{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "I have a model in `./models/run1/merged` that was trained on GPT-4's outputs to classify recipes. I need to figure out whether it does a good job at classifying recipes. I'll install dependencies first." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Requirement already satisfied: vllm==0.1.3 in /usr/local/lib/python3.10/dist-packages (0.1.3)\n", "Requirement already satisfied: pandas==2.0.3 in /usr/local/lib/python3.10/dist-packages (2.0.3)\n", "Requirement already satisfied: ninja in /usr/local/lib/python3.10/dist-packages (from vllm==0.1.3) (1.11.1)\n", "Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from vllm==0.1.3) (5.9.5)\n", "Requirement already satisfied: ray>=2.5.1 in /usr/local/lib/python3.10/dist-packages (from vllm==0.1.3) (2.6.3)\n", "Requirement already satisfied: sentencepiece in /usr/local/lib/python3.10/dist-packages (from vllm==0.1.3) (0.1.99)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from vllm==0.1.3) (1.24.4)\n", "Requirement already satisfied: torch>=2.0.0 in 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(23.1)\n", "Requirement already satisfied: protobuf!=3.19.5,>=3.15.3 in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.1.3) (4.24.1)\n", "Requirement already satisfied: pyyaml in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.1.3) (6.0)\n", "Requirement already satisfied: aiosignal in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.1.3) (1.3.1)\n", "Requirement already satisfied: frozenlist in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.1.3) (1.4.0)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.1.3) (2.28.1)\n", "Requirement already satisfied: grpcio>=1.42.0 in /usr/local/lib/python3.10/dist-packages (from ray>=2.5.1->vllm==0.1.3) (1.57.0)\n", "Requirement already satisfied: sympy in /usr/local/lib/python3.10/dist-packages (from torch>=2.0.0->vllm==0.1.3) (1.11.1)\n", "Requirement already satisfied: networkx in 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satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch>=2.0.0->vllm==0.1.3) (2.1.2)\n", "Requirement already satisfied: attrs>=22.2.0 in /usr/local/lib/python3.10/dist-packages (from jsonschema->ray>=2.5.1->vllm==0.1.3) (23.1.0)\n", "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /usr/local/lib/python3.10/dist-packages (from jsonschema->ray>=2.5.1->vllm==0.1.3) (2023.6.1)\n", "Requirement already satisfied: referencing>=0.28.4 in /usr/local/lib/python3.10/dist-packages (from jsonschema->ray>=2.5.1->vllm==0.1.3) (0.29.1)\n", "Requirement already satisfied: rpds-py>=0.7.1 in /usr/local/lib/python3.10/dist-packages (from jsonschema->ray>=2.5.1->vllm==0.1.3) (0.8.10)\n", "Requirement already satisfied: charset-normalizer<3,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->ray>=2.5.1->vllm==0.1.3) (2.1.1)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->ray>=2.5.1->vllm==0.1.3) (3.4)\n", "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->ray>=2.5.1->vllm==0.1.3) (1.26.13)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->ray>=2.5.1->vllm==0.1.3) (2022.12.7)\n", "Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=2.0.0->vllm==0.1.3) (1.2.1)\n", "Requirement already satisfied: sniffio>=1.1 in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.4.0->starlette<0.28.0,>=0.27.0->fastapi->vllm==0.1.3) (1.3.0)\n", "Requirement already satisfied: exceptiongroup in /usr/local/lib/python3.10/dist-packages (from anyio<5,>=3.4.0->starlette<0.28.0,>=0.27.0->fastapi->vllm==0.1.3) (1.1.2)\n", "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n", "\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m A new release of pip is available: \u001b[0m\u001b[31;49m23.1.2\u001b[0m\u001b[39;49m -> \u001b[0m\u001b[32;49m23.2.1\u001b[0m\n", "\u001b[1m[\u001b[0m\u001b[34;49mnotice\u001b[0m\u001b[1;39;49m]\u001b[0m\u001b[39;49m To update, run: \u001b[0m\u001b[32;49mpython3.10 -m pip install --upgrade pip\u001b[0m\n", "Note: you may need to restart the kernel to use updated packages.\n" ] } ], "source": [ "%pip install vllm==0.1.3 pandas==2.0.3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Remember I got a \"test.jsonl\" file from OpenPipe back in [./prepare.ipynb](./prepare.ipynb)? Since that is data formatted the same way as our training data but that we didn't use for training, we can use it to check our model's performance." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "\n", "test_data = pd.read_json(\"./data/test.jsonl\", lines=True)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During the training process Axolotl transformed our data into an instruction/response format known as the \"Alpaca format\" based on [the project that introduced it](https://github.com/tatsu-lab/stanford_alpaca). I need to transform my test data into the same format for best results." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "ename": "ModuleNotFoundError", "evalue": "No module named 'axolotl.prompters'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39maxolotl\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mprompters\u001b[39;00m \u001b[39mimport\u001b[39;00m UnpromptedPrompter\n\u001b[1;32m 2\u001b[0m prompter \u001b[39m=\u001b[39m UnpromptedPrompter()\n\u001b[1;32m 4\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mformat_prompt\u001b[39m(\u001b[39minput\u001b[39m: \u001b[39mstr\u001b[39m) \u001b[39m-\u001b[39m\u001b[39m>\u001b[39m \u001b[39mstr\u001b[39m:\n", "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'axolotl.prompters'" ] } ], "source": [ "from axolotl.prompters import UnpromptedPrompter\n", "\n", "prompter = UnpromptedPrompter()\n", "\n", "\n", "def format_prompt(input: str) -> str:\n", " return next(prompter.build_prompt(input))\n", "\n", "\n", "prompts = test_data[\"input\"].apply(format_prompt)\n", "\n", "print(f\"Sample prompt:\\n-----------\\n{prompts[0]}\")\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.10.6" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }