{ "cells": [ { "cell_type": "markdown", "id": "f79d7304", "metadata": {}, "source": [ "# Loki Retrieve\n", "This notebook demonstrates how to run *Loki Retrieve* on the demo ST-bank dataset. It takes about 10 seconds to run this notebook on MacBook Pro." ] }, { "cell_type": "code", "execution_count": 1, "id": "f9c44d2c-2bef-4280-96fc-085fc72167da", "metadata": { "scrolled": true }, "outputs": [], "source": [ "import torch\n", "from PIL import Image\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import cv2\n", "import os\n", "\n", "import loki.retrieve\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "id": "0b68f903", "metadata": {}, "source": [ "We provide the embeddings generated from the OmiCLIP model.\n", "The sample data and embeddings are stored in the directory `data/loki_retrieve/`, which can be donwloaded from [Google Drive link](https://drive.google.com/file/d/1aPK1nItsOEPxTihUAKMig-vLY-DMMIce/view?usp=sharing).\n", "\n", "Here is a list of the files that are needed to run the retrieval on example data:\n", "```\n", "├── checkpoint_stbank\n", "│   ├── demo_image_embeddings.pt\n", "│   └── demo_text_embeddings.pt\n", "└── demo_STbank_data\n", " ├── ADI-TCGA-ACCKVFLM.tif\n", " ├── LYM-TCGA-AFIDYMYA.tif\n", " ├── MUS-TCGA-AASRLCCT.tif\n", " ├── NORM-TCGA-AIMANAKC.tif\n", " ├── TUM-TCGA-YRWIKDYQ.tif\n", " ├── AACGATAGAAGGGCCG-1_hires.png\n", " ├── AATCGCGCAGAGGACT-1_hires.png\n", " ├── ACACAAATATTCCTAG-1_hires.png\n", " ├── ACCCTCCCTTGCTATT-1_hires.png\n", " ├── ACTGAAACGCCGTTAG-1_hires.png\n", " ├── AGGTAACCTCCTATTC-1_hires.png\n", " ├── ATTACTTACTGGGCAT-1_hires.png\n", " ├── CAACCTGAACCTGCCA-1_hires.png\n", " ├── CAGATGTTTGTCCCAA-1_hires.png\n", " ├── CCCTCAGATCGAGAAC-1_hires.png\n", " ├── CGTTGTAAACGTCAGG-1_hires.png\n", " ├── GCACAAACGAGGCGTG-1_hires.png\n", " ├── GCCGGTCGTATCTCTC-1_hires.png\n", " ├── GCTAGCGATAGGTCTT-1_hires.png\n", " ├── GCTTAATGTAACTAAC-1_hires.png\n", " ├── GGACACAAGTTTACAC-1_hires.png\n", " ├── GGGCTACTATTTCGTG-1_hires.png\n", " ├── GGTGTAGGTAAGTAAA-1_hires.png\n", " ├── TACCAAATAGCCCAGA-1_hires.png\n", " ├── TACCTACTCCCAGTAT-1_hires.png\n", " ├── TATCAGTGGCGTAGTC-1_hires.png\n", " ├── TATGGCCCGGCCTCGC-1_hires.png\n", " ├── TCAGAACCTCCACAGG-1_hires.png\n", " ├── TTGCCAAGCAGAACCC-1_hires.png\n", " ├── TTGGACCTATAACAGT-1_hires.png\n", " └── demo_dataset.csv \n", "```" ] }, { "cell_type": "code", "execution_count": 2, "id": "09584693", "metadata": {}, "outputs": [], "source": [ "data_path = './data/loki_retrieve/' \n", "image_dir = os.path.join(data_path, 'demo_STbank_data/')" ] }, { "cell_type": "code", "execution_count": 3, "id": "bb771e65-f56c-454c-86ad-4da8d2e5d761", "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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labelimg_idx
CAGATGTTTGTCCCAA-1COL1A1 COL1A2 COL3A1 S100A6 DCN IGKC FSTL1 C3 ...CAGATGTTTGTCCCAA-1_hires
GGGCTACTATTTCGTG-1COL1A1 COL3A1 IGKC COL1A2 DCN FABP4 IGFBP7 LUM...GGGCTACTATTTCGTG-1_hires
TATCAGTGGCGTAGTC-1COL1A1 COL3A1 COL1A2 FBN1 IGKC DCN GSN IGHG2 F...TATCAGTGGCGTAGTC-1_hires
GCCGGTCGTATCTCTC-1TAGLN MYL6 MYL9 TPM2 EMILIN1 RARRES2 GREM1 SEL...GCCGGTCGTATCTCTC-1_hires
GGTGTAGGTAAGTAAA-1MYL9 DES RPS12 TPM2 TAGLN ACTA2 TFF1 S100A6 IS...GGTGTAGGTAAGTAAA-1_hires
TACCAAATAGCCCAGA-1TAGLN DES MYL6 ACTG2 IGFBP7 TPM2 GSN MYL9 SELE...TACCAAATAGCCCAGA-1_hires
AATCGCGCAGAGGACT-1DEFA5 DEFA6 REG3A PHGR1 FABP6 REG1A RPS12 S100...AATCGCGCAGAGGACT-1_hires
TCAGAACCTCCACAGG-1DEFA5 PHGR1 REG1A SPINK4 FABP1 DEFA6 MUC2 FABP...TCAGAACCTCCACAGG-1_hires
AACGATAGAAGGGCCG-1DEFA5 DEFA6 RPS12 RPL37 OLFM4 PHGR1 REG1A REG3...AACGATAGAAGGGCCG-1_hires
\n", "
" ], "text/plain": [ " label \\\n", "CAGATGTTTGTCCCAA-1 COL1A1 COL1A2 COL3A1 S100A6 DCN IGKC FSTL1 C3 ... \n", "GGGCTACTATTTCGTG-1 COL1A1 COL3A1 IGKC COL1A2 DCN FABP4 IGFBP7 LUM... \n", "TATCAGTGGCGTAGTC-1 COL1A1 COL3A1 COL1A2 FBN1 IGKC DCN GSN IGHG2 F... \n", "GCCGGTCGTATCTCTC-1 TAGLN MYL6 MYL9 TPM2 EMILIN1 RARRES2 GREM1 SEL... \n", "GGTGTAGGTAAGTAAA-1 MYL9 DES RPS12 TPM2 TAGLN ACTA2 TFF1 S100A6 IS... \n", "TACCAAATAGCCCAGA-1 TAGLN DES MYL6 ACTG2 IGFBP7 TPM2 GSN MYL9 SELE... \n", "AATCGCGCAGAGGACT-1 DEFA5 DEFA6 REG3A PHGR1 FABP6 REG1A RPS12 S100... \n", "TCAGAACCTCCACAGG-1 DEFA5 PHGR1 REG1A SPINK4 FABP1 DEFA6 MUC2 FABP... \n", "AACGATAGAAGGGCCG-1 DEFA5 DEFA6 RPS12 RPL37 OLFM4 PHGR1 REG1A REG3... \n", "\n", " img_idx \n", "CAGATGTTTGTCCCAA-1 CAGATGTTTGTCCCAA-1_hires \n", "GGGCTACTATTTCGTG-1 GGGCTACTATTTCGTG-1_hires \n", "TATCAGTGGCGTAGTC-1 TATCAGTGGCGTAGTC-1_hires \n", "GCCGGTCGTATCTCTC-1 GCCGGTCGTATCTCTC-1_hires \n", "GGTGTAGGTAAGTAAA-1 GGTGTAGGTAAGTAAA-1_hires \n", "TACCAAATAGCCCAGA-1 TACCAAATAGCCCAGA-1_hires \n", "AATCGCGCAGAGGACT-1 AATCGCGCAGAGGACT-1_hires \n", "TCAGAACCTCCACAGG-1 TCAGAACCTCCACAGG-1_hires \n", "AACGATAGAAGGGCCG-1 AACGATAGAAGGGCCG-1_hires " ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataframe = pd.read_csv(os.path.join(image_dir, 'demo_dataset.csv'), index_col=0)\n", "dataframe" ] }, { "cell_type": "markdown", "id": "2f5678aa-c4b1-424f-bde4-0623bb326163", "metadata": {}, "source": [ "## Loki Retrieve on image-to-ST retrieval\n", "Use Loki Retrieve to retrieve ST from image." ] }, { "cell_type": "code", "execution_count": 4, "id": "91105dba", "metadata": {}, "outputs": [], "source": [ "image_list = ['ADI-TCGA-ACCKVFLM.tif',\n", " 'MUS-TCGA-AASRLCCT.tif',\n", " 'NORM-TCGA-AIMANAKC.tif'\n", "]\n", "all_query_image_embeddings = torch.load(os.path.join(data_path, 'checkpoint_stbank', 'demo_image_embeddings.pt'))\n", "all_text_embeddings = torch.load(os.path.join(data_path, 'checkpoint_stbank', 'demo_text_embeddings.pt'))" ] }, { "cell_type": "code", "execution_count": 10, "id": "10ba2f23-85d8-4bf6-b7f3-6dcd7fcadb5f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Retrieved ST with paired images:\n", "COL1A1 COL1A2 COL3A1 S100A6 DCN IGKC FSTL1 C3 FBN1 IGFBP5 ITM2B IGHG2 CFD CMTM6 IGFBP7 CXCL14 HSPA8 LRP1 SERF2 TUBB6 IGLC1 DHRS3 C1QB TM2D1 PTPRC CRIM1 DBI HNRNPA3 COPG1 HNRNPDL SELENOP CD14 SPARC ADAMTS2 TNXB TTYH3 CTSB FABP4 GSN DDX21 INS LUM IGHA1 APOE MYL9 TIMP1 TSC22D3 RERE PLA2G2A LAPTM5\n", "COL1A1 COL3A1 IGKC COL1A2 DCN FABP4 IGFBP7 LUM HBA2 C3 C1QB HNRNPA2B1 CD36 CTSD IGFBP6 IGFBP4 TSC22D3 MAT2A NISCH AQP1 CTSB MYC CCL21 SAR1A LYVE1 TCIRG1 THY1 OAF POSTN EPSTI1 ITM2B RNASE1 RTRAF MAX FOS IGHG2 CNN2 COL6A1 LZTR1 BGN HP1BP3 ECE1 HSPG2 C1QA PITHD1 IFI6 SERBP1 MCL1 S100A6 FCGR3A\n", "COL1A1 COL3A1 COL1A2 FBN1 IGKC DCN GSN IGHG2 FSTL1 TNXB COL6A1 SPARC IFITM2 RHOB IGFBP5 FBLN2 CLEC3B IGFBP7 PI16 CCN2 IGFBP6 CFD C3 TSC22D3 HSPG2 S100A6 ATRAID TGFBR2 EGR1 ARPC1B PLEC LYVE1 C1R SERPINF1 CMPK1 JUN CCN1 CNN3 CSF1 GUK1 EFEMP1 GCG FN1 CTDSP1 ARPC4 BOC WDR1 SPARCL1 C7 HSPA1A\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/f1/0m_1r9dx73dff178jp2t41900000gp/T/ipykernel_85778/2979384241.py:19: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n", " label = dataframe[dataframe['img_idx']==match]['label'][0]\n" ] }, { "data": { "image/png": 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9WkRdv/Mi6Kr9l2aFZG4WBo5XiGGbmYmOxMN7G3JJo6evs9yrURfjKKYsptRPJ8zM8qDLch5kkeu5P1e0zvfdg28uAIDkKC4AgOQoLgCA5CguAIDkKC4AgOSWTou114O0U9BwT4lDI6s0M9RpiLD/oUjh5EEjzGmQxlKJjaCnnOVrQUO84Dngrz7Zd8db1f+hroSBaho0MD3UKbpGa+lt/T9K0+/V3VxzxzsD3Zwyarao3ipK+1RV9P/AoLGj2PyX1Nt0JVFCKjyRIJVXiYW9bd2UNkqtyUMM/vjUpU6kqiaU0d4up/r1/vCjp3Lu2Wev3fEP/u6RXLPxHZ2q+zO+uQAAkqO4AACSo7gAAJKjuAAAkqO4AACSo7gAAJLL6jDnBwDA2fHNBQCQHMUFAJAcxQUAkBzFBQCQHMUFAJAcxQUAkBzFBQCQHMUFAJAcxQUAkNx/ATVbJDspfQyDAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Retrieved ST with paired images:\n", "TAGLN MYL6 MYL9 TPM2 EMILIN1 RARRES2 GREM1 SELENOM S100A6 ACTG2 DES A2M CSRP1 NBL1 LIMS2 RPS13 MALAT1 ACTA2 NUPR1 SPARCL1 TMEM176A MTRNR2L8 FAU EFEMP2 C1S SERF2 TPM1 MTRNR2L1 MIF COL6A2 DDOST SELENOF RPL5 LAMTOR5 OST4 FN1 RAMP1 APEH MTRNR2L12 LPP ABCE1 RPL37 PITX1 DAAM2 COL12A1 BRI3 LAMTOR4 GOLM1 EDF1 IFITM2\n", "TAGLN DES MYL6 ACTG2 IGFBP7 TPM2 GSN MYL9 SELENOM RPL15 FLNC TMEM176A ACTA2 GREM1 NUPR1 NBL1 HSPG2 S100A6 EMILIN1 EPAS1 COX5B COL3A1 LAMB2 LPP ADH5 UQCRQ UBE2B DCTN4 NHP2 HSPA1A MAN1A1 CTGF MICALL2 AGR2 RCC1L COL1A2 CALD1 ZYX PLAT TGFBR1 FBXW5 PTGDS CD151 MUC6 KDELC2 MSMB ATP5MD TSPAN9 A2M KCTD12\n", "MYL9 DES RPS12 TPM2 TAGLN ACTA2 TFF1 S100A6 ISY1 IGFBP7 LYZ SERF2 NBL1 IGFBP5 TNS1 P2RY14 PALLD NCOA7 RSPO3 RAMP3 TMEM176A RPL10 TLN1 GSN ENG CWC15 MYL6 ITM2B CRIP2 RPL36 CNN1 KLF2 PPP1R14A SELENOM TFF2 COL18A1 SDF4 VWA1 PARK7 DFFA RCC2 SYF2 RSRP1 FAM110D C1orf122 SERBP1 GNG5 SH3GLB1 SORT1 S100A3\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Retrieved ST with paired images:\n", "DEFA5 DEFA6 REG3A PHGR1 FABP6 REG1A RPS12 S100A6 PLA2G2A RPL37 RPL30 SPINK4 LYZ KRT8 OLFM4 RPL10 FAU TFF3 FABP1 AGR2 MUC2 RPL36 RPL9 IGHA1 MT1G FCGBP PIGR PRSS2 PRAP1 CLCA1 RPL15 RPS13 RPS24 MYL6 SERF2 KRT19 LGALS4 NDUFS5 RPL5 ATP1A1 IGKC ATP5ME RPS4X PYY SNHG25 MAP2K2 GUCA2A EPCAM MZT2B TMA7\n", "DEFA5 DEFA6 RPS12 RPL37 OLFM4 PHGR1 REG1A REG3A RPL36 IGKC IGHA1 FABP6 RPS13 RPL9 RPL10 RPL30 RPS24 RPS4X FAU PLA2G2A RPL5 LYZ RPL26 KRT8 RPL22 EPCAM TOMM7 SPINK4 ATP5F1E CD52 S100A6 SPINK1 IGHM SNHG25 AGR2 RPS20 MYL6 DBI RPL15 ATP5ME SNHG8 RBM3 TUBA1B SERF2 ELOB KRT19 LGALS4 PIGR CXCR4 TMA7\n", "DEFA5 PHGR1 REG1A SPINK4 FABP1 DEFA6 MUC2 FABP6 TFF3 RPL37 S100A6 IGHA1 FCGBP RPL10 PIGR AGR2 C15orf48 RPL36 RPL9 RPS13 KRT8 OLFM4 SERF2 ATP1A1 ATP5ME RPS4X RPL30 FAU MYL6 TSPAN8 MT1G RPL22 RPS12 COX5A SNHG25 IGLC2 TSPAN1 MGST3 UQCRQ EDF1 ADIRF ITM2B ANPEP KRT19 UQCR11 IGKC COX5B HSPE1 RPL15 DSP\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "i=0\n", "for query_image in image_list:\n", " image_path = os.path.join(image_dir, query_image)\n", " image = Image.open(image_path)\n", " image_embeddings = all_query_image_embeddings[i]\n", " plt.figure(figsize=(1.5,1.5), dpi=100)\n", " plt.imshow(image)\n", " plt.title(\"Query Image\")\n", " plt.axis(\"off\")\n", " plt.show()\n", "\n", " matches = loki.retrieve.retrieve_st_by_image(image_embeddings, all_text_embeddings, dataframe)\n", "\n", " print(\"Retrieved ST with paired images:\")\n", " _, axes = plt.subplots(1, 3, figsize=(5, 2), dpi=100)\n", " for match, ax in zip(matches, axes.flatten()):\n", " image = cv2.imread(f\"{image_dir}{match}\"+\".png\")\n", " image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n", " label = dataframe[dataframe['img_idx']==match]['label'][0]\n", " print(label)\n", " ax.imshow(image)\n", " ax.axis(\"off\")\n", " \n", " i=i+1" ] }, { "cell_type": "code", "execution_count": null, "id": "9de67298", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "loki", "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": "3.9.19" } }, "nbformat": 4, "nbformat_minor": 5 }