diff --git a/cookbooks/maestro_full_finetune_phi_4_vl_json_extraction.ipynb b/cookbooks/maestro_full_finetune_phi_4_vl_json_extraction.ipynb new file mode 100644 index 00000000..e9cb58b8 --- /dev/null +++ b/cookbooks/maestro_full_finetune_phi_4_vl_json_extraction.ipynb @@ -0,0 +1,489 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "ckbZSXr_nXrD" + }, + "source": [ + "# Full Fine-tuning Phi-4 for JSON Data Extraction using Maestro\n", + "\n", + "---\n", + "\n", + "[![colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow/maestro/blob/develop/cookbooks/maestro_qwen2_5_vl_json_extraction.ipynb)\n", + "\n", + "\n", + "Join our Discord for community support on Vision-Language Models. If you enjoy it, ⭐ [Maestro GitHub](https://github.com/roboflow/maestro).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0vcuAhuWTT-5" + }, + "source": [ + "## Environment setup" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GBmQDNJ1TXVe" + }, + "source": [ + "### Configure your API keys\n", + "\n", + "To fine-tune Phi-4, you need to provide your HuggingFace Token and Roboflow API key. Follow these steps:\n", + "\n", + "- Open your [`HuggingFace Settings`](https://huggingface.co/settings) page. Click `Access Tokens` then `New Token` to generate new token.\n", + "- Go to your [`Roboflow Settings`](https://app.roboflow.com/settings/api) page. Click `Copy`. This will place your private key in the clipboard.\n", + "- In Colab, go to the left pane and click on `Secrets` (🔑).\n", + " - Store HuggingFace Access Token under the name `HF_TOKEN`.\n", + " - Store Roboflow API Key under the name `ROBOFLOW_API_KEY`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tncDqBlU-RrA" + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from google.colab import userdata\n", + "\n", + "os.environ[\"HF_TOKEN\"] = userdata.get(\"HF_TOKEN\")\n", + "os.environ[\"ROBOFLOW_API_KEY\"] = userdata.get(\"ROBOFLOW_API_KEY\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MDXz2CWJTr05" + }, + "source": [ + "### Check GPU availability\n", + "\n", + "Let's make sure that we have access to GPU. We can use `nvidia-smi` command to do that. In case of any problems navigate to `Edit` -> `Notebook settings` -> `Hardware accelerator`, set it to `A100 GPU`, and then click `Save`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "u9ACyE5IQylb", + "outputId": "417eb699-bdd6-41cf-a411-62b218efcd38" + }, + "outputs": [], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "1-bnxd1m-KVU" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "loading Roboflow workspace...\n", + "loading Roboflow project...\n" + ] + } + ], + "source": [ + "from roboflow import download_dataset\n", + "\n", + "dataset = download_dataset(\"https://app.roboflow.com/roboflow-jvuqo/pallet-load-manifest-json/2\", \"jsonl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OivnvO0xVyaa", + "outputId": "a4862df0-bfc4-4c7c-de11-d52ecd492587" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"image\":\"IMG_3128_jpg.rf.050d52dec36d353a43a9eba664c28ad3.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"D452-SU-275\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"1/11/2024\\\",\\\"load\\\": \\\"1\\\",\\\"dock\\\": \\\"D05\\\",\\\"shipment_id\\\": \\\"K77912144793\\\",\\\"destination\\\": \\\"82135 Robert Harbors Apt. 285, Marquezhaven, AZ 68208\\\",\\\"asn_number\\\": \\\"1338742991\\\",\\\"salesman\\\": \\\"KIMBERLY GARCIA\\\",\\\"products\\\": [{\\\"description\\\": \\\"223606 - 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ROLL OF FOAM PADDING\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"495867 - CASE OF SCRAPERS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"223606 - CASE OF MICROFIBER SPONGES\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"707106 - 24PK OF TOILET CLEANER\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"5\\\"}],\\\"total_cases\\\": \\\"168\\\",\\\"total_units\\\": \\\"140\\\",\\\"total_layers\\\": \\\"16\\\",\\\"printed_date\\\": \\\"12/05/2024 11:30\\\",\\\"page_number\\\": \\\"100\\\"}\"}\r\n", + "{\"image\":\"IMG_2986_JPG_jpg.rf.268ea70b0e2a525db5c423565895d6ef.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"Z181-BN-219\\\",\\\"pallet_number\\\": \\\"1\\\",\\\"delivery_date\\\": \\\"8/26/2024\\\",\\\"load\\\": \\\"3\\\",\\\"dock\\\": \\\"D46\\\",\\\"shipment_id\\\": \\\"V63723110121\\\",\\\"destination\\\": \\\"56759 Hoffman Well, North Alexandertown, KY 38927\\\",\\\"asn_number\\\": \\\"8483164331\\\",\\\"salesman\\\": \\\"JAMES WHITNEY\\\",\\\"products\\\": [{\\\"description\\\": \\\"567890 - 6PK TRASH BAGS\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"847395 - CASE OF SQUEEGEES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"948576 - CASE OF SOAP DISPENSERS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"147852 - ROLL OF WAX PAPER\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"395847 - CASE OF FLOOR POLISHERS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"496375 - CASE OF FIRST AID KITS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"182845 - CASE OF BUCKETS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"3\\\"}],\\\"total_cases\\\": \\\"210\\\",\\\"total_units\\\": \\\"204\\\",\\\"total_layers\\\": \\\"28\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"56\\\"}\"}\r\n", + "{\"image\":\"IMG_2984_JPG_jpg.rf.092a5f1742eb33bc281179344616488f.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n", + "{\"image\":\"IMG_2963_JPG_jpg.rf.1edb3cd057d1d585a6475ce8bab7fa03.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n" + ] + } + ], + "source": [ + "!head -n 5 {dataset.location}/train/annotations.jsonl" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "WgU-fUEfV-C1" + }, + "outputs": [], + "source": [ + "!sed -i 's//extract data in JSON format/g' {dataset.location}/train/annotations.jsonl\n", + "!sed -i 's//extract data in JSON format/g' {dataset.location}/valid/annotations.jsonl\n", + "!sed -i 's//extract data in JSON format/g' {dataset.location}/test/annotations.jsonl" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nsJDATCXWDz8", + "outputId": "8b9e3c9a-075c-4fa8-b567-2c20efdfe952" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"image\":\"IMG_3128_jpg.rf.050d52dec36d353a43a9eba664c28ad3.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"D452-SU-275\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"1/11/2024\\\",\\\"load\\\": \\\"1\\\",\\\"dock\\\": \\\"D05\\\",\\\"shipment_id\\\": \\\"K77912144793\\\",\\\"destination\\\": \\\"82135 Robert Harbors Apt. 285, Marquezhaven, AZ 68208\\\",\\\"asn_number\\\": \\\"1338742991\\\",\\\"salesman\\\": \\\"KIMBERLY GARCIA\\\",\\\"products\\\": [{\\\"description\\\": \\\"223606 - 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BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n", + "{\"image\":\"IMG_2963_JPG_jpg.rf.1edb3cd057d1d585a6475ce8bab7fa03.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n" + ] + } + ], + "source": [ + "!head -n 5 {dataset.location}/train/annotations.jsonl" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "172TA5NnWTkA" + }, + "source": [ + "## Train Phi-4 with maestro\n", + "\n", + "The training process is initiated using Maestro's `train` function. The system message is configured to instruct the model to extract structured JSON data from pallet manifest images. The training is run using 10 epochs with a batch size of 4. The optimization strategy used is `qlora`, which allows for efficient fine-tuning of large models. The metrics tracked during training are `edit_distance` and `bleu`, which help evaluate the accuracy of JSON extraction.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "L7IhjB5cWzJg" + }, + "outputs": [], + "source": [ + "SYSTEM_MESSAGE = (\n", + " \"You are a Vision Language Model specialized in extracting structured data from visual representations of palette manifests. \"\n", + " + \"Your task is to analyze the provided image of a palette manifest and extract the relevant information into a well-structured JSON format. \"\n", + " + \"The palette manifest includes details such as item names, quantities, dimensions, weights, and other attributes. \"\n", + " + \"Focus on identifying key data fields and ensuring the output adheres to the requested JSON structure. \"\n", + " + \"Provide only the JSON output based on the extracted information. Avoid additional explanations or comments.\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4xUtNe1CWGCI" + }, + "outputs": [], + "source": [ + "from maestro.trainer.models.phi_4.core import train\n", + "\n", + "config = {\n", + " \"dataset\": dataset.location,\n", + " \"system_message\": SYSTEM_MESSAGE,\n", + " \"epochs\": 5,\n", + " \"batch_size\": 2,\n", + " \"num_workers\": 10,\n", + " \"optimization_strategy\": \"none\",\n", + " \"metrics\": [\"edit_distance\", \"bleu\"],\n", + "}\n", + "\n", + "train(config)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xFORHbpgkYIe" + }, + "source": [ + "## Examine training results\n", + "\n", + "After training, we examine the results by listing available metric files and visualizing the loss, edit distance, and BLEU plots. These metrics help assess model performance, tracking how well the model aligns with ground truth JSON extractions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "9htPsinVkB-L", + "outputId": "5ba86126-352b-4617-b069-4e814c298359" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": { + "image/png": { + "height": 600 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "Image(filename=\"./training/phi_4/1/metrics/loss_plot.png\", height=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "jvIicRtskMfp", + "outputId": "06d4d664-4135-48c5-abbf-19de6010e0da" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": { + "image/png": { + "height": 600 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "Image(filename=\"./training/phi_4/1/metrics/edit_distance_plot.png\", height=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "_CoUoolXkQut", + "outputId": "64d6eeab-3ba4-4602-a7af-df27d692b225" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": { + "image/png": { + "height": 600 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "Image(filename=\"./training/phi_4/1/metrics/bleu_plot.png\", height=600)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "54yfkgRPYH_y" + }, + "source": [ + "## Run inference with fine-tuned Phi-4 model\n", + "\n", + "We load the fine-tuned Phi-4 model and run inference on test images. The `predict` function generates structured JSON output, which is parsed and verified for correctness.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EZIpzonDXcnp" + }, + "outputs": [], + "source": [ + "from maestro.trainer.models.phi_4.checkpoints import load_model\n", + "\n", + "processor, model = load_model(model_id_or_path=\"./training/phi_4/1/checkpoints/latest/\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bOyiFToVjGEK", + "outputId": "72613523-fe9a-4135-eb0f-c446eaa1d44b" + }, + "outputs": [], + "source": [ + "from maestro.trainer.common.datasets.jsonl import JSONLDataset\n", + "\n", + "ds = JSONLDataset(\n", + " annotations_path=f\"{dataset.location}/test/annotations.jsonl\",\n", + " images_directory_path=f\"{dataset.location}/test\",\n", + ")\n", + "\n", + "image, entry = ds[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 785 + }, + "id": "Vq2nAPQHjWwb", + "outputId": "a0f5ce2a-d042-4c37-f917-c84c9a78ed44" + }, + "outputs": [ + { + "data": { + "image/jpeg": 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", 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", + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_HoRDg7ojN8L", + "outputId": "9131b1db-7d72-455f-842b-faea96de62d3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"route\": \"J414-YG-624\",\"pallet_number\": \"17\",\"delivery_date\": \"9/18/2024\",\"load\": \"1\",\"dock\": \"D08\",\"shipment_id\": \"P18914943462\",\"destination\": \"595 Navarro Radial Suite 559, Port Erika, HI 29655\",\"asn_number\": \"4690787672\",\"salesman\": \"CAROL FREDERICK\",\"products\": [{\"description\": \"159753 - BOX OF PAPER CUPS\",\"cases\": \"32\",\"sales_units\": \"8\",\"layers\": \"2\"},{\"description\": \"583947 - BOX OF CLOTH RAGS\",\"cases\": \"8\",\"sales_units\": \"2\",\"layers\": \"5\"},{\"description\": \"357951 - 6PK OF HAND SANITIZER\",\"cases\": \"2\",\"sales_units\": \"32\",\"layers\": \"4\"},{\"description\": \"847295 - CASE OF DISPOSABLE CAPS\",\"cases\": \"16\",\"sales_units\": \"4\",\"layers\": \"3\"}],\"total_cases\": \"58\",\"total_units\": \"46\",\"total_layers\": \"14\",\"printed_date\": \"12/05/2024 10:14\",\"page_number\": \"60\"}{\"route\": \"J414-YG-624\",\"pallet_number\": \"17\",\"delivery_date\": \"9/18/2024\",\"load\": \"1\",\"dock\": \"D08\",\"shipment_id\": \"P18914943462\",\"destination\": \"595 Navarro Radial Suite 559, Port Erika, HI 29655\",\"asn_number\": \"4690787672\",\"salesman\": \"CAROL FREDERICK\",\"products\": [{\"description\": \"159753 - BOX OF PAPER CUPS\",\"cases\": \"32\",\"sales_units\": \"8\",\"layers\": \"2\"},{\"description\": \"583947 - BOX OF CLOTH RAGS\",\"cases\": \"8\",\"sales_units\": \"2\",\"layers\": \"5\"},{\"description\": \"357951 - 6PK OF HAND SANITIZER\",\"cases\": \"2\",\"sales_units\": \"32\",\"layers\": \"4\"},{\"description\": \"847295 - CASE OF DISPOSABLE CAPS\",\"cases\": \"16\",\"sales_units\": \"4\",\"layers\": \"3\"}],\"total_cases\": \"58\",\"total_units\": \"46\",\"total_layers\": \"14\",\"printed_date\": \"12/05/2024 10:14\",\"page_number\": \"60\"}<|tool_response|>({\"route\": \"J414-YG-624\",\"pallet_number\": \"17\",\"delivery_date\": \"9/18/2024\",\"load\": \"1\",\"dock\": \"D08\",\"shipment_id\": \"P18914943462\",\"destination\": \"595 Navarro Radial Suite 559, Port Erika, HI 29655\",\"asn_number\": \"4690787672\",\"salesman\": \"CAROL FREDERICK\",\"products\": [{\"description\": \"159753 - BOX OF PAPER CUPS\",\"cases\": \"32\",\"sales_units\": \"8\",\"layers\": \"2\"},{\"description\": \"583947 - BOX OF CLOTH RAGS\",\"cases\": \"8\",\"sales_units\": \"2\",\"layers\": \"5\"},{\"description\": \"357951 - 6PK OF HAND SANITIZER\",\"cases\": \"2\",\"sales_units\": \"32\",\"layers\": \"4\"},{\"description\": \"847295 - CASE OF DISPOSABLE CAPS\",\"cases\": \"16\",\"sales_units\": \"4\",\"layers\": \"3\"}],\"total_cases\": \"58\",\"total_units\": \"46\",\"total_layers\": \"14\",\"printed_date\": \"12/05/2024 10:14\",\"page_number\": \"60\"}){\\\"route\\\":\\\"J414-YG-624\\\",\\\"pallet_number\\\":\\\"17\\\",\\\"delivery_date\\\":\\\"9/18/2024\\\",\\\"load\\\":\\\"1\\\",\\\"dock\\\":\\\"D08\\\",\\\"shipment_id\\\":\\\"P18914943462\\\",\\\"destination\\\":\\\"595 Navarro Radial Suite 559, Port Erika, HI 29655\\\",\\\"asn_number\\\":\\\"4690787672\\\",\\\"salesman\\\":\\\"CAROL FREDERICK\\\",\\\"products\\\":([\\n {\\n \\\"description\\\":\\\"159753 - BOX OF PAPER CUPS\\\",\\\"cases\\\":\\\"32\\\",\\\"sales_units\\\":\\\"8\\\",\\\"layers\\\":\\\"2\\\"}\\n {\\n \\\"description\\\":\\\"583947 - BOX OF CLOTH RAGS\\\",\\\"cases\\\":\\\"8\\\",\\\"sales_units\\\":\\\"2\\\",\\\"layers\\\":\\\"5\\\"}\\n {\\n \\\"description\\\":\\\"357951 - 6PK OF HAND SANITIZER\\\",\\\"cases\\\":\\\"2\\\",\\\"sales_units\\\":\\\"32\\\",\\\"layers\\\":\\\"4\\\"}\\n {\\n \\\"description\\\":\\\"847295 - CASE OF DISPOSABLE CAPS\\\",\\\"cases\\\":\\\"16\\\",\\\"sales_units\\\":\\\"4\\\",\\\"layers\\\":\\\"3\\\"}\\n ]\\n\\\"pallet_total\\\":\\\"58\\\",\\\"total_cases\\\":\\\"46\\\",\\\"total_units\\\":\\\"14\\\",\\\"printed_date\\\":\\\"12/05/2024 10:14\\\",\\\"page_number\\\":\\\"60\\\"}\"<|tool_call|>\n" + ] + } + ], + "source": [ + "from maestro.trainer.models.phi_4.inference import predict\n", + "\n", + "generated_suffix = predict(\n", + " model=model,\n", + " processor=processor,\n", + " image=image,\n", + " system_message=SYSTEM_MESSAGE,\n", + ")\n", + "\n", + "print(generated_suffix)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "A100", + "machine_shape": "hm", + "provenance": [] + }, + "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": "3.10.16" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/cookbooks/maestro_lora_phi_4_vl_json_extraction.ipynb b/cookbooks/maestro_lora_phi_4_vl_json_extraction.ipynb new file mode 100644 index 00000000..0ee9b026 --- /dev/null +++ b/cookbooks/maestro_lora_phi_4_vl_json_extraction.ipynb @@ -0,0 +1,533 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "ckbZSXr_nXrD" + }, + "source": [ + "# Lora Phi-4 for JSON Data Extraction using Maestro\n", + "\n", + "---\n", + "\n", + "[![colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/roboflow/maestro/blob/develop/cookbooks/maestro_qwen2_5_vl_json_extraction.ipynb)\n", + "\n", + "\n", + "Join our Discord for community support on Vision-Language Models. If you enjoy it, ⭐ [Maestro GitHub](https://github.com/roboflow/maestro).\n" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "0vcuAhuWTT-5" + }, + "source": [ + "## Environment setup" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "GBmQDNJ1TXVe" + }, + "source": [ + "### Configure your API keys\n", + "\n", + "To fine-tune Phi-4, you need to provide your HuggingFace Token and Roboflow API key. Follow these steps:\n", + "\n", + "- Open your [`HuggingFace Settings`](https://huggingface.co/settings) page. Click `Access Tokens` then `New Token` to generate new token.\n", + "- Go to your [`Roboflow Settings`](https://app.roboflow.com/settings/api) page. Click `Copy`. This will place your private key in the clipboard.\n", + "- In Colab, go to the left pane and click on `Secrets` (🔑).\n", + " - Store HuggingFace Access Token under the name `HF_TOKEN`.\n", + " - Store Roboflow API Key under the name `ROBOFLOW_API_KEY`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "tncDqBlU-RrA" + }, + "outputs": [], + "source": [ + "import os\n", + "\n", + "from google.colab import userdata\n", + "\n", + "os.environ[\"HF_TOKEN\"] = userdata.get(\"HF_TOKEN\")\n", + "os.environ[\"ROBOFLOW_API_KEY\"] = userdata.get(\"ROBOFLOW_API_KEY\")" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MDXz2CWJTr05" + }, + "source": [ + "### Check GPU availability\n", + "\n", + "Let's make sure that we have access to GPU. We can use `nvidia-smi` command to do that. In case of any problems navigate to `Edit` -> `Notebook settings` -> `Hardware accelerator`, set it to `A100 GPU`, and then click `Save`." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "u9ACyE5IQylb", + "outputId": "417eb699-bdd6-41cf-a411-62b218efcd38" + }, + "outputs": [], + "source": [ + "!nvidia-smi" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "id": "1-bnxd1m-KVU" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "loading Roboflow workspace...\n", + "loading Roboflow project...\n" + ] + } + ], + "source": [ + "from roboflow import download_dataset\n", + "\n", + "dataset = download_dataset(\"https://app.roboflow.com/roboflow-jvuqo/pallet-load-manifest-json/2\", \"jsonl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "OivnvO0xVyaa", + "outputId": "a4862df0-bfc4-4c7c-de11-d52ecd492587" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"image\":\"IMG_3128_jpg.rf.050d52dec36d353a43a9eba664c28ad3.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"D452-SU-275\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"1/11/2024\\\",\\\"load\\\": \\\"1\\\",\\\"dock\\\": \\\"D05\\\",\\\"shipment_id\\\": \\\"K77912144793\\\",\\\"destination\\\": \\\"82135 Robert Harbors Apt. 285, Marquezhaven, AZ 68208\\\",\\\"asn_number\\\": \\\"1338742991\\\",\\\"salesman\\\": \\\"KIMBERLY GARCIA\\\",\\\"products\\\": [{\\\"description\\\": \\\"223606 - CASE OF MICROFIBER SPONGES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"728495 - BOX OF STAIN REMOVERS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"4\\\"},{\\\"description\\\": \\\"112233 - CASE OF DISH SOAP\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"847395 - CASE OF SQUEEGEES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"963741 - 12PK OF DISINFECTANT WIPES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"258963 - CASE OF MULTI-SURFACE SPRAY\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"4\\\"}],\\\"total_cases\\\": \\\"120\\\",\\\"total_units\\\": \\\"74\\\",\\\"total_layers\\\": \\\"17\\\",\\\"printed_date\\\": \\\"12/05/2024 11:29\\\",\\\"page_number\\\": \\\"59\\\"}\"}\r\n", + "{\"image\":\"IMG_3151_JPG_jpg.rf.22eafa941d156b0b82510ebc0e747064.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"J875-JW-813\\\",\\\"pallet_number\\\": \\\"20\\\",\\\"delivery_date\\\": \\\"2/14/2024\\\",\\\"load\\\": \\\"3\\\",\\\"dock\\\": \\\"D42\\\",\\\"shipment_id\\\": \\\"B95978028562\\\",\\\"destination\\\": \\\"224 Devin Hollow, East Debratown, IN 30740\\\",\\\"asn_number\\\": \\\"7957187498\\\",\\\"salesman\\\": \\\"JASON GIBSON\\\",\\\"products\\\": [{\\\"description\\\": \\\"572849 - ROLL OF FOAM PADDING\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"495867 - CASE OF SCRAPERS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"223606 - CASE OF MICROFIBER SPONGES\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"707106 - 24PK OF TOILET CLEANER\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"5\\\"}],\\\"total_cases\\\": \\\"168\\\",\\\"total_units\\\": \\\"140\\\",\\\"total_layers\\\": \\\"16\\\",\\\"printed_date\\\": \\\"12/05/2024 11:30\\\",\\\"page_number\\\": \\\"100\\\"}\"}\r\n", + "{\"image\":\"IMG_2986_JPG_jpg.rf.268ea70b0e2a525db5c423565895d6ef.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"Z181-BN-219\\\",\\\"pallet_number\\\": \\\"1\\\",\\\"delivery_date\\\": \\\"8/26/2024\\\",\\\"load\\\": \\\"3\\\",\\\"dock\\\": \\\"D46\\\",\\\"shipment_id\\\": \\\"V63723110121\\\",\\\"destination\\\": \\\"56759 Hoffman Well, North Alexandertown, KY 38927\\\",\\\"asn_number\\\": \\\"8483164331\\\",\\\"salesman\\\": \\\"JAMES WHITNEY\\\",\\\"products\\\": [{\\\"description\\\": \\\"567890 - 6PK TRASH BAGS\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"847395 - CASE OF SQUEEGEES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"948576 - CASE OF SOAP DISPENSERS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"147852 - ROLL OF WAX PAPER\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"395847 - CASE OF FLOOR POLISHERS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"496375 - CASE OF FIRST AID KITS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"182845 - CASE OF BUCKETS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"3\\\"}],\\\"total_cases\\\": \\\"210\\\",\\\"total_units\\\": \\\"204\\\",\\\"total_layers\\\": \\\"28\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"56\\\"}\"}\r\n", + "{\"image\":\"IMG_2984_JPG_jpg.rf.092a5f1742eb33bc281179344616488f.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n", + "{\"image\":\"IMG_2963_JPG_jpg.rf.1edb3cd057d1d585a6475ce8bab7fa03.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n" + ] + } + ], + "source": [ + "!head -n 5 {dataset.location}/train/annotations.jsonl" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "id": "WgU-fUEfV-C1" + }, + "outputs": [], + "source": [ + "!sed -i 's//extract data in JSON format/g' {dataset.location}/train/annotations.jsonl\n", + "!sed -i 's//extract data in JSON format/g' {dataset.location}/valid/annotations.jsonl\n", + "!sed -i 's//extract data in JSON format/g' {dataset.location}/test/annotations.jsonl" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "nsJDATCXWDz8", + "outputId": "8b9e3c9a-075c-4fa8-b567-2c20efdfe952" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{\"image\":\"IMG_3128_jpg.rf.050d52dec36d353a43a9eba664c28ad3.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"D452-SU-275\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"1/11/2024\\\",\\\"load\\\": \\\"1\\\",\\\"dock\\\": \\\"D05\\\",\\\"shipment_id\\\": \\\"K77912144793\\\",\\\"destination\\\": \\\"82135 Robert Harbors Apt. 285, Marquezhaven, AZ 68208\\\",\\\"asn_number\\\": \\\"1338742991\\\",\\\"salesman\\\": \\\"KIMBERLY GARCIA\\\",\\\"products\\\": [{\\\"description\\\": \\\"223606 - CASE OF MICROFIBER SPONGES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"728495 - BOX OF STAIN REMOVERS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"4\\\"},{\\\"description\\\": \\\"112233 - CASE OF DISH SOAP\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"847395 - CASE OF SQUEEGEES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"963741 - 12PK OF DISINFECTANT WIPES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"258963 - CASE OF MULTI-SURFACE SPRAY\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"4\\\"}],\\\"total_cases\\\": \\\"120\\\",\\\"total_units\\\": \\\"74\\\",\\\"total_layers\\\": \\\"17\\\",\\\"printed_date\\\": \\\"12/05/2024 11:29\\\",\\\"page_number\\\": \\\"59\\\"}\"}\r\n", + "{\"image\":\"IMG_3151_JPG_jpg.rf.22eafa941d156b0b82510ebc0e747064.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"J875-JW-813\\\",\\\"pallet_number\\\": \\\"20\\\",\\\"delivery_date\\\": \\\"2/14/2024\\\",\\\"load\\\": \\\"3\\\",\\\"dock\\\": \\\"D42\\\",\\\"shipment_id\\\": \\\"B95978028562\\\",\\\"destination\\\": \\\"224 Devin Hollow, East Debratown, IN 30740\\\",\\\"asn_number\\\": \\\"7957187498\\\",\\\"salesman\\\": \\\"JASON GIBSON\\\",\\\"products\\\": [{\\\"description\\\": \\\"572849 - ROLL OF FOAM PADDING\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"495867 - CASE OF SCRAPERS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"223606 - CASE OF MICROFIBER SPONGES\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"707106 - 24PK OF TOILET CLEANER\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"5\\\"}],\\\"total_cases\\\": \\\"168\\\",\\\"total_units\\\": \\\"140\\\",\\\"total_layers\\\": \\\"16\\\",\\\"printed_date\\\": \\\"12/05/2024 11:30\\\",\\\"page_number\\\": \\\"100\\\"}\"}\r\n", + "{\"image\":\"IMG_2986_JPG_jpg.rf.268ea70b0e2a525db5c423565895d6ef.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"Z181-BN-219\\\",\\\"pallet_number\\\": \\\"1\\\",\\\"delivery_date\\\": \\\"8/26/2024\\\",\\\"load\\\": \\\"3\\\",\\\"dock\\\": \\\"D46\\\",\\\"shipment_id\\\": \\\"V63723110121\\\",\\\"destination\\\": \\\"56759 Hoffman Well, North Alexandertown, KY 38927\\\",\\\"asn_number\\\": \\\"8483164331\\\",\\\"salesman\\\": \\\"JAMES WHITNEY\\\",\\\"products\\\": [{\\\"description\\\": \\\"567890 - 6PK TRASH BAGS\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"847395 - CASE OF SQUEEGEES\\\",\\\"cases\\\": \\\"4\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"948576 - CASE OF SOAP DISPENSERS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"147852 - ROLL OF WAX PAPER\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"395847 - CASE OF FLOOR POLISHERS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"496375 - CASE OF FIRST AID KITS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"16\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"182845 - CASE OF BUCKETS\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"3\\\"}],\\\"total_cases\\\": \\\"210\\\",\\\"total_units\\\": \\\"204\\\",\\\"total_layers\\\": \\\"28\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"56\\\"}\"}\r\n", + "{\"image\":\"IMG_2984_JPG_jpg.rf.092a5f1742eb33bc281179344616488f.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n", + "{\"image\":\"IMG_2963_JPG_jpg.rf.1edb3cd057d1d585a6475ce8bab7fa03.jpg\",\"prefix\":\"extract data in JSON format\",\"suffix\":\"{\\\"route\\\": \\\"B355-VJ-875\\\",\\\"pallet_number\\\": \\\"15\\\",\\\"delivery_date\\\": \\\"6/8/2024\\\",\\\"load\\\": \\\"5\\\",\\\"dock\\\": \\\"D80\\\",\\\"shipment_id\\\": \\\"Q03372702540\\\",\\\"destination\\\": \\\"3529 Mandy Neck Suite 463, Kevinville, NM 30354\\\",\\\"asn_number\\\": \\\"9497398114\\\",\\\"salesman\\\": \\\"MICHELE MORALES\\\",\\\"products\\\": [{\\\"description\\\": \\\"958273 - CASE OF SPRAY MOPS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"2\\\"},{\\\"description\\\": \\\"485927 - BOX OF DRYING CLOTHS\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"890123 - 24PK TOOTHBRUSHES\\\",\\\"cases\\\": \\\"32\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"748592 - BOX OF DUST MASKS\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"2\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"759384 - BOX OF STORAGE BINS\\\",\\\"cases\\\": \\\"64\\\",\\\"sales_units\\\": \\\"4\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"849756 - 12PK OF TABLECLOTHS\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"3\\\"},{\\\"description\\\": \\\"741258 - CASE OF LAUNDRY DETERGENT\\\",\\\"cases\\\": \\\"2\\\",\\\"sales_units\\\": \\\"8\\\",\\\"layers\\\": \\\"5\\\"},{\\\"description\\\": \\\"173205 - BOX OF SAFETY GOGGLES\\\",\\\"cases\\\": \\\"8\\\",\\\"sales_units\\\": \\\"64\\\",\\\"layers\\\": \\\"1\\\"},{\\\"description\\\": \\\"958374 - ROLL OF PLASTIC SHEETING\\\",\\\"cases\\\": \\\"16\\\",\\\"sales_units\\\": \\\"32\\\",\\\"layers\\\": \\\"1\\\"}],\\\"total_cases\\\": \\\"196\\\",\\\"total_units\\\": \\\"186\\\",\\\"total_layers\\\": \\\"20\\\",\\\"printed_date\\\": \\\"11/29/2024 12:21\\\",\\\"page_number\\\": \\\"92\\\"}\"}\r\n" + ] + } + ], + "source": [ + "!head -n 5 {dataset.location}/train/annotations.jsonl" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "172TA5NnWTkA" + }, + "source": [ + "## Train Phi-4 with maestro\n", + "\n", + "The training process is initiated using Maestro's `train` function. The system message is configured to instruct the model to extract structured JSON data from pallet manifest images. The training is run using 10 epochs with a batch size of 4. The optimization strategy used is `qlora`, which allows for efficient fine-tuning of large models. The metrics tracked during training are `edit_distance` and `bleu`, which help evaluate the accuracy of JSON extraction.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "id": "L7IhjB5cWzJg" + }, + "outputs": [], + "source": [ + "SYSTEM_MESSAGE = (\n", + " \"You are a Vision Language Model specialized in extracting structured data from visual representations of palette manifests. \"\n", + " + \"Your task is to analyze the provided image of a palette manifest and extract the relevant information into a well-structured JSON format. \"\n", + " + \"The palette manifest includes details such as item names, quantities, dimensions, weights, and other attributes. \"\n", + " + \"Focus on identifying key data fields and ensuring the output adheres to the requested JSON structure. \"\n", + " + \"Provide only the JSON output based on the extracted information. Avoid additional explanations or comments.\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "4xUtNe1CWGCI", + "scrolled": false + }, + "outputs": [], + "source": [ + "from maestro.trainer.models.phi_4.core import train\n", + "\n", + "config = {\n", + " \"dataset\": dataset.location,\n", + " \"system_message\": SYSTEM_MESSAGE,\n", + " \"epochs\": 5,\n", + " \"batch_size\": 2,\n", + " \"num_workers\": 10,\n", + " \"optimization_strategy\": \"lora\",\n", + " \"metrics\": [\"edit_distance\", \"bleu\"],\n", + "}\n", + "\n", + "train(config)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "xFORHbpgkYIe" + }, + "source": [ + "## Examine training results\n", + "\n", + "After training, we examine the results by listing available metric files and visualizing the loss, edit distance, and BLEU plots. These metrics help assess model performance, tracking how well the model aligns with ground truth JSON extractions.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "9htPsinVkB-L", + "outputId": "5ba86126-352b-4617-b069-4e814c298359" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": { + "image/png": { + "height": 600 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "Image(filename=\"./training/phi_4/3/metrics/loss_plot.png\", height=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "jvIicRtskMfp", + "outputId": "06d4d664-4135-48c5-abbf-19de6010e0da" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 11, + "metadata": { + "image/png": { + "height": 600 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "Image(filename=\"./training/phi_4/3/metrics/edit_distance_plot.png\", height=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 617 + }, + "id": "_CoUoolXkQut", + "outputId": "64d6eeab-3ba4-4602-a7af-df27d692b225" + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 12, + "metadata": { + "image/png": { + "height": 600 + } + }, + "output_type": "execute_result" + } + ], + "source": [ + "from IPython.display import Image\n", + "\n", + "Image(filename=\"./training/phi_4/3/metrics/bleu_plot.png\", height=600)" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "54yfkgRPYH_y" + }, + "source": [ + "## Run inference with fine-tuned Phi-4 model\n", + "\n", + "We load the fine-tuned Phi-4 model and run inference on test images. The `predict` function generates structured JSON output, which is parsed and verified for correctness.\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "id": "EZIpzonDXcnp" + }, + "outputs": [], + "source": [ + "from maestro.trainer.models.phi_4.checkpoints import load_model\n", + "\n", + "processor, model = load_model(model_id_or_path=\"./training/phi_4/3/checkpoints/latest/\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "bOyiFToVjGEK", + "outputId": "72613523-fe9a-4135-eb0f-c446eaa1d44b" + }, + "outputs": [], + "source": [ + "from maestro.trainer.common.datasets.jsonl import JSONLDataset\n", + "\n", + "ds = JSONLDataset(\n", + " annotations_path=f\"{dataset.location}/test/annotations.jsonl\",\n", + " images_directory_path=f\"{dataset.location}/test\",\n", + ")\n", + "\n", + "image, entry = ds[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 785 + }, + "id": "Vq2nAPQHjWwb", + "outputId": "a0f5ce2a-d042-4c37-f917-c84c9a78ed44" + }, + "outputs": [ + { + "data": { + "image/jpeg": 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", 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", + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "_HoRDg7ojN8L", + "outputId": "9131b1db-7d72-455f-842b-faea96de62d3" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "```json\n", + "{\n", + " \"Route\": \"J414-YG-624\",\n", + " \"Delivery Date\": \"9/18/2024\",\n", + " \"Pallet Number\": \"17\",\n", + " \"Load\": \"1\",\n", + " \"Shipment Id\": \"P189149434362\",\n", + " \"Address\": \"595 Navarro Radial Suite 559, Port Erika, HI 29655\",\n", + " \"ASN Number\": \"4690787672\",\n", + " \"Dock\": \"D08\",\n", + " \"Salesman\": \"CAROL FREDERICK\",\n", + " \"Products\": [\n", + " {\n", + " \"Product\": \"159753 - BOX OF PAPER CUPS\",\n", + " \"Cases\": \"32\",\n", + " \"Sales Units\": \"8\",\n", + " \"Layers\": \"2\"\n", + " },\n", + " {\n", + " \"Product\": \"583947 - BOX OF CLOTH RAGS\",\n", + " \"Cases\": \"8\",\n", + " \"Sales Units\": \"2\",\n", + " \"Layers\": \"5\"\n", + " },\n", + " {\n", + " \"Product\": \"357951 - 6PK OF HAND SANITIZER\",\n", + " \"Cases\": \"2\",\n", + " \"Sales Units\": \"32\",\n", + " \"Layers\": \"4\"\n", + " },\n", + " {\n", + " \"Product\": \"847295 - CASE OF DISPOSABLE CAPS\",\n", + " \"Cases\": \"16\",\n", + " \"Sales Units\": \"4\",\n", + " \"Layers\": \"3\"\n", + " }\n", + " ],\n", + " \"Pallet Total\": \"58\",\n", + " \"Total Cases\": \"46\",\n", + " \"Total Layers\": \"14\",\n", + " \"Printed\": \"12/05/2024 10:14\",\n", + " \"Page\": \"60\"\n", + "}\n", + "```\n" + ] + } + ], + "source": [ + "from maestro.trainer.models.phi_4.inference import predict\n", + "\n", + "generated_suffix = predict(\n", + " model=model,\n", + " processor=processor,\n", + " image=image,\n", + " system_message=SYSTEM_MESSAGE,\n", + ")\n", + "\n", + "print(generated_suffix)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "accelerator": "GPU", + "colab": { + "gpuType": "A100", + "machine_shape": "hm", + "provenance": [] + }, + "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": "3.10.16" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/docs/models/phi_4.md b/docs/models/phi_4.md new file mode 100644 index 00000000..ab68351d --- /dev/null +++ b/docs/models/phi_4.md @@ -0,0 +1,138 @@ +--- +comments: true +--- + +## Overview + +Phi-4 is Microsoft's state-of-the-art multimodal model that combines advanced vision capabilities with powerful language understanding. This multimodal model can process both images, audio and texts text inputs to perform various tasks including image understanding, reasoning, and generating contextually relevant responses. + +The model excels at tasks requiring visual comprehension alongside natural language processing, making it suitable for applications such as visual question answering, image captioning, and multimodal reasoning. + +## Install + +To use Phi-4 with Maestro, install the required dependencies: + +```bash +pip install "maestro[phi_4]" +``` + +This will install the necessary packages including transformers, torch, flash-attention (for non-macOS platforms), and other dependencies required for working with Phi-4. + +## Train + +Fine-tune the Phi-4 model using LoRA or other optimization strategies to adapt it to your specific multimodal tasks. + +### CLI + +Start training from the command line with the following command: + +```bash +maestro phi_4 train \ + --dataset "dataset/location" \ + --epochs 10 \ + --batch-size 4 \ + --optimization_strategy "lora" \ + --metrics "edit_distance" +``` + +Customize the command with your specific dataset path and adjust hyperparameters like learning rate and batch size according to your requirements. + +### Python + +For more control over the training process, use the Python API: + +```python +from maestro.trainer.models.phi_4.core import train + +config = { + "dataset": "dataset/location", + "model_id": "microsoft/Phi-4-multimodal-instruct", + "epochs": 10, + "batch_size": 4, + "lr": 1e-5, + "optimization_strategy": "lora", + "metrics": ["edit_distance"], + "use_flash_attention": True, +} + +train(config) +``` + +## Load + +Load a pre-trained or fine-tuned Phi-4 model along with its processor: + +```python +from maestro.trainer.models.phi_4.checkpoints import ( + OptimizationStrategy, load_model +) + +processor, model = load_model( + model_id_or_path="microsoft/Phi-4-multimodal-instruct", # or your fine-tuned model path + optimization_strategy=OptimizationStrategy.NONE, + use_flash_attention=True +) +``` + +## Predict + +Generate predictions using your Phi-4 model with the dedicated prediction function: + +```python +from PIL import Image +from maestro.trainer.models.phi_4.inference import predict + +# Load an image +image = Image.open("path/to/your/image.jpg") + +# Generate a prediction +result = predict( + model=model, + processor=processor, + image=image, + prefix="Describe this image in detail:" +) + +print(result) +``` + +For more control over the prediction process, you can use the lower-level API: + +```python +import torch +from PIL import Image +from transformers import BatchFeature +from maestro.trainer.models.phi_4.checkpoints import filter_audio_components + +# Load an image +image = Image.open("path/to/your/image.jpg") + +# Prepare inputs +inputs = processor( + text="Describe this image in detail:", + images=image, + return_tensors="pt" +) + +# Filter out audio components if any +inputs = filter_audio_components(inputs) +inputs = BatchFeature(inputs) +input_len = inputs.input_ids.size(1) + +# Generate response +with torch.no_grad(): + outputs = model.generate( + **inputs, + max_new_tokens=100, + eos_token_id=processor.tokenizer.eos_token_id + ) + +# Decode the generated text +generated_text = processor.batch_decode(outputs[:, input_len:], skip_special_tokens=True)[0] +formatted_prompt = "Describe this image in detail:".strip() +response_text = generated_text.split(formatted_prompt)[-1].strip() + +print(response_text) +``` + +This provides workflows for using Phi-4 for image understanding and text generation tasks. The simplified `predict` function handles the common case, while the lower-level API gives you more control over the generation process. diff --git a/maestro/trainer/models/phi_4/__init__.py b/maestro/trainer/models/phi_4/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/maestro/trainer/models/phi_4/checkpoints.py b/maestro/trainer/models/phi_4/checkpoints.py new file mode 100644 index 00000000..016149f5 --- /dev/null +++ b/maestro/trainer/models/phi_4/checkpoints.py @@ -0,0 +1,237 @@ +import json +import os +from enum import Enum +from typing import Any, Optional + +import torch +from peft import LoraConfig, get_peft_model +from transformers import AutoModelForCausalLM, AutoProcessor + +from maestro.trainer.common.utils.device import parse_device_spec +from maestro.trainer.logger import get_maestro_logger + +DEFAULT_PHI_4_MODEL_ID = "microsoft/Phi-4-multimodal-instruct" +DEFAULT_PHI_4_MODEL_REVISION = "refs/heads/main" +logger = get_maestro_logger() + + +class OptimizationStrategy(Enum): + """Enumeration for optimization strategies.""" + + LORA = "lora" + NONE = "none" + + +def load_model( + model_id_or_path: str = DEFAULT_PHI_4_MODEL_ID, + revision: str = DEFAULT_PHI_4_MODEL_REVISION, + device: str | torch.device = "auto", + optimization_strategy: OptimizationStrategy = OptimizationStrategy.NONE, + cache_dir: Optional[str] = None, + use_flash_attention: bool = True, +) -> tuple[AutoProcessor, AutoModelForCausalLM]: + """ + Loads a Phi-4 multimodal model and its associated processor with optional LoRA. + + Args: + model_id_or_path (str): The model name or path. + revision (str): The model revision to load. + device (str | torch.device): The device to load the model onto. + optimization_strategy (OptimizationStrategy): LORA or NONE. + cache_dir (Optional[str]): Directory to cache downloaded model files. + use_flash_attention (bool): Whether to use Flash Attention 2. + + Returns: + (AutoProcessor, AutoModelForCausalLM): + A tuple containing the loaded processor and model. + """ + device = parse_device_spec(device) + processor = AutoProcessor.from_pretrained( + model_id_or_path, + revision=revision, + trust_remote_code=True, + cache_dir=cache_dir, + use_fast=True, + ) + + processor.tokenizer.padding_side = "right" + attn_implementation = "flash_attention_2" if use_flash_attention else "eager" + + if optimization_strategy in {OptimizationStrategy.LORA}: + lora_config = LoraConfig( + r=8, + lora_alpha=16, + lora_dropout=0.05, + bias="none", + target_modules=[ + "qkv_proj", + "o_proj", + "gate_up_proj", + "down_proj", + ], # Todo: Check what target modules will be better + task_type="CAUSAL_LM", + ) + + model = AutoModelForCausalLM.from_pretrained( + model_id_or_path, + revision=revision, + trust_remote_code=True, + device_map="auto", + torch_dtype="auto", + cache_dir=cache_dir, + attn_implementation=attn_implementation, + ) + + model = get_peft_model(model, lora_config) + model.print_trainable_parameters() + else: + model = AutoModelForCausalLM.from_pretrained( + model_id_or_path, + revision=revision, + trust_remote_code=True, + device_map="auto", + torch_dtype="auto", + cache_dir=cache_dir, + attn_implementation=attn_implementation, + ) + model.to(device) + return processor, model + + +def save_model( + target_dir: str, + processor: AutoProcessor, + model: AutoModelForCausalLM, +) -> None: + """ + Save a Phi-4 model and its processor to disk with options for audio layer handling. + + Args: + target_dir: Directory path where the model and processor will be saved. + Will be created if it doesn't exist. + processor: The Phi-4 processor to save. + model: The Phi-4 model to save. + """ + os.makedirs(target_dir, exist_ok=True) + + processor.save_pretrained(target_dir) + model.save_pretrained(target_dir) + + chat_template_path = os.path.join(target_dir, "chat_template.json") + if os.path.exists(chat_template_path): + os.remove(chat_template_path) + logger.info(f"Removed {chat_template_path}") + + preprocessor_config_path = os.path.join(target_dir, "preprocessor_config.json") + if os.path.exists(preprocessor_config_path): + try: + with open(preprocessor_config_path) as f: + preprocessor_config = json.load(f) + + for param in ["feature_size", "sampling_rate", "padding_value"]: + if param in preprocessor_config: + del preprocessor_config[param] + logger.info(f"Removed '{param}' from preprocessor_config.json") + + audio_params = {"audio_compression_rate": 8, "audio_downsample_rate": 1, "audio_feat_stride": 1} + + for param, value in audio_params.items(): + preprocessor_config[param] = value + logger.info(f"Added '{param}': {value} to preprocessor_config.json") + + with open(preprocessor_config_path, "w") as f: + json.dump(preprocessor_config, f, indent=2) + except Exception as e: + logger.warning(f"Error modifying preprocessor_config.json: {e}") + + +def _remove_audio_layers(model): + """ + Remove audio-related parameters from the model to optimize for vision-only tasks. + + This function removes the audio embedding layers and audio-specific LoRA components + to reduce memory usage and focus the model on vision processing. + + Args: + model: The Phi-4 model from which to remove audio-related layers. + + Returns: + The modified model with audio layers removed. + """ + # Todo: Can use this to remove audio processing components from the Encoder can save some param + try: + logger.info("Removing audio layers to optimize for vision-only processing...") + + if hasattr(model, "model") and hasattr(model.model, "embed_tokens_extend"): + if hasattr(model.model.embed_tokens_extend, "audio_embed"): + del model.model.embed_tokens_extend.audio_embed + + if hasattr(model, "model") and hasattr(model.model, "layers"): + for layer_idx, layer in enumerate(model.model.layers): + removed_components = 0 + lora_components = [ + (layer.mlp.down_proj, "lora_A", "speech"), + (layer.mlp.down_proj, "lora_B", "speech"), + (layer.mlp.gate_up_proj, "lora_A", "speech"), + (layer.mlp.gate_up_proj, "lora_B", "speech"), + (layer.self_attn.o_proj, "lora_A", "speech"), + (layer.self_attn.o_proj, "lora_B", "speech"), + (layer.self_attn.qkv_proj, "lora_A", "speech"), + (layer.self_attn.qkv_proj, "lora_B", "speech"), + ] + + for component, lora_type, key in lora_components: + try: + if hasattr(component, lora_type) and hasattr(getattr(component, lora_type), key): + delattr(getattr(component, lora_type), key) + removed_components += 1 + except AttributeError: + continue + + if removed_components > 0: + logger.debug(f"Removed {removed_components} audio LoRA components from layer {layer_idx}") + + logger.info("Audio layer removal complete") + except Exception as e: + logger.warning( + f"Could not remove some audio layers. This is expected if using a different model variant. Error: {e}" + ) + + return model + + +def filter_audio_components(inputs: dict[str, Any]) -> dict[str, Any]: + """ + Filter out audio-related components from the input dictionary. + + Args: + inputs: Dictionary containing model inputs, potentially including audio components. + + Returns: + A new dictionary with audio-related keys removed. + """ + audio_related_keys = ["input_audio_embeds", "audio_embed_sizes", "audio_attention_mask"] + + filtered_inputs = {k: v for k, v in inputs.items() if k not in audio_related_keys} + + return filtered_inputs + + +def process_model_inputs(model: AutoModelForCausalLM, inputs: dict[str, Any], **kwargs) -> Any: + """ + Process inputs before passing to the model, removing audio components. + + Args: + model: The model to use for processing. + inputs: Dictionary of input tensors and parameters. + **kwargs: Additional arguments to pass to the model. + + Returns: + The model's output after processing the filtered inputs. + """ + filtered_inputs = filter_audio_components(inputs) + + filtered_inputs.update(kwargs) + + # Pass the filtered inputs to the model + return model(**filtered_inputs) diff --git a/maestro/trainer/models/phi_4/core.py b/maestro/trainer/models/phi_4/core.py new file mode 100644 index 00000000..2d7fd7a6 --- /dev/null +++ b/maestro/trainer/models/phi_4/core.py @@ -0,0 +1,293 @@ +import os +from dataclasses import dataclass, field, replace +from functools import partial +from typing import Literal, Optional + +import dacite +import lightning +import torch +from torch.optim import AdamW +from torch.utils.data import DataLoader +from transformers import AutoModelForCausalLM, AutoProcessor + +from maestro.trainer.common.callbacks import SaveCheckpoint +from maestro.trainer.common.datasets.core import create_data_loaders, resolve_dataset_path +from maestro.trainer.common.metrics import BaseMetric, MetricsTracker, parse_metrics, save_metric_plots +from maestro.trainer.common.training import MaestroTrainer +from maestro.trainer.common.utils.device import device_is_available, parse_device_spec +from maestro.trainer.common.utils.path import create_new_run_directory +from maestro.trainer.common.utils.seed import ensure_reproducibility +from maestro.trainer.logger import get_maestro_logger +from maestro.trainer.models.phi_4.checkpoints import ( + DEFAULT_PHI_4_MODEL_ID, + DEFAULT_PHI_4_MODEL_REVISION, + OptimizationStrategy, + filter_audio_components, + load_model, + process_model_inputs, + save_model, +) +from maestro.trainer.models.phi_4.loaders import evaluation_collate_fn, train_collate_fn + +logger = get_maestro_logger() + + +@dataclass() +class Phi4Configuration: + """ + Configuration for training the Phi-4 multimodal model. + + Attributes: + dataset (str): + Local path or Roboflow identifier. If not found locally, it will be resolved (and downloaded) automatically. + model_id (str): + Identifier for the Phi-4 model. + revision (str): + Model revision to use. + device (str | torch.device): + Device to run training on. + optimization_strategy (Literal["lora", "qlora", "none"]): + Strategy for optimizing the model parameters. + cache_dir (Optional[str]): + Directory to cache the model weights locally. + use_flash_attention (bool): + Whether to use Flash Attention 2 for faster training. + epochs (int): + Number of training epochs. + lr (float): + Learning rate for training. + batch_size (int): + Training batch size. + accumulate_grad_batches (int): + Number of batches to accumulate before performing a gradient update. + val_batch_size (Optional[int]): + Validation batch size. If None, defaults to the training batch size. + num_workers (int): + Number of workers for data loading. + val_num_workers (Optional[int]): + Number of workers for validation data loading. If None, defaults to num_workers. + output_dir (str): + Directory to store training outputs. + metrics (list[BaseMetric] | list[str]): + Metrics to track during training. Can be a list of metric objects or metric names. + system_message (Optional[str]): + System message to include in prompts. + max_new_tokens (int): + Maximum number of new tokens generated during inference. + random_seed (Optional[int]): + Random seed for ensuring reproducibility. If None, no seeding is applied. + """ + + dataset: str + model_id: str = DEFAULT_PHI_4_MODEL_ID + revision: str = DEFAULT_PHI_4_MODEL_REVISION + device: str | torch.device = "auto" + optimization_strategy: Literal["lora", "qlora", "none"] = "lora" + cache_dir: Optional[str] = None + use_flash_attention: bool = True + epochs: int = 10 + lr: float = 1e-5 + batch_size: int = 4 + accumulate_grad_batches: int = 8 + val_batch_size: Optional[int] = None + num_workers: int = 0 + val_num_workers: Optional[int] = None + output_dir: str = "./training/phi_4" + metrics: list[BaseMetric] | list[str] = field(default_factory=list) + system_message: Optional[str] = None + max_new_tokens: int = 512 + random_seed: Optional[int] = None + + def __post_init__(self): + if self.val_batch_size is None: + self.val_batch_size = self.batch_size + + if self.val_num_workers is None: + self.val_num_workers = self.num_workers + + if isinstance(self.metrics, list) and all(isinstance(m, str) for m in self.metrics): + self.metrics = parse_metrics(self.metrics) + + self.device = parse_device_spec(self.device) + if not device_is_available(self.device): + raise ValueError(f"Requested device '{self.device}' is not available.") + + +class Phi4Trainer(MaestroTrainer): + """ + Trainer for fine-tuning the Phi-4 multimodal model. + + Attributes: + processor (AutoProcessor): Tokenizer and processor for model inputs. + model (AutoModelForCausalLM): Pre-trained Phi-4 model. + train_loader (DataLoader): DataLoader for training data. + valid_loader (DataLoader): DataLoader for validation data. + config (Phi4Configuration): Configuration object containing training parameters. + """ + + def __init__( + self, + processor: AutoProcessor, + model: AutoModelForCausalLM, + train_loader: DataLoader, + valid_loader: DataLoader, + config: Phi4Configuration, + ): + super().__init__(processor, model, train_loader, valid_loader) + self.config = config + + self.train_metrics_tracker = MetricsTracker.init(metrics=["loss"]) + metrics = ["loss"] + for metric in config.metrics: + if isinstance(metric, BaseMetric): + metrics += metric.describe() # ensure mypy understands it's BaseMetric + self.valid_metrics_tracker = MetricsTracker.init(metrics=metrics) + + def training_step(self, batch, batch_idx): + input_ids, attention_mask, input_image_embeds, image_attention_mask, image_sizes, labels, input_mode = batch + + outputs = process_model_inputs( + model=self.model, + inputs={ + "input_ids": input_ids, + "attention_mask": attention_mask, + "input_image_embeds": input_image_embeds, + "image_attention_mask": image_attention_mask, + "image_sizes": image_sizes, + "labels": labels, + "input_mode": input_mode, # Specific for Phi 4 as it as both audio and vision component + }, + ) + + loss = outputs.loss + self.log("train_loss", loss, prog_bar=True, logger=True, batch_size=self.config.batch_size) + self.train_metrics_tracker.register("loss", epoch=self.current_epoch, step=batch_idx, value=loss.item()) + return loss + + def validation_step(self, batch, batch_idx): + ( + images, + prefixes, + suffixes, + input_ids, + attention_mask, + input_image_embeds, + image_attention_mask, + image_sizes, + input_mode, + ) = batch + + input_length = input_ids.shape[1] + filtered_inputs = filter_audio_components( + { + "input_ids": input_ids, + "attention_mask": attention_mask, + "input_image_embeds": input_image_embeds, + "image_attention_mask": image_attention_mask, + "image_sizes": image_sizes, + "input_mode": input_mode, + } + ) + + filtered_inputs = {k: v.to(self.device) for k, v in filtered_inputs.items()} + + with torch.no_grad(): + outputs = self.model.generate( + **filtered_inputs, + max_new_tokens=self.config.max_new_tokens, + do_sample=False, + ) + + generated_ids = outputs[:, input_length:] + generated_texts = self.processor.batch_decode(generated_ids, skip_special_tokens=True) + + if batch_idx == 0: + logger.info(f"Sample validation prefix: {prefixes[0]}") + logger.info(f"Sample ground truth: {suffixes[0]}") + logger.info(f"Sample model output: {generated_texts[0]}") + + for metric in self.config.metrics: + result = metric.compute(predictions=generated_texts, targets=suffixes) + for key, value in result.items(): + self.valid_metrics_tracker.register( + metric=key, + epoch=self.current_epoch, + step=batch_idx, + value=value, + ) + self.log(key, value, prog_bar=True, logger=True, batch_size=self.config.val_batch_size) + + def configure_optimizers(self): + optimizer = AdamW(self.model.parameters(), lr=self.config.lr) + return optimizer + + def on_fit_end(self) -> None: + save_metrics_path = os.path.join(self.config.output_dir, "metrics") + save_metric_plots( + training_tracker=self.train_metrics_tracker, + validation_tracker=self.valid_metrics_tracker, + output_dir=save_metrics_path, + ) + + +def train(config: Phi4Configuration | dict) -> None: + """ + Trains the Phi-4 model based on the given configuration. + + Args: + config (Phi4Configuration | dict): Training configuration or dictionary with configuration parameters. + + Returns: + None + """ + if isinstance(config, dict): + config = dacite.from_dict(data_class=Phi4Configuration, data=config) + assert isinstance(config, Phi4Configuration) # ensure mypy understands it's not a dict + + ensure_reproducibility(seed=config.random_seed, avoid_non_deterministic_algorithms=False) + run_dir = create_new_run_directory(base_output_dir=config.output_dir) + config = replace(config, output_dir=run_dir) + + processor, model = load_model( + model_id_or_path=config.model_id, + revision=config.revision, + device=config.device, + optimization_strategy=OptimizationStrategy(config.optimization_strategy), + cache_dir=config.cache_dir, + use_flash_attention=config.use_flash_attention, + ) + dataset_location = resolve_dataset_path(config.dataset) + if dataset_location is None: + return + + train_loader, valid_loader, test_loader = create_data_loaders( + dataset_location=dataset_location, + train_batch_size=config.batch_size, + train_collect_fn=partial(train_collate_fn, processor=processor, system_message=config.system_message), + train_num_workers=config.num_workers, + test_batch_size=config.val_batch_size, + test_collect_fn=partial(evaluation_collate_fn, processor=processor, system_message=config.system_message), + test_num_workers=config.val_num_workers, + ) + + _, train_entry = train_loader.dataset[0] + logger.info(f"Sample train prefix: {train_entry['prefix']}") + logger.info(f"Sample train suffix: {train_entry.get('suffix', 'No suffix available')}") + + pl_module = Phi4Trainer( + processor=processor, model=model, train_loader=train_loader, valid_loader=valid_loader, config=config + ) + + save_checkpoints_path = os.path.join(config.output_dir, "checkpoints") + save_checkpoint_callback = SaveCheckpoint(result_path=save_checkpoints_path, save_model_callback=save_model) + + trainer = lightning.Trainer( + max_epochs=config.epochs, + accumulate_grad_batches=config.accumulate_grad_batches, + check_val_every_n_epoch=1, + limit_val_batches=1.0, + log_every_n_steps=10, + callbacks=[save_checkpoint_callback], + ) + + trainer.fit(pl_module) diff --git a/maestro/trainer/models/phi_4/entrypoint.py b/maestro/trainer/models/phi_4/entrypoint.py new file mode 100644 index 00000000..0e52842a --- /dev/null +++ b/maestro/trainer/models/phi_4/entrypoint.py @@ -0,0 +1,92 @@ +import dataclasses +from typing import Annotated, Optional + +import rich +import typer + +from maestro.trainer.models.phi_4.checkpoints import ( + DEFAULT_PHI_4_MODEL_ID, + DEFAULT_PHI_4_MODEL_REVISION, +) +from maestro.trainer.models.phi_4.core import Phi4Configuration +from maestro.trainer.models.phi_4.core import train as phi_4_train + +phi_4_app = typer.Typer(help="Fine-tune and evaluate Phi-4 multimodal model") + + +@phi_4_app.command( + help="Train Phi-4 model", context_settings={"allow_extra_args": True, "ignore_unknown_options": True} +) +def train( + dataset: Annotated[ + str, + typer.Option( + "--dataset", + help="Local path or Roboflow identifier. If not found locally, it will be resolved (and downloaded) " + "automatically", + ), + ], + model_id: Annotated[ + str, typer.Option("--model_id", help="Identifier for the Phi-4 model") + ] = DEFAULT_PHI_4_MODEL_ID, + revision: Annotated[str, typer.Option("--revision", help="Model revision to use")] = DEFAULT_PHI_4_MODEL_REVISION, + device: Annotated[str, typer.Option("--device", help="Device to use for training")] = "auto", + optimization_strategy: Annotated[ + str, typer.Option("--optimization_strategy", help="Optimization strategy: lora, qlora, or none") + ] = "lora", + cache_dir: Annotated[ + Optional[str], typer.Option("--cache_dir", help="Directory to cache the model weights locally") + ] = None, + use_flash_attention: Annotated[ + bool, typer.Option("--use_flash_attention", help="Use Flash Attention 2 for faster training") + ] = True, + epochs: Annotated[int, typer.Option("--epochs", help="Number of training epochs")] = 10, + lr: Annotated[float, typer.Option("--lr", help="Learning rate for training")] = 1e-5, + batch_size: Annotated[int, typer.Option("--batch_size", help="Training batch size")] = 4, + accumulate_grad_batches: Annotated[ + int, typer.Option("--accumulate_grad_batches", help="Number of batches to accumulate for gradient updates") + ] = 8, + val_batch_size: Annotated[Optional[int], typer.Option("--val_batch_size", help="Validation batch size")] = None, + num_workers: Annotated[int, typer.Option("--num_workers", help="Number of workers for data loading")] = 0, + val_num_workers: Annotated[ + Optional[int], typer.Option("--val_num_workers", help="Number of workers for validation data loading") + ] = None, + output_dir: Annotated[ + str, typer.Option("--output_dir", help="Directory to store training outputs") + ] = "./training/phi_4", + metrics: Annotated[list[str], typer.Option("--metrics", help="List of metrics to track during training")] = [], + system_message: Annotated[ + Optional[str], typer.Option("--system_message", help="System message to include in prompts") + ] = None, + max_new_tokens: Annotated[ + int, typer.Option("--max_new_tokens", help="Maximum number of new tokens generated during inference") + ] = 512, + random_seed: Annotated[ + Optional[int], + typer.Option("--random_seed", help="Random seed for ensuring reproducibility. If None, no seed is set"), + ] = None, +) -> None: + config = Phi4Configuration( + dataset=dataset, + model_id=model_id, + revision=revision, + device=device, + optimization_strategy=optimization_strategy, # type: ignore + cache_dir=cache_dir, + use_flash_attention=use_flash_attention, + epochs=epochs, + lr=lr, + batch_size=batch_size, + accumulate_grad_batches=accumulate_grad_batches, + val_batch_size=val_batch_size, + num_workers=num_workers, + val_num_workers=val_num_workers, + output_dir=output_dir, + metrics=metrics, + system_message=system_message, + max_new_tokens=max_new_tokens, + random_seed=random_seed, + ) + typer.echo(typer.style(text="Training configuration", fg=typer.colors.BRIGHT_GREEN, bold=True)) + rich.print(dataclasses.asdict(config)) + phi_4_train(config=config) diff --git a/maestro/trainer/models/phi_4/inference.py b/maestro/trainer/models/phi_4/inference.py new file mode 100644 index 00000000..811b248e --- /dev/null +++ b/maestro/trainer/models/phi_4/inference.py @@ -0,0 +1,144 @@ +from typing import Optional + +import torch +from PIL import Image +from transformers import AutoModelForCausalLM, AutoProcessor + +from maestro.trainer.common.utils.device import parse_device_spec +from maestro.trainer.models.phi_4.checkpoints import filter_audio_components + + +def predict_with_inputs( + model: AutoModelForCausalLM, + processor: AutoProcessor, + input_ids: torch.Tensor, + attention_mask: torch.Tensor, + input_image_embeds: torch.Tensor, + image_sizes: torch.Tensor, + image_attention_mask: torch.Tensor, + input_mode: torch.Tensor, + device: torch.device, + max_new_tokens: int = 1024, + temperature: float = 0.7, + top_p: float = 0.9, +) -> list[str]: + """ + Generates predictions from the Phi-4 model using textual and image inputs. + + Args: + model (AutoModelForCausalLM): + A Phi-4 model capable of conditional generation with visual context. + processor (AutoProcessor): + Processor for handling inputs and outputs for the Phi-4 model. + input_ids (torch.Tensor): + Tokenized input text IDs. + attention_mask (torch.Tensor): + Attention mask corresponding to the tokenized input. + input_image_embeds (torch.Tensor): + Pre-processed image embeddings for the model. + image_sizes (torch.Tensor): + Sizes of the input images. + image_attention_mask (torch.Tensor): + Attention mask for the image inputs. + input_mode (torch.Tensor): + Tensor specifying if Phi4 works in vision mode (1) or speech mode (0). + device (torch.device): + Device on which to run inference. + max_new_tokens (int): + Maximum number of tokens to generate. + temperature (float): + Sampling temperature for controlling randomness in generation. + top_p (float): + Top-p sampling parameter for nucleus sampling. + + Returns: + list[str]: A list of decoded strings corresponding to the generated sequences. + """ + + input_len = input_ids.size(1) + + with torch.no_grad(): + outputs = model.generate( + input_ids=input_ids.to(device), + attention_mask=attention_mask.to(device), + input_image_embeds=input_image_embeds.to(device), + image_sizes=image_sizes.to(device), + image_attention_mask=image_attention_mask.to(device), + max_new_tokens=max_new_tokens, + input_mode=input_mode.to(device), + temperature=temperature, + top_p=top_p, + do_sample=temperature > 0, + eos_token_id=processor.tokenizer.eos_token_id, + ) + + generated_ids = outputs[:, input_len:] + return processor.batch_decode(generated_ids, skip_special_tokens=True) + + +def predict( + model: AutoModelForCausalLM, + processor: AutoProcessor, + prompt: Optional[str] = None, + system_message: Optional[str] = None, + image: Optional[str | bytes | Image.Image] = None, + device: str | torch.device = "auto", + max_new_tokens: int = 1024, + temperature: float = 0.7, + top_p: float = 0.9, +) -> str: + """ + Generates a prediction from the Phi-4 model given a text prompt and optional image. + + Args: + model (AutoModelForCausalLM): + A Phi-4 model capable of conditional generation with visual context. + processor (AutoProcessor): + Processor for handling inputs and outputs for the Phi-4 model. + prompt (str, optional): + Text prompt for the model to complete. + system_message (str, optional): + Optional system message to add context or instructions. + image (str | bytes | Image.Image, optional): + Optional image input for multimodal capabilities. + device (str | torch.device): + Device on which to run inference. + max_new_tokens (int): + Maximum number of tokens to generate. + temperature (float): + Sampling temperature for controlling randomness in generation. + top_p (float): + Top-p sampling parameter for nucleus sampling. + + Returns: + str: The decoded string representing the model's generated response. + """ + device = parse_device_spec(device) + + formatted_prompt = "" + if system_message: + formatted_prompt += f"<|system|>{system_message}<|end|>" + + formatted_prompt += "<|user|>" + if image is not None: + formatted_prompt += "<|image_1|>" + + formatted_prompt += f"{prompt}<|end|><|assistant|>" + + if image is not None: + inputs = processor(text=formatted_prompt, images=image, return_tensors="pt") + else: + inputs = processor(text=formatted_prompt, return_tensors="pt") + + inputs = filter_audio_components(inputs) + model = model.to(device) + + return predict_with_inputs( + model=model, + processor=processor, + device=device, + max_new_tokens=max_new_tokens, + temperature=temperature, + top_p=top_p, + **inputs, + )[0] diff --git a/maestro/trainer/models/phi_4/loaders.py b/maestro/trainer/models/phi_4/loaders.py new file mode 100644 index 00000000..449348f2 --- /dev/null +++ b/maestro/trainer/models/phi_4/loaders.py @@ -0,0 +1,199 @@ +# Parts of the loader is based on https://huggingface.co/microsoft/Phi-4-multimodal-instruct/resolve/main/sample_finetune_vision.py + +from typing import Any, Optional + +import torch +from PIL import Image +from torch import Tensor +from torch.nn.utils.rnn import pad_sequence +from transformers import AutoProcessor + +_IGNORE_INDEX = -100 +_MAX_TRAINING_LENGTH = 8192 + + +def cat_with_pad(tensors: list[Tensor], dim: int = 0, padding_value: int = 0) -> Tensor: + """Concatenate tensors with padding along the specified dimension. + + Args: + tensors: list of tensors to concatenate. + dim: Dimension along which to concatenate. + padding_value: Value to use for padding. + + Returns: + Tensor: Concatenated tensor with padding. + """ + max_shape = [max(s[i] for s in [t.shape for t in tensors]) for i in range(len(tensors[0].shape))] + result = [] + + for tensor in tensors: + pad_size = [] + for i, (dim_size, max_dim_size) in enumerate(zip(tensor.shape, max_shape)): + pad_before = 0 + pad_after = max_dim_size - dim_size + pad_size.extend([pad_before, pad_after]) + + padded = torch.nn.functional.pad(tensor, pad_size[::-1], value=padding_value) + result.append(padded) + + return torch.cat(result, dim=dim) + + +def train_collate_fn( + batch: list[tuple[Image.Image, dict[str, Any]]], processor: AutoProcessor, system_message: Optional[str] = None +) -> tuple[Tensor, Tensor, Tensor, Tensor, Tensor, Tensor, Tensor]: + """Collate function for training data. + + Args: + batch: list of tuples containing (image, data) pairs. + processor: Processor for tokenization and image processing. + system_message: Optional system message to include in prompts. + + Returns: + tuple containing: + - input_ids: Tensor of token ids + - attention_mask: Tensor indicating which tokens to attend to + - input_image_embeds: Tensor of image embeddings + - image_attention_mask: Tensor indicating which image patches to attend to + - image_sizes: Tensor containing image dimensions + - labels: Tensor of target token ids (with ignored positions marked as _IGNORE_INDEX) + - input_mode: Tensor with value 1 indicating input mode + """ + images, data = zip(*batch) + prefixes = ["<|image_1|>" + entry["prefix"] for entry in data] + suffixes = [entry["suffix"] for entry in data] + + processed_inputs = [] + + for image, prefix, suffix in zip(images, prefixes, suffixes): + user_message = {"role": "user", "content": prefix} + messages = [user_message] + + if system_message: + system_msg = {"role": "system", "content": system_message} + messages = [system_msg, *messages] + + if suffix: + assistant_message = {"role": "assistant", "content": suffix} + messages.append(assistant_message) + + prompt = processor.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) + inputs = processor(prompt, images=[image], return_tensors="pt") + + if suffix: + labels = torch.full_like(inputs["input_ids"], _IGNORE_INDEX) + assistant_text = processor.tokenizer.apply_chat_template([assistant_message], tokenize=False) + assistant_ids = processor.tokenizer(assistant_text, return_tensors="pt").input_ids + labels[:, -assistant_ids.shape[1] :] = inputs["input_ids"][:, -assistant_ids.shape[1] :] + else: + labels = torch.full_like(inputs["input_ids"], _IGNORE_INDEX) + + inputs["labels"] = labels + + if inputs["input_ids"].size(1) > _MAX_TRAINING_LENGTH: + inputs["input_ids"] = inputs["input_ids"][:, :_MAX_TRAINING_LENGTH] + inputs["labels"] = inputs["labels"][:, :_MAX_TRAINING_LENGTH] + + processed_inputs.append(inputs) + + input_ids_list = [] + labels_list = [] + input_image_embeds_list = [] + image_attention_mask_list = [] + image_sizes_list = [] + + for inputs in processed_inputs: + input_ids_list.append(inputs["input_ids"][0]) + labels_list.append(inputs["labels"][0]) + input_image_embeds_list.append(inputs["input_image_embeds"]) + image_attention_mask_list.append(inputs["image_attention_mask"]) + image_sizes_list.append(inputs["image_sizes"]) + + input_ids = pad_sequence(input_ids_list, batch_first=True, padding_value=processor.tokenizer.pad_token_id) + labels = pad_sequence(labels_list, batch_first=True, padding_value=_IGNORE_INDEX) + attention_mask = (input_ids != processor.tokenizer.pad_token_id).long() + input_image_embeds = cat_with_pad(input_image_embeds_list, dim=0) + image_attention_mask = cat_with_pad(image_attention_mask_list, dim=0) + image_sizes = torch.cat(image_sizes_list) + + input_mode = torch.tensor([1]) # vision mode as 1-d tensor + + return ( + input_ids, + attention_mask, + input_image_embeds, + image_attention_mask, + image_sizes, + labels, + input_mode, + ) + + +def evaluation_collate_fn( + batch: list[tuple[Image.Image, dict[str, Any]]], processor: AutoProcessor, system_message: Optional[str] = None +) -> tuple[list[str], list[Optional[str]], Tensor, Tensor, Tensor, Tensor, Tensor, Tensor]: + """Collate function for evaluation data. + + Args: + batch: list of tuples containing (image, data) pairs. + processor: Processor for tokenization and image processing. + system_message: Optional system message to include in prompts. + + Returns: + tuple containing: + - prefixes: list of prefix strings + - suffixes: list of suffix strings (may contain None) + - input_ids: Tensor of token ids + - attention_mask: Tensor indicating which tokens to attend to + - input_image_embeds: Tensor of image embeddings + - image_attention_mask: Tensor indicating which image patches to attend to + - image_sizes: Tensor containing image dimensions + - input_mode: Tensor with value 1 indicating input mode + """ + images, data = zip(*batch) + prefixes = ["<|image_1|>" + entry["prefix"] for entry in data] + suffixes = [entry.get("suffix") for entry in data] + + processed_inputs = [] + + for image, prefix in zip(images, prefixes): + user_message = {"role": "user", "content": prefix} + messages = [user_message] + + if system_message: + system_msg = {"role": "system", "content": system_message} + messages = [system_msg, *messages] + + prompt = processor.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True) + inputs = processor(prompt, images=[image], return_tensors="pt") + processed_inputs.append(inputs) + + input_ids_list = [] + input_image_embeds_list = [] + image_attention_mask_list = [] + image_sizes_list = [] + + for inputs in processed_inputs: + input_ids_list.append(inputs["input_ids"][0]) + input_image_embeds_list.append(inputs["input_image_embeds"]) + image_attention_mask_list.append(inputs["image_attention_mask"]) + image_sizes_list.append(inputs["image_sizes"]) + + input_ids = pad_sequence(input_ids_list, batch_first=True, padding_value=processor.tokenizer.pad_token_id) + attention_mask = (input_ids != processor.tokenizer.pad_token_id).long() + input_image_embeds = cat_with_pad(input_image_embeds_list, dim=0) + image_attention_mask = cat_with_pad(image_attention_mask_list, dim=0) + image_sizes: Tensor = torch.cat(image_sizes_list) + + input_mode = torch.tensor([1]) # vision mode as 1-d tensor + + return ( + prefixes, + suffixes, + input_ids, + attention_mask, + input_image_embeds, + image_attention_mask, + image_sizes, + input_mode, + ) diff --git a/pyproject.toml b/pyproject.toml index f8f0ce21..55d42248 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -92,6 +92,19 @@ qwen_2_5_vl = [ "qwen-vl-utils>=0.0.8" ] +phi_4 = [ + "torch==2.6.0", + "transformers==4.48.2", + "accelerate==1.3.0", + "soundfile==0.13.1", + "pillow==11.1.0", + "scipy==1.15.2", + "torchvision==0.21.0", + "backoff==2.2.1", + "peft==0.13.2", + "bitsandbytes>=0.45.0", + "flash-attn==2.7.4.post1; sys_platform != 'darwin'" +] [project.scripts] maestro = "maestro.cli.main:app" diff --git a/test/meastro/trainer/models/phi_4/__init__.py b/test/meastro/trainer/models/phi_4/__init__.py new file mode 100644 index 00000000..e69de29b diff --git a/test/meastro/trainer/models/phi_4/test_detection.py b/test/meastro/trainer/models/phi_4/test_detection.py new file mode 100644 index 00000000..f290c4ca --- /dev/null +++ b/test/meastro/trainer/models/phi_4/test_detection.py @@ -0,0 +1,81 @@ +from io import BytesIO + +import pytest +import requests +import torch +from PIL import Image +from transformers import BatchFeature + +from maestro.trainer.models.phi_4.checkpoints import ( + DEFAULT_PHI_4_MODEL_ID, + DEFAULT_PHI_4_MODEL_REVISION, + OptimizationStrategy, + filter_audio_components, + load_model, +) + + +@pytest.fixture(scope="module") +def sample_image(): + """Fixture to load a sample image for testing.""" + sample_image_url = "https://www.ilankelman.org/stopsigns/australia.jpg" + response = requests.get(sample_image_url) + return Image.open(BytesIO(response.content)) + + +@pytest.fixture(scope="module") +def prompt_structure(): + """Fixture to provide consistent prompt structure.""" + user_prompt = "<|user|>" + assistant_prompt = "<|assistant|>" + prompt_suffix = "<|end|>" + return {"user_prompt": user_prompt, "assistant_prompt": assistant_prompt, "prompt_suffix": prompt_suffix} + + +@pytest.mark.parametrize( + "optimization_strategy", + [ + OptimizationStrategy.NONE, + ], +) +@pytest.mark.parametrize("use_flash_attention", [True]) +def test_phi4_vision_detection( + sample_image, + prompt_structure, + optimization_strategy, + use_flash_attention, + cache_dir=None, + model_id=DEFAULT_PHI_4_MODEL_ID, + revision=DEFAULT_PHI_4_MODEL_REVISION, +): + """Test Phi-4 model's ability to detect objects in images.""" + # Load model + processor, model = load_model( + model_id_or_path=model_id, + revision=revision, + optimization_strategy=optimization_strategy, + cache_dir=cache_dir, + use_flash_attention=use_flash_attention, + ) + + formatted_prompt = ( + f"{prompt_structure['user_prompt']}<|image_1|>What is shown in this image?" + f"{prompt_structure['prompt_suffix']}{prompt_structure['assistant_prompt']}" + ) + + inputs = processor(text=formatted_prompt, images=sample_image, return_tensors="pt").to(model.device) + + inputs = filter_audio_components(inputs) + inputs = BatchFeature(inputs) + input_len = inputs.input_ids.size(1) + + with torch.no_grad(): + outputs = model.generate(**inputs, max_new_tokens=100, eos_token_id=processor.tokenizer.eos_token_id) + + generated_text = processor.batch_decode(outputs[:, input_len:], skip_special_tokens=True)[0] + response_text = generated_text.split(formatted_prompt)[-1].strip().lower() + + assert "stop sign" in response_text + + assert len(response_text) > 10, "Response is too short" + assert isinstance(response_text, str), "Response should be a string"