelspec": {
"display_name": ".env",
"language": "python",
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
@@ -757,7 +756,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
"version": "3.12.2"
}
},
"nbformat": 4,

View File

@@ -849,8 +849,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" address_path,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True\n",
@@ -870,8 +870,8 @@
"\n",
"res = await ezkl.verify_evm(\n",
" addr,\n",
" \"http://127.0.0.1:3030\",\n",
" proof_path\n",
" proof_path,\n",
" \"http://127.0.0.1:3030\"\n",
")\n",
"assert res == True"
]
@@ -905,4 +905,4 @@
},
"nbformat": 4,
"nbformat_minor": 2
}
}

View File

@@ -358,8 +358,8 @@
"\n",
"res = await ezkl.deploy_evm(\n",
" addr_path_verifier,\n",
" 'http://127.0.0.1:3030',\n",
" sol_code_path,\n",
" 'http://127.0.0.1:3030'\n",
")\n",
"\n",
"assert res == True"
@@ -405,9 +405,9 @@
"res = await ezkl.deploy_da_evm(\n",
" addr_path_da,\n",
" input_path,\n",
" RPC_URL,\n",
" settings_path,\n",
" sol_code_path,\n",
" RPC_URL,\n",
" )"
]
},
@@ -470,8 +470,8 @@
"\n",
"res = ezkl.verify_evm(\n",
" addr,\n",
" RPC_URL,\n",
" proof_path,\n",
" RPC_URL,\n",
" addr_da,\n",
")"
]
@@ -531,7 +531,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.9"
"version": "3.11.5"
}
},
"nbformat": 4,

View File

@@ -206,9 +206,6 @@ struct PyRunArgs {
/// bool: Should the circuit use range checks for inputs and outputs (set to false if the input is a felt)
#[pyo3(get, set)]
pub ignore_range_check_inputs_outputs: bool,
/// float: epsilon used for arguments that use division
#[pyo3(get, set)]
pub epsilon: f64,
}
/// default instantiation of PyRunArgs
@@ -241,14 +238,12 @@ impl From<PyRunArgs> for RunArgs {
decomp_base: py_run_args.decomp_base,
decomp_legs: py_run_args.decomp_legs,
ignore_range_check_inputs_outputs: py_run_args.ignore_range_check_inputs_outputs,
epsilon: Some(py_run_args.epsilon),
}
}
}
impl Into<PyRunArgs> for RunArgs {
fn into(self) -> PyRunArgs {
let eps = self.get_epsilon();
PyRunArgs {
bounded_log_lookup: self.bounded_log_lookup,
input_scale: self.input_scale,
@@ -267,7 +262,6 @@ impl Into<PyRunArgs> for RunArgs {
decomp_base: self.decomp_base,
decomp_legs: self.decomp_legs,
ignore_range_check_inputs_outputs: self.ignore_range_check_inputs_outputs,
epsilon: eps,
}
}
}
@@ -968,7 +962,7 @@ fn gen_settings(
output=PathBuf::from(DEFAULT_SETTINGS),
variables=Vec::from([("batch_size".to_string(), 1)]),
seed=DEFAULT_SEED.parse().unwrap(),
min=None,
min=None,
max=None
))]
#[gen_stub_pyfunction]
@@ -1829,7 +1823,7 @@ fn create_evm_data_attestation(
test_data,
input_source,
output_source,
rpc_url,
rpc_url=None
))]
#[gen_stub_pyfunction]
fn setup_test_evm_data(
@@ -1839,7 +1833,7 @@ fn setup_test_evm_data(
test_data: PathBuf,
input_source: PyTestDataSource,
output_source: PyTestDataSource,
rpc_url: String,
rpc_url: Option<String>,
) -> PyResult<Bound<'_, PyAny>> {
pyo3_async_runtimes::tokio::future_into_py(py, async move {
crate::execute::setup_test_evm_data(
@@ -1863,8 +1857,8 @@ fn setup_test_evm_data(
/// deploys the solidity verifier
#[pyfunction(signature = (
addr_path,
rpc_url,
sol_code_path=PathBuf::from(DEFAULT_SOL_CODE),
rpc_url=None,
contract_type=ContractType::default(),
optimizer_runs=DEFAULT_OPTIMIZER_RUNS.parse().unwrap(),
private_key=None,
@@ -1873,8 +1867,8 @@ fn setup_test_evm_data(
fn deploy_evm(
py: Python,
addr_path: PathBuf,
rpc_url: String,
sol_code_path: PathBuf,
rpc_url: Option<String>,
contract_type: ContractType,
optimizer_runs: usize,
private_key: Option<String>,
@@ -1902,9 +1896,9 @@ fn deploy_evm(
#[pyfunction(signature = (
addr_path,
input_data,
rpc_url,
settings_path=PathBuf::from(DEFAULT_SETTINGS),
sol_code_path=PathBuf::from(DEFAULT_SOL_CODE_DA),
rpc_url=None,
optimizer_runs=DEFAULT_OPTIMIZER_RUNS.parse().unwrap(),
private_key=None
))]
@@ -1913,9 +1907,9 @@ fn deploy_da_evm(
py: Python,
addr_path: PathBuf,
input_data: String,
rpc_url: String,
settings_path: PathBuf,
sol_code_path: PathBuf,
rpc_url: Option<String>,
optimizer_runs: usize,
private_key: Option<String>,
) -> PyResult<Bound<'_, PyAny>> {
@@ -1962,8 +1956,8 @@ fn deploy_da_evm(
///
#[pyfunction(signature = (
addr_verifier,
rpc_url,
proof_path=PathBuf::from(DEFAULT_PROOF),
rpc_url=None,
addr_da = None,
addr_vk = None,
))]
@@ -1971,8 +1965,8 @@ fn deploy_da_evm(
fn verify_evm<'a>(
py: Python<'a>,
addr_verifier: &'a str,
rpc_url: String,
proof_path: PathBuf,
rpc_url: Option<String>,
addr_da: Option<&'a str>,
addr_vk: Option<&'a str>,
) -> PyResult<Bound<'a, PyAny>> {

View File

@@ -1,7 +1,7 @@
use super::*;
use crate::{
circuit::{layouts, utils},
fieldutils::{IntegerRep, integer_rep_to_felt},
fieldutils::{integer_rep_to_felt, IntegerRep},
graph::multiplier_to_scale,
tensor::{self, DataFormat, Tensor, TensorType, ValTensor},
};
@@ -15,12 +15,10 @@ use serde::{Deserialize, Serialize};
pub enum HybridOp {
Ln {
scale: utils::F32,
eps: f64,
},
Rsqrt {
input_scale: utils::F32,
output_scale: utils::F32,
eps: f64,
},
Sqrt {
scale: utils::F32,
@@ -44,7 +42,6 @@ pub enum HybridOp {
Recip {
input_scale: utils::F32,
output_scale: utils::F32,
eps: f64,
},
Div {
denom: utils::F32,
@@ -80,7 +77,6 @@ pub enum HybridOp {
input_scale: utils::F32,
output_scale: utils::F32,
axes: Vec<usize>,
eps: f64,
},
Output {
decomp: bool,
@@ -132,13 +128,12 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
HybridOp::Rsqrt {
input_scale,
output_scale,
eps,
} => format!(
"RSQRT (input_scale={}, output_scale={}, eps={})",
input_scale, output_scale, eps
"RSQRT (input_scale={}, output_scale={})",
input_scale, output_scale
),
HybridOp::Sqrt { scale } => format!("SQRT(scale={})", scale),
HybridOp::Ln { scale, eps } => format!("LN(scale={}, eps={})", scale, eps),
HybridOp::Ln { scale } => format!("LN(scale={})", scale),
HybridOp::RoundHalfToEven { scale, legs } => {
format!("ROUND_HALF_TO_EVEN(scale={}, legs={})", scale, legs)
}
@@ -151,18 +146,16 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
HybridOp::Recip {
input_scale,
output_scale,
eps,
} => format!(
"RECIP (input_scale={}, output_scale={}, eps={})",
input_scale, output_scale, eps
"RECIP (input_scale={}, output_scale={})",
input_scale, output_scale
),
HybridOp::Div { denom } => format!("DIV (denom={})", denom),
HybridOp::SumPool {
padding,
stride,
kernel_shape,
normalized,
data_format,
normalized, data_format
} => format!(
"SUMPOOL (padding={:?}, stride={:?}, kernel_shape={:?}, normalized={}, data_format={:?})",
padding, stride, kernel_shape, normalized, data_format
@@ -184,11 +177,10 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
input_scale,
output_scale,
axes,
eps,
} => {
format!(
"SOFTMAX (input_scale={}, output_scale={}, axes={:?}, eps={})",
input_scale, output_scale, axes, eps
"SOFTMAX (input_scale={}, output_scale={}, axes={:?})",
input_scale, output_scale, axes
)
}
HybridOp::Output { decomp } => {
@@ -219,21 +211,17 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
HybridOp::Rsqrt {
input_scale,
output_scale,
eps,
} => layouts::rsqrt(
config,
region,
values[..].try_into()?,
*input_scale,
*output_scale,
*eps,
)?,
HybridOp::Sqrt { scale } => {
layouts::sqrt(config, region, values[..].try_into()?, *scale)?
}
HybridOp::Ln { scale, eps } => {
layouts::ln(config, region, values[..].try_into()?, *scale, *eps)?
}
HybridOp::Ln { scale } => layouts::ln(config, region, values[..].try_into()?, *scale)?,
HybridOp::RoundHalfToEven { scale, legs } => {
layouts::round_half_to_even(config, region, values[..].try_into()?, *scale, *legs)?
}
@@ -267,14 +255,12 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
HybridOp::Recip {
input_scale,
output_scale,
eps,
} => layouts::recip(
config,
region,
values[..].try_into()?,
integer_rep_to_felt(input_scale.0 as IntegerRep),
integer_rep_to_felt(output_scale.0 as IntegerRep),
*eps,
)?,
HybridOp::Div { denom, .. } => {
if denom.0.fract() == 0.0 {
@@ -331,7 +317,6 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
input_scale,
output_scale,
axes,
eps,
} => layouts::softmax_axes(
config,
region,
@@ -339,7 +324,6 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
*input_scale,
*output_scale,
axes,
*eps,
)?,
HybridOp::Output { decomp } => {
layouts::output(config, region, values[..].try_into()?, *decomp)?
@@ -380,7 +364,6 @@ impl<F: PrimeField + TensorType + PartialOrd + std::hash::Hash> Op<F> for Hybrid
} => multiplier_to_scale((output_scale.0 * input_scale.0) as f64),
HybridOp::Ln {
scale: output_scale,
eps: _,
} => 4 * multiplier_to_scale(output_scale.0 as f64),
_ => in_scales[0],
};

View File

@@ -303,7 +303,6 @@ pub(crate) fn recip<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
value: &[ValTensor<F>; 1],
input_scale: F,
output_scale: F,
eps: f64,
) -> Result<ValTensor<F>, CircuitError> {
let input = value[0].clone();
let input_dims = input.dims();
@@ -318,7 +317,6 @@ pub(crate) fn recip<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
&input_evals,
felt_to_integer_rep(input_scale) as f64,
felt_to_integer_rep(output_scale) as f64,
eps,
)
.par_iter()
.map(|x| Value::known(integer_rep_to_felt(*x)))
@@ -337,7 +335,7 @@ pub(crate) fn recip<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
let claimed_output = identity(config, region, &[claimed_output], true)?;
// divide by input_scale
let zero_inverse_val =
tensor::ops::nonlinearities::zero_recip(felt_to_integer_rep(output_scale) as f64, eps)[0];
tensor::ops::nonlinearities::zero_recip(felt_to_integer_rep(output_scale) as f64)[0];
let zero_inverse = create_constant_tensor(integer_rep_to_felt(zero_inverse_val), 1);
let equal_zero_mask = equals_zero(config, region, &[input.clone()])?;
@@ -475,7 +473,7 @@ pub fn sqrt<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
/// Some(&[1, 2, 3, 2, 3, 4, 3, 4, 5]),
/// &[3, 3],
/// ).unwrap());
/// let result = rsqrt::<Fp>(&dummy_config, &mut dummy_region, &[x], 1.0.into(), 1.0.into(), f64::EPSILON).unwrap();
/// let result = rsqrt::<Fp>(&dummy_config, &mut dummy_region, &[x], 1.0.into(), 1.0.into()).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 1, 1, 1, 1, 1, 1, 1, 1]), &[3, 3]).unwrap();
/// assert_eq!(result.int_evals().unwrap(), expected);
/// ```
@@ -485,21 +483,13 @@ pub fn rsqrt<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
value: &[ValTensor<F>; 1],
input_scale: utils::F32,
output_scale: utils::F32,
eps: f64,
) -> Result<ValTensor<F>, CircuitError> {
let sqrt = sqrt(config, region, value, input_scale)?;
let felt_output_scale = integer_rep_to_felt(output_scale.0 as IntegerRep);
let felt_input_scale = integer_rep_to_felt(input_scale.0 as IntegerRep);
let recip = recip(
config,
region,
&[sqrt],
felt_input_scale,
felt_output_scale,
eps,
)?;
let recip = recip(config, region, &[sqrt], felt_input_scale, felt_output_scale)?;
Ok(recip)
}
@@ -1557,7 +1547,7 @@ pub(crate) fn dynamic_lookup<F: PrimeField + TensorType + PartialOrd + std::hash
/// * Creates pairs: (index_input, value_input) for original elements
/// * Creates pairs: (index_output, value_output) for permuted elements
/// * index_input is a fixed sequence 0,1,2... corresponding to input positions
///
///
/// - Core permutation verification:
/// * For each (index_input, value_input), verify there exists exactly one
/// (index_output, value_output) such that value_input = value_output
@@ -5712,7 +5702,7 @@ pub fn ceil<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
/// &[1, 1, 2, 2],
/// ).unwrap());
///
/// let result = ln::<Fp>(&dummy_config, &mut dummy_region, &[x], 2.0.into(), f64::EPSILON).unwrap();
/// let result = ln::<Fp>(&dummy_config, &mut dummy_region, &[x], 2.0.into()).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[4, 0, 4, -8]), &[1, 1, 2, 2]).unwrap();
/// assert_eq!(result.int_evals().unwrap(), expected);
///
@@ -5722,7 +5712,6 @@ pub fn ln<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
region: &mut RegionCtx<F>,
values: &[ValTensor<F>; 1],
scale: utils::F32,
eps: f64,
) -> Result<ValTensor<F>, CircuitError> {
// first generate the claimed val
@@ -5893,7 +5882,6 @@ pub fn ln<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
&[pow2_prior_to_claimed_distance],
scale_as_felt,
scale_as_felt * scale_as_felt,
eps,
)?;
let interpolated_distance = pairwise(
@@ -5922,7 +5910,6 @@ pub fn ln<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
&[pow2_next_to_claimed_distance],
scale_as_felt,
scale_as_felt * scale_as_felt,
eps,
)?;
let interpolated_distance_next = pairwise(
@@ -6711,13 +6698,12 @@ pub(crate) fn softmax_axes<F: PrimeField + TensorType + PartialOrd + std::hash::
input_scale: utils::F32,
output_scale: utils::F32,
axes: &[usize],
eps: f64,
) -> Result<ValTensor<F>, CircuitError> {
let soft_max_at_scale = move |config: &BaseConfig<F>,
region: &mut RegionCtx<F>,
values: &[ValTensor<F>; 1]|
-> Result<ValTensor<F>, CircuitError> {
softmax(config, region, values, input_scale, output_scale, eps)
softmax(config, region, values, input_scale, output_scale)
};
let output = multi_dim_axes_op(config, region, values, axes, soft_max_at_scale)?;
@@ -6732,7 +6718,6 @@ pub(crate) fn percent<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>
values: &[ValTensor<F>; 1],
input_scale: utils::F32,
output_scale: utils::F32,
eps: f64,
) -> Result<ValTensor<F>, CircuitError> {
let is_assigned = values[0].all_prev_assigned();
let mut input = values[0].clone();
@@ -6751,7 +6736,6 @@ pub(crate) fn percent<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>
&[denom],
input_felt_scale,
output_felt_scale,
eps,
)?;
// product of num * (1 / denom) = input_scale * output_scale
pairwise(config, region, &[input, inv_denom], BaseOp::Mult)
@@ -6776,7 +6760,7 @@ pub(crate) fn percent<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>
/// Some(&[2, 2, 3, 2, 2, 0]),
/// &[2, 3],
/// ).unwrap());
/// let result = softmax::<Fp>(&dummy_config, &mut dummy_region, &[x], 128.0.into(), (128.0 * 128.0).into(), f64::EPSILON).unwrap();
/// let result = softmax::<Fp>(&dummy_config, &mut dummy_region, &[x], 128.0.into(), (128.0 * 128.0).into()).unwrap();
/// // doubles the scale of the input
/// let expected = Tensor::<IntegerRep>::new(Some(&[350012, 350012, 352768, 350012, 350012, 344500]), &[2, 3]).unwrap();
/// assert_eq!(result.int_evals().unwrap(), expected);
@@ -6787,7 +6771,6 @@ pub fn softmax<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
values: &[ValTensor<F>; 1],
input_scale: utils::F32,
output_scale: utils::F32,
eps: f64,
) -> Result<ValTensor<F>, CircuitError> {
// get the max then subtract it
let max_val = max(config, region, values)?;
@@ -6804,14 +6787,7 @@ pub fn softmax<F: PrimeField + TensorType + PartialOrd + std::hash::Hash>(
},
)?;
percent(
config,
region,
&[ex.clone()],
input_scale,
output_scale,
eps,
)
percent(config, region, &[ex.clone()], input_scale, output_scale)
}
/// Checks that the percent error between the expected public output and the actual output value

View File

@@ -382,44 +382,6 @@ pub struct Cli {
pub command: Option<Commands>,
}
/// Custom parser for data field that handles both direct JSON strings and file paths with '@' prefix
#[derive(Debug, Clone, Serialize, Deserialize, PartialEq, PartialOrd)]
pub struct DataField(pub String);
impl FromStr for DataField {
type Err = String;
fn from_str(s: &str) -> Result<Self, Self::Err> {
// Check if the input starts with '@'
if s.starts_with('@') {
// Extract the file path (remove the '@' prefix)
let file_path = &s[1..];
// Read the file content
let content = std::fs::read_to_string(file_path)
.map_err(|e| format!("Failed to read data file '{}': {}", file_path, e))?;
// Return the file content as the data field value
Ok(DataField(content))
} else {
// Use the input string directly
Ok(DataField(s.to_string()))
}
}
}
impl ToFlags for DataField {
fn to_flags(&self) -> Vec<String> {
vec![self.0.clone()]
}
}
impl std::fmt::Display for DataField {
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
write!(f, "{}", self.0)
}
}
#[allow(missing_docs)]
#[derive(Debug, Subcommand, Clone, Deserialize, Serialize, PartialEq, PartialOrd, ToSubcommand)]
pub enum Commands {
@@ -438,9 +400,9 @@ pub enum Commands {
/// Generates the witness from an input file.
GenWitness {
/// The path to the .json data file (with @ prefix) or a raw data string of the form '{"input_data": [[1, 2, 3]]}'
#[arg(short = 'D', long, default_value = DEFAULT_DATA, value_parser = DataField::from_str)]
data: Option<DataField>,
/// The path to the .json data file
#[arg(short = 'D', long, default_value = DEFAULT_DATA, value_hint = clap::ValueHint::FilePath)]
data: Option<String>,
/// The path to the compiled model file (generated using the compile-circuit command)
#[arg(short = 'M', long, default_value = DEFAULT_COMPILED_CIRCUIT, value_hint = clap::ValueHint::FilePath)]
compiled_circuit: Option<PathBuf>,
@@ -685,9 +647,9 @@ pub enum Commands {
/// Should include both the network input (possibly private) and the network output (public input to the proof)
#[arg(short = 'T', long, value_hint = clap::ValueHint::FilePath)]
test_data: PathBuf,
/// RPC URL for an Ethereum node
/// RPC URL for an Ethereum node, if None will use Anvil but WON'T persist state
#[arg(short = 'U', long, value_hint = clap::ValueHint::Url)]
rpc_url: String,
rpc_url: Option<String>,
/// where the input data come from
#[arg(long, default_value = "on-chain", value_hint = clap::ValueHint::Other)]
input_source: TestDataSource,
@@ -882,9 +844,9 @@ pub enum Commands {
/// The path to the Solidity code (generated using the create-evm-verifier command)
#[arg(long, default_value = DEFAULT_SOL_CODE, value_hint = clap::ValueHint::FilePath)]
sol_code_path: Option<PathBuf>,
/// RPC URL for an Ethereum node
#[arg(short = 'U', long, default_value = DEFAULT_CONTRACT_ADDRESS, value_hint = clap::ValueHint::Url)]
rpc_url: String,
/// RPC URL for an Ethereum node, if None will use Anvil but WON'T persist state
#[arg(short = 'U', long, value_hint = clap::ValueHint::Url)]
rpc_url: Option<String>,
#[arg(long, default_value = DEFAULT_CONTRACT_ADDRESS, value_hint = clap::ValueHint::Other)]
/// The path to output the contract address
addr_path: Option<PathBuf>,
@@ -910,9 +872,9 @@ pub enum Commands {
/// The path to the Solidity code
#[arg(long, default_value = DEFAULT_SOL_CODE_DA, value_hint = clap::ValueHint::FilePath)]
sol_code_path: Option<PathBuf>,
/// RPC URL for an Ethereum node
/// RPC URL for an Ethereum node, if None will use Anvil but WON'T persist state
#[arg(short = 'U', long, value_hint = clap::ValueHint::Url)]
rpc_url: String,
rpc_url: Option<String>,
#[arg(long, default_value = DEFAULT_CONTRACT_ADDRESS_DA, value_hint = clap::ValueHint::FilePath)]
/// The path to output the contract address
addr_path: Option<PathBuf>,
@@ -932,9 +894,9 @@ pub enum Commands {
/// The path to verifier contract's address
#[arg(long, default_value = DEFAULT_CONTRACT_ADDRESS, value_hint = clap::ValueHint::Other)]
addr_verifier: H160Flag,
/// RPC URL for an Ethereum node
/// RPC URL for an Ethereum node, if None will use Anvil but WON'T persist state
#[arg(short = 'U', long, value_hint = clap::ValueHint::Url)]
rpc_url: String,
rpc_url: Option<String>,
/// does the verifier use data attestation ?
#[arg(long, value_hint = clap::ValueHint::Other)]
addr_da: Option<H160Flag>,

View File

@@ -12,6 +12,7 @@ use alloy::dyn_abi::abi::TokenSeq;
use alloy::dyn_abi::abi::token::{DynSeqToken, PackedSeqToken, WordToken};
// use alloy::providers::Middleware;
use alloy::json_abi::JsonAbi;
use alloy::node_bindings::Anvil;
use alloy::primitives::ruint::ParseError;
use alloy::primitives::{B256, I256, ParseSignedError};
use alloy::providers::ProviderBuilder;
@@ -312,12 +313,25 @@ pub type ContractFactory<M> = CallBuilder<Http<Client>, Arc<M>, ()>;
/// Return an instance of Anvil and a client for the given RPC URL. If none is provided, a local client is used.
pub async fn setup_eth_backend(
rpc_url: &str,
rpc_url: Option<&str>,
private_key: Option<&str>,
) -> Result<(EthersClient, alloy::primitives::Address), EthError> {
// Launch anvil
let endpoint = rpc_url.to_string();
let endpoint: String;
if let Some(rpc_url) = rpc_url {
endpoint = rpc_url.to_string();
} else {
let anvil = Anvil::new()
.args([
"--code-size-limit=41943040",
"--disable-block-gas-limit",
"-p",
"8545",
])
.spawn();
endpoint = anvil.endpoint();
}
// Instantiate the wallet
let wallet: LocalWallet;
@@ -351,7 +365,7 @@ pub async fn setup_eth_backend(
///
pub async fn deploy_contract_via_solidity(
sol_code_path: PathBuf,
rpc_url: &str,
rpc_url: Option<&str>,
runs: usize,
private_key: Option<&str>,
contract_name: &str,
@@ -373,7 +387,7 @@ pub async fn deploy_da_verifier_via_solidity(
settings_path: PathBuf,
input: String,
sol_code_path: PathBuf,
rpc_url: &str,
rpc_url: Option<&str>,
runs: usize,
private_key: Option<&str>,
) -> Result<H160, EthError> {
@@ -560,7 +574,7 @@ pub async fn verify_proof_via_solidity(
proof: Snark<Fr, G1Affine>,
addr: H160,
addr_vk: Option<H160>,
rpc_url: &str,
rpc_url: Option<&str>,
) -> Result<bool, EthError> {
let flattened_instances = proof.instances.into_iter().flatten();
@@ -662,7 +676,7 @@ pub async fn verify_proof_with_data_attestation(
addr_verifier: H160,
addr_da: H160,
addr_vk: Option<H160>,
rpc_url: &str,
rpc_url: Option<&str>,
) -> Result<bool, EthError> {
use ethabi::{Function, Param, ParamType, StateMutability, Token};
@@ -1001,7 +1015,7 @@ pub fn fix_da_sol(commitment_bytes: Option<Vec<u8>>, only_kzg: bool) -> Result<S
require(checkKzgCommits(encoded), "Invalid KZG commitments");
// static call the verifier contract to verify the proof
(bool success, bytes memory returndata) = verifier.staticcall(encoded);
if (success) {
return abi.decode(returndata, (bool));
} else {

View File

@@ -176,7 +176,7 @@ pub async fn run(command: Commands) -> Result<String, EZKLError> {
srs_path,
} => gen_witness(
compiled_circuit.unwrap_or(DEFAULT_COMPILED_CIRCUIT.into()),
data.unwrap_or(DataField(DEFAULT_DATA.into())).to_string(),
data.unwrap_or(DEFAULT_DATA.into()),
Some(output.unwrap_or(DEFAULT_WITNESS.into())),
vk_path,
srs_path,
@@ -1608,7 +1608,7 @@ pub(crate) async fn deploy_da_evm(
data: String,
settings_path: PathBuf,
sol_code_path: PathBuf,
rpc_url: String,
rpc_url: Option<String>,
addr_path: PathBuf,
runs: usize,
private_key: Option<String>,
@@ -1617,7 +1617,7 @@ pub(crate) async fn deploy_da_evm(
settings_path,
data,
sol_code_path,
&rpc_url,
rpc_url.as_deref(),
runs,
private_key.as_deref(),
)
@@ -1632,7 +1632,7 @@ pub(crate) async fn deploy_da_evm(
pub(crate) async fn deploy_evm(
sol_code_path: PathBuf,
rpc_url: String,
rpc_url: Option<String>,
addr_path: PathBuf,
runs: usize,
private_key: Option<String>,
@@ -1645,7 +1645,7 @@ pub(crate) async fn deploy_evm(
};
let contract_address = deploy_contract_via_solidity(
sol_code_path,
&rpc_url,
rpc_url.as_deref(),
runs,
private_key.as_deref(),
contract_name,
@@ -1688,7 +1688,7 @@ pub(crate) fn encode_evm_calldata(
pub(crate) async fn verify_evm(
proof_path: PathBuf,
addr_verifier: H160Flag,
rpc_url: String,
rpc_url: Option<String>,
addr_da: Option<H160Flag>,
addr_vk: Option<H160Flag>,
) -> Result<String, EZKLError> {
@@ -1702,7 +1702,7 @@ pub(crate) async fn verify_evm(
addr_verifier.into(),
addr_da.into(),
addr_vk.map(|s| s.into()),
&rpc_url,
rpc_url.as_deref(),
)
.await?
} else {
@@ -1710,7 +1710,7 @@ pub(crate) async fn verify_evm(
proof.clone(),
addr_verifier.into(),
addr_vk.map(|s| s.into()),
&rpc_url,
rpc_url.as_deref(),
)
.await?
};
@@ -1851,7 +1851,7 @@ pub(crate) async fn setup_test_evm_data(
data_path: String,
compiled_circuit_path: PathBuf,
test_data: PathBuf,
rpc_url: String,
rpc_url: Option<String>,
input_source: TestDataSource,
output_source: TestDataSource,
) -> Result<String, EZKLError> {

View File

@@ -98,6 +98,8 @@ pub enum GraphError {
feature = "ezkl",
not(all(target_arch = "wasm32", target_os = "unknown"))
))]
#[error("[tokio postgres] {0}")]
TokioPostgresError(#[from] tokio_postgres::Error),
/// Eth error
#[cfg(all(
feature = "ezkl",
@@ -139,9 +141,7 @@ pub enum GraphError {
#[error("range check {0} is too large")]
RangeCheckTooLarge(usize),
///Cannot use on-chain data source as private data
#[error(
"cannot use on-chain data source as 1) output for on-chain test 2) as private data 3) as input when using wasm."
)]
#[error("cannot use on-chain data source as 1) output for on-chain test 2) as private data 3) as input when using wasm.")]
OnChainDataSource,
/// Missing data source
#[error("missing data source")]

View File

@@ -1,15 +1,17 @@
use super::errors::GraphError;
use super::quantize_float;
use crate::EZKL_BUF_CAPACITY;
use crate::circuit::InputType;
use crate::fieldutils::integer_rep_to_felt;
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
use crate::graph::postgres::Client;
use crate::EZKL_BUF_CAPACITY;
use halo2curves::bn256::Fr as Fp;
#[cfg(feature = "python-bindings")]
use pyo3::ToPyObject;
#[cfg(feature = "python-bindings")]
use pyo3::prelude::*;
#[cfg(feature = "python-bindings")]
use pyo3::types::PyDict;
#[cfg(feature = "python-bindings")]
use pyo3::ToPyObject;
use serde::{Deserialize, Deserializer, Serialize, Serializer};
use std::io::BufReader;
use std::io::BufWriter;
@@ -17,10 +19,13 @@ use std::io::Read;
use std::panic::UnwindSafe;
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
use tract_onnx::tract_core::{
tract_data::{TVec, prelude::Tensor as TractTensor},
tract_data::{prelude::Tensor as TractTensor, TVec},
value::TValue,
};
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
use tract_onnx::tract_hir::tract_num_traits::ToPrimitive;
type Decimals = u8;
type Call = String;
type RPCUrl = String;
@@ -196,9 +201,9 @@ impl OnChainSource {
data: &FileSource,
scales: Vec<crate::Scale>,
mut shapes: Vec<Vec<usize>>,
rpc: &str,
rpc: Option<&str>,
) -> Result<Self, GraphError> {
use crate::eth::{read_on_chain_inputs, test_on_chain_data};
use crate::eth::{read_on_chain_inputs, test_on_chain_data, DEFAULT_ANVIL_ENDPOINT};
use log::debug;
// Set up local anvil instance for reading on-chain data
@@ -212,7 +217,7 @@ impl OnChainSource {
shapes[idx] = vec![i.len()];
}
}
let used_rpc = rpc.to_string();
let used_rpc = rpc.unwrap_or(DEFAULT_ANVIL_ENDPOINT).to_string();
let call_to_account = test_on_chain_data(client.clone(), data).await?;
debug!("Call to account: {:?}", call_to_account);
@@ -255,6 +260,9 @@ pub enum DataSource {
File(FileSource),
/// Data fetched from blockchain contracts
OnChain(OnChainSource),
/// Data from a PostgreSQL database
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
DB(PostgresSource),
}
impl Default for DataSource {
@@ -315,6 +323,15 @@ impl<'de> Deserialize<'de> for DataSource {
return Ok(DataSource::OnChain(t));
}
// Try deserializing as PostgresSource if feature enabled
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
{
let third_try: Result<PostgresSource, _> = serde_json::from_str(this_json.get());
if let Ok(t) = third_try {
return Ok(DataSource::DB(t));
}
}
Err(serde::de::Error::custom("failed to deserialize DataSource"))
}
}
@@ -364,7 +381,7 @@ impl GraphData {
return Err(GraphError::InvalidDims(
0,
"non file data cannot be split into batches".to_string(),
));
))
}
}
Ok(inputs)
@@ -417,13 +434,13 @@ impl GraphData {
/// Loads graph input data from a string, first seeing if it is a file path or JSON data
/// If it is a file path, it will load the data from the file
/// Otherwise, it will attempt to parse the string as JSON data
///
///
/// # Arguments
/// * `data` - String containing the input data
/// # Returns
/// A new GraphData instance containing the loaded data
pub fn from_str(data: &str) -> Result<Self, GraphError> {
let graph_input = serde_json::from_str(data);
let graph_input = serde_json::from_str(data);
match graph_input {
Ok(graph_input) => {
return Ok(graph_input);
@@ -498,8 +515,13 @@ impl GraphData {
return Err(GraphError::InvalidDims(
0,
"on-chain data cannot be split into batches".to_string(),
));
))
}
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
GraphData {
input_data: DataSource::DB(data),
output_data: _,
} => data.fetch_and_format_as_file().await?,
};
// Process each input tensor according to its shape
@@ -516,6 +538,7 @@ impl GraphData {
input.len(),
input_size
),
));
}
@@ -569,6 +592,28 @@ impl GraphData {
mod tests {
use super::*;
#[test]
fn test_postgres_source_new() {
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
{
let source = PostgresSource::new(
"localhost".to_string(),
"5432".to_string(),
"user".to_string(),
"SELECT * FROM table".to_string(),
"database".to_string(),
"password".to_string(),
);
assert_eq!(source.host, "localhost");
assert_eq!(source.port, "5432");
assert_eq!(source.user, "user");
assert_eq!(source.query, "SELECT * FROM table");
assert_eq!(source.dbname, "database");
assert_eq!(source.password, "password");
}
}
#[test]
fn test_data_source_serialization_round_trip() {
// Test backwards compatibility with old format
@@ -611,6 +656,95 @@ mod tests {
}
}
/// Source data from a PostgreSQL database
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
#[derive(Clone, Debug, Deserialize, Serialize, Default, PartialOrd, PartialEq)]
pub struct PostgresSource {
/// Database host address
pub host: RPCUrl,
/// Database user name
pub user: String,
/// Database password
pub password: String,
/// SQL query to execute
pub query: String,
/// Database name
pub dbname: String,
/// Database port
pub port: String,
}
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
impl PostgresSource {
/// Creates a new PostgreSQL data source
pub fn new(
host: RPCUrl,
port: String,
user: String,
query: String,
dbname: String,
password: String,
) -> Self {
PostgresSource {
host,
user,
password,
query,
dbname,
port,
}
}
/// Fetches data from the PostgreSQL database
pub async fn fetch(&self) -> Result<Vec<Vec<pg_bigdecimal::PgNumeric>>, GraphError> {
// Configuration string
let config = if self.password.is_empty() {
format!(
"host={} user={} dbname={} port={}",
self.host, self.user, self.dbname, self.port
)
} else {
format!(
"host={} user={} dbname={} port={} password={}",
self.host, self.user, self.dbname, self.port, self.password
)
};
let mut client = Client::connect(&config).await?;
let mut res: Vec<pg_bigdecimal::PgNumeric> = Vec::new();
// Extract rows from query
for row in client.query(&self.query, &[]).await? {
for i in 0..row.len() {
res.push(row.get(i));
}
}
Ok(vec![res])
}
/// Fetches and formats data as FileSource
pub async fn fetch_and_format_as_file(&self) -> Result<Vec<Vec<FileSourceInner>>, GraphError> {
Ok(self
.fetch()
.await?
.iter()
.map(|d| {
d.iter()
.map(|d| {
FileSourceInner::Float(
d.n.as_ref()
.unwrap()
.to_f64()
.ok_or("could not convert decimal to f64")
.unwrap(),
)
})
.collect()
})
.collect())
}
}
#[cfg(feature = "python-bindings")]
impl ToPyObject for CallToAccount {
fn to_object(&self, py: Python) -> PyObject {
@@ -634,6 +768,14 @@ impl ToPyObject for DataSource {
.unwrap();
dict.to_object(py)
}
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
DataSource::DB(source) => {
let dict = PyDict::new(py);
dict.set_item("host", &source.host).unwrap();
dict.set_item("user", &source.user).unwrap();
dict.set_item("query", &source.query).unwrap();
dict.to_object(py)
}
}
}
}

View File

@@ -6,6 +6,9 @@ pub mod model;
pub mod modules;
/// Inner elements of a computational graph that represent a single operation / constraints.
pub mod node;
/// postgres helper functions
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
pub mod postgres;
/// Helper functions
pub mod utilities;
/// Representations of a computational graph's variables.
@@ -33,12 +36,12 @@ use self::modules::{GraphModules, ModuleConfigs, ModuleForwardResult, ModuleSize
use crate::circuit::lookup::LookupOp;
use crate::circuit::modules::ModulePlanner;
use crate::circuit::region::{ConstantsMap, RegionSettings};
use crate::circuit::table::{RESERVED_BLINDING_ROWS_PAD, Range, Table, num_cols_required};
use crate::circuit::table::{num_cols_required, Range, Table, RESERVED_BLINDING_ROWS_PAD};
use crate::circuit::{CheckMode, InputType};
use crate::fieldutils::{IntegerRep, felt_to_f64};
use crate::fieldutils::{felt_to_f64, IntegerRep};
use crate::pfsys::PrettyElements;
use crate::tensor::{Tensor, ValTensor};
use crate::{EZKL_BUF_CAPACITY, RunArgs};
use crate::{RunArgs, EZKL_BUF_CAPACITY};
use halo2_proofs::{
circuit::Layouter,
@@ -53,13 +56,13 @@ use maybe_rayon::prelude::{IntoParallelRefIterator, ParallelIterator};
pub use model::*;
pub use node::*;
#[cfg(feature = "python-bindings")]
use pyo3::ToPyObject;
#[cfg(feature = "python-bindings")]
use pyo3::prelude::*;
#[cfg(feature = "python-bindings")]
use pyo3::types::PyDict;
#[cfg(feature = "python-bindings")]
use pyo3::types::PyDictMethods;
#[cfg(feature = "python-bindings")]
use pyo3::ToPyObject;
use serde::{Deserialize, Serialize};
use std::ops::Deref;
@@ -761,7 +764,7 @@ pub struct TestOnChainData {
/// The path to the test witness
pub data: std::path::PathBuf,
/// rpc endpoint
pub rpc: String,
pub rpc: Option<String>,
/// data sources for the on chain data
pub data_sources: TestSources,
}
@@ -1008,6 +1011,10 @@ impl GraphCircuit {
DataSource::File(file_data) => {
self.load_file_data(file_data, &shapes, scales, input_types)
}
DataSource::DB(pg) => {
let data = pg.fetch_and_format_as_file().await?;
self.load_file_data(&data, &shapes, scales, input_types)
}
}
}
@@ -1020,7 +1027,7 @@ impl GraphCircuit {
scales: Vec<crate::Scale>,
) -> Result<Vec<Tensor<Fp>>, GraphError> {
use crate::eth::{evm_quantize, read_on_chain_inputs, setup_eth_backend};
let (client, client_address) = setup_eth_backend(&source.rpc, None).await?;
let (client, client_address) = setup_eth_backend(Some(&source.rpc), None).await?;
let input = read_on_chain_inputs(client.clone(), client_address, &source.call).await?;
let quantized_evm_inputs =
evm_quantize(client, scales, &input, &source.call.decimals).await?;
@@ -1474,9 +1481,13 @@ impl GraphCircuit {
// print file data
debug!("file data: {:?}", file_data);
let on_chain_data: OnChainSource =
OnChainSource::test_from_file_data(&file_data, scales, shapes, &test_on_chain_data.rpc)
.await?;
let on_chain_data: OnChainSource = OnChainSource::test_from_file_data(
&file_data,
scales,
shapes,
test_on_chain_data.rpc.as_deref(),
)
.await?;
// Here we update the GraphData struct with the on-chain data
if input_data.is_some() {
data.input_data = on_chain_data.clone().into();

493
src/graph/postgres.rs Normal file
View File

@@ -0,0 +1,493 @@
use log::{debug, error, info};
use std::fmt::Debug;
use std::net::IpAddr;
#[cfg(all(not(not(feature = "ezkl")), unix))]
use std::path::Path;
use std::str::FromStr;
use std::sync::Arc;
use std::time::Duration;
use std::{fmt, pin::Pin};
use tokio::task::JoinHandle;
#[doc(inline)]
pub use tokio_postgres::config::{
ChannelBinding, Host, LoadBalanceHosts, SslMode, TargetSessionAttrs,
};
use tokio_postgres::tls::NoTlsStream;
use tokio_postgres::NoTls;
use tokio_postgres::{error::DbError, types::ToSql, Error, Row, Socket, ToStatement};
/// Connection configuration.
///
/// Configuration can be parsed from libpq-style connection strings. These strings come in two formats:
///
///
#[derive(Clone)]
pub struct Config {
config: tokio_postgres::Config,
notice_callback: Arc<dyn Fn(DbError) + Send + Sync>,
}
impl fmt::Debug for Config {
fn fmt(&self, fmt: &mut fmt::Formatter<'_>) -> fmt::Result {
fmt.debug_struct("Config")
.field("config", &self.config)
.finish()
}
}
impl Default for Config {
fn default() -> Config {
Config::new()
}
}
impl Config {
/// Creates a new configuration.
pub fn new() -> Config {
tokio_postgres::Config::new().into()
}
/// Sets the user to authenticate with.
///
/// If the user is not set, then this defaults to the user executing this process.
pub fn user(&mut self, user: &str) -> &mut Config {
self.config.user(user);
self
}
/// Gets the user to authenticate with, if one has been configured with
/// the `user` method.
pub fn get_user(&self) -> Option<&str> {
self.config.get_user()
}
/// Sets the password to authenticate with.
pub fn password<T>(&mut self, password: T) -> &mut Config
where
T: AsRef<[u8]>,
{
self.config.password(password);
self
}
/// Gets the password to authenticate with, if one has been configured with
/// the `password` method.
pub fn get_password(&self) -> Option<&[u8]> {
self.config.get_password()
}
/// Sets the name of the database to connect to.
///
/// Defaults to the user.
pub fn dbname(&mut self, dbname: &str) -> &mut Config {
self.config.dbname(dbname);
self
}
/// Gets the name of the database to connect to, if one has been configured
/// with the `dbname` method.
pub fn get_dbname(&self) -> Option<&str> {
self.config.get_dbname()
}
/// Sets command line options used to configure the server.
pub fn options(&mut self, options: &str) -> &mut Config {
self.config.options(options);
self
}
/// Gets the command line options used to configure the server, if the
/// options have been set with the `options` method.
pub fn get_options(&self) -> Option<&str> {
self.config.get_options()
}
/// Sets the value of the `application_name` runtime parameter.
pub fn application_name(&mut self, application_name: &str) -> &mut Config {
self.config.application_name(application_name);
self
}
/// Gets the value of the `application_name` runtime parameter, if it has
/// been set with the `application_name` method.
pub fn get_application_name(&self) -> Option<&str> {
self.config.get_application_name()
}
/// Sets the SSL configuration.
///
/// Defaults to `prefer`.
pub fn ssl_mode(&mut self, ssl_mode: SslMode) -> &mut Config {
self.config.ssl_mode(ssl_mode);
self
}
/// Gets the SSL configuration.
pub fn get_ssl_mode(&self) -> SslMode {
self.config.get_ssl_mode()
}
/// Adds a host to the configuration.
///
/// Multiple hosts can be specified by calling this method multiple times, and each will be tried in order. On Unix
/// systems, a host starting with a `/` is interpreted as a path to a directory containing Unix domain sockets.
/// There must be either no hosts, or the same number of hosts as hostaddrs.
pub fn host(&mut self, host: &str) -> &mut Config {
self.config.host(host);
self
}
/// Gets the hosts that have been added to the configuration with `host`.
pub fn get_hosts(&self) -> &[Host] {
self.config.get_hosts()
}
/// Gets the hostaddrs that have been added to the configuration with `hostaddr`.
pub fn get_hostaddrs(&self) -> &[IpAddr] {
self.config.get_hostaddrs()
}
/// Adds a Unix socket host to the configuration.
///
/// Unlike `host`, this method allows non-UTF8 paths.
#[cfg(all(not(not(feature = "ezkl")), unix))]
pub fn host_path<T>(&mut self, host: T) -> &mut Config
where
T: AsRef<Path>,
{
self.config.host_path(host);
self
}
/// Adds a hostaddr to the configuration.
///
/// Multiple hostaddrs can be specified by calling this method multiple times, and each will be tried in order.
/// There must be either no hostaddrs, or the same number of hostaddrs as hosts.
pub fn hostaddr(&mut self, hostaddr: IpAddr) -> &mut Config {
self.config.hostaddr(hostaddr);
self
}
/// Adds a port to the configuration.
///
/// Multiple ports can be specified by calling this method multiple times. There must either be no ports, in which
/// case the default of 5432 is used, a single port, in which it is used for all hosts, or the same number of ports
/// as hosts.
pub fn port(&mut self, port: u16) -> &mut Config {
self.config.port(port);
self
}
/// Gets the ports that have been added to the configuration with `port`.
pub fn get_ports(&self) -> &[u16] {
self.config.get_ports()
}
/// Sets the timeout applied to socket-level connection attempts.
///
/// Note that hostnames can resolve to multiple IP addresses, and this timeout will apply to each address of each
/// host separately. Defaults to no limit.
pub fn connect_timeout(&mut self, connect_timeout: Duration) -> &mut Config {
self.config.connect_timeout(connect_timeout);
self
}
/// Gets the connection timeout, if one has been set with the
/// `connect_timeout` method.
pub fn get_connect_timeout(&self) -> Option<&Duration> {
self.config.get_connect_timeout()
}
/// Sets the TCP user timeout.
///
/// This is ignored for Unix domain socket connections. It is only supported on systems where
/// TCP_USER_TIMEOUT is available and will default to the system default if omitted or set to 0;
/// on other systems, it has no effect.
pub fn tcp_user_timeout(&mut self, tcp_user_timeout: Duration) -> &mut Config {
self.config.tcp_user_timeout(tcp_user_timeout);
self
}
/// Gets the TCP user timeout, if one has been set with the
/// `user_timeout` method.
pub fn get_tcp_user_timeout(&self) -> Option<&Duration> {
self.config.get_tcp_user_timeout()
}
/// Controls the use of TCP keepalive.
///
/// This is ignored for Unix domain socket connections. Defaults to `true`.
pub fn keepalives(&mut self, keepalives: bool) -> &mut Config {
self.config.keepalives(keepalives);
self
}
/// Reports whether TCP keepalives will be used.
pub fn get_keepalives(&self) -> bool {
self.config.get_keepalives()
}
/// Sets the amount of idle time before a keepalive packet is sent on the connection.
///
/// This is ignored for Unix domain sockets, or if the `keepalives` option is disabled. Defaults to 2 hours.
pub fn keepalives_idle(&mut self, keepalives_idle: Duration) -> &mut Config {
self.config.keepalives_idle(keepalives_idle);
self
}
/// Gets the configured amount of idle time before a keepalive packet will
/// be sent on the connection.
pub fn get_keepalives_idle(&self) -> Duration {
self.config.get_keepalives_idle()
}
/// Sets the time interval between TCP keepalive probes.
/// On Windows, this sets the value of the tcp_keepalive structs keepaliveinterval field.
///
/// This is ignored for Unix domain sockets, or if the `keepalives` option is disabled.
pub fn keepalives_interval(&mut self, keepalives_interval: Duration) -> &mut Config {
self.config.keepalives_interval(keepalives_interval);
self
}
/// Gets the time interval between TCP keepalive probes.
pub fn get_keepalives_interval(&self) -> Option<Duration> {
self.config.get_keepalives_interval()
}
/// Sets the maximum number of TCP keepalive probes that will be sent before dropping a connection.
///
/// This is ignored for Unix domain sockets, or if the `keepalives` option is disabled.
pub fn keepalives_retries(&mut self, keepalives_retries: u32) -> &mut Config {
self.config.keepalives_retries(keepalives_retries);
self
}
/// Gets the maximum number of TCP keepalive probes that will be sent before dropping a connection.
pub fn get_keepalives_retries(&self) -> Option<u32> {
self.config.get_keepalives_retries()
}
/// Sets the requirements of the session.
///
/// This can be used to connect to the primary server in a clustered database rather than one of the read-only
/// secondary servers. Defaults to `Any`.
pub fn target_session_attrs(
&mut self,
target_session_attrs: TargetSessionAttrs,
) -> &mut Config {
self.config.target_session_attrs(target_session_attrs);
self
}
/// Gets the requirements of the session.
pub fn get_target_session_attrs(&self) -> TargetSessionAttrs {
self.config.get_target_session_attrs()
}
/// Sets the channel binding behavior.
///
/// Defaults to `prefer`.
pub fn channel_binding(&mut self, channel_binding: ChannelBinding) -> &mut Config {
self.config.channel_binding(channel_binding);
self
}
/// Gets the channel binding behavior.
pub fn get_channel_binding(&self) -> ChannelBinding {
self.config.get_channel_binding()
}
/// Sets the host load balancing behavior.
///
/// Defaults to `disable`.
pub fn load_balance_hosts(&mut self, load_balance_hosts: LoadBalanceHosts) -> &mut Config {
self.config.load_balance_hosts(load_balance_hosts);
self
}
/// Gets the host load balancing behavior.
pub fn get_load_balance_hosts(&self) -> LoadBalanceHosts {
self.config.get_load_balance_hosts()
}
/// Sets the notice callback.
///
/// This callback will be invoked with the contents of every
/// [`AsyncMessage::Notice`] that is received by the connection. Notices use
/// the same structure as errors, but they are not "errors" per-se.
///
/// Notices are distinct from notifications, which are instead accessible
/// via the [`Notifications`] API.
///
/// [`AsyncMessage::Notice`]: tokio_postgres::AsyncMessage::Notice
/// [`Notifications`]: crate::Notifications
pub fn notice_callback<F>(&mut self, f: F) -> &mut Config
where
F: Fn(DbError) + Send + Sync + 'static,
{
self.notice_callback = Arc::new(f);
self
}
/// Opens a connection to a PostgreSQL database.
pub async fn connect(&self) -> Result<Client, Error> {
let (client, connection) = self.config.connect(NoTls).await?;
let connection = Connection::new(connection);
Ok(Client::new(client, connection))
}
}
impl FromStr for Config {
type Err = Error;
fn from_str(s: &str) -> Result<Config, Error> {
s.parse::<tokio_postgres::Config>().map(Config::from)
}
}
impl From<tokio_postgres::Config> for Config {
fn from(config: tokio_postgres::Config) -> Config {
Config {
config,
notice_callback: Arc::new(|notice| {
info!("{}: {}", notice.severity(), notice.message())
}),
}
}
}
#[allow(missing_debug_implementations, dead_code)]
/// An asynchronous PostgreSQL connection. We use this to keep the connection alive / keep it pinned so that it doesn't
/// get dropped.
pub struct Connection {
/// The underlying connection stream.
connection: Pin<Box<tokio_postgres::Connection<Socket, NoTlsStream>>>,
}
impl Connection {
/// Creates a new connection.
pub fn new(connection: tokio_postgres::Connection<Socket, NoTlsStream>) -> Self {
Connection {
connection: Box::pin(connection),
}
}
/// start the connection
pub async fn start(self) {
if let Err(e) = self.connection.await {
error!("connection error: {}", e);
}
}
}
#[allow(missing_debug_implementations, dead_code)]
/// An asynchronous PostgreSQL client.
pub struct Client {
connection: JoinHandle<()>,
client: tokio_postgres::Client,
}
impl Drop for Client {
fn drop(&mut self) {
let _ = self.close_inner();
}
}
impl Client {
pub(crate) fn new(client: tokio_postgres::Client, connection: Connection) -> Client {
// The connection object performs the actual communication with the database,
// so spawn it off to run on its own.
let thread = tokio::spawn(async move {
connection.start().await;
});
Client {
client,
connection: thread,
}
}
/// A convenience function which parses a configuration string into a `Config` and then connects to the database.
///
/// See the documentation for [`Config`] for information about the connection syntax.
///
/// [`Config`]: config/struct.Config.html
pub async fn connect(params: &str) -> Result<Client, Error> {
debug!("Connecting to database with params: {}", params);
params.parse::<Config>()?.connect().await
}
/// Returns a new `Config` object which can be used to configure and connect to a database.
pub fn configure() -> Config {
Config::new()
}
/// Executes a statement, returning the number of rows modified.
///
/// A statement may contain parameters, specified by `$n`, where `n` is the index of the parameter of the list
/// provided, 1-indexed.
///
/// If the statement does not modify any rows (e.g. `SELECT`), 0 is returned.
///
/// The `query` argument can either be a `Statement`, or a raw query string. If the same statement will be
/// repeatedly executed (perhaps with different query parameters), consider preparing the statement up front
/// with the `prepare` method.
///
pub async fn execute<T>(
&mut self,
query: &T,
params: &[&(dyn ToSql + Sync)],
) -> Result<u64, Error>
where
T: ?Sized + ToStatement + Debug,
{
debug!("Executing query: {:?}", query);
self.client.execute(query, params).await
}
/// Executes a statement, returning the resulting rows.
///
/// A statement may contain parameters, specified by `$n`, where `n` is the index of the parameter of the list
/// provided, 1-indexed.
///
/// The `query` argument can either be a `Statement`, or a raw query string. If the same statement will be
/// repeatedly executed (perhaps with different query parameters), consider preparing the statement up front
/// with the `prepare` method.
///
/// # Examples
///
pub async fn query<T>(
&mut self,
query: &T,
params: &[&(dyn ToSql + Sync)],
) -> Result<Vec<Row>, Error>
where
T: ?Sized + ToStatement + Debug,
{
debug!("Executing query: {:?}", query);
self.client.query(query, params).await
}
/// Determines if the client's connection has already closed.
///
/// If this returns `true`, the client is no longer usable.
pub fn is_closed(&self) -> bool {
self.client.is_closed()
}
/// Closes the client's connection to the server.
///
/// This is equivalent to `Client`'s `Drop` implementation, except that it returns any error encountered to the
/// caller.
pub fn close(mut self) -> Result<(), Error> {
self.close_inner()
}
fn close_inner(&mut self) -> Result<(), Error> {
self.client.__private_api_close();
Ok(())
}
}

View File

@@ -858,7 +858,6 @@ pub fn new_op_from_onnx(
SupportedOp::Hybrid(HybridOp::Recip {
input_scale: (scale_to_multiplier(in_scale) as f32).into(),
output_scale: (scale_to_multiplier(max_scale) as f32).into(),
eps: run_args.get_epsilon(),
})
}
@@ -904,7 +903,6 @@ pub fn new_op_from_onnx(
SupportedOp::Hybrid(HybridOp::Rsqrt {
input_scale: (scale_to_multiplier(in_scale) as f32).into(),
output_scale: (scale_to_multiplier(max_scale) as f32).into(),
eps: run_args.get_epsilon(),
})
}
"Exp" => SupportedOp::Nonlinear(LookupOp::Exp {
@@ -915,7 +913,6 @@ pub fn new_op_from_onnx(
if run_args.bounded_log_lookup {
SupportedOp::Hybrid(HybridOp::Ln {
scale: scale_to_multiplier(input_scales[0]).into(),
eps: run_args.get_epsilon(),
})
} else {
SupportedOp::Nonlinear(LookupOp::Ln {
@@ -1134,7 +1131,6 @@ pub fn new_op_from_onnx(
input_scale: scale_to_multiplier(in_scale).into(),
output_scale: scale_to_multiplier(max_scale).into(),
axes: softmax_op.axes.to_vec(),
eps: run_args.get_epsilon(),
})
}
"MaxPool" => {

View File

@@ -97,11 +97,11 @@ impl From<String> for EZKLError {
use std::str::FromStr;
use circuit::{CheckMode, table::Range};
use circuit::{table::Range, CheckMode};
#[cfg(all(feature = "ezkl", not(target_arch = "wasm32")))]
use clap::Args;
use fieldutils::IntegerRep;
use graph::{MAX_PUBLIC_SRS, Visibility};
use graph::{Visibility, MAX_PUBLIC_SRS};
use halo2_proofs::poly::{
ipa::commitment::IPACommitmentScheme, kzg::commitment::KZGCommitmentScheme,
};
@@ -350,16 +350,6 @@ pub struct RunArgs {
arg(long, default_value = "false")
)]
pub ignore_range_check_inputs_outputs: bool,
/// Optional override for epsilon value
#[cfg_attr(all(feature = "ezkl", not(target_arch = "wasm32")), arg(long))]
pub epsilon: Option<f64>,
}
impl RunArgs {
/// Returns the epsilon value
pub fn get_epsilon(&self) -> f64 {
self.epsilon.unwrap_or(f64::EPSILON)
}
}
impl Default for RunArgs {
@@ -386,7 +376,6 @@ impl Default for RunArgs {
decomp_base: 16384,
decomp_legs: 2,
ignore_range_check_inputs_outputs: false,
epsilon: None,
}
}
}

View File

@@ -160,7 +160,7 @@ pub fn decompose(
///
/// let result = trilu(&a, 0, false).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 0, 3, 4, 5, 6]), &[1, 3, 2]).unwrap();
/// assert_eq!(result, expected);
/// assert_eq!(result, expected);
///
/// let result = trilu(&a, -1, true).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 2, 3, 4, 0, 6]), &[1, 3, 2]).unwrap();
@@ -168,7 +168,7 @@ pub fn decompose(
///
/// let result = trilu(&a, -1, false).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[0, 0, 3, 0, 5, 6]), &[1, 3, 2]).unwrap();
/// assert_eq!(result, expected);
/// assert_eq!(result, expected);
///
/// let a = Tensor::<IntegerRep>::new(
/// Some(&[1, 2, 3, 4, 5, 6]),
@@ -188,7 +188,7 @@ pub fn decompose(
///
/// let result = trilu(&a, 0, false).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 0, 0, 4, 5, 0]), &[1, 2, 3]).unwrap();
/// assert_eq!(result, expected);
/// assert_eq!(result, expected);
///
/// let result = trilu(&a, -1, true).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 2, 3, 4, 5, 6]), &[1, 2, 3]).unwrap();
@@ -196,7 +196,7 @@ pub fn decompose(
///
/// let result = trilu(&a, -1, false).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[0, 0, 0, 4, 0, 0]), &[1, 2, 3]).unwrap();
/// assert_eq!(result, expected);
/// assert_eq!(result, expected);
///
/// let a = Tensor::<IntegerRep>::new(
/// Some(&[1, 2, 3, 4, 5, 6, 7, 8, 9]),
@@ -216,7 +216,7 @@ pub fn decompose(
///
/// let result = trilu(&a, 0, false).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 0, 0, 4, 5, 0, 7, 8, 9]), &[1, 3, 3]).unwrap();
/// assert_eq!(result, expected);
/// assert_eq!(result, expected);
///
/// let result = trilu(&a, -1, true).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 2, 3, 4, 5, 6, 0, 8, 9]), &[1, 3, 3]).unwrap();
@@ -224,7 +224,7 @@ pub fn decompose(
///
/// let result = trilu(&a, -1, false).unwrap();
/// let expected = Tensor::<IntegerRep>::new(Some(&[0, 0, 0, 4, 0, 0, 7, 8, 0]), &[1, 3, 3]).unwrap();
/// assert_eq!(result, expected);
/// assert_eq!(result, expected);
/// ```
pub fn trilu<T: TensorType + std::marker::Send + std::marker::Sync>(
a: &Tensor<T>,
@@ -1859,14 +1859,14 @@ pub mod nonlinearities {
/// Some(&[4, 25, 8, 1, 1, 1]),
/// &[2, 3],
/// ).unwrap();
/// let result = rsqrt(&x, 1.0, f64::EPSILON);
/// let result = rsqrt(&x, 1.0);
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 0, 0, 1, 1, 1]), &[2, 3]).unwrap();
/// assert_eq!(result, expected);
/// ```
pub fn rsqrt(a: &Tensor<IntegerRep>, scale_input: f64, eps: f64) -> Tensor<IntegerRep> {
pub fn rsqrt(a: &Tensor<IntegerRep>, scale_input: f64) -> Tensor<IntegerRep> {
a.par_enum_map(|_, a_i| {
let kix = (a_i as f64) / scale_input;
let fout = scale_input / (kix.sqrt() + eps);
let fout = scale_input / (kix.sqrt() + f64::EPSILON);
let rounded = fout.round();
Ok::<_, TensorError>(rounded as IntegerRep)
})
@@ -2339,20 +2339,15 @@ pub mod nonlinearities {
/// &[2, 3],
/// ).unwrap();
/// let k = 2_f64;
/// let result = recip(&x, 1.0, k, f64::EPSILON);
/// let result = recip(&x, 1.0, k);
/// let expected = Tensor::<IntegerRep>::new(Some(&[1, 2, 1, 0, 2, 2]), &[2, 3]).unwrap();
/// assert_eq!(result, expected);
/// ```
pub fn recip(
a: &Tensor<IntegerRep>,
input_scale: f64,
out_scale: f64,
eps: f64,
) -> Tensor<IntegerRep> {
pub fn recip(a: &Tensor<IntegerRep>, input_scale: f64, out_scale: f64) -> Tensor<IntegerRep> {
a.par_enum_map(|_, a_i| {
let rescaled = (a_i as f64) / input_scale;
let denom = if rescaled == 0_f64 {
(1_f64) / (rescaled + eps)
(1_f64) / (rescaled + f64::EPSILON)
} else {
(1_f64) / (rescaled)
};
@@ -2371,16 +2366,16 @@ pub mod nonlinearities {
/// use ezkl::fieldutils::IntegerRep;
/// use ezkl::tensor::ops::nonlinearities::zero_recip;
/// let k = 2_f64;
/// let result = zero_recip(1.0, f64::EPSILON);
/// let result = zero_recip(1.0);
/// let expected = Tensor::<IntegerRep>::new(Some(&[4503599627370496]), &[1]).unwrap();
/// assert_eq!(result, expected);
/// ```
pub fn zero_recip(out_scale: f64, eps: f64) -> Tensor<IntegerRep> {
pub fn zero_recip(out_scale: f64) -> Tensor<IntegerRep> {
let a = Tensor::<IntegerRep>::new(Some(&[0]), &[1]).unwrap();
a.par_enum_map(|_, a_i| {
let rescaled = a_i as f64;
let denom = (1_f64) / (rescaled + eps);
let denom = (1_f64) / (rescaled + f64::EPSILON);
let d_inv_x = out_scale * denom;
Ok::<_, TensorError>(d_inv_x.round() as IntegerRep)
})

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@@ -272,6 +272,16 @@ mod py_tests {
anvil_child.kill().unwrap();
}
#[test]
fn postgres_notebook_() {
crate::py_tests::init_binary();
let test_dir: TempDir = TempDir::new("mean_postgres").unwrap();
let path = test_dir.path().to_str().unwrap();
crate::py_tests::mv_test_(path, "mean_postgres.ipynb");
run_notebook(path, "mean_postgres.ipynb");
test_dir.close().unwrap();
}
#[test]
fn tictactoe_autoencoder_notebook_() {
crate::py_tests::init_binary();

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@@ -479,15 +479,15 @@ async def test_deploy_evm_reusable_and_vka():
res = await ezkl.deploy_evm(
addr_path_verifier,
anvil_url,
sol_code_path,
anvil_url,
"verifier/reusable",
)
res = await ezkl.deploy_evm(
addr_path_vk,
anvil_url,
vk_code_path,
anvil_url,
"vka",
)
@@ -506,8 +506,8 @@ async def test_deploy_evm():
res = await ezkl.deploy_evm(
addr_path,
anvil_url,
sol_code_path,
anvil_url,
)
assert res == True
@@ -528,8 +528,8 @@ async def test_deploy_evm_with_private_key():
res = await ezkl.deploy_evm(
addr_path,
anvil_url,
sol_code_path,
rpc_url=anvil_url,
private_key=anvil_default_private_key
)
@@ -540,8 +540,8 @@ async def test_deploy_evm_with_private_key():
with pytest.raises(RuntimeError, match="Failed to run deploy_evm"):
res = await ezkl.deploy_evm(
addr_path,
anvil_url,
sol_code_path,
rpc_url=anvil_url,
private_key=custom_zero_balance_private_key
)
@@ -564,8 +564,8 @@ async def test_verify_evm():
res = await ezkl.verify_evm(
addr,
anvil_url,
proof_path,
rpc_url=anvil_url,
# sol_code_path
# optimizer_runs
)
@@ -604,8 +604,8 @@ async def test_verify_evm_separate_vk():
res = await ezkl.verify_evm(
addr_verifier,
anvil_url,
proof_path,
rpc_url=anvil_url,
addr_vk=addr_vk,
# sol_code_path
# optimizer_runs
@@ -831,8 +831,8 @@ async def test_evm_aggregate_and_verify_aggr():
res = await ezkl.deploy_evm(
addr_path,
anvil_url,
sol_code_path,
rpc_url=anvil_url,
)
# as a sanity check