*delete ezkl python proving cell for random forests

README.md

@@ -35,7 +35,7 @@ export OS=linux
 Finally run this cargo nextest test command to get the benchmarks:
 
 ```bash
-source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_ --test-threads 1
+source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_ --no-capture
 ```
 
 The data will stored in a `benchmarks.json` file in the root directory.

notebooks/random_forests/ezkl.ipynb

@@ -269,81 +269,6 @@
                 "assert os.path.isfile(settings_path)"
             ]
         },
-        {
-            "cell_type": "code",
-            "execution_count": null,
-            "id": "47d01286",
-            "metadata": {},
-            "outputs": [],
-            "source": [
-                "import os\n",
-                "import json\n",
-                "import time\n",
-                "import subprocess\n",
-                "\n",
-                "def get_memory_usage(pid):\n",
-                "    \"\"\"Function to get memory usage of process by PID.\"\"\"\n",
-                "    try:\n",
-                "        # Execute Bash command to get memory usage\n",
-                "        process = subprocess.Popen(['ps', '-o', 'rss=', '-p', str(pid)],\n",
-                "                                   stdout=subprocess.PIPE,\n",
-                "                                   stderr=subprocess.PIPE)\n",
-                "        stdout, stderr = process.communicate()\n",
-                "        # Convert output to int and return\n",
-                "        return int(stdout)\n",
-                "    except Exception as e:\n",
-                "        print(f\"Error getting memory usage: {e}\")\n",
-                "        return 0\n",
-                "\n",
-                "proof_path = os.path.join('test.pf')\n",
-                "# log time and memory it takes to generate proof\n",
-                "start = time.time()\n",
-                "pid = os.getpid()\n",
-                "initial_memory = get_memory_usage(pid)\n",
-                "\n",
-                "res = ezkl.prove(\n",
-                "    witness_path,\n",
-                "    compiled_model_path,\n",
-                "    pk_path,\n",
-                "    proof_path,\n",
-                "    \"single\",\n",
-                ")\n",
-                "\n",
-                "final_memory = get_memory_usage(pid)\n",
-                "end = time.time()\n",
-                "proving_time = end - start\n",
-                "memory_used = final_memory - initial_memory\n",
-                "\n",
-                "print(\"PROOF GENERATION TIME: \", proving_time)\n",
-                "print(\"MEMORY USAGE: \", memory_used, \"KB\")\n",
-                "\n",
-                "# define the path that stores the benchmarking results\n",
-                "benchmark_path = os.path.join('../../benchmarks.json')\n",
-                "\n",
-                "# assume benchmark file has already been created (run `bash benchmark_file.sh` to create it)\n",
-                "with open(benchmark_path, 'r') as f:\n",
-                "    benchmark = json.load(f)\n",
-                "\n",
-                "proving_time =str(proving_time) + \"s\"\n",
-                "\n",
-                "memory_used = str(memory_used) + \"kb\"\n",
-                "\n",
-                "# Update the proving time in the loaded benchmark\n",
-                "benchmark['random_forests']['ezkl']['provingTime'].append(proving_time)\n",
-                "\n",
-                "# Update the memory usage in the loaded benchmark\n",
-                "benchmark['random_forests']['ezkl']['memoryUsage'].append(memory_used)\n",
-                "\n",
-                "\n",
-                "# Write the updated benchmark back to the file\n",
-                "with open(benchmark_path, 'w') as f:\n",
-                "    json.dump(benchmark, f, indent=4)\n",
-                "\n",
-                "\n",
-                "print(res['instances'])\n",
-                "assert os.path.isfile(proof_path)"
-            ]
-        },
         {
             "cell_type": "code",
             "execution_count": null,