{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import os\n", "from sonnia.sonnia import SoNNia\n", "from sonnia.sonia import Sonia\n", "from sonnia.plotting import Plotter\n", "import numpy as np\n", "import pandas as pd\n", "from sonnia.utils import filter_seqs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# load lists of sequences with gene specification" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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junction_aav_genej_gene
0CASSKQGASEAFFTRBV7-8TRBJ1-1
1CASSPPPNYGYTFTRBV6-1TRBJ1-2
2CASSTDTTEAFFTRBV6-5TRBJ1-1
3CATERGGAPGFADTQYFTRBV11-2TRBJ2-3
4CASSLITGENTEAFFTRBV5-4TRBJ1-1
\n", "
" ], "text/plain": [ " junction_aa v_gene j_gene\n", "0 CASSKQGASEAFF TRBV7-8 TRBJ1-1\n", "1 CASSPPPNYGYTF TRBV6-1 TRBJ1-2\n", "2 CASSTDTTEAFF TRBV6-5 TRBJ1-1\n", "3 CATERGGAPGFADTQYF TRBV11-2 TRBJ2-3\n", "4 CASSLITGENTEAFF TRBV5-4 TRBJ1-1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this assume data sequences are in semi-colon separated text file, with gene specification\n", "data_seqs = pd.read_csv('data_seqs.csv.gz')\n", "data_seqs.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# define and infer model" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 12:48:40,022: Adding data seqs.\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 12:48:40,123: 200000 sequences before filtering. Using /home/ubuntu/soNNia/sonnia/default_models/human_T_beta for filtering.\n", "2025-11-17 12:48:40,463: 200000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 12:48:40,478: 200000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 12:48:40,553: 200000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 12:48:40,704: 200000 sequences remain after removing sequences that do not begin with a 'C' or end in a ['A', 'B', 'C', 'E', 'D', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z'].\n", "2025-11-17 12:48:40,770: 200000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 12:48:40,771: 200000 sequences remain. Filtering completed.\n", "2025-11-17 12:48:41,254: Encode data seqs.\n", "Encoding sequence features: 100%|██████████| 200000/200000 [00:03<00:00, 61009.77it/s]\n" ] } ], "source": [ "qm = SoNNia(data_seqs=data_seqs,pgen_model='humanTRB')" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 12:48:48,167: Generating 500000 using the pgen model in /home/ubuntu/soNNia/sonnia/default_models/human_T_beta.\n", "2025-11-17 12:48:54,111: Adding gen seqs.\n", "2025-11-17 12:48:54,307: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 12:48:54,308: Using default index (1) for V genes.\n", "2025-11-17 12:48:54,337: Using default index (2) for J genes.\n", "2025-11-17 12:48:54,599: 500000 sequences before filtering. Using /home/ubuntu/soNNia/sonnia/default_models/human_T_beta for filtering.\n", "2025-11-17 12:48:55,609: 500000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 12:48:55,655: 500000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 12:48:55,840: 500000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 12:48:56,220: 500000 sequences remain after removing sequences that do not begin with a 'C' or end in a ['A', 'B', 'C', 'E', 'D', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z'].\n", "2025-11-17 12:48:56,377: 499998 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 12:48:56,378: 499998 sequences remain. Filtering completed.\n", "2025-11-17 12:48:57,250: Encode gen seqs.\n", "Encoding sequence features: 100%|██████████| 499998/499998 [00:08<00:00, 56300.43it/s]\n", "Computing energies: 100%|██████████| 5/5 [00:02<00:00, 2.45it/s]\n" ] } ], "source": [ "# add generated sequences (you can add them from file too)\n", "qm.add_generated_seqs(int(5e5)) " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 12:57:43,095: Finished training.\n", "Computing energies: 100%|██████████| 5/5 [00:02<00:00, 2.14it/s]\n", "2025-11-17 12:57:45,472: Updating marginals.\n", "Computing energies: 100%|██████████| 5/5 [00:02<00:00, 2.16it/s]\n", "2025-11-17 12:57:47,916: Finished updating marginals.\n" ] } ], "source": [ "#define and train model\n", "qm.infer_selection(epochs=50,batch_size=int(5e3))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# do some plotting" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia=Plotter(qm)\n", "plot_sonia.plot_model_learning()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia.plot_vjl()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Generate sequences" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['CASSLEKTRTGGDTGELFF', 'TRBV11-2', 'TRBJ2-2'],\n", " ['CASSSSAAGVNTEAFF', 'TRBV28', 'TRBJ1-1'],\n", " ['CASSNLSDNYEQYF', 'TRBV5-1', 'TRBJ2-7']], dtype='" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia.plot_prob(data=pgen_data,gen=pgen_gen,model=pgen_model,ptype='P_{pre}',n_bins=50)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia.plot_prob(ppost_data,ppost_gen,ppost_model,ptype='P_{post}',n_bins=50)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia.plot_prob(Q_data,Q_gen,Q_model,ptype='Q',bin_min=-4,bin_max=2,n_bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# some utils inherited from OLGA" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# olga functionality can be directly accessed through the main SoNNia model" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "('TGTGCCAGCAGCTTAGGGGCAATCCGGGACAGGGTTTTGACCTACAATGAGCAGTTCTTC',\n", " 'CASSLGAIRDRVLTYNEQFF',\n", " 84,\n", " 7)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qm.seqgen_model.gen_rnd_prod_CDR3()" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['TRBJ1-2*01',\n", " 'CTAACTATGGCTACACCTTC',\n", " 'CTAACTATGGCTACACCTTCGGTTCGGGGACCAGGTTAACCGTTGTAG']" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qm.genomic_data.genJ[1]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([6.17437e-02, 3.61889e-02, 9.09608e-02, 1.05828e-01, 1.37586e-01,\n", " 1.14643e-01, 9.60481e-02, 8.14864e-02, 6.38634e-02, 4.92164e-02,\n", " 3.93751e-02, 2.90524e-02, 2.30059e-02, 1.64381e-02, 1.45157e-02,\n", " 1.13759e-02, 5.79127e-03, 5.97164e-03, 3.92779e-03, 2.96191e-03,\n", " 2.04381e-03, 2.48417e-03, 9.09996e-04, 1.35102e-03, 2.44798e-04,\n", " 4.52171e-04, 9.17052e-04, 6.28282e-04, 0.00000e+00, 1.41295e-05,\n", " 9.74155e-04, 0.00000e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00])" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qm.pgen_model.PinsDJ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Save and Load Model" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "qm.save_model('test')" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/ubuntu/miniforge3/lib/python3.12/site-packages/keras/src/saving/saving_lib.py:797: UserWarning: Skipping variable loading for optimizer 'rmsprop', because it has 2 variables whereas the saved optimizer has 15 variables. \n", " saveable.load_own_variables(weights_store.get(inner_path))\n" ] } ], "source": [ "qm_new=SoNNia(ppost_model='test')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:00:18,774: Adding data seqs.\n", "2025-11-17 13:00:18,877: 200000 sequences before filtering. Using test for filtering.\n", "2025-11-17 13:00:19,314: 200000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:00:19,335: 200000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:00:19,408: 200000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:00:19,552: 200000 sequences remain after removing sequences that do not begin with a 'C' or end in a ['A', 'B', 'C', 'E', 'D', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z'].\n", "2025-11-17 13:00:19,614: 200000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:00:19,614: 200000 sequences remain. Filtering completed.\n", "2025-11-17 13:00:19,926: Adding gen seqs.\n", "2025-11-17 13:00:20,191: 499998 sequences before filtering. Using test for filtering.\n", "2025-11-17 13:00:21,269: 499998 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:00:21,319: 499998 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:00:21,499: 499998 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:00:21,871: 499998 sequences remain after removing sequences that do not begin with a 'C' or end in a ['A', 'B', 'C', 'E', 'D', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z'].\n", "2025-11-17 13:00:22,023: 499998 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:00:22,024: 499998 sequences remain. Filtering completed.\n", "2025-11-17 13:00:23,042: Encode data seqs.\n", "Encoding sequence features: 100%|██████████| 200000/200000 [00:03<00:00, 59394.06it/s]\n", "2025-11-17 13:00:27,049: Encode gen seqs.\n", "Encoding sequence features: 100%|██████████| 499998/499998 [00:08<00:00, 56962.16it/s]\n", "Computing energies: 100%|██████████| 5/5 [00:02<00:00, 2.28it/s]\n" ] } ], "source": [ "# By default sequences are not added. Adding them now.\n", "qm_new.update_model(add_data_seqs=qm.data_seqs,add_gen_seqs=qm.gen_seqs)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:01:23,226: Finished training.\n", "Computing energies: 100%|██████████| 5/5 [00:02<00:00, 2.13it/s]\n", "2025-11-17 13:01:25,589: Updating marginals.\n", "Computing energies: 100%|██████████| 5/5 [00:02<00:00, 2.16it/s]\n", "2025-11-17 13:01:28,041: Finished updating marginals.\n" ] }, { "data": { "text/plain": [ "{'_likelihood': [-0.8920620083808899,\n", " -0.8960410952568054,\n", " -0.899197518825531,\n", " -0.901885449886322,\n", " -0.9051015973091125],\n", " 'binary_crossentropy': [0.4252631962299347,\n", " 0.42459744215011597,\n", " 0.42381709814071655,\n", " 0.4235226511955261,\n", " 0.42295804619789124],\n", " 'loss': [0.42526325583457947,\n", " 0.42459729313850403,\n", " 0.42381709814071655,\n", " 0.4235227406024933,\n", " 0.422958105802536],\n", " 'val__likelihood': [-0.904228687286377,\n", " -0.9076792597770691,\n", " -0.9064220190048218,\n", " -0.9084171652793884,\n", " -0.9089504480361938],\n", " 'val_binary_crossentropy': [0.4258957803249359,\n", " 0.42045947909355164,\n", " 0.4227898418903351,\n", " 0.4201054871082306,\n", " 0.42125770449638367],\n", " 'val_loss': [0.4258957505226135,\n", " 0.4204593896865845,\n", " 0.42278987169265747,\n", " 0.4201054573059082,\n", " 0.4212576448917389]}" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Continue inference\n", "qm_new.infer_selection(epochs=5)\n", "qm_new.learning_history.history" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Compute Diversity and Distance from Reference Distribution" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing energies: 100%|██████████| 1/1 [00:00<00:00, 11.50it/s]\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "model entropy is: 30.451140341671806 [bits]\n" ] } ], "source": [ "print('model entropy is: ', qm_new.entropy(), '[bits]')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Dkl post gen is: 1.283561 [bits]\n" ] } ], "source": [ "print('Dkl post gen is: ', qm_new.dkl_post_gen(), '[bits]')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Load Default Sonia Models" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# load beta model\n", "beta_default_model=Sonia(ppost_model='humanTRB')" ] } ], "metadata": { "kernelspec": { "display_name": "base", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 4 }