From c24c1db2e4bc555eb562214d5af354556266a4f8 Mon Sep 17 00:00:00 2001
From: HudsonGraeme <spencer@inferencelabs.com>
Date: Fri, 16 Feb 2024 17:47:30 +0000
Subject: [PATCH] Update README, Pipfile

---
 Pipfile      |   2 +-
 Pipfile.lock | 768 +++++++++++++++++++++++++++------------------------
 README.md    |   6 +-
 3 files changed, 406 insertions(+), 370 deletions(-)

diff --git a/Pipfile b/Pipfile
index 691f2e0..c063493 100644
--- a/Pipfile
+++ b/Pipfile
@@ -14,7 +14,7 @@ jupyter = "*"
 torch = "*"
 hummingbird-ml = "*"
 onnx = "*"
-ezkl = "==7.1.4"
+ezkl = "==8.1.7"
 tensorflow-decision-forests = "*"
 onnxsim = "*"
 
diff --git a/Pipfile.lock b/Pipfile.lock
index e5d30d5..1c875f7 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "f31290541194de5ab753363deb409859db65ebfe632601e16f109bce3aa08422"
+            "sha256": "5b86505631c9c676f901d574fbe99a137517221d88e33d538982ba84edd8ba8f"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -465,62 +465,75 @@
         },
         "crypto-cpp-py": {
             "hashes": [
-                "sha256:00c132303ea86bdece9757b692698cb102de031f26a6829749609d1097c5ca31",
-                "sha256:094017c229e4387846639687e6deb0c3f89ea74f3c9e8eaff087a6fe61cfdf60",
-                "sha256:09721f2a89ce50303ab102ec7c0a96925a2c8b63154e78dd70268b85cd5c65e3",
-                "sha256:0a0d99055027a367424788cd4928a62267594ab5c1bede44f568ba1263b5e392",
-                "sha256:0c70b20a8ef42459ae026582f30fe82c840ed139f48e0819a58beb1b18b23564",
-                "sha256:0eb9fdf1482cb136727bdad79491f8bf1400a032a7bf488841e11c1f05a7749a",
-                "sha256:0f5c26fadf1735be95863f2dbfbde4e4218bac2876e81e5ec94df3c1dae71b1e",
-                "sha256:12522bfe0409bceecf6d7150a2d36277b0ec4d2de1e61d569d356270c8c0dc16",
-                "sha256:17183a354d9783c0a63cf587167c6a6c3f7a64e3c27fab2662431c3ae50118d5",
-                "sha256:175cd5c16a4661750121a5cc5dff505593fadc82ae24b2f9648589d32ce83d89",
-                "sha256:1a67656f47161e99afd9715c117ac9a951213d9130fddb5b52604db4c7fbaf1d",
-                "sha256:2137e2f4dd42fa579906485311488d0d980e0c33a8215f29f4c92537b7ca96e6",
-                "sha256:29ece93b193b2908999f975dc42043351b56cbadb399d01950c3a52408cd5015",
-                "sha256:2b150b1a9be1021625e595ad8633e8cebc50bde4fb61988de84168769e079c7d",
-                "sha256:2d65b8a4c0b1a2606478c276c8d34b322284610f2ab17085252aa39eef931030",
-                "sha256:3096ba977ed26518f9c85bb4374c2fddabc96dd3b812bd14d03c3eed9de7a31d",
-                "sha256:3bd6354f7394e0ff2a5f2379d63b235dea7d99b328e377c52ad7a9ebda1ff19e",
-                "sha256:3c1a75adc30484ea8f17f62ce45c8903a0c28e3bdb37fd914b0db2923ceb64eb",
-                "sha256:3c877ebef419f581b553e09a4f852b23349cc8b922ec8b62c02f222046ed8d08",
-                "sha256:3fb6d6d3b19edce22cf9c1c02d9b8109f241e0cf0c14a346570961b9abbad53a",
-                "sha256:4637d54e802f705b965f122da12ddb025ffc380d3901b3f2d64696428be6b79e",
-                "sha256:47ba94f64aad21c00c9daf7db500e4746f910c13de55f49a9636e21b89e8f52e",
-                "sha256:5271fab900f6b428e8d7408beccf21430781217d21c6b2f7482e94a5d3d274b7",
-                "sha256:536a82617f021fd31683c8c19178efab5877823a5e1ed50356d1e0c6d536ec6c",
-                "sha256:55d5f15e7c903d632496fbb259187068abb8f16954a9b9d1ab49de12d3b0a844",
-                "sha256:63437f9d17f51c1715d80e7e0cdd3f67b99fd39e35298355aabf231447ee2cfd",
-                "sha256:6b8ff0b93387fc7edd5d068de7c2821640a40468fef1cc92d0c5bbfb9b4fa8ec",
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-                "sha256:7f52e0d81dec04662c65c347d59d4c112e27a09705a5c13c475b5dfb95637162",
-                "sha256:82e369257c875f2af5f2ad90afa09930934f5fc15ebc3b9fbe9b8410a1ddd68a",
-                "sha256:8b28e2641754304f7f13e7e13a4a5da276e325de1027a50abd23cfbbbd311350",
-                "sha256:8b80b629d18411e956f7ee40ede8fd269d300a6d08447b8b7087cff5921c16fd",
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-                "sha256:9d70213658f35431a72ab6834c62e4098c96b5fab590ec063a891eb1e369c432",
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-                "sha256:fb2f23788d7cff905c2c7ae5c59ac0b8b255c090dad90665971f17bbe1cae598"
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             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.4.3"
+            "version": "==1.4.4"
         },
         "cycler": {
             "hashes": [
@@ -532,27 +545,31 @@
         },
         "debugpy": {
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@@ -596,19 +613,19 @@
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@@ -788,11 +805,11 @@
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@@ -911,11 +928,11 @@
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@@ -960,11 +977,11 @@
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@@ -1097,11 +1114,11 @@
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@@ -1113,19 +1130,19 @@
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@@ -1369,46 +1386,46 @@
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         "prompt-toolkit": {
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         },
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+                "sha256:ddc2f4dfd396c7bfa18e6ce371cba60e4cf9d2e5cdb71376aa2da264605b60b9",
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+                "sha256:e32a92116d4f2a80b629778280103d2a510a5b3f6314ceccd6e38006b5e92dcb",
+                "sha256:e4461d0f003a0aa9be2bdd1b798a041f177189c1a0f7619fe8c95ad08d9a45d7",
+                "sha256:e541ec6f2ec456934fd279a3120f856cd0aedd209fc3852eca563f81738f6861",
+                "sha256:e546e768d08ad55b20b11dbb78a745151acbd938f8f00d0cfbabe8b0199b9880",
+                "sha256:ea7d4a99f3b38c37eac212dbd6ec42b7a5ec51e2c74b5d3223e43c811609e65f",
+                "sha256:ed4eb745efbff0a8e9587d22a84be94a5eb7d2d99c02dacf7bd0911713ed14dd",
+                "sha256:f8a2f084546cc59ea99fda8e070be2fd140c3092dc11524a71aa8f0f3d5a55ca",
+                "sha256:fcb25daa9219b4cf3a0ab24b0eb9a5cc8949ed4dc72acb8fa16b7e1681aa3c58",
+                "sha256:fdea4952db2793c4ad0bdccd27c1d8fdd1423a92f04598bc39425bcc2b8ee46e"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.17.1"
+            "version": "==0.18.0"
         },
         "rsa": {
             "hashes": [
@@ -2550,11 +2582,11 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:385eb4edd9c9d5c17540511303e39a147ce2fc04bc55289c322b9e5904fe2c05",
-                "sha256:be1af57fc409f93647f2e8e4573a142ed38724b8cdd389706a867bb4efcf1e78"
+                "sha256:850894c4195f09c4ed30dba56213bf7c3f21d86ed6bdaafb5df5972593bfc401",
+                "sha256:c054629b81b946d63a9c6e732bc8b2513a7c3ea645f11d0139a2191d735c60c6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==69.0.3"
+            "version": "==69.1.0"
         },
         "six": {
             "hashes": [
@@ -2620,10 +2652,10 @@
         },
         "tensorboard": {
             "hashes": [
-                "sha256:c46c1d1cf13a458c429868a78b2531d8ff5f682058d69ec0840b0bc7a38f1c0f"
+                "sha256:a6f6443728064d962caea6d34653e220e34ef8df764cb06a8212c17e1a8f0622"
             ],
             "markers": "python_version >= '3.9'",
-            "version": "==2.15.1"
+            "version": "==2.15.2"
         },
         "tensorboard-data-server": {
             "hashes": [
@@ -2681,12 +2713,16 @@
                 "sha256:0a4437824424a4423cf86162cb8b21b1bec24698194332748b50bb952e62ab9f",
                 "sha256:1bd4d946b5fa23220daa473a80e511a5fb27493d7e49d17dff0bb43bb0a31f32",
                 "sha256:31806bd7ac2db789161bc720747de22947063265561a4c17be54698fd9780b03",
+                "sha256:4d72db1ab03edb65fa1e98d06e504ccbc64282d38ab3589afb6db66dc448d1c1",
                 "sha256:702c6df62b38095ff613c433546d9424d4f33902a5ab26b00fd26457e27a99fa",
                 "sha256:72c3ca4b8c0d8dbdd970699d05a100107cf200317ad8e6a8373e2c37225cd552",
                 "sha256:848e8e89a0f49258c7782189c938d8d1162d989da1a80c79f95c7af3ef6006c8",
                 "sha256:be1ff92559dfa23048b01179a1827081947583f5c6f9986ccac471df8a29322a",
+                "sha256:c477aed96864ceae77d7051c3b687f28813aba7320fc5dd552164fad6ec8d1a1",
                 "sha256:e97ff5c280eb10f699098ae21057be2b146d39e8a906cd5db91f2ea6c34e47d0",
-                "sha256:e9b8aaca2789af356c42afda0f52380f82e5abb2f3c0b85087833fcfe03875d8"
+                "sha256:e9b8aaca2789af356c42afda0f52380f82e5abb2f3c0b85087833fcfe03875d8",
+                "sha256:fa346fd1dd9f57848b73874007440504f060fadd689fa1cc29cc49817d0eeaf3",
+                "sha256:fc0e57976c1aa035af6281f0330cfb8dd50eee2f63412ecc84d60ff5075d29b7"
             ],
             "markers": "python_version < '3.12' and python_version >= '3.7'",
             "version": "==0.36.0"
@@ -2718,11 +2754,11 @@
         },
         "threadpoolctl": {
             "hashes": [
-                "sha256:2b7818516e423bdaebb97c723f86a7c6b0a83d3f3b0970328d66f4d9104dc032",
-                "sha256:c96a0ba3bdddeaca37dc4cc7344aafad41cdb8c313f74fdfe387a867bba93355"
+                "sha256:5dac632b4fa2d43f42130267929af3ba01399ef4bd1882918e92dbc30365d30c",
+                "sha256:6155be1f4a39f31a18ea70f94a77e0ccd57dced08122ea61109e7da89883781e"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.2.0"
+            "version": "==3.3.0"
         },
         "tinycss2": {
             "hashes": [
@@ -2814,11 +2850,11 @@
         },
         "tzdata": {
             "hashes": [
-                "sha256:aa3ace4329eeacda5b7beb7ea08ece826c28d761cda36e747cfbf97996d39bf3",
-                "sha256:dd54c94f294765522c77399649b4fefd95522479a664a0cec87f41bebc6148c9"
+                "sha256:2674120f8d891909751c38abcdfd386ac0a5a1127954fbc332af6b5ceae07efd",
+                "sha256:9068bc196136463f5245e51efda838afa15aaeca9903f49050dfa2679db4d252"
             ],
             "markers": "python_version >= '2'",
-            "version": "==2023.4"
+            "version": "==2024.1"
         },
         "uri-template": {
             "hashes": [
@@ -2882,11 +2918,11 @@
         },
         "widgetsnbextension": {
             "hashes": [
-                "sha256:3c1f5e46dc1166dfd40a42d685e6a51396fd34ff878742a3e47c6f0cc4a2a385",
-                "sha256:91452ca8445beb805792f206e560c1769284267a30ceb1cec9f5bcc887d15175"
+                "sha256:64196c5ff3b9a9183a8e699a4227fb0b7002f252c814098e66c4d1cd0644688f",
+                "sha256:d37c3724ec32d8c48400a435ecfa7d3e259995201fbefa37163124a9fcb393cc"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==4.0.9"
+            "version": "==4.0.10"
         },
         "wrapt": {
             "hashes": [
diff --git a/README.md b/README.md
index cc0b8d1..720725b 100644
--- a/README.md
+++ b/README.md
@@ -1,12 +1,12 @@
 # pyBenchZKML
 
-Benchmarks for ZKML frameworks, as shown on the public [brainBench] site. Based on the initial work from [zkonduit/zkml-framework-benchmarks], this repo extends benchmarked frameworks and adds new metrics to the benchmarks. This repo also includes a GitHub actions script to automate the benchmarking and aggregation process on a variety of machines.
+Benchmarks for ZKML frameworks, as shown on the public [BrainBench] site. Based on the work from [zkonduit/zkml-framework-benchmarks], this repo extends benchmarked frameworks and adds new metrics to the benchmarks. This repo also includes a GitHub actions script to automate the benchmarking and aggregation process on a variety of machines.
 
 ## Getting started (from [zkonduit/zkml-framework-benchmarks])
 
 To run the benchmarks, you need to first install python (version 3.9.18 specifically), rust, rust jupyter kernel, risc0 toolchain, and scarb on your unix-like machine.
 
-First, you will need to install ezkl cli version 7.1.4 which you can do from [here](https://github.com/zkonduit/ezkl/releases/tag/v7.1.4)
+First, you will need to install ezkl cli version 8.0.1 which you can do from [here](https://github.com/zkonduit/ezkl/releases/tag/v8.0.1)
 
 To install the other required dependencies run:
 
@@ -46,5 +46,5 @@ If you run into any issues feel free to open a PR and we will try to help you ou
 
 Enjoy! :)
 
-[brainBench]: https://brainbench.xyz/ "brainBench site"
+[BrainBench]: https://brainbench.xyz/ "BrainBench site"
 [zkonduit/zkml-framework-benchmarks]: https://github.com/zkonduit/zkml-framework-benchmarks "ZKML Framework Benchmarks Repo"