{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import os\n", "import sonia\n", "from sonnia.sonia import Sonia\n", "from sonnia.sonia_paired import SoniaPaired\n", "from sonia.plotting import Plotter\n", "import sonia\n", "import numpy as np\n", "import pandas as pd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# define and infer model" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[['CASSEGGGSSYEQYF' 'TRBV7-2' 'TRBJ2-7' 'CAMRGPFNKFYF' 'TRAV14/DV4'\n", " 'TRAJ21']\n", " ['CASRGSGGEIGYTF' 'TRBV5-8' 'TRBJ1-2' 'CAMSVKGAGQNFVF' 'TRAV12-3'\n", " 'TRAJ26']\n", " ['CASSQAWALTYEQYF' 'TRBV4-1' 'TRBJ2-7' 'CLEHLTGGFKTIF' 'TRAV4' 'TRAJ9']\n", " ['CASSPRTGTVGNTIYF' 'TRBV2' 'TRBJ1-3' 'CAAQGSSNTGKLIF' 'TRAV13-1'\n", " 'TRAJ37']\n", " ['CASRTGGGGYTF' 'TRBV28' 'TRBJ1-2' 'CAGFKTIF' 'TRAV13-2' 'TRAJ9']]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:03:45,011: Adding data seqs.\n", "2025-11-17 13:03:45,045: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:03:45,045: Using default index (1) for V genes.\n", "2025-11-17 13:03:45,051: Using default index (2) for J genes.\n", "2025-11-17 13:03:45,103: 100000 sequences before filtering. Using /home/ubuntu/soNNia/sonnia/default_models/human_T_beta_alpha/heavy_chain for filtering.\n", "2025-11-17 13:03:45,286: 100000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:03:45,294: 100000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:03:45,330: 100000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:03:45,404: 100000 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 13:03:45,437: 100000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:03:45,438: 100000 sequences remain. Filtering completed.\n", "2025-11-17 13:03:45,640: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:03:45,641: Using default index (1) for V genes.\n", "2025-11-17 13:03:45,647: Using default index (2) for J genes.\n", "2025-11-17 13:03:45,701: 100000 sequences before filtering. Using /home/ubuntu/soNNia/sonnia/default_models/human_T_beta_alpha/light_chain for filtering.\n", "2025-11-17 13:03:45,901: 100000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:03:45,910: 99986 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:03:45,947: 99986 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:03:46,023: 99986 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 13:03:46,054: 99986 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:03:46,055: 99986 sequences remain. Filtering completed.\n", "2025-11-17 13:03:46,318: Encode data seqs.\n", "Encoding sequence features: 100%|██████████| 99986/99986 [00:03<00:00, 32628.96it/s]\n" ] } ], "source": [ "data_seqs=np.loadtxt('data_seqs_paired.txt',dtype=str)\n", "print(data_seqs[:5])\n", "qm = SoniaPaired(data_seqs=data_seqs,ppost_model='humanTCR')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:03:51,284: Generating 200000 using the light pgen model in /home/ubuntu/soNNia/sonnia/default_models/human_T_beta_alpha/light_chain and the heavy pgen model in /home/ubuntu/soNNia/sonnia/default_models/human_T_beta_alpha/heavy_chain.\n", "2025-11-17 13:03:55,400: Adding gen seqs.\n", "2025-11-17 13:03:55,496: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:03:55,497: Using default index (1) for V genes.\n", "2025-11-17 13:03:55,512: Using default index (2) for J genes.\n", "2025-11-17 13:03:55,615: 200000 sequences before filtering. Using /home/ubuntu/soNNia/sonnia/default_models/human_T_beta_alpha/heavy_chain for filtering.\n", "2025-11-17 13:03:56,010: 200000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:03:56,028: 200000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:03:56,099: 200000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:03:56,250: 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 13:03:56,318: 200000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:03:56,319: 200000 sequences remain. Filtering completed.\n", "2025-11-17 13:03:56,727: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:03:56,728: Using default index (1) for V genes.\n", "2025-11-17 13:03:56,740: Using default index (2) for J genes.\n", "2025-11-17 13:03:56,841: 200000 sequences before filtering. Using /home/ubuntu/soNNia/sonnia/default_models/human_T_beta_alpha/light_chain for filtering.\n", "2025-11-17 13:03:57,211: 200000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:03:57,225: 200000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:03:57,297: 200000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:03:57,446: 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 13:03:57,512: 200000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:03:57,512: 200000 sequences remain. Filtering completed.\n", "2025-11-17 13:03:58,066: Encode gen seqs.\n", "Encoding sequence features: 100%|██████████| 200000/200000 [00:06<00:00, 30997.91it/s]\n", "Computing energies: 100%|██████████| 2/2 [00:01<00:00, 1.13it/s]\n" ] } ], "source": [ "# add generated sequences (you can add them from file too, more is better.)\n", "qm.add_generated_seqs(int(2e5)) " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:05:31,661: Finished training.\n", "Computing energies: 100%|██████████| 2/2 [00:01<00:00, 1.09it/s]\n", "2025-11-17 13:05:33,539: Updating marginals.\n", "Computing energies: 100%|██████████| 2/2 [00:01<00:00, 1.08it/s]\n", "2025-11-17 13:05:35,530: Finished updating marginals.\n" ] } ], "source": [ "#define and train model\n", "qm.infer_selection(epochs=30,batch_size=int(1e4))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Do some plotting" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia=Plotter(qm)\n", "plot_sonia.plot_model_learning()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Generate sequences" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([['CASPRQPQPQHF', 'TRBV14', 'TRBJ1-5', 'CAGAVTNAGKSTF', 'TRAV27',\n", " 'TRAJ27'],\n", " ['CSASHDHILYEKLFF', 'TRBV20-1', 'TRBJ1-4', 'CAAGVMDSSYKLIF',\n", " 'TRAV13-1', 'TRAJ12'],\n", " ['CASSWDYQGILNYEQYF', 'TRBV5-4', 'TRBJ2-7', 'CGTNAGKSTF',\n", " 'TRAV27', 'TRAJ27']], dtype='" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia.plot_prob(data=pgen_data,gen=pgen_gen,model=pgen_model,ptype='P_{pre}',bin_min=-40,bin_max=-10)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_sonia.plot_prob(ppost_data,ppost_gen,ppost_model,ptype='P_{post}',bin_min=-40,bin_max=-10)" ] }, { "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(Q_data,Q_gen,Q_model,ptype='Q',bin_min=-4,bin_max=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# some utils inherited from OLGA" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# olga functionality can be directly accessed throu2gh the main SoNNia model" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(('TGCATCTCCCGGCCCCTCACCTTT', 'CISRPLTF', 43, 2),\n", " ('TGTGCCAGCAGCCATGTACCAACGGACGCTTATAGCAATCAGCCCCAGCATTTT',\n", " 'CASSHVPTDAYSNQPQHF',\n", " 46,\n", " 4))" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qm.seqgen_model_light.gen_rnd_prod_CDR3(),qm.seqgen_model_heavy.gen_rnd_prod_CDR3()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(['TRAJ10*01',\n", " 'ATACTCACGGGAGGAGGAAACAAACTCACCTTT',\n", " 'ATACTCACGGGAGGAGGAAACAAACTCACCTTTGGGACAGGCACTCAGCTAAAAGTGGAACTCA'],\n", " ['TRBJ1-2*01',\n", " 'CTAACTATGGCTACACCTTC',\n", " 'CTAACTATGGCTACACCTTCGGTTCGGGGACCAGGTTAACCGTTGTAG'])" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qm.genomic_data_light.genJ[1],qm.genomic_data_heavy.genJ[1]" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([7.19554e-02, 5.63345e-02, 8.55143e-02, 1.27028e-01, 1.21860e-01,\n", " 1.08232e-01, 8.59492e-02, 7.45618e-02, 5.07897e-02, 3.88103e-02,\n", " 3.57069e-02, 2.68135e-02, 2.15603e-02, 1.95199e-02, 1.66126e-02,\n", " 1.44175e-02, 1.02015e-02, 9.54077e-03, 7.30822e-03, 5.44689e-03,\n", " 4.32498e-03, 2.46807e-03, 1.75657e-03, 9.34188e-04, 5.72187e-04,\n", " 7.20642e-04, 4.44661e-04, 1.06769e-04, 7.10554e-05, 3.08047e-04,\n", " 1.29150e-04, 0.00000e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00]),\n", " array([2.80720e-02, 3.70881e-02, 7.18272e-02, 1.11361e-01, 1.45677e-01,\n", " 1.17451e-01, 9.39653e-02, 8.25969e-02, 7.71960e-02, 5.37416e-02,\n", " 4.99160e-02, 3.79668e-02, 2.58719e-02, 1.95766e-02, 1.36449e-02,\n", " 8.74302e-03, 5.57685e-03, 3.94724e-03, 2.88705e-03, 1.72847e-03,\n", " 1.77234e-03, 1.44091e-03, 1.39968e-03, 1.40263e-03, 1.25466e-03,\n", " 6.01223e-04, 1.11938e-03, 7.01411e-04, 3.20548e-04, 2.40517e-04,\n", " 3.74385e-05, 8.82230e-05, 8.38335e-05, 1.07031e-07, 3.11986e-05,\n", " 5.83995e-06, 2.36875e-05, 1.06530e-10, 7.64546e-09, 2.24623e-04,\n", " 4.17104e-04, 0.00000e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00]))" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "qm.pgen_model_heavy.PinsDJ,qm.pgen_model_light.PinsVJ" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Save and Load Model" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "qm.save_model('test_paired')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "qm_new=SoniaPaired(ppost_model='test_paired')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:11:05,081: Adding data seqs.\n", "2025-11-17 13:11:05,144: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:11:05,145: Using default index (1) for V genes.\n", "2025-11-17 13:11:05,151: Using default index (2) for J genes.\n", "2025-11-17 13:11:05,205: 99986 sequences before filtering. Using test_paired/heavy_chain for filtering.\n", "2025-11-17 13:11:05,391: 99986 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:11:05,399: 99986 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:11:05,436: 99986 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:11:05,508: 99986 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 13:11:05,540: 99986 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:11:05,540: 99986 sequences remain. Filtering completed.\n", "2025-11-17 13:11:05,709: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:11:05,710: Using default index (1) for V genes.\n", "2025-11-17 13:11:05,717: Using default index (2) for J genes.\n", "2025-11-17 13:11:05,769: 99986 sequences before filtering. Using test_paired/light_chain for filtering.\n", "2025-11-17 13:11:05,976: 99986 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:11:05,984: 99986 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:11:06,021: 99986 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:11:06,096: 99986 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 13:11:06,126: 99986 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:11:06,126: 99986 sequences remain. Filtering completed.\n", "2025-11-17 13:11:06,388: Adding gen seqs.\n", "2025-11-17 13:11:06,541: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:11:06,542: Using default index (1) for V genes.\n", "2025-11-17 13:11:06,555: Using default index (2) for J genes.\n", "2025-11-17 13:11:06,659: 200000 sequences before filtering. Using test_paired/heavy_chain for filtering.\n", "2025-11-17 13:11:07,042: 200000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:11:07,059: 200000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:11:07,131: 200000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:11:07,281: 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 13:11:07,344: 200000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:11:07,345: 200000 sequences remain. Filtering completed.\n", "2025-11-17 13:11:07,660: Using default index (0) for amino acid CDR3 sequences.\n", "2025-11-17 13:11:07,661: Using default index (1) for V genes.\n", "2025-11-17 13:11:07,676: Using default index (2) for J genes.\n", "2025-11-17 13:11:07,782: 200000 sequences before filtering. Using test_paired/light_chain for filtering.\n", "2025-11-17 13:11:08,223: 200000 sequences remain after removing sequences with V genes inconsistent with the model.\n", "2025-11-17 13:11:08,247: 200000 sequences remain after removing sequences with J genes inconsistent with the model.\n", "2025-11-17 13:11:08,319: 200000 sequences remain after removing data which are unproductive amino acid sequences.\n", "2025-11-17 13:11:08,463: 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 13:11:08,560: 200000 sequences remain after removing sequences with CDR3 length larger than 30.\n", "2025-11-17 13:11:08,561: 200000 sequences remain. Filtering completed.\n", "2025-11-17 13:11:09,165: Encode data seqs.\n", "Encoding sequence features: 100%|██████████| 99986/99986 [00:03<00:00, 30649.70it/s]\n", "2025-11-17 13:11:13,070: Encode gen seqs.\n", "Encoding sequence features: 100%|██████████| 200000/200000 [00:06<00:00, 30692.48it/s]\n", "Computing energies: 100%|██████████| 2/2 [00:01<00:00, 1.10it/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": 23, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "2025-11-17 13:11:35,447: Finished training.\n", "Computing energies: 100%|██████████| 2/2 [00:01<00:00, 1.07it/s]\n", "2025-11-17 13:11:37,360: Updating marginals.\n", "Computing energies: 100%|██████████| 2/2 [00:01<00:00, 1.07it/s]\n", "2025-11-17 13:11:39,346: Finished updating marginals.\n" ] }, { "data": { "text/plain": [ "{'_likelihood': [-1.7416709661483765,\n", " -1.7556878328323364,\n", " -1.7678178548812866,\n", " -1.7807191610336304,\n", " -1.7920759916305542],\n", " 'binary_crossentropy': [0.3523142635822296,\n", " 0.3505375385284424,\n", " 0.34897327423095703,\n", " 0.3475055992603302,\n", " 0.3461282253265381],\n", " 'loss': [0.3523143529891968,\n", " 0.3505374491214752,\n", " 0.3489736020565033,\n", " 0.34750598669052124,\n", " 0.3461282551288605],\n", " 'val__likelihood': [-1.761418342590332,\n", " -1.7723807096481323,\n", " -1.7818650007247925,\n", " -1.7898236513137817,\n", " -1.7986449003219604],\n", " 'val_binary_crossentropy': [0.3517608642578125,\n", " 0.35050806403160095,\n", " 0.34941861033439636,\n", " 0.34838756918907166,\n", " 0.34734925627708435],\n", " 'val_loss': [0.3517608344554901,\n", " 0.35050803422927856,\n", " 0.349418580532074,\n", " 0.3483875095844269,\n", " 0.34734922647476196]}" ] }, "execution_count": 23, "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": 24, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Computing energies: 0%| | 0/1 [00:00